ImageInpainting.ipynb

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    "colab": {
      "provenance": [],
      "gpuType": "T4"
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "In3KsXlreeD2"
      },
      "outputs": [],
      "source": [
        "#Import required dependencies\n",
        "!mkdir images\n",
        "!mkdir saved_model\n",
        "from __future__ import print_function, division\n",
        "from keras.datasets import cifar10\n",
        "from keras.layers import Flatten, Dropout,BatchNormalization,Activation, Dense, Input,Reshape, Multiply, GaussianNoise, Embedding, ZeroPadding2D, MaxPooling2D\n",
        "from tensorflow.keras.layers import LeakyReLU, PReLU\n",
        "from tensorflow.keras.layers import UpSampling2D, Conv2D\n",
        "from keras.optimizers.legacy import Adam\n",
        "from keras.models import Sequential, Model\n",
        "from keras import losses\n",
        "from keras.utils import to_categorical\n",
        "import keras.backend as K\n",
        "\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "class contextEncoder():\n",
        "  def __init__(self):\n",
        "    self.img_rows=32\n",
        "    self.img_cols=32\n",
        "    self.mask_height=8\n",
        "    self.mask_width=8\n",
        "    self.channels=3\n",
        "    self.num_classes=2\n",
        "    self.img_shape=(self.img_rows,self.img_cols,self.channels)\n",
        "    self.missing_image=(self.mask_height,self.mask_width,self.channels)\n",
        "\n",
        "\n",
        "    optimizer =Adam(0.0002, 0.5)\n",
        "\n",
        "    #Build and compile discriminator\n",
        "    self.descriminator=self.build_descriminator()\n",
        "    self.descriminator.compile(loss=\"binary_crossentropy\", optimizer=optimizer, metrics=['accuracy'])\n",
        "\n",
        "    #Build and compile Generator\n",
        "\n",
        "    self.generator=self.build_generator()\n",
        "\n",
        "    #generator will take noise as inp and generate mising part of the img\n",
        "\n",
        "    masked_img=Input(shape=self.img_shape)\n",
        "    gen_missing=self.generator(masked_img)\n",
        "\n",
        "    #for combined model train just the generator\n",
        "\n",
        "    self.descriminator.trainable=False\n",
        "\n",
        "    # Real or fake\n",
        "    valid=self.descriminator(gen_missing)\n",
        "\n",
        "\n",
        "    #combined model\n",
        "\n",
        "    self.combined=Model(masked_img, [gen_missing, valid])\n",
        "    self.combined.compile(loss=[\"mse\",\"binary_crossentropy\"], loss_weights=[.999,.001], optimizer=optimizer)\n",
        "\n",
        "  def build_generator(self):\n",
        "    model=Sequential()\n",
        "\n",
        "\n",
        "    model.add(Conv2D(32, kernel_size=3, strides=2, input_shape=self.img_shape, padding='same'))\n",
        "    model.add(LeakyReLU(alpha=.2))\n",
        "    model.add(BatchNormalization(momentum=.8))\n",
        "\n",
        "    model.add(Conv2D(64, kernel_size=3, strides=2, padding='same'))\n",
        "    model.add(LeakyReLU(alpha=.2))\n",
        "    model.add(BatchNormalization(momentum=.8))\n",
        "\n",
        "    model.add(Conv2D(128, kernel_size=3, strides=2, padding='same'))\n",
        "    model.add(LeakyReLU(alpha=.2))\n",
        "    model.add(BatchNormalization(momentum=.8))\n",
        "\n",
        "    model.add(Conv2D(512, kernel_size=1, strides=2, padding='same'))\n",
        "    model.add(LeakyReLU(alpha=.2))\n",
        "    model.add(Dropout(.5))\n",
        "\n",
        "    # Decoder (Upsampling)\n",
        "\n",
        "    model.add(UpSampling2D())\n",
        "    model.add(Conv2D(128, kernel_size=3, padding='same'))\n",
        "    model.add(Activation(\"relu\"))\n",
        "    model.add(BatchNormalization(momentum=.8))\n",
        "\n",
        "    model.add(UpSampling2D())\n",
        "    model.add(Conv2D(64, kernel_size=3, padding='same'))\n",
        "    model.add(Activation(\"relu\"))\n",
        "    model.add(BatchNormalization(momentum=.8))\n",
        "\n",
        "    model.add(Conv2D(self.channels, kernel_size=3, padding='same'))\n",
        "    model.add(Activation('tanh'))\n",
        "\n",
        "    model.summary()\n",
        "\n",
        "    masked_img=Input(self.img_shape) #i/p\n",
        "    gen_missing=model(masked_img) # o/p\n",
        "\n",
        "    return (Model(masked_img,gen_missing))\n",
        "\n",
        "  def build_descriminator(self):\n",
        "    model=Sequential()\n",
        "\n",
        "    model.add(Conv2D(64, kernel_size=3, strides=2, input_shape=self.missing_image, padding='same'))\n",
        "    model.add(LeakyReLU(alpha=.2))\n",
        "    model.add(BatchNormalization(momentum=.8))\n",
        "\n",
        "    model.add(Conv2D(128, kernel_size=3, strides=2, padding='same'))\n",
        "    model.add(LeakyReLU(alpha=.2))\n",
        "    model.add(BatchNormalization(momentum=.8))\n",
        "\n",
        "    model.add(Conv2D(256, kernel_size=1, strides=2, padding='same'))\n",
        "    model.add(LeakyReLU(alpha=.2))\n",
        "    model.add(BatchNormalization(momentum=.8))\n",
        "\n",
        "    model.add(Flatten())\n",
        "    model.add(Dense(1,activation='sigmoid'))\n",
        "\n",
        "    model.summary()\n",
        "\n",
        "    img=Input(shape=self.missing_image)\n",
        "    validity=model(img)\n",
        "\n",
        "    return(Model(img, validity))\n",
        "\n",
        "  def mask_random(self, imgs):\n",
        "    y1=np.random.randint(0,self.img_rows-self.mask_height, imgs.shape[0])\n",
        "    y2=y1+self.mask_height\n",
        "\n",
        "    x1=np.random.randint(0,self.img_rows-self.mask_width, imgs.shape[0])\n",
        "    x2=x1+self.mask_width\n",
        "\n",
        "    masked_imgs=np.empty_like(imgs)\n",
        "    missing_parts=np.empty(shape=(imgs.shape[0], self.mask_height, self.mask_width,self.channels))\n",
        "\n",
        "\n",
        "    for i, img in enumerate(imgs):\n",
        "      masked_img=img.copy()\n",
        "      _y1, _y2, _x1, _x2=y1[i], y2[i], x1[i], x2[i]\n",
        "      missing_parts[i]=masked_img[_y1:_y2,_x1:_x2].copy()\n",
        "      masked_img[_y1:_y2,_x1:_x2]=0\n",
        "      masked_imgs[i]=masked_img\n",
        "\n",
        "    return (masked_imgs, missing_parts, (y1, y2, x1, x2))\n",
        "\n",
        "\n",
        "  def train(self, epochs, batch_size=128, sample_interval=50):\n",
        "    (X_train, y_train), (__,__)=cifar10.load_data()\n",
        "\n",
        "    X_cats=X_train[(y_train==3).flatten()]\n",
        "    X_dogs=X_train[(y_train==5).flatten()]\n",
        "\n",
        "    X_train=np.vstack((X_cats,X_dogs))\n",
        "\n",
        "    #Rescale between -1 and 1\n",
        "    X_train=(X_train/127.5) -1\n",
        "    y_train=y_train.reshape(-1,1)\n",
        "\n",
        "    #Adversarial GT\n",
        "    valid=np.ones((batch_size,1))\n",
        "    fake=np.zeros((batch_size,1))\n",
        "\n",
        "    for epoch in range(epochs):\n",
        "      #Train Descriminator\n",
        "\n",
        "      idx=np.random.randint(0,X_train.shape[0], batch_size)\n",
        "      imgs=X_train[idx]\n",
        "\n",
        "      masked_imgs, missing_parts,_=self.mask_random(imgs)\n",
        "\n",
        "      gen_missing=self.generator.predict(masked_imgs)\n",
        "\n",
        "\n",
        "      #Train the Descriminator\n",
        "\n",
        "      d_loss_real=self.descriminator.train_on_batch(missing_parts, valid)\n",
        "\n",
        "      d_loss_fake=self.descriminator.train_on_batch(gen_missing, fake)\n",
        "\n",
        "      d_loss=.5*np.add(d_loss_fake,d_loss_real)\n",
        "\n",
        "\n",
        "      #Train the Generator\n",
        "\n",
        "      g_loss=self.combined.train_on_batch(masked_imgs,[missing_parts, valid])\n",
        "\n",
        "      #Plotting Losses\n",
        "\n",
        "      print(\"%d [D_loss: %f , acc= %2f%%] [G_loss: %f, mse: %f ]\"%(epoch, d_loss[0],100*d_loss[1],g_loss[0],g_loss[1]))\n",
        "\n",
        "\n",
        "      if epoch%sample_interval==0:\n",
        "        idx=np.random.randint(0,X_train.shape[0],6)\n",
        "        imgs=X_train[idx]\n",
        "        self.sample_images(epoch, imgs)\n",
        "\n",
        "      if epoch==29900:\n",
        "        self.save_model()\n",
        "\n",
        "  def sample_images(self, epoch, imgs):\n",
        "    r,c=3,6\n",
        "    masked_imgs,missing_parts, (y1,y2,x1,x2)=self.mask_random(imgs)\n",
        "    gen_missing=self.generator.predict(masked_imgs)\n",
        "\n",
        "\n",
        "    imgs=0.5*imgs+0.5\n",
        "    masked_imgs=masked_imgs*0.5+0.5\n",
        "    gen_missing=0.5*gen_missing+0.5\n",
        "\n",
        "    fig, axs=plt.subplots(r,c)\n",
        "    for i in range(c):\n",
        "      axs[0,i].imshow(imgs[i,:,:])\n",
        "      axs[0,i].axis('off')\n",
        "      axs[1,i].imshow(masked_imgs[i,:,:])\n",
        "      axs[1,i].axis('off')\n",
        "      filled_im=imgs[i].copy()\n",
        "      filled_im[y1[i]:y2[i],x1[i]:x2[i],:]=gen_missing[i]\n",
        "      axs[2,i].imshow(filled_im)\n",
        "      axs[2,i].axis('off')\n",
        "\n",
        "    plt.savefig('images/%d.png'%epoch)\n",
        "    plt.close()\n",
        "\n",
        "\n",
        "  def save_model(self):\n",
        "    def save(model, model_name):\n",
        "      model_path=\"saved_model/%s.json\"%model_name\n",
        "      weights_path=\"saved_model/%s_weights.hdf5\"%model_name\n",
        "      options={\"file_arc\":model_path, \"file_weight\":weights_path}\n",
        "      json_string=model.to_json()\n",
        "      open(options['file_arc'],'w').write(json_string)\n",
        "      model.save_weights(options['file_weight'])\n",
        "\n",
        "    save(self.generator, \"generator\")\n",
        "    save(self.descriminator,\"descriminator\")\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "TDL8-Cm7gilB"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "if __name__==\"__main__\":\n",
        "  context_encoder=contextEncoder()\n",
        "  context_encoder.train(epochs=30000, batch_size=128, sample_interval=1000)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YV4Eb5qNkd-e",
        "outputId": "6972d8ce-d586-4f23-ba1e-c52e992f1a18"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "16843 [D_loss: 0.693270 , acc= 50.000000%] [G_loss: 0.093007, mse: 0.092406 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "16844 [D_loss: 0.693269 , acc= 41.015625%] [G_loss: 0.089595, mse: 0.088991 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "16845 [D_loss: 0.693269 , acc= 35.546875%] [G_loss: 0.090116, mse: 0.089512 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16846 [D_loss: 0.693269 , acc= 46.875000%] [G_loss: 0.091609, mse: 0.091007 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16847 [D_loss: 0.693269 , acc= 36.718750%] [G_loss: 0.091305, mse: 0.090702 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16848 [D_loss: 0.693269 , acc= 33.984375%] [G_loss: 0.100971, mse: 0.100378 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16849 [D_loss: 0.693269 , acc= 48.437500%] [G_loss: 0.092236, mse: 0.091635 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "16850 [D_loss: 0.693269 , acc= 35.937500%] [G_loss: 0.089441, mse: 0.088837 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "16851 [D_loss: 0.693269 , acc= 47.265625%] [G_loss: 0.091809, mse: 0.091207 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16852 [D_loss: 0.693269 , acc= 43.750000%] [G_loss: 0.095793, mse: 0.095195 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16853 [D_loss: 0.693269 , acc= 35.937500%] [G_loss: 0.090213, mse: 0.089609 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16854 [D_loss: 0.693269 , acc= 42.578125%] [G_loss: 0.098637, mse: 0.098042 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "16855 [D_loss: 0.693269 , acc= 44.531250%] [G_loss: 0.081300, mse: 0.080687 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "16856 [D_loss: 0.693269 , acc= 53.906250%] [G_loss: 0.096864, mse: 0.096267 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16857 [D_loss: 0.693269 , acc= 44.531250%] [G_loss: 0.081143, mse: 0.080530 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16858 [D_loss: 0.693269 , acc= 45.312500%] [G_loss: 0.084609, mse: 0.084000 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "16859 [D_loss: 0.693269 , acc= 30.078125%] [G_loss: 0.073407, mse: 0.072787 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "16860 [D_loss: 0.693269 , acc= 45.703125%] [G_loss: 0.100196, mse: 0.099602 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16861 [D_loss: 0.693270 , acc= 44.531250%] [G_loss: 0.099888, mse: 0.099294 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "16862 [D_loss: 0.693270 , acc= 41.406250%] [G_loss: 0.092541, mse: 0.091940 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "16863 [D_loss: 0.693269 , acc= 49.218750%] [G_loss: 0.090046, mse: 0.089442 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "16864 [D_loss: 0.693269 , acc= 40.625000%] [G_loss: 0.097588, mse: 0.096991 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16865 [D_loss: 0.693269 , acc= 38.281250%] [G_loss: 0.079492, mse: 0.078877 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16866 [D_loss: 0.693269 , acc= 55.078125%] [G_loss: 0.093885, mse: 0.093285 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16867 [D_loss: 0.693269 , acc= 44.921875%] [G_loss: 0.083664, mse: 0.083054 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "16868 [D_loss: 0.693269 , acc= 40.625000%] [G_loss: 0.093508, mse: 0.092908 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16869 [D_loss: 0.693269 , acc= 23.046875%] [G_loss: 0.088082, mse: 0.087476 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16870 [D_loss: 0.693269 , acc= 37.109375%] [G_loss: 0.094888, mse: 0.094289 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16871 [D_loss: 0.693269 , acc= 45.312500%] [G_loss: 0.092922, mse: 0.092321 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16872 [D_loss: 0.693269 , acc= 48.828125%] [G_loss: 0.089705, mse: 0.089100 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16873 [D_loss: 0.693269 , acc= 51.171875%] [G_loss: 0.084134, mse: 0.083524 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16874 [D_loss: 0.693270 , acc= 51.171875%] [G_loss: 0.077784, mse: 0.077168 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16875 [D_loss: 0.693269 , acc= 45.703125%] [G_loss: 0.097961, mse: 0.097365 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16876 [D_loss: 0.693269 , acc= 55.078125%] [G_loss: 0.098221, mse: 0.097626 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16877 [D_loss: 0.693269 , acc= 30.078125%] [G_loss: 0.085584, mse: 0.084975 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "16878 [D_loss: 0.693269 , acc= 37.109375%] [G_loss: 0.073424, mse: 0.072803 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16879 [D_loss: 0.693269 , acc= 47.265625%] [G_loss: 0.096429, mse: 0.095832 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "16880 [D_loss: 0.693270 , acc= 45.703125%] [G_loss: 0.082893, mse: 0.082282 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16881 [D_loss: 0.693270 , acc= 37.500000%] [G_loss: 0.085846, mse: 0.085238 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "16882 [D_loss: 0.693270 , acc= 49.218750%] [G_loss: 0.094797, mse: 0.094198 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16883 [D_loss: 0.693269 , acc= 48.828125%] [G_loss: 0.095775, mse: 0.095177 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16884 [D_loss: 0.693269 , acc= 42.187500%] [G_loss: 0.082666, mse: 0.082054 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16885 [D_loss: 0.693269 , acc= 37.500000%] [G_loss: 0.091990, mse: 0.091388 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16886 [D_loss: 0.693269 , acc= 24.609375%] [G_loss: 0.097429, mse: 0.096832 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16887 [D_loss: 0.693269 , acc= 49.218750%] [G_loss: 0.082780, mse: 0.082169 ]\n",
            "4/4 [==============================] - 0s 10ms/step\n",
            "16888 [D_loss: 0.693270 , acc= 50.000000%] [G_loss: 0.080659, mse: 0.080045 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16889 [D_loss: 0.693271 , acc= 51.562500%] [G_loss: 0.088258, mse: 0.087653 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16890 [D_loss: 0.693271 , acc= 48.046875%] [G_loss: 0.093706, mse: 0.093105 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "16891 [D_loss: 0.693272 , acc= 43.359375%] [G_loss: 0.088556, mse: 0.087951 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "16892 [D_loss: 0.693270 , acc= 51.171875%] [G_loss: 0.095670, mse: 0.095072 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16893 [D_loss: 0.693269 , acc= 39.062500%] [G_loss: 0.081846, mse: 0.081234 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16894 [D_loss: 0.693269 , acc= 43.750000%] [G_loss: 0.091415, mse: 0.090812 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16895 [D_loss: 0.693271 , acc= 46.093750%] [G_loss: 0.082627, mse: 0.082016 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "16896 [D_loss: 0.693273 , acc= 47.656250%] [G_loss: 0.091336, mse: 0.090734 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16897 [D_loss: 0.693274 , acc= 48.437500%] [G_loss: 0.082690, mse: 0.082079 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "16898 [D_loss: 0.693275 , acc= 49.218750%] [G_loss: 0.086467, mse: 0.085860 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16899 [D_loss: 0.693274 , acc= 51.953125%] [G_loss: 0.092528, mse: 0.091926 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "16900 [D_loss: 0.693271 , acc= 46.875000%] [G_loss: 0.094546, mse: 0.093946 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16901 [D_loss: 0.693269 , acc= 38.281250%] [G_loss: 0.096220, mse: 0.095622 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "16902 [D_loss: 0.693271 , acc= 58.203125%] [G_loss: 0.083529, mse: 0.082919 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16903 [D_loss: 0.693277 , acc= 53.515625%] [G_loss: 0.100654, mse: 0.100062 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16904 [D_loss: 0.693288 , acc= 51.562500%] [G_loss: 0.085644, mse: 0.085036 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16905 [D_loss: 0.693293 , acc= 52.343750%] [G_loss: 0.085916, mse: 0.085309 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16906 [D_loss: 0.693284 , acc= 51.953125%] [G_loss: 0.093499, mse: 0.092898 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16907 [D_loss: 0.693272 , acc= 56.250000%] [G_loss: 0.102519, mse: 0.101928 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16908 [D_loss: 0.693271 , acc= 38.281250%] [G_loss: 0.096742, mse: 0.096145 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "16909 [D_loss: 0.693282 , acc= 49.218750%] [G_loss: 0.087735, mse: 0.087130 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16910 [D_loss: 0.693289 , acc= 46.093750%] [G_loss: 0.091068, mse: 0.090466 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "16911 [D_loss: 0.693289 , acc= 49.218750%] [G_loss: 0.083805, mse: 0.083195 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16912 [D_loss: 0.693280 , acc= 51.562500%] [G_loss: 0.082854, mse: 0.082243 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16913 [D_loss: 0.693270 , acc= 45.312500%] [G_loss: 0.089394, mse: 0.088789 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "16914 [D_loss: 0.693271 , acc= 52.734375%] [G_loss: 0.077483, mse: 0.076867 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16915 [D_loss: 0.693274 , acc= 53.125000%] [G_loss: 0.085392, mse: 0.084784 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "16916 [D_loss: 0.693274 , acc= 51.953125%] [G_loss: 0.083340, mse: 0.082729 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16917 [D_loss: 0.693271 , acc= 54.687500%] [G_loss: 0.080877, mse: 0.080264 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16918 [D_loss: 0.693269 , acc= 53.906250%] [G_loss: 0.083739, mse: 0.083129 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "16919 [D_loss: 0.693269 , acc= 39.453125%] [G_loss: 0.088344, mse: 0.087738 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "16920 [D_loss: 0.693270 , acc= 41.406250%] [G_loss: 0.087834, mse: 0.087228 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16921 [D_loss: 0.693270 , acc= 45.703125%] [G_loss: 0.084394, mse: 0.083785 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "16922 [D_loss: 0.693269 , acc= 49.218750%] [G_loss: 0.099148, mse: 0.098553 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16923 [D_loss: 0.693269 , acc= 39.062500%] [G_loss: 0.094202, mse: 0.093603 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "16924 [D_loss: 0.693269 , acc= 41.406250%] [G_loss: 0.087872, mse: 0.087266 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16925 [D_loss: 0.693269 , acc= 51.953125%] [G_loss: 0.081268, mse: 0.080656 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "16926 [D_loss: 0.693269 , acc= 51.562500%] [G_loss: 0.092421, mse: 0.091819 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "16927 [D_loss: 0.693269 , acc= 50.781250%] [G_loss: 0.102586, mse: 0.101995 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "16928 [D_loss: 0.693269 , acc= 28.906250%] [G_loss: 0.077763, mse: 0.077147 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16929 [D_loss: 0.693269 , acc= 40.625000%] [G_loss: 0.091141, mse: 0.090538 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16930 [D_loss: 0.693269 , acc= 51.171875%] [G_loss: 0.078777, mse: 0.078162 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16931 [D_loss: 0.693269 , acc= 50.390625%] [G_loss: 0.086237, mse: 0.085629 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16932 [D_loss: 0.693269 , acc= 48.828125%] [G_loss: 0.095817, mse: 0.095219 ]\n",
            "4/4 [==============================] - 0s 10ms/step\n",
            "16933 [D_loss: 0.693269 , acc= 47.265625%] [G_loss: 0.082622, mse: 0.082010 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16934 [D_loss: 0.693269 , acc= 32.421875%] [G_loss: 0.085017, mse: 0.084408 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16935 [D_loss: 0.693268 , acc= 23.046875%] [G_loss: 0.091842, mse: 0.091240 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16936 [D_loss: 0.693268 , acc= 53.515625%] [G_loss: 0.084127, mse: 0.083517 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16937 [D_loss: 0.693269 , acc= 48.828125%] [G_loss: 0.087324, mse: 0.086717 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16938 [D_loss: 0.693269 , acc= 49.609375%] [G_loss: 0.080556, mse: 0.079942 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16939 [D_loss: 0.693269 , acc= 45.703125%] [G_loss: 0.094224, mse: 0.093625 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16940 [D_loss: 0.693268 , acc= 45.312500%] [G_loss: 0.092156, mse: 0.091554 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16941 [D_loss: 0.693269 , acc= 32.031250%] [G_loss: 0.099079, mse: 0.098484 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16942 [D_loss: 0.693269 , acc= 39.843750%] [G_loss: 0.086410, mse: 0.085803 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "16943 [D_loss: 0.693269 , acc= 46.093750%] [G_loss: 0.085901, mse: 0.085293 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16944 [D_loss: 0.693269 , acc= 44.921875%] [G_loss: 0.078391, mse: 0.077775 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16945 [D_loss: 0.693269 , acc= 30.859375%] [G_loss: 0.093485, mse: 0.092885 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16946 [D_loss: 0.693269 , acc= 46.875000%] [G_loss: 0.100212, mse: 0.099618 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16947 [D_loss: 0.693269 , acc= 46.093750%] [G_loss: 0.085154, mse: 0.084546 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16948 [D_loss: 0.693268 , acc= 44.140625%] [G_loss: 0.085778, mse: 0.085170 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16949 [D_loss: 0.693268 , acc= 51.953125%] [G_loss: 0.089060, mse: 0.088455 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16950 [D_loss: 0.693269 , acc= 46.875000%] [G_loss: 0.082663, mse: 0.082052 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "16951 [D_loss: 0.693269 , acc= 48.046875%] [G_loss: 0.087861, mse: 0.087255 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16952 [D_loss: 0.693269 , acc= 50.781250%] [G_loss: 0.087242, mse: 0.086635 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "16953 [D_loss: 0.693269 , acc= 48.046875%] [G_loss: 0.100042, mse: 0.099448 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16954 [D_loss: 0.693268 , acc= 44.531250%] [G_loss: 0.091799, mse: 0.091197 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16955 [D_loss: 0.693268 , acc= 41.796875%] [G_loss: 0.096548, mse: 0.095951 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16956 [D_loss: 0.693268 , acc= 53.515625%] [G_loss: 0.098001, mse: 0.097406 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16957 [D_loss: 0.693269 , acc= 48.437500%] [G_loss: 0.100682, mse: 0.100089 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16958 [D_loss: 0.693269 , acc= 48.437500%] [G_loss: 0.091091, mse: 0.090489 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16959 [D_loss: 0.693269 , acc= 45.312500%] [G_loss: 0.078196, mse: 0.077580 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16960 [D_loss: 0.693269 , acc= 50.000000%] [G_loss: 0.096693, mse: 0.096096 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16961 [D_loss: 0.693269 , acc= 50.781250%] [G_loss: 0.094689, mse: 0.094090 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16962 [D_loss: 0.693268 , acc= 34.375000%] [G_loss: 0.099914, mse: 0.099320 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "16963 [D_loss: 0.693268 , acc= 44.921875%] [G_loss: 0.098003, mse: 0.097407 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16964 [D_loss: 0.693268 , acc= 50.781250%] [G_loss: 0.088028, mse: 0.087422 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16965 [D_loss: 0.693269 , acc= 48.828125%] [G_loss: 0.087807, mse: 0.087201 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16966 [D_loss: 0.693269 , acc= 48.046875%] [G_loss: 0.088288, mse: 0.087682 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16967 [D_loss: 0.693268 , acc= 46.093750%] [G_loss: 0.109367, mse: 0.108783 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16968 [D_loss: 0.693268 , acc= 29.687500%] [G_loss: 0.075251, mse: 0.074632 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "16969 [D_loss: 0.693268 , acc= 30.859375%] [G_loss: 0.087461, mse: 0.086855 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16970 [D_loss: 0.693268 , acc= 44.140625%] [G_loss: 0.088909, mse: 0.088304 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "16971 [D_loss: 0.693269 , acc= 42.187500%] [G_loss: 0.096952, mse: 0.096355 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16972 [D_loss: 0.693269 , acc= 44.140625%] [G_loss: 0.080206, mse: 0.079593 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "16973 [D_loss: 0.693270 , acc= 50.000000%] [G_loss: 0.084418, mse: 0.083808 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16974 [D_loss: 0.693269 , acc= 42.968750%] [G_loss: 0.086016, mse: 0.085408 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16975 [D_loss: 0.693269 , acc= 53.906250%] [G_loss: 0.091975, mse: 0.091373 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16976 [D_loss: 0.693268 , acc= 37.109375%] [G_loss: 0.088897, mse: 0.088292 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16977 [D_loss: 0.693268 , acc= 40.234375%] [G_loss: 0.082521, mse: 0.081910 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "16978 [D_loss: 0.693268 , acc= 49.218750%] [G_loss: 0.091651, mse: 0.091048 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "16979 [D_loss: 0.693269 , acc= 51.171875%] [G_loss: 0.095377, mse: 0.094778 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "16980 [D_loss: 0.693270 , acc= 47.265625%] [G_loss: 0.084693, mse: 0.084084 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16981 [D_loss: 0.693270 , acc= 52.734375%] [G_loss: 0.102829, mse: 0.102238 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16982 [D_loss: 0.693271 , acc= 53.515625%] [G_loss: 0.091650, mse: 0.091048 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "16983 [D_loss: 0.693270 , acc= 49.218750%] [G_loss: 0.091384, mse: 0.090782 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16984 [D_loss: 0.693268 , acc= 42.187500%] [G_loss: 0.089069, mse: 0.088464 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "16985 [D_loss: 0.693269 , acc= 44.140625%] [G_loss: 0.092010, mse: 0.091408 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16986 [D_loss: 0.693271 , acc= 46.875000%] [G_loss: 0.092383, mse: 0.091782 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16987 [D_loss: 0.693273 , acc= 47.656250%] [G_loss: 0.083287, mse: 0.082676 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16988 [D_loss: 0.693274 , acc= 50.781250%] [G_loss: 0.091282, mse: 0.090680 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16989 [D_loss: 0.693275 , acc= 42.187500%] [G_loss: 0.101537, mse: 0.100945 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16990 [D_loss: 0.693273 , acc= 48.828125%] [G_loss: 0.103180, mse: 0.102590 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "16991 [D_loss: 0.693270 , acc= 54.296875%] [G_loss: 0.096141, mse: 0.095544 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16992 [D_loss: 0.693268 , acc= 42.187500%] [G_loss: 0.094946, mse: 0.094347 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16993 [D_loss: 0.693271 , acc= 54.296875%] [G_loss: 0.086936, mse: 0.086329 ]\n",
            "4/4 [==============================] - 0s 10ms/step\n",
            "16994 [D_loss: 0.693273 , acc= 47.265625%] [G_loss: 0.103491, mse: 0.102901 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16995 [D_loss: 0.693273 , acc= 47.656250%] [G_loss: 0.085982, mse: 0.085374 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16996 [D_loss: 0.693272 , acc= 50.781250%] [G_loss: 0.100221, mse: 0.099628 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16997 [D_loss: 0.693271 , acc= 48.046875%] [G_loss: 0.110668, mse: 0.110085 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16998 [D_loss: 0.693268 , acc= 47.656250%] [G_loss: 0.091547, mse: 0.090945 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16999 [D_loss: 0.693269 , acc= 39.453125%] [G_loss: 0.084806, mse: 0.084196 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17000 [D_loss: 0.693271 , acc= 48.046875%] [G_loss: 0.089195, mse: 0.088590 ]\n",
            "1/1 [==============================] - 0s 27ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17001 [D_loss: 0.693274 , acc= 47.656250%] [G_loss: 0.086069, mse: 0.085461 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17002 [D_loss: 0.693275 , acc= 51.953125%] [G_loss: 0.087993, mse: 0.087387 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17003 [D_loss: 0.693275 , acc= 53.906250%] [G_loss: 0.089221, mse: 0.088616 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17004 [D_loss: 0.693272 , acc= 46.875000%] [G_loss: 0.081385, mse: 0.080773 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17005 [D_loss: 0.693269 , acc= 54.296875%] [G_loss: 0.100382, mse: 0.099788 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17006 [D_loss: 0.693268 , acc= 49.609375%] [G_loss: 0.088617, mse: 0.088011 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17007 [D_loss: 0.693271 , acc= 45.703125%] [G_loss: 0.089442, mse: 0.088838 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17008 [D_loss: 0.693277 , acc= 53.125000%] [G_loss: 0.095381, mse: 0.094783 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17009 [D_loss: 0.693283 , acc= 54.687500%] [G_loss: 0.102603, mse: 0.102012 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17010 [D_loss: 0.693287 , acc= 51.171875%] [G_loss: 0.087834, mse: 0.087227 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "17011 [D_loss: 0.693281 , acc= 43.750000%] [G_loss: 0.085162, mse: 0.084553 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17012 [D_loss: 0.693271 , acc= 51.171875%] [G_loss: 0.093276, mse: 0.092675 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17013 [D_loss: 0.693269 , acc= 38.281250%] [G_loss: 0.100477, mse: 0.099885 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17014 [D_loss: 0.693277 , acc= 45.703125%] [G_loss: 0.094294, mse: 0.093694 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17015 [D_loss: 0.693284 , acc= 48.437500%] [G_loss: 0.083735, mse: 0.083126 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17016 [D_loss: 0.693283 , acc= 49.218750%] [G_loss: 0.091674, mse: 0.091071 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17017 [D_loss: 0.693274 , acc= 51.171875%] [G_loss: 0.097663, mse: 0.097067 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17018 [D_loss: 0.693270 , acc= 55.468750%] [G_loss: 0.106975, mse: 0.106388 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17019 [D_loss: 0.693268 , acc= 39.062500%] [G_loss: 0.094388, mse: 0.093788 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17020 [D_loss: 0.693268 , acc= 46.093750%] [G_loss: 0.101326, mse: 0.100734 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17021 [D_loss: 0.693269 , acc= 57.421875%] [G_loss: 0.104187, mse: 0.103597 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17022 [D_loss: 0.693269 , acc= 48.828125%] [G_loss: 0.092075, mse: 0.091473 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17023 [D_loss: 0.693270 , acc= 48.046875%] [G_loss: 0.087991, mse: 0.087386 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17024 [D_loss: 0.693268 , acc= 53.125000%] [G_loss: 0.107213, mse: 0.106627 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17025 [D_loss: 0.693268 , acc= 39.453125%] [G_loss: 0.094722, mse: 0.094123 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17026 [D_loss: 0.693268 , acc= 42.578125%] [G_loss: 0.076385, mse: 0.075768 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17027 [D_loss: 0.693268 , acc= 47.265625%] [G_loss: 0.090290, mse: 0.089686 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17028 [D_loss: 0.693268 , acc= 42.578125%] [G_loss: 0.094881, mse: 0.094282 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17029 [D_loss: 0.693268 , acc= 49.609375%] [G_loss: 0.091569, mse: 0.090967 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17030 [D_loss: 0.693268 , acc= 47.265625%] [G_loss: 0.096336, mse: 0.095738 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17031 [D_loss: 0.693268 , acc= 48.437500%] [G_loss: 0.087259, mse: 0.086653 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17032 [D_loss: 0.693267 , acc= 35.156250%] [G_loss: 0.083332, mse: 0.082722 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17033 [D_loss: 0.693268 , acc= 54.687500%] [G_loss: 0.097620, mse: 0.097024 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17034 [D_loss: 0.693267 , acc= 38.671875%] [G_loss: 0.109289, mse: 0.108705 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17035 [D_loss: 0.693267 , acc= 31.250000%] [G_loss: 0.095065, mse: 0.094466 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17036 [D_loss: 0.693267 , acc= 31.640625%] [G_loss: 0.081594, mse: 0.080982 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "17037 [D_loss: 0.693267 , acc= 36.718750%] [G_loss: 0.090993, mse: 0.090390 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17038 [D_loss: 0.693267 , acc= 50.781250%] [G_loss: 0.089750, mse: 0.089146 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "17039 [D_loss: 0.693268 , acc= 46.875000%] [G_loss: 0.094676, mse: 0.094077 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17040 [D_loss: 0.693267 , acc= 46.484375%] [G_loss: 0.094476, mse: 0.093876 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17041 [D_loss: 0.693267 , acc= 35.546875%] [G_loss: 0.092605, mse: 0.092004 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17042 [D_loss: 0.693267 , acc= 38.281250%] [G_loss: 0.080638, mse: 0.080024 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17043 [D_loss: 0.693267 , acc= 44.921875%] [G_loss: 0.086243, mse: 0.085635 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17044 [D_loss: 0.693268 , acc= 57.031250%] [G_loss: 0.082616, mse: 0.082004 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17045 [D_loss: 0.693267 , acc= 52.343750%] [G_loss: 0.090109, mse: 0.089505 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17046 [D_loss: 0.693267 , acc= 44.531250%] [G_loss: 0.097661, mse: 0.097064 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17047 [D_loss: 0.693267 , acc= 49.609375%] [G_loss: 0.090393, mse: 0.089790 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17048 [D_loss: 0.693267 , acc= 27.343750%] [G_loss: 0.079414, mse: 0.078800 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17049 [D_loss: 0.693267 , acc= 47.656250%] [G_loss: 0.081232, mse: 0.080620 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17050 [D_loss: 0.693268 , acc= 54.296875%] [G_loss: 0.101592, mse: 0.100999 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17051 [D_loss: 0.693268 , acc= 50.781250%] [G_loss: 0.088739, mse: 0.088134 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17052 [D_loss: 0.693267 , acc= 51.562500%] [G_loss: 0.084488, mse: 0.083879 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17053 [D_loss: 0.693267 , acc= 45.312500%] [G_loss: 0.089827, mse: 0.089223 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17054 [D_loss: 0.693267 , acc= 36.718750%] [G_loss: 0.095121, mse: 0.094523 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17055 [D_loss: 0.693267 , acc= 42.968750%] [G_loss: 0.085627, mse: 0.085019 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17056 [D_loss: 0.693268 , acc= 46.484375%] [G_loss: 0.092236, mse: 0.091634 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17057 [D_loss: 0.693268 , acc= 48.046875%] [G_loss: 0.081169, mse: 0.080557 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17058 [D_loss: 0.693268 , acc= 53.906250%] [G_loss: 0.088179, mse: 0.087573 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17059 [D_loss: 0.693267 , acc= 46.875000%] [G_loss: 0.088007, mse: 0.087402 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17060 [D_loss: 0.693267 , acc= 25.390625%] [G_loss: 0.102595, mse: 0.102003 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17061 [D_loss: 0.693267 , acc= 47.656250%] [G_loss: 0.086745, mse: 0.086138 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17062 [D_loss: 0.693267 , acc= 49.218750%] [G_loss: 0.081083, mse: 0.080471 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17063 [D_loss: 0.693268 , acc= 52.734375%] [G_loss: 0.090917, mse: 0.090314 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17064 [D_loss: 0.693270 , acc= 54.296875%] [G_loss: 0.083724, mse: 0.083114 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17065 [D_loss: 0.693272 , acc= 50.390625%] [G_loss: 0.081074, mse: 0.080461 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17066 [D_loss: 0.693271 , acc= 41.796875%] [G_loss: 0.081711, mse: 0.081099 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17067 [D_loss: 0.693268 , acc= 40.234375%] [G_loss: 0.094236, mse: 0.093636 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17068 [D_loss: 0.693267 , acc= 50.000000%] [G_loss: 0.081540, mse: 0.080927 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17069 [D_loss: 0.693268 , acc= 47.656250%] [G_loss: 0.097299, mse: 0.096703 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17070 [D_loss: 0.693272 , acc= 50.000000%] [G_loss: 0.085543, mse: 0.084934 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17071 [D_loss: 0.693276 , acc= 48.046875%] [G_loss: 0.088244, mse: 0.087638 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "17072 [D_loss: 0.693281 , acc= 48.046875%] [G_loss: 0.074632, mse: 0.074013 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17073 [D_loss: 0.693279 , acc= 48.828125%] [G_loss: 0.098873, mse: 0.098278 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17074 [D_loss: 0.693274 , acc= 47.656250%] [G_loss: 0.097166, mse: 0.096569 ]\n",
            "4/4 [==============================] - 0s 12ms/step\n",
            "17075 [D_loss: 0.693268 , acc= 44.531250%] [G_loss: 0.094017, mse: 0.093416 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17076 [D_loss: 0.693268 , acc= 52.343750%] [G_loss: 0.084455, mse: 0.083846 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17077 [D_loss: 0.693274 , acc= 50.390625%] [G_loss: 0.096992, mse: 0.096395 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17078 [D_loss: 0.693284 , acc= 45.703125%] [G_loss: 0.087022, mse: 0.086415 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17079 [D_loss: 0.693289 , acc= 48.046875%] [G_loss: 0.086608, mse: 0.086000 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17080 [D_loss: 0.693287 , acc= 48.046875%] [G_loss: 0.089194, mse: 0.088590 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17081 [D_loss: 0.693277 , acc= 47.656250%] [G_loss: 0.085944, mse: 0.085336 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17082 [D_loss: 0.693270 , acc= 57.421875%] [G_loss: 0.084068, mse: 0.083458 ]\n",
            "4/4 [==============================] - 0s 12ms/step\n",
            "17083 [D_loss: 0.693268 , acc= 44.140625%] [G_loss: 0.082728, mse: 0.082117 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17084 [D_loss: 0.693274 , acc= 44.531250%] [G_loss: 0.087533, mse: 0.086926 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17085 [D_loss: 0.693282 , acc= 49.609375%] [G_loss: 0.087988, mse: 0.087383 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17086 [D_loss: 0.693281 , acc= 45.312500%] [G_loss: 0.093656, mse: 0.093056 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17087 [D_loss: 0.693276 , acc= 50.000000%] [G_loss: 0.103849, mse: 0.103259 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17088 [D_loss: 0.693271 , acc= 51.953125%] [G_loss: 0.095028, mse: 0.094429 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17089 [D_loss: 0.693267 , acc= 39.843750%] [G_loss: 0.101563, mse: 0.100971 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17090 [D_loss: 0.693268 , acc= 39.843750%] [G_loss: 0.082942, mse: 0.082331 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17091 [D_loss: 0.693270 , acc= 50.781250%] [G_loss: 0.084933, mse: 0.084324 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17092 [D_loss: 0.693271 , acc= 50.000000%] [G_loss: 0.090682, mse: 0.090079 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17093 [D_loss: 0.693269 , acc= 46.484375%] [G_loss: 0.096434, mse: 0.095837 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17094 [D_loss: 0.693267 , acc= 48.046875%] [G_loss: 0.096383, mse: 0.095786 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17095 [D_loss: 0.693267 , acc= 38.671875%] [G_loss: 0.089131, mse: 0.088526 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17096 [D_loss: 0.693267 , acc= 49.218750%] [G_loss: 0.101333, mse: 0.100740 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17097 [D_loss: 0.693269 , acc= 48.437500%] [G_loss: 0.101420, mse: 0.100827 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17098 [D_loss: 0.693269 , acc= 47.265625%] [G_loss: 0.081567, mse: 0.080955 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17099 [D_loss: 0.693268 , acc= 51.171875%] [G_loss: 0.091239, mse: 0.090636 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17100 [D_loss: 0.693267 , acc= 44.140625%] [G_loss: 0.090415, mse: 0.089812 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17101 [D_loss: 0.693267 , acc= 34.765625%] [G_loss: 0.096486, mse: 0.095888 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "17102 [D_loss: 0.693267 , acc= 52.734375%] [G_loss: 0.083045, mse: 0.082434 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17103 [D_loss: 0.693267 , acc= 57.031250%] [G_loss: 0.100038, mse: 0.099444 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17104 [D_loss: 0.693267 , acc= 44.531250%] [G_loss: 0.086228, mse: 0.085620 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "17105 [D_loss: 0.693268 , acc= 49.609375%] [G_loss: 0.090634, mse: 0.090031 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17106 [D_loss: 0.693268 , acc= 49.609375%] [G_loss: 0.081962, mse: 0.081350 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17107 [D_loss: 0.693267 , acc= 47.265625%] [G_loss: 0.098767, mse: 0.098172 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "17108 [D_loss: 0.693267 , acc= 51.171875%] [G_loss: 0.098238, mse: 0.097642 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17109 [D_loss: 0.693266 , acc= 37.109375%] [G_loss: 0.092901, mse: 0.092300 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17110 [D_loss: 0.693267 , acc= 34.375000%] [G_loss: 0.088178, mse: 0.087573 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17111 [D_loss: 0.693267 , acc= 52.343750%] [G_loss: 0.099324, mse: 0.098730 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17112 [D_loss: 0.693267 , acc= 44.921875%] [G_loss: 0.088898, mse: 0.088293 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17113 [D_loss: 0.693267 , acc= 38.671875%] [G_loss: 0.096532, mse: 0.095935 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17114 [D_loss: 0.693267 , acc= 55.078125%] [G_loss: 0.095780, mse: 0.095182 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17115 [D_loss: 0.693267 , acc= 46.875000%] [G_loss: 0.096112, mse: 0.095514 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17116 [D_loss: 0.693267 , acc= 49.218750%] [G_loss: 0.096663, mse: 0.096065 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17117 [D_loss: 0.693266 , acc= 33.984375%] [G_loss: 0.087489, mse: 0.086882 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17118 [D_loss: 0.693267 , acc= 52.734375%] [G_loss: 0.088754, mse: 0.088149 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17119 [D_loss: 0.693267 , acc= 43.750000%] [G_loss: 0.084305, mse: 0.083696 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "17120 [D_loss: 0.693267 , acc= 50.781250%] [G_loss: 0.108122, mse: 0.107537 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17121 [D_loss: 0.693267 , acc= 44.531250%] [G_loss: 0.106004, mse: 0.105416 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17122 [D_loss: 0.693266 , acc= 43.750000%] [G_loss: 0.090235, mse: 0.089632 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17123 [D_loss: 0.693266 , acc= 44.531250%] [G_loss: 0.107880, mse: 0.107294 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17124 [D_loss: 0.693266 , acc= 29.296875%] [G_loss: 0.095731, mse: 0.095133 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17125 [D_loss: 0.693267 , acc= 50.390625%] [G_loss: 0.078088, mse: 0.077472 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17126 [D_loss: 0.693267 , acc= 53.906250%] [G_loss: 0.087543, mse: 0.086937 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17127 [D_loss: 0.693268 , acc= 53.515625%] [G_loss: 0.091135, mse: 0.090532 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17128 [D_loss: 0.693268 , acc= 42.968750%] [G_loss: 0.094579, mse: 0.093980 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "17129 [D_loss: 0.693268 , acc= 50.000000%] [G_loss: 0.084116, mse: 0.083506 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17130 [D_loss: 0.693267 , acc= 52.343750%] [G_loss: 0.099042, mse: 0.098447 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17131 [D_loss: 0.693266 , acc= 49.218750%] [G_loss: 0.079952, mse: 0.079338 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17132 [D_loss: 0.693266 , acc= 39.453125%] [G_loss: 0.101621, mse: 0.101029 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17133 [D_loss: 0.693267 , acc= 42.968750%] [G_loss: 0.089879, mse: 0.089275 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17134 [D_loss: 0.693267 , acc= 52.343750%] [G_loss: 0.080511, mse: 0.079897 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17135 [D_loss: 0.693269 , acc= 42.187500%] [G_loss: 0.084020, mse: 0.083410 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17136 [D_loss: 0.693270 , acc= 44.531250%] [G_loss: 0.088926, mse: 0.088321 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17137 [D_loss: 0.693271 , acc= 51.562500%] [G_loss: 0.100480, mse: 0.099886 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17138 [D_loss: 0.693272 , acc= 52.343750%] [G_loss: 0.093705, mse: 0.093104 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17139 [D_loss: 0.693269 , acc= 45.703125%] [G_loss: 0.109390, mse: 0.108805 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "17140 [D_loss: 0.693267 , acc= 53.906250%] [G_loss: 0.085812, mse: 0.085204 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17141 [D_loss: 0.693266 , acc= 38.671875%] [G_loss: 0.093562, mse: 0.092962 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17142 [D_loss: 0.693268 , acc= 45.703125%] [G_loss: 0.105099, mse: 0.104510 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17143 [D_loss: 0.693273 , acc= 46.875000%] [G_loss: 0.102347, mse: 0.101755 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17144 [D_loss: 0.693279 , acc= 53.125000%] [G_loss: 0.076393, mse: 0.075776 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "17145 [D_loss: 0.693282 , acc= 48.046875%] [G_loss: 0.085480, mse: 0.084872 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17146 [D_loss: 0.693278 , acc= 52.343750%] [G_loss: 0.097989, mse: 0.097393 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17147 [D_loss: 0.693271 , acc= 52.343750%] [G_loss: 0.092155, mse: 0.091553 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17148 [D_loss: 0.693268 , acc= 46.093750%] [G_loss: 0.098907, mse: 0.098313 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17149 [D_loss: 0.693266 , acc= 41.406250%] [G_loss: 0.085272, mse: 0.084664 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17150 [D_loss: 0.693268 , acc= 51.953125%] [G_loss: 0.096376, mse: 0.095779 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17151 [D_loss: 0.693271 , acc= 46.875000%] [G_loss: 0.089998, mse: 0.089394 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "17152 [D_loss: 0.693276 , acc= 47.656250%] [G_loss: 0.089862, mse: 0.089258 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17153 [D_loss: 0.693277 , acc= 51.171875%] [G_loss: 0.101391, mse: 0.100800 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17154 [D_loss: 0.693273 , acc= 47.656250%] [G_loss: 0.089779, mse: 0.089175 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17155 [D_loss: 0.693269 , acc= 49.218750%] [G_loss: 0.091841, mse: 0.091240 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17156 [D_loss: 0.693266 , acc= 42.578125%] [G_loss: 0.103397, mse: 0.102807 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17157 [D_loss: 0.693267 , acc= 46.875000%] [G_loss: 0.092953, mse: 0.092352 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17158 [D_loss: 0.693271 , acc= 47.265625%] [G_loss: 0.081023, mse: 0.080410 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "17159 [D_loss: 0.693272 , acc= 53.125000%] [G_loss: 0.082044, mse: 0.081432 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17160 [D_loss: 0.693271 , acc= 50.390625%] [G_loss: 0.094299, mse: 0.093699 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17161 [D_loss: 0.693269 , acc= 52.343750%] [G_loss: 0.088221, mse: 0.087615 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17162 [D_loss: 0.693267 , acc= 45.312500%] [G_loss: 0.093152, mse: 0.092551 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17163 [D_loss: 0.693267 , acc= 51.953125%] [G_loss: 0.095361, mse: 0.094762 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "17164 [D_loss: 0.693267 , acc= 50.000000%] [G_loss: 0.091995, mse: 0.091393 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17165 [D_loss: 0.693266 , acc= 35.546875%] [G_loss: 0.087214, mse: 0.086607 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17166 [D_loss: 0.693266 , acc= 43.359375%] [G_loss: 0.100154, mse: 0.099560 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17167 [D_loss: 0.693266 , acc= 46.875000%] [G_loss: 0.097466, mse: 0.096870 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17168 [D_loss: 0.693268 , acc= 51.562500%] [G_loss: 0.094815, mse: 0.094216 ]\n",
            "4/4 [==============================] - 0s 10ms/step\n",
            "17169 [D_loss: 0.693269 , acc= 46.484375%] [G_loss: 0.088819, mse: 0.088214 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17170 [D_loss: 0.693269 , acc= 47.265625%] [G_loss: 0.093937, mse: 0.093337 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17171 [D_loss: 0.693269 , acc= 49.218750%] [G_loss: 0.091544, mse: 0.090942 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17172 [D_loss: 0.693269 , acc= 52.343750%] [G_loss: 0.096582, mse: 0.095985 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17173 [D_loss: 0.693267 , acc= 41.796875%] [G_loss: 0.102208, mse: 0.101616 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17174 [D_loss: 0.693266 , acc= 48.437500%] [G_loss: 0.091473, mse: 0.090870 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17175 [D_loss: 0.693266 , acc= 42.187500%] [G_loss: 0.098761, mse: 0.098166 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17176 [D_loss: 0.693268 , acc= 47.265625%] [G_loss: 0.087051, mse: 0.086443 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17177 [D_loss: 0.693272 , acc= 52.343750%] [G_loss: 0.091527, mse: 0.090925 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17178 [D_loss: 0.693274 , acc= 49.609375%] [G_loss: 0.098782, mse: 0.098187 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17179 [D_loss: 0.693273 , acc= 52.734375%] [G_loss: 0.077640, mse: 0.077023 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17180 [D_loss: 0.693272 , acc= 53.906250%] [G_loss: 0.089221, mse: 0.088617 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17181 [D_loss: 0.693268 , acc= 46.093750%] [G_loss: 0.101006, mse: 0.100413 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17182 [D_loss: 0.693266 , acc= 44.531250%] [G_loss: 0.088626, mse: 0.088021 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17183 [D_loss: 0.693266 , acc= 44.140625%] [G_loss: 0.093356, mse: 0.092755 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17184 [D_loss: 0.693267 , acc= 46.484375%] [G_loss: 0.083908, mse: 0.083298 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17185 [D_loss: 0.693272 , acc= 50.781250%] [G_loss: 0.092078, mse: 0.091476 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17186 [D_loss: 0.693276 , acc= 49.609375%] [G_loss: 0.092019, mse: 0.091418 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17187 [D_loss: 0.693277 , acc= 48.828125%] [G_loss: 0.086732, mse: 0.086125 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17188 [D_loss: 0.693274 , acc= 48.046875%] [G_loss: 0.094588, mse: 0.093989 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17189 [D_loss: 0.693268 , acc= 42.578125%] [G_loss: 0.069518, mse: 0.068894 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17190 [D_loss: 0.693266 , acc= 49.609375%] [G_loss: 0.088163, mse: 0.087557 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17191 [D_loss: 0.693266 , acc= 40.625000%] [G_loss: 0.091515, mse: 0.090912 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17192 [D_loss: 0.693268 , acc= 48.437500%] [G_loss: 0.094389, mse: 0.093790 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17193 [D_loss: 0.693271 , acc= 42.578125%] [G_loss: 0.095840, mse: 0.095242 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17194 [D_loss: 0.693272 , acc= 46.875000%] [G_loss: 0.096488, mse: 0.095891 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17195 [D_loss: 0.693271 , acc= 51.171875%] [G_loss: 0.089329, mse: 0.088724 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17196 [D_loss: 0.693269 , acc= 49.218750%] [G_loss: 0.088592, mse: 0.087987 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17197 [D_loss: 0.693266 , acc= 49.609375%] [G_loss: 0.084095, mse: 0.083485 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17198 [D_loss: 0.693266 , acc= 46.093750%] [G_loss: 0.086160, mse: 0.085553 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17199 [D_loss: 0.693266 , acc= 46.484375%] [G_loss: 0.102208, mse: 0.101617 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17200 [D_loss: 0.693267 , acc= 46.484375%] [G_loss: 0.099320, mse: 0.098725 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17201 [D_loss: 0.693267 , acc= 42.578125%] [G_loss: 0.086495, mse: 0.085887 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17202 [D_loss: 0.693267 , acc= 48.828125%] [G_loss: 0.086215, mse: 0.085607 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17203 [D_loss: 0.693267 , acc= 55.468750%] [G_loss: 0.078600, mse: 0.077985 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17204 [D_loss: 0.693266 , acc= 49.218750%] [G_loss: 0.099239, mse: 0.098645 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17205 [D_loss: 0.693266 , acc= 42.187500%] [G_loss: 0.092254, mse: 0.091653 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17206 [D_loss: 0.693265 , acc= 52.734375%] [G_loss: 0.083339, mse: 0.082729 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17207 [D_loss: 0.693265 , acc= 53.515625%] [G_loss: 0.096974, mse: 0.096377 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "17208 [D_loss: 0.693265 , acc= 33.593750%] [G_loss: 0.086380, mse: 0.085773 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17209 [D_loss: 0.693266 , acc= 46.484375%] [G_loss: 0.092406, mse: 0.091804 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17210 [D_loss: 0.693267 , acc= 54.687500%] [G_loss: 0.090726, mse: 0.090123 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17211 [D_loss: 0.693268 , acc= 51.171875%] [G_loss: 0.103016, mse: 0.102425 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17212 [D_loss: 0.693267 , acc= 53.906250%] [G_loss: 0.095839, mse: 0.095241 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17213 [D_loss: 0.693266 , acc= 40.625000%] [G_loss: 0.089803, mse: 0.089199 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17214 [D_loss: 0.693265 , acc= 39.062500%] [G_loss: 0.087508, mse: 0.086901 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17215 [D_loss: 0.693266 , acc= 49.218750%] [G_loss: 0.090044, mse: 0.089440 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17216 [D_loss: 0.693267 , acc= 49.609375%] [G_loss: 0.093925, mse: 0.093325 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17217 [D_loss: 0.693268 , acc= 53.125000%] [G_loss: 0.081410, mse: 0.080798 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17218 [D_loss: 0.693270 , acc= 51.562500%] [G_loss: 0.088136, mse: 0.087531 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17219 [D_loss: 0.693270 , acc= 50.781250%] [G_loss: 0.099373, mse: 0.098778 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17220 [D_loss: 0.693268 , acc= 51.953125%] [G_loss: 0.092788, mse: 0.092188 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17221 [D_loss: 0.693266 , acc= 46.484375%] [G_loss: 0.082625, mse: 0.082014 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17222 [D_loss: 0.693265 , acc= 41.015625%] [G_loss: 0.108541, mse: 0.107956 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17223 [D_loss: 0.693267 , acc= 48.046875%] [G_loss: 0.103341, mse: 0.102751 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17224 [D_loss: 0.693269 , acc= 52.734375%] [G_loss: 0.099620, mse: 0.099026 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17225 [D_loss: 0.693271 , acc= 47.656250%] [G_loss: 0.088395, mse: 0.087790 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17226 [D_loss: 0.693270 , acc= 48.046875%] [G_loss: 0.085783, mse: 0.085175 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17227 [D_loss: 0.693267 , acc= 48.828125%] [G_loss: 0.091908, mse: 0.091306 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17228 [D_loss: 0.693266 , acc= 51.562500%] [G_loss: 0.087413, mse: 0.086806 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17229 [D_loss: 0.693265 , acc= 30.859375%] [G_loss: 0.099732, mse: 0.099137 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17230 [D_loss: 0.693265 , acc= 55.468750%] [G_loss: 0.088855, mse: 0.088250 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17231 [D_loss: 0.693266 , acc= 48.828125%] [G_loss: 0.088940, mse: 0.088334 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "17232 [D_loss: 0.693267 , acc= 50.000000%] [G_loss: 0.104104, mse: 0.103515 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "17233 [D_loss: 0.693268 , acc= 48.437500%] [G_loss: 0.088524, mse: 0.087919 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17234 [D_loss: 0.693266 , acc= 42.968750%] [G_loss: 0.090891, mse: 0.090288 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17235 [D_loss: 0.693265 , acc= 53.125000%] [G_loss: 0.095983, mse: 0.095385 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17236 [D_loss: 0.693266 , acc= 57.812500%] [G_loss: 0.099750, mse: 0.099156 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17237 [D_loss: 0.693266 , acc= 46.484375%] [G_loss: 0.078355, mse: 0.077740 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17238 [D_loss: 0.693265 , acc= 51.171875%] [G_loss: 0.095025, mse: 0.094426 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17239 [D_loss: 0.693265 , acc= 34.375000%] [G_loss: 0.084105, mse: 0.083495 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17240 [D_loss: 0.693265 , acc= 29.687500%] [G_loss: 0.097866, mse: 0.097270 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17241 [D_loss: 0.693265 , acc= 23.828125%] [G_loss: 0.089385, mse: 0.088780 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "17242 [D_loss: 0.693265 , acc= 47.265625%] [G_loss: 0.091370, mse: 0.090768 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17243 [D_loss: 0.693265 , acc= 50.000000%] [G_loss: 0.084345, mse: 0.083736 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17244 [D_loss: 0.693266 , acc= 43.750000%] [G_loss: 0.081909, mse: 0.081297 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17245 [D_loss: 0.693266 , acc= 50.781250%] [G_loss: 0.088687, mse: 0.088082 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17246 [D_loss: 0.693267 , acc= 50.000000%] [G_loss: 0.089576, mse: 0.088971 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17247 [D_loss: 0.693267 , acc= 49.609375%] [G_loss: 0.096443, mse: 0.095846 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17248 [D_loss: 0.693267 , acc= 51.171875%] [G_loss: 0.089806, mse: 0.089202 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17249 [D_loss: 0.693266 , acc= 39.843750%] [G_loss: 0.086828, mse: 0.086221 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17250 [D_loss: 0.693265 , acc= 47.656250%] [G_loss: 0.084485, mse: 0.083876 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17251 [D_loss: 0.693265 , acc= 45.312500%] [G_loss: 0.084380, mse: 0.083770 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17252 [D_loss: 0.693265 , acc= 50.390625%] [G_loss: 0.096625, mse: 0.096028 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17253 [D_loss: 0.693266 , acc= 51.562500%] [G_loss: 0.094382, mse: 0.093782 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17254 [D_loss: 0.693267 , acc= 47.656250%] [G_loss: 0.078330, mse: 0.077715 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17255 [D_loss: 0.693269 , acc= 46.484375%] [G_loss: 0.089789, mse: 0.089184 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17256 [D_loss: 0.693272 , acc= 53.906250%] [G_loss: 0.091666, mse: 0.091063 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17257 [D_loss: 0.693276 , acc= 49.218750%] [G_loss: 0.089517, mse: 0.088912 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17258 [D_loss: 0.693281 , acc= 52.343750%] [G_loss: 0.087694, mse: 0.087088 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17259 [D_loss: 0.693281 , acc= 48.828125%] [G_loss: 0.096582, mse: 0.095984 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17260 [D_loss: 0.693278 , acc= 51.953125%] [G_loss: 0.089273, mse: 0.088669 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "17261 [D_loss: 0.693270 , acc= 49.609375%] [G_loss: 0.082600, mse: 0.081989 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17262 [D_loss: 0.693266 , acc= 38.671875%] [G_loss: 0.080120, mse: 0.079506 ]\n",
            "4/4 [==============================] - 0s 10ms/step\n",
            "17263 [D_loss: 0.693268 , acc= 48.437500%] [G_loss: 0.083827, mse: 0.083218 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17264 [D_loss: 0.693276 , acc= 48.437500%] [G_loss: 0.093901, mse: 0.093302 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17265 [D_loss: 0.693291 , acc= 48.828125%] [G_loss: 0.086957, mse: 0.086349 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17266 [D_loss: 0.693303 , acc= 46.093750%] [G_loss: 0.097692, mse: 0.097096 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17267 [D_loss: 0.693305 , acc= 51.562500%] [G_loss: 0.087920, mse: 0.087314 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17268 [D_loss: 0.693283 , acc= 48.828125%] [G_loss: 0.089632, mse: 0.089028 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17269 [D_loss: 0.693267 , acc= 42.578125%] [G_loss: 0.083633, mse: 0.083022 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17270 [D_loss: 0.693267 , acc= 54.687500%] [G_loss: 0.085870, mse: 0.085261 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "17271 [D_loss: 0.693271 , acc= 46.875000%] [G_loss: 0.092316, mse: 0.091715 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17272 [D_loss: 0.693271 , acc= 49.609375%] [G_loss: 0.082397, mse: 0.081785 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17273 [D_loss: 0.693269 , acc= 52.734375%] [G_loss: 0.092365, mse: 0.091764 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "17274 [D_loss: 0.693268 , acc= 51.562500%] [G_loss: 0.075357, mse: 0.074738 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17275 [D_loss: 0.693266 , acc= 42.968750%] [G_loss: 0.086936, mse: 0.086329 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17276 [D_loss: 0.693265 , acc= 38.281250%] [G_loss: 0.093250, mse: 0.092649 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17277 [D_loss: 0.693265 , acc= 51.171875%] [G_loss: 0.099282, mse: 0.098688 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17278 [D_loss: 0.693266 , acc= 42.968750%] [G_loss: 0.084535, mse: 0.083926 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17279 [D_loss: 0.693266 , acc= 55.468750%] [G_loss: 0.086994, mse: 0.086386 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17280 [D_loss: 0.693265 , acc= 56.250000%] [G_loss: 0.097080, mse: 0.096483 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17281 [D_loss: 0.693265 , acc= 41.406250%] [G_loss: 0.094423, mse: 0.093823 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17282 [D_loss: 0.693265 , acc= 50.781250%] [G_loss: 0.099894, mse: 0.099300 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17283 [D_loss: 0.693264 , acc= 33.593750%] [G_loss: 0.090997, mse: 0.090394 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17284 [D_loss: 0.693264 , acc= 34.375000%] [G_loss: 0.078662, mse: 0.078047 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17285 [D_loss: 0.693264 , acc= 35.937500%] [G_loss: 0.092249, mse: 0.091648 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17286 [D_loss: 0.693264 , acc= 33.593750%] [G_loss: 0.086235, mse: 0.085627 ]\n",
            "4/4 [==============================] - 0s 10ms/step\n",
            "17287 [D_loss: 0.693265 , acc= 53.125000%] [G_loss: 0.093657, mse: 0.093057 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17288 [D_loss: 0.693265 , acc= 55.078125%] [G_loss: 0.085371, mse: 0.084763 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17289 [D_loss: 0.693265 , acc= 49.609375%] [G_loss: 0.084285, mse: 0.083675 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17290 [D_loss: 0.693264 , acc= 30.859375%] [G_loss: 0.096896, mse: 0.096299 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17291 [D_loss: 0.693264 , acc= 32.031250%] [G_loss: 0.094127, mse: 0.093527 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17292 [D_loss: 0.693264 , acc= 40.234375%] [G_loss: 0.078143, mse: 0.077527 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "17293 [D_loss: 0.693264 , acc= 30.859375%] [G_loss: 0.083711, mse: 0.083101 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17294 [D_loss: 0.693264 , acc= 41.796875%] [G_loss: 0.084048, mse: 0.083438 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17295 [D_loss: 0.693264 , acc= 35.546875%] [G_loss: 0.084602, mse: 0.083993 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17296 [D_loss: 0.693264 , acc= 46.875000%] [G_loss: 0.097077, mse: 0.096480 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17297 [D_loss: 0.693264 , acc= 28.515625%] [G_loss: 0.086612, mse: 0.086004 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17298 [D_loss: 0.693264 , acc= 36.718750%] [G_loss: 0.083462, mse: 0.082852 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17299 [D_loss: 0.693264 , acc= 17.187500%] [G_loss: 0.091376, mse: 0.090774 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17300 [D_loss: 0.693264 , acc= 26.562500%] [G_loss: 0.095884, mse: 0.095286 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17301 [D_loss: 0.693264 , acc= 36.718750%] [G_loss: 0.115036, mse: 0.114458 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17302 [D_loss: 0.693264 , acc= 41.015625%] [G_loss: 0.088112, mse: 0.087506 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17303 [D_loss: 0.693264 , acc= 30.468750%] [G_loss: 0.092345, mse: 0.091744 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17304 [D_loss: 0.693264 , acc= 45.312500%] [G_loss: 0.091358, mse: 0.090756 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17305 [D_loss: 0.693264 , acc= 38.671875%] [G_loss: 0.084939, mse: 0.084330 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17306 [D_loss: 0.693264 , acc= 36.718750%] [G_loss: 0.091155, mse: 0.090552 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17307 [D_loss: 0.693264 , acc= 42.968750%] [G_loss: 0.084483, mse: 0.083873 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17308 [D_loss: 0.693264 , acc= 35.546875%] [G_loss: 0.082535, mse: 0.081924 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17309 [D_loss: 0.693264 , acc= 45.703125%] [G_loss: 0.102565, mse: 0.101974 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17310 [D_loss: 0.693264 , acc= 50.781250%] [G_loss: 0.096163, mse: 0.095565 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17311 [D_loss: 0.693264 , acc= 53.515625%] [G_loss: 0.087721, mse: 0.087115 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17312 [D_loss: 0.693264 , acc= 51.953125%] [G_loss: 0.092018, mse: 0.091416 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17313 [D_loss: 0.693264 , acc= 37.500000%] [G_loss: 0.087278, mse: 0.086672 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17314 [D_loss: 0.693264 , acc= 37.500000%] [G_loss: 0.095796, mse: 0.095198 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17315 [D_loss: 0.693264 , acc= 51.562500%] [G_loss: 0.087246, mse: 0.086639 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17316 [D_loss: 0.693264 , acc= 42.968750%] [G_loss: 0.092879, mse: 0.092279 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17317 [D_loss: 0.693265 , acc= 48.437500%] [G_loss: 0.097239, mse: 0.096643 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17318 [D_loss: 0.693265 , acc= 48.828125%] [G_loss: 0.081183, mse: 0.080571 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17319 [D_loss: 0.693265 , acc= 51.953125%] [G_loss: 0.086956, mse: 0.086349 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17320 [D_loss: 0.693264 , acc= 50.000000%] [G_loss: 0.089478, mse: 0.088874 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17321 [D_loss: 0.693264 , acc= 27.734375%] [G_loss: 0.091445, mse: 0.090843 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17322 [D_loss: 0.693264 , acc= 28.906250%] [G_loss: 0.076809, mse: 0.076192 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17323 [D_loss: 0.693264 , acc= 45.312500%] [G_loss: 0.100626, mse: 0.100033 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "17324 [D_loss: 0.693264 , acc= 40.234375%] [G_loss: 0.086711, mse: 0.086104 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17325 [D_loss: 0.693264 , acc= 48.828125%] [G_loss: 0.081980, mse: 0.081369 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17326 [D_loss: 0.693265 , acc= 53.906250%] [G_loss: 0.093812, mse: 0.093212 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "17327 [D_loss: 0.693265 , acc= 49.609375%] [G_loss: 0.099474, mse: 0.098880 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17328 [D_loss: 0.693265 , acc= 41.015625%] [G_loss: 0.095341, mse: 0.094743 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17329 [D_loss: 0.693265 , acc= 55.078125%] [G_loss: 0.086451, mse: 0.085844 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "17330 [D_loss: 0.693264 , acc= 51.171875%] [G_loss: 0.089401, mse: 0.088797 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17331 [D_loss: 0.693264 , acc= 47.656250%] [G_loss: 0.090320, mse: 0.089716 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17332 [D_loss: 0.693265 , acc= 48.437500%] [G_loss: 0.087318, mse: 0.086712 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17333 [D_loss: 0.693265 , acc= 41.015625%] [G_loss: 0.076371, mse: 0.075753 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17334 [D_loss: 0.693266 , acc= 49.609375%] [G_loss: 0.078676, mse: 0.078061 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17335 [D_loss: 0.693267 , acc= 50.000000%] [G_loss: 0.094432, mse: 0.093833 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17336 [D_loss: 0.693269 , acc= 47.265625%] [G_loss: 0.092295, mse: 0.091694 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17337 [D_loss: 0.693272 , acc= 51.562500%] [G_loss: 0.094831, mse: 0.094232 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "17338 [D_loss: 0.693271 , acc= 50.000000%] [G_loss: 0.091219, mse: 0.090616 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17339 [D_loss: 0.693268 , acc= 51.171875%] [G_loss: 0.086982, mse: 0.086375 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17340 [D_loss: 0.693265 , acc= 50.000000%] [G_loss: 0.098715, mse: 0.098120 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17341 [D_loss: 0.693264 , acc= 53.906250%] [G_loss: 0.084760, mse: 0.084151 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17342 [D_loss: 0.693264 , acc= 37.890625%] [G_loss: 0.107253, mse: 0.106667 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17343 [D_loss: 0.693265 , acc= 47.656250%] [G_loss: 0.095481, mse: 0.094882 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17344 [D_loss: 0.693271 , acc= 46.875000%] [G_loss: 0.091840, mse: 0.091237 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17345 [D_loss: 0.693279 , acc= 48.828125%] [G_loss: 0.087320, mse: 0.086713 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17346 [D_loss: 0.693287 , acc= 53.515625%] [G_loss: 0.084486, mse: 0.083877 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17347 [D_loss: 0.693290 , acc= 47.265625%] [G_loss: 0.094353, mse: 0.093754 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17348 [D_loss: 0.693285 , acc= 41.406250%] [G_loss: 0.094504, mse: 0.093905 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17349 [D_loss: 0.693274 , acc= 49.609375%] [G_loss: 0.093653, mse: 0.093053 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17350 [D_loss: 0.693267 , acc= 54.687500%] [G_loss: 0.084392, mse: 0.083783 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17351 [D_loss: 0.693264 , acc= 53.515625%] [G_loss: 0.081125, mse: 0.080513 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17352 [D_loss: 0.693268 , acc= 45.703125%] [G_loss: 0.083862, mse: 0.083252 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17353 [D_loss: 0.693274 , acc= 48.046875%] [G_loss: 0.087240, mse: 0.086634 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17354 [D_loss: 0.693278 , acc= 48.046875%] [G_loss: 0.091961, mse: 0.091360 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17355 [D_loss: 0.693275 , acc= 48.437500%] [G_loss: 0.089441, mse: 0.088837 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17356 [D_loss: 0.693272 , acc= 49.609375%] [G_loss: 0.107321, mse: 0.106734 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17357 [D_loss: 0.693269 , acc= 51.562500%] [G_loss: 0.083162, mse: 0.082552 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17358 [D_loss: 0.693267 , acc= 48.046875%] [G_loss: 0.090742, mse: 0.090139 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17359 [D_loss: 0.693264 , acc= 49.218750%] [G_loss: 0.099536, mse: 0.098941 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17360 [D_loss: 0.693264 , acc= 46.484375%] [G_loss: 0.091471, mse: 0.090869 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17361 [D_loss: 0.693265 , acc= 48.046875%] [G_loss: 0.085179, mse: 0.084570 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17362 [D_loss: 0.693265 , acc= 51.953125%] [G_loss: 0.095361, mse: 0.094763 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17363 [D_loss: 0.693265 , acc= 51.953125%] [G_loss: 0.087762, mse: 0.087156 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17364 [D_loss: 0.693265 , acc= 48.828125%] [G_loss: 0.086206, mse: 0.085599 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17365 [D_loss: 0.693265 , acc= 45.703125%] [G_loss: 0.089553, mse: 0.088949 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17366 [D_loss: 0.693264 , acc= 46.093750%] [G_loss: 0.102390, mse: 0.101799 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17367 [D_loss: 0.693264 , acc= 43.750000%] [G_loss: 0.079202, mse: 0.078587 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17368 [D_loss: 0.693264 , acc= 46.875000%] [G_loss: 0.094967, mse: 0.094368 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17369 [D_loss: 0.693264 , acc= 55.468750%] [G_loss: 0.085099, mse: 0.084490 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17370 [D_loss: 0.693264 , acc= 46.093750%] [G_loss: 0.080281, mse: 0.079668 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17371 [D_loss: 0.693264 , acc= 50.781250%] [G_loss: 0.095269, mse: 0.094670 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17372 [D_loss: 0.693265 , acc= 51.953125%] [G_loss: 0.081349, mse: 0.080736 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17373 [D_loss: 0.693265 , acc= 48.437500%] [G_loss: 0.092074, mse: 0.091473 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17374 [D_loss: 0.693265 , acc= 42.187500%] [G_loss: 0.105694, mse: 0.105106 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17375 [D_loss: 0.693265 , acc= 48.828125%] [G_loss: 0.092424, mse: 0.091822 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17376 [D_loss: 0.693264 , acc= 56.640625%] [G_loss: 0.089954, mse: 0.089350 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17377 [D_loss: 0.693263 , acc= 48.437500%] [G_loss: 0.092156, mse: 0.091554 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17378 [D_loss: 0.693263 , acc= 34.375000%] [G_loss: 0.088851, mse: 0.088246 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17379 [D_loss: 0.693264 , acc= 42.968750%] [G_loss: 0.086668, mse: 0.086061 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17380 [D_loss: 0.693264 , acc= 49.609375%] [G_loss: 0.098267, mse: 0.097671 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17381 [D_loss: 0.693265 , acc= 50.781250%] [G_loss: 0.094084, mse: 0.093484 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17382 [D_loss: 0.693265 , acc= 52.343750%] [G_loss: 0.087084, mse: 0.086478 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17383 [D_loss: 0.693264 , acc= 53.906250%] [G_loss: 0.092929, mse: 0.092329 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17384 [D_loss: 0.693264 , acc= 46.875000%] [G_loss: 0.105559, mse: 0.104971 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17385 [D_loss: 0.693263 , acc= 50.390625%] [G_loss: 0.087385, mse: 0.086779 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17386 [D_loss: 0.693263 , acc= 36.328125%] [G_loss: 0.089972, mse: 0.089368 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17387 [D_loss: 0.693263 , acc= 55.078125%] [G_loss: 0.092670, mse: 0.092069 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17388 [D_loss: 0.693264 , acc= 55.078125%] [G_loss: 0.099397, mse: 0.098803 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17389 [D_loss: 0.693266 , acc= 49.609375%] [G_loss: 0.087415, mse: 0.086809 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17390 [D_loss: 0.693267 , acc= 52.343750%] [G_loss: 0.085416, mse: 0.084807 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17391 [D_loss: 0.693267 , acc= 49.609375%] [G_loss: 0.090561, mse: 0.089958 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17392 [D_loss: 0.693268 , acc= 51.171875%] [G_loss: 0.095695, mse: 0.095097 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17393 [D_loss: 0.693267 , acc= 50.000000%] [G_loss: 0.090382, mse: 0.089779 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17394 [D_loss: 0.693267 , acc= 48.437500%] [G_loss: 0.081964, mse: 0.081352 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17395 [D_loss: 0.693264 , acc= 53.906250%] [G_loss: 0.094726, mse: 0.094127 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17396 [D_loss: 0.693263 , acc= 51.562500%] [G_loss: 0.101312, mse: 0.100719 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17397 [D_loss: 0.693265 , acc= 51.953125%] [G_loss: 0.101417, mse: 0.100824 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17398 [D_loss: 0.693270 , acc= 51.562500%] [G_loss: 0.084963, mse: 0.084354 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17399 [D_loss: 0.693276 , acc= 48.828125%] [G_loss: 0.084846, mse: 0.084237 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17400 [D_loss: 0.693279 , acc= 49.218750%] [G_loss: 0.077917, mse: 0.077301 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17401 [D_loss: 0.693277 , acc= 50.000000%] [G_loss: 0.095237, mse: 0.094638 ]\n",
            "4/4 [==============================] - 0s 11ms/step\n",
            "17402 [D_loss: 0.693270 , acc= 50.000000%] [G_loss: 0.100673, mse: 0.100080 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17403 [D_loss: 0.693265 , acc= 48.046875%] [G_loss: 0.089075, mse: 0.088471 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17404 [D_loss: 0.693263 , acc= 35.546875%] [G_loss: 0.090503, mse: 0.089900 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17405 [D_loss: 0.693265 , acc= 47.656250%] [G_loss: 0.080025, mse: 0.079411 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17406 [D_loss: 0.693269 , acc= 52.343750%] [G_loss: 0.085042, mse: 0.084433 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17407 [D_loss: 0.693273 , acc= 48.046875%] [G_loss: 0.087039, mse: 0.086432 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "17408 [D_loss: 0.693274 , acc= 50.390625%] [G_loss: 0.089839, mse: 0.089235 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17409 [D_loss: 0.693271 , acc= 46.484375%] [G_loss: 0.080349, mse: 0.079736 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17410 [D_loss: 0.693268 , acc= 46.093750%] [G_loss: 0.082736, mse: 0.082125 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17411 [D_loss: 0.693265 , acc= 49.609375%] [G_loss: 0.083213, mse: 0.082602 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17412 [D_loss: 0.693263 , acc= 44.140625%] [G_loss: 0.077130, mse: 0.076513 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17413 [D_loss: 0.693263 , acc= 37.109375%] [G_loss: 0.080808, mse: 0.080195 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17414 [D_loss: 0.693263 , acc= 58.203125%] [G_loss: 0.087596, mse: 0.086990 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17415 [D_loss: 0.693264 , acc= 56.640625%] [G_loss: 0.086316, mse: 0.085709 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17416 [D_loss: 0.693267 , acc= 41.796875%] [G_loss: 0.089992, mse: 0.089388 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17417 [D_loss: 0.693271 , acc= 45.703125%] [G_loss: 0.102810, mse: 0.102219 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17418 [D_loss: 0.693273 , acc= 51.953125%] [G_loss: 0.096763, mse: 0.096166 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17419 [D_loss: 0.693272 , acc= 50.390625%] [G_loss: 0.102660, mse: 0.102069 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "17420 [D_loss: 0.693267 , acc= 50.781250%] [G_loss: 0.089479, mse: 0.088874 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17421 [D_loss: 0.693264 , acc= 50.000000%] [G_loss: 0.090967, mse: 0.090364 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17422 [D_loss: 0.693263 , acc= 29.296875%] [G_loss: 0.086758, mse: 0.086151 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17423 [D_loss: 0.693264 , acc= 47.656250%] [G_loss: 0.093326, mse: 0.092725 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17424 [D_loss: 0.693267 , acc= 58.593750%] [G_loss: 0.084725, mse: 0.084116 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17425 [D_loss: 0.693269 , acc= 50.390625%] [G_loss: 0.089475, mse: 0.088871 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17426 [D_loss: 0.693271 , acc= 46.484375%] [G_loss: 0.078742, mse: 0.078126 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17427 [D_loss: 0.693271 , acc= 50.390625%] [G_loss: 0.095331, mse: 0.094732 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17428 [D_loss: 0.693268 , acc= 54.296875%] [G_loss: 0.080461, mse: 0.079847 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17429 [D_loss: 0.693265 , acc= 48.437500%] [G_loss: 0.098590, mse: 0.097994 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "17430 [D_loss: 0.693263 , acc= 51.953125%] [G_loss: 0.090292, mse: 0.089688 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17431 [D_loss: 0.693263 , acc= 43.750000%] [G_loss: 0.096792, mse: 0.096195 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17432 [D_loss: 0.693263 , acc= 53.906250%] [G_loss: 0.095144, mse: 0.094545 ]\n",
            "4/4 [==============================] - 0s 10ms/step\n",
            "17433 [D_loss: 0.693264 , acc= 52.343750%] [G_loss: 0.093118, mse: 0.092517 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "17434 [D_loss: 0.693265 , acc= 50.390625%] [G_loss: 0.095065, mse: 0.094466 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17435 [D_loss: 0.693266 , acc= 49.218750%] [G_loss: 0.109315, mse: 0.108731 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17436 [D_loss: 0.693266 , acc= 46.875000%] [G_loss: 0.084288, mse: 0.083679 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17437 [D_loss: 0.693265 , acc= 59.375000%] [G_loss: 0.078036, mse: 0.077420 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17438 [D_loss: 0.693263 , acc= 51.171875%] [G_loss: 0.090358, mse: 0.089755 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17439 [D_loss: 0.693263 , acc= 34.375000%] [G_loss: 0.081255, mse: 0.080643 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17440 [D_loss: 0.693263 , acc= 38.281250%] [G_loss: 0.088862, mse: 0.088257 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17441 [D_loss: 0.693264 , acc= 50.000000%] [G_loss: 0.099137, mse: 0.098542 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17442 [D_loss: 0.693264 , acc= 51.953125%] [G_loss: 0.080745, mse: 0.080132 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17443 [D_loss: 0.693264 , acc= 48.046875%] [G_loss: 0.085081, mse: 0.084473 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17444 [D_loss: 0.693264 , acc= 51.171875%] [G_loss: 0.085130, mse: 0.084521 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17445 [D_loss: 0.693263 , acc= 42.968750%] [G_loss: 0.089076, mse: 0.088471 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17446 [D_loss: 0.693263 , acc= 43.359375%] [G_loss: 0.092010, mse: 0.091408 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17447 [D_loss: 0.693262 , acc= 35.546875%] [G_loss: 0.083641, mse: 0.083031 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17448 [D_loss: 0.693263 , acc= 47.656250%] [G_loss: 0.085435, mse: 0.084827 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17449 [D_loss: 0.693263 , acc= 47.656250%] [G_loss: 0.092581, mse: 0.091979 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17450 [D_loss: 0.693263 , acc= 43.750000%] [G_loss: 0.095118, mse: 0.094519 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17451 [D_loss: 0.693264 , acc= 48.437500%] [G_loss: 0.099860, mse: 0.099266 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17452 [D_loss: 0.693264 , acc= 51.562500%] [G_loss: 0.094008, mse: 0.093408 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17453 [D_loss: 0.693264 , acc= 48.437500%] [G_loss: 0.083673, mse: 0.083063 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17454 [D_loss: 0.693263 , acc= 50.781250%] [G_loss: 0.093537, mse: 0.092937 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17455 [D_loss: 0.693263 , acc= 50.390625%] [G_loss: 0.090808, mse: 0.090204 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17456 [D_loss: 0.693262 , acc= 55.078125%] [G_loss: 0.093059, mse: 0.092459 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17457 [D_loss: 0.693262 , acc= 37.500000%] [G_loss: 0.097696, mse: 0.097100 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17458 [D_loss: 0.693264 , acc= 41.406250%] [G_loss: 0.091858, mse: 0.091256 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17459 [D_loss: 0.693268 , acc= 51.171875%] [G_loss: 0.090754, mse: 0.090151 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17460 [D_loss: 0.693271 , acc= 52.343750%] [G_loss: 0.094221, mse: 0.093621 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17461 [D_loss: 0.693271 , acc= 51.171875%] [G_loss: 0.082572, mse: 0.081960 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17462 [D_loss: 0.693271 , acc= 48.828125%] [G_loss: 0.093031, mse: 0.092430 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17463 [D_loss: 0.693270 , acc= 55.468750%] [G_loss: 0.096111, mse: 0.095513 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17464 [D_loss: 0.693266 , acc= 52.343750%] [G_loss: 0.090262, mse: 0.089659 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17465 [D_loss: 0.693263 , acc= 38.281250%] [G_loss: 0.100842, mse: 0.100249 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17466 [D_loss: 0.693263 , acc= 43.750000%] [G_loss: 0.091623, mse: 0.091020 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17467 [D_loss: 0.693266 , acc= 51.953125%] [G_loss: 0.090912, mse: 0.090310 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17468 [D_loss: 0.693270 , acc= 46.484375%] [G_loss: 0.087615, mse: 0.087009 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17469 [D_loss: 0.693274 , acc= 47.265625%] [G_loss: 0.091492, mse: 0.090889 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17470 [D_loss: 0.693275 , acc= 52.734375%] [G_loss: 0.091469, mse: 0.090867 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17471 [D_loss: 0.693272 , acc= 52.343750%] [G_loss: 0.096793, mse: 0.096196 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17472 [D_loss: 0.693267 , acc= 43.750000%] [G_loss: 0.101925, mse: 0.101333 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17473 [D_loss: 0.693264 , acc= 40.625000%] [G_loss: 0.089547, mse: 0.088942 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17474 [D_loss: 0.693263 , acc= 57.421875%] [G_loss: 0.089530, mse: 0.088925 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17475 [D_loss: 0.693262 , acc= 48.437500%] [G_loss: 0.086423, mse: 0.085815 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17476 [D_loss: 0.693263 , acc= 41.406250%] [G_loss: 0.083749, mse: 0.083139 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17477 [D_loss: 0.693264 , acc= 38.671875%] [G_loss: 0.091533, mse: 0.090931 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17478 [D_loss: 0.693265 , acc= 49.218750%] [G_loss: 0.091563, mse: 0.090961 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17479 [D_loss: 0.693265 , acc= 55.859375%] [G_loss: 0.098736, mse: 0.098141 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17480 [D_loss: 0.693264 , acc= 50.781250%] [G_loss: 0.092325, mse: 0.091723 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17481 [D_loss: 0.693263 , acc= 41.015625%] [G_loss: 0.086226, mse: 0.085618 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17482 [D_loss: 0.693263 , acc= 42.968750%] [G_loss: 0.084370, mse: 0.083760 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17483 [D_loss: 0.693262 , acc= 51.171875%] [G_loss: 0.099914, mse: 0.099320 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17484 [D_loss: 0.693262 , acc= 45.312500%] [G_loss: 0.088401, mse: 0.087796 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17485 [D_loss: 0.693262 , acc= 32.031250%] [G_loss: 0.092476, mse: 0.091874 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "17486 [D_loss: 0.693263 , acc= 50.781250%] [G_loss: 0.083438, mse: 0.082828 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17487 [D_loss: 0.693264 , acc= 55.078125%] [G_loss: 0.094583, mse: 0.093984 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17488 [D_loss: 0.693264 , acc= 51.562500%] [G_loss: 0.090399, mse: 0.089796 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17489 [D_loss: 0.693265 , acc= 46.875000%] [G_loss: 0.099394, mse: 0.098799 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17490 [D_loss: 0.693265 , acc= 52.734375%] [G_loss: 0.092523, mse: 0.091922 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17491 [D_loss: 0.693264 , acc= 48.828125%] [G_loss: 0.095972, mse: 0.095374 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "17492 [D_loss: 0.693264 , acc= 50.000000%] [G_loss: 0.090955, mse: 0.090352 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17493 [D_loss: 0.693264 , acc= 51.171875%] [G_loss: 0.095163, mse: 0.094565 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17494 [D_loss: 0.693263 , acc= 50.390625%] [G_loss: 0.083374, mse: 0.082764 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17495 [D_loss: 0.693262 , acc= 38.281250%] [G_loss: 0.090123, mse: 0.089519 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17496 [D_loss: 0.693262 , acc= 45.312500%] [G_loss: 0.087923, mse: 0.087317 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "17497 [D_loss: 0.693264 , acc= 52.343750%] [G_loss: 0.084141, mse: 0.083531 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17498 [D_loss: 0.693266 , acc= 53.125000%] [G_loss: 0.093206, mse: 0.092605 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17499 [D_loss: 0.693268 , acc= 49.609375%] [G_loss: 0.080640, mse: 0.080027 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17500 [D_loss: 0.693270 , acc= 41.796875%] [G_loss: 0.089300, mse: 0.088696 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17501 [D_loss: 0.693269 , acc= 50.390625%] [G_loss: 0.105728, mse: 0.105139 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "17502 [D_loss: 0.693269 , acc= 54.687500%] [G_loss: 0.087861, mse: 0.087255 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17503 [D_loss: 0.693267 , acc= 50.390625%] [G_loss: 0.091079, mse: 0.090476 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17504 [D_loss: 0.693265 , acc= 46.093750%] [G_loss: 0.088017, mse: 0.087411 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17505 [D_loss: 0.693263 , acc= 42.968750%] [G_loss: 0.085943, mse: 0.085335 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17506 [D_loss: 0.693262 , acc= 48.828125%] [G_loss: 0.095370, mse: 0.094771 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17507 [D_loss: 0.693262 , acc= 50.000000%] [G_loss: 0.090520, mse: 0.089916 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17508 [D_loss: 0.693266 , acc= 46.484375%] [G_loss: 0.095522, mse: 0.094924 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17509 [D_loss: 0.693271 , acc= 50.781250%] [G_loss: 0.102073, mse: 0.101481 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17510 [D_loss: 0.693276 , acc= 50.000000%] [G_loss: 0.094358, mse: 0.093759 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17511 [D_loss: 0.693275 , acc= 48.046875%] [G_loss: 0.092784, mse: 0.092184 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17512 [D_loss: 0.693270 , acc= 48.046875%] [G_loss: 0.093701, mse: 0.093101 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17513 [D_loss: 0.693265 , acc= 45.312500%] [G_loss: 0.101299, mse: 0.100707 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17514 [D_loss: 0.693263 , acc= 61.328125%] [G_loss: 0.096088, mse: 0.095491 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17515 [D_loss: 0.693262 , acc= 54.296875%] [G_loss: 0.081739, mse: 0.081127 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17516 [D_loss: 0.693262 , acc= 44.531250%] [G_loss: 0.089119, mse: 0.088514 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17517 [D_loss: 0.693263 , acc= 42.968750%] [G_loss: 0.084566, mse: 0.083957 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17518 [D_loss: 0.693265 , acc= 53.906250%] [G_loss: 0.097894, mse: 0.097297 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17519 [D_loss: 0.693267 , acc= 57.421875%] [G_loss: 0.087598, mse: 0.086992 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17520 [D_loss: 0.693268 , acc= 47.656250%] [G_loss: 0.100784, mse: 0.100191 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "17521 [D_loss: 0.693269 , acc= 44.921875%] [G_loss: 0.098844, mse: 0.098249 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17522 [D_loss: 0.693268 , acc= 48.828125%] [G_loss: 0.104873, mse: 0.104284 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17523 [D_loss: 0.693266 , acc= 51.562500%] [G_loss: 0.080863, mse: 0.080250 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17524 [D_loss: 0.693263 , acc= 58.203125%] [G_loss: 0.095106, mse: 0.094507 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17525 [D_loss: 0.693262 , acc= 44.140625%] [G_loss: 0.108857, mse: 0.108272 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17526 [D_loss: 0.693263 , acc= 43.359375%] [G_loss: 0.107185, mse: 0.106599 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17527 [D_loss: 0.693264 , acc= 48.046875%] [G_loss: 0.091747, mse: 0.091145 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17528 [D_loss: 0.693267 , acc= 49.609375%] [G_loss: 0.088676, mse: 0.088070 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17529 [D_loss: 0.693268 , acc= 49.609375%] [G_loss: 0.091491, mse: 0.090888 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17530 [D_loss: 0.693268 , acc= 45.312500%] [G_loss: 0.081908, mse: 0.081296 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17531 [D_loss: 0.693266 , acc= 42.968750%] [G_loss: 0.095523, mse: 0.094925 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17532 [D_loss: 0.693263 , acc= 47.656250%] [G_loss: 0.086316, mse: 0.085708 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17533 [D_loss: 0.693262 , acc= 52.343750%] [G_loss: 0.097864, mse: 0.097268 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17534 [D_loss: 0.693261 , acc= 37.890625%] [G_loss: 0.087454, mse: 0.086847 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17535 [D_loss: 0.693262 , acc= 46.484375%] [G_loss: 0.084464, mse: 0.083854 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17536 [D_loss: 0.693263 , acc= 50.000000%] [G_loss: 0.095071, mse: 0.094472 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17537 [D_loss: 0.693264 , acc= 51.171875%] [G_loss: 0.084512, mse: 0.083903 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17538 [D_loss: 0.693266 , acc= 50.000000%] [G_loss: 0.085442, mse: 0.084835 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17539 [D_loss: 0.693268 , acc= 44.531250%] [G_loss: 0.098609, mse: 0.098014 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17540 [D_loss: 0.693270 , acc= 54.296875%] [G_loss: 0.102142, mse: 0.101550 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17541 [D_loss: 0.693270 , acc= 53.125000%] [G_loss: 0.081532, mse: 0.080920 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17542 [D_loss: 0.693266 , acc= 42.578125%] [G_loss: 0.086127, mse: 0.085519 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17543 [D_loss: 0.693263 , acc= 50.390625%] [G_loss: 0.083609, mse: 0.082999 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17544 [D_loss: 0.693262 , acc= 46.093750%] [G_loss: 0.091971, mse: 0.091369 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17545 [D_loss: 0.693263 , acc= 53.125000%] [G_loss: 0.088221, mse: 0.087615 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17546 [D_loss: 0.693267 , acc= 49.218750%] [G_loss: 0.086664, mse: 0.086057 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17547 [D_loss: 0.693273 , acc= 49.218750%] [G_loss: 0.097866, mse: 0.097270 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17548 [D_loss: 0.693277 , acc= 52.343750%] [G_loss: 0.095789, mse: 0.095191 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17549 [D_loss: 0.693274 , acc= 47.656250%] [G_loss: 0.094386, mse: 0.093786 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17550 [D_loss: 0.693270 , acc= 46.875000%] [G_loss: 0.079376, mse: 0.078762 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17551 [D_loss: 0.693266 , acc= 60.156250%] [G_loss: 0.090109, mse: 0.089506 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17552 [D_loss: 0.693263 , acc= 44.140625%] [G_loss: 0.081230, mse: 0.080617 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17553 [D_loss: 0.693262 , acc= 41.796875%] [G_loss: 0.086609, mse: 0.086001 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17554 [D_loss: 0.693263 , acc= 48.828125%] [G_loss: 0.085232, mse: 0.084624 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17555 [D_loss: 0.693265 , acc= 54.296875%] [G_loss: 0.084732, mse: 0.084123 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17556 [D_loss: 0.693266 , acc= 46.484375%] [G_loss: 0.091047, mse: 0.090444 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17557 [D_loss: 0.693265 , acc= 52.734375%] [G_loss: 0.086164, mse: 0.085556 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17558 [D_loss: 0.693263 , acc= 51.562500%] [G_loss: 0.078894, mse: 0.078279 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17559 [D_loss: 0.693261 , acc= 40.625000%] [G_loss: 0.089730, mse: 0.089126 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17560 [D_loss: 0.693261 , acc= 38.281250%] [G_loss: 0.088112, mse: 0.087506 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "17561 [D_loss: 0.693262 , acc= 51.562500%] [G_loss: 0.092249, mse: 0.091647 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17562 [D_loss: 0.693263 , acc= 51.953125%] [G_loss: 0.094428, mse: 0.093829 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17563 [D_loss: 0.693264 , acc= 51.171875%] [G_loss: 0.087862, mse: 0.087256 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17564 [D_loss: 0.693264 , acc= 52.343750%] [G_loss: 0.087835, mse: 0.087229 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17565 [D_loss: 0.693264 , acc= 43.359375%] [G_loss: 0.097719, mse: 0.097122 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17566 [D_loss: 0.693262 , acc= 50.390625%] [G_loss: 0.097016, mse: 0.096419 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17567 [D_loss: 0.693261 , acc= 44.140625%] [G_loss: 0.107092, mse: 0.106506 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17568 [D_loss: 0.693262 , acc= 39.062500%] [G_loss: 0.091170, mse: 0.090568 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17569 [D_loss: 0.693265 , acc= 42.578125%] [G_loss: 0.091173, mse: 0.090571 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17570 [D_loss: 0.693271 , acc= 50.781250%] [G_loss: 0.095192, mse: 0.094593 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17571 [D_loss: 0.693272 , acc= 48.828125%] [G_loss: 0.083124, mse: 0.082513 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17572 [D_loss: 0.693268 , acc= 54.296875%] [G_loss: 0.090170, mse: 0.089567 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17573 [D_loss: 0.693263 , acc= 46.093750%] [G_loss: 0.093322, mse: 0.092721 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17574 [D_loss: 0.693261 , acc= 33.593750%] [G_loss: 0.089209, mse: 0.088604 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17575 [D_loss: 0.693262 , acc= 56.250000%] [G_loss: 0.089468, mse: 0.088864 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17576 [D_loss: 0.693263 , acc= 56.250000%] [G_loss: 0.102793, mse: 0.102202 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17577 [D_loss: 0.693266 , acc= 51.953125%] [G_loss: 0.090630, mse: 0.090027 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17578 [D_loss: 0.693268 , acc= 50.781250%] [G_loss: 0.096551, mse: 0.095954 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17579 [D_loss: 0.693269 , acc= 46.875000%] [G_loss: 0.087843, mse: 0.087237 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17580 [D_loss: 0.693266 , acc= 48.437500%] [G_loss: 0.088596, mse: 0.087991 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17581 [D_loss: 0.693266 , acc= 62.890625%] [G_loss: 0.092405, mse: 0.091804 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17582 [D_loss: 0.693265 , acc= 56.640625%] [G_loss: 0.096363, mse: 0.095767 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17583 [D_loss: 0.693264 , acc= 40.234375%] [G_loss: 0.093164, mse: 0.092563 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17584 [D_loss: 0.693263 , acc= 39.843750%] [G_loss: 0.084502, mse: 0.083892 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17585 [D_loss: 0.693263 , acc= 45.312500%] [G_loss: 0.090715, mse: 0.090111 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17586 [D_loss: 0.693266 , acc= 59.375000%] [G_loss: 0.091556, mse: 0.090953 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17587 [D_loss: 0.693265 , acc= 46.875000%] [G_loss: 0.092966, mse: 0.092365 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17588 [D_loss: 0.693266 , acc= 37.109375%] [G_loss: 0.092246, mse: 0.091644 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "17589 [D_loss: 0.693271 , acc= 39.453125%] [G_loss: 0.085821, mse: 0.085213 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17590 [D_loss: 0.693273 , acc= 53.906250%] [G_loss: 0.097424, mse: 0.096827 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17591 [D_loss: 0.693269 , acc= 62.109375%] [G_loss: 0.092603, mse: 0.092002 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17592 [D_loss: 0.693262 , acc= 37.500000%] [G_loss: 0.087648, mse: 0.087042 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17593 [D_loss: 0.693261 , acc= 38.281250%] [G_loss: 0.091577, mse: 0.090975 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "17594 [D_loss: 0.693261 , acc= 58.593750%] [G_loss: 0.088754, mse: 0.088149 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17595 [D_loss: 0.693264 , acc= 57.421875%] [G_loss: 0.093058, mse: 0.092457 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17596 [D_loss: 0.693267 , acc= 51.171875%] [G_loss: 0.085094, mse: 0.084486 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17597 [D_loss: 0.693270 , acc= 53.515625%] [G_loss: 0.094721, mse: 0.094122 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "17598 [D_loss: 0.693267 , acc= 46.093750%] [G_loss: 0.096368, mse: 0.095771 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17599 [D_loss: 0.693262 , acc= 37.500000%] [G_loss: 0.080279, mse: 0.079665 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17600 [D_loss: 0.693261 , acc= 33.203125%] [G_loss: 0.085867, mse: 0.085259 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17601 [D_loss: 0.693262 , acc= 44.140625%] [G_loss: 0.094176, mse: 0.093576 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17602 [D_loss: 0.693264 , acc= 48.437500%] [G_loss: 0.083397, mse: 0.082786 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17603 [D_loss: 0.693264 , acc= 47.656250%] [G_loss: 0.095249, mse: 0.094650 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17604 [D_loss: 0.693265 , acc= 45.312500%] [G_loss: 0.086509, mse: 0.085901 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17605 [D_loss: 0.693266 , acc= 44.921875%] [G_loss: 0.100926, mse: 0.100332 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17606 [D_loss: 0.693266 , acc= 50.390625%] [G_loss: 0.090535, mse: 0.089931 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "17607 [D_loss: 0.693264 , acc= 53.515625%] [G_loss: 0.091063, mse: 0.090460 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17608 [D_loss: 0.693261 , acc= 46.093750%] [G_loss: 0.104106, mse: 0.103517 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17609 [D_loss: 0.693261 , acc= 51.171875%] [G_loss: 0.094435, mse: 0.093835 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17610 [D_loss: 0.693265 , acc= 57.421875%] [G_loss: 0.092312, mse: 0.091710 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17611 [D_loss: 0.693269 , acc= 51.562500%] [G_loss: 0.092104, mse: 0.091502 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17612 [D_loss: 0.693274 , acc= 46.093750%] [G_loss: 0.094707, mse: 0.094108 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17613 [D_loss: 0.693269 , acc= 47.265625%] [G_loss: 0.091095, mse: 0.090492 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17614 [D_loss: 0.693266 , acc= 55.078125%] [G_loss: 0.095379, mse: 0.094782 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17615 [D_loss: 0.693263 , acc= 51.171875%] [G_loss: 0.081243, mse: 0.080632 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17616 [D_loss: 0.693262 , acc= 41.796875%] [G_loss: 0.093680, mse: 0.093080 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17617 [D_loss: 0.693263 , acc= 38.281250%] [G_loss: 0.086704, mse: 0.086097 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17618 [D_loss: 0.693266 , acc= 46.093750%] [G_loss: 0.085439, mse: 0.084831 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17619 [D_loss: 0.693273 , acc= 58.203125%] [G_loss: 0.099306, mse: 0.098711 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17620 [D_loss: 0.693272 , acc= 56.640625%] [G_loss: 0.087783, mse: 0.087178 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17621 [D_loss: 0.693268 , acc= 40.625000%] [G_loss: 0.095821, mse: 0.095224 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17622 [D_loss: 0.693266 , acc= 52.734375%] [G_loss: 0.098294, mse: 0.097699 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17623 [D_loss: 0.693263 , acc= 52.343750%] [G_loss: 0.088405, mse: 0.087799 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "17624 [D_loss: 0.693260 , acc= 42.187500%] [G_loss: 0.078072, mse: 0.077456 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17625 [D_loss: 0.693262 , acc= 61.718750%] [G_loss: 0.085996, mse: 0.085388 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17626 [D_loss: 0.693267 , acc= 54.296875%] [G_loss: 0.071046, mse: 0.070423 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17627 [D_loss: 0.693272 , acc= 50.000000%] [G_loss: 0.095154, mse: 0.094555 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17628 [D_loss: 0.693270 , acc= 48.046875%] [G_loss: 0.086063, mse: 0.085456 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17629 [D_loss: 0.693264 , acc= 43.750000%] [G_loss: 0.085544, mse: 0.084937 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17630 [D_loss: 0.693261 , acc= 37.890625%] [G_loss: 0.088614, mse: 0.088009 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17631 [D_loss: 0.693263 , acc= 42.968750%] [G_loss: 0.077316, mse: 0.076699 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17632 [D_loss: 0.693267 , acc= 48.046875%] [G_loss: 0.089598, mse: 0.088993 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17633 [D_loss: 0.693268 , acc= 51.171875%] [G_loss: 0.099129, mse: 0.098534 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17634 [D_loss: 0.693266 , acc= 56.250000%] [G_loss: 0.096747, mse: 0.096149 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17635 [D_loss: 0.693262 , acc= 43.359375%] [G_loss: 0.092947, mse: 0.092345 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17636 [D_loss: 0.693260 , acc= 48.046875%] [G_loss: 0.087836, mse: 0.087229 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17637 [D_loss: 0.693261 , acc= 58.593750%] [G_loss: 0.089646, mse: 0.089042 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17638 [D_loss: 0.693264 , acc= 52.734375%] [G_loss: 0.092616, mse: 0.092014 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17639 [D_loss: 0.693266 , acc= 50.000000%] [G_loss: 0.083668, mse: 0.083058 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17640 [D_loss: 0.693267 , acc= 49.218750%] [G_loss: 0.078054, mse: 0.077439 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17641 [D_loss: 0.693265 , acc= 42.968750%] [G_loss: 0.088185, mse: 0.087580 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17642 [D_loss: 0.693262 , acc= 46.875000%] [G_loss: 0.085089, mse: 0.084481 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17643 [D_loss: 0.693260 , acc= 37.109375%] [G_loss: 0.086526, mse: 0.085919 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17644 [D_loss: 0.693261 , acc= 40.234375%] [G_loss: 0.082641, mse: 0.082030 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17645 [D_loss: 0.693263 , acc= 50.781250%] [G_loss: 0.085219, mse: 0.084610 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17646 [D_loss: 0.693265 , acc= 49.609375%] [G_loss: 0.088599, mse: 0.087994 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17647 [D_loss: 0.693266 , acc= 51.171875%] [G_loss: 0.081486, mse: 0.080873 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17648 [D_loss: 0.693264 , acc= 51.953125%] [G_loss: 0.097488, mse: 0.096891 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17649 [D_loss: 0.693262 , acc= 53.515625%] [G_loss: 0.089345, mse: 0.088740 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17650 [D_loss: 0.693261 , acc= 56.250000%] [G_loss: 0.082597, mse: 0.081985 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17651 [D_loss: 0.693260 , acc= 44.921875%] [G_loss: 0.087215, mse: 0.086609 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17652 [D_loss: 0.693261 , acc= 52.734375%] [G_loss: 0.092155, mse: 0.091553 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17653 [D_loss: 0.693263 , acc= 52.343750%] [G_loss: 0.084039, mse: 0.083429 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "17654 [D_loss: 0.693264 , acc= 46.875000%] [G_loss: 0.079497, mse: 0.078882 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17655 [D_loss: 0.693263 , acc= 46.093750%] [G_loss: 0.087618, mse: 0.087012 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17656 [D_loss: 0.693262 , acc= 54.296875%] [G_loss: 0.100215, mse: 0.099622 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17657 [D_loss: 0.693261 , acc= 50.390625%] [G_loss: 0.101251, mse: 0.100659 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17658 [D_loss: 0.693260 , acc= 31.640625%] [G_loss: 0.087370, mse: 0.086764 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17659 [D_loss: 0.693260 , acc= 40.234375%] [G_loss: 0.097472, mse: 0.096876 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17660 [D_loss: 0.693262 , acc= 47.656250%] [G_loss: 0.085168, mse: 0.084559 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17661 [D_loss: 0.693262 , acc= 46.093750%] [G_loss: 0.085792, mse: 0.085185 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17662 [D_loss: 0.693263 , acc= 45.703125%] [G_loss: 0.097265, mse: 0.096668 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17663 [D_loss: 0.693264 , acc= 53.515625%] [G_loss: 0.087534, mse: 0.086927 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17664 [D_loss: 0.693264 , acc= 56.640625%] [G_loss: 0.089113, mse: 0.088508 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "17665 [D_loss: 0.693262 , acc= 48.437500%] [G_loss: 0.089018, mse: 0.088413 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17666 [D_loss: 0.693260 , acc= 37.109375%] [G_loss: 0.087472, mse: 0.086865 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17667 [D_loss: 0.693260 , acc= 52.343750%] [G_loss: 0.079951, mse: 0.079336 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17668 [D_loss: 0.693260 , acc= 55.859375%] [G_loss: 0.090495, mse: 0.089892 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17669 [D_loss: 0.693261 , acc= 52.734375%] [G_loss: 0.098489, mse: 0.097894 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17670 [D_loss: 0.693262 , acc= 52.343750%] [G_loss: 0.080925, mse: 0.080312 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17671 [D_loss: 0.693261 , acc= 48.437500%] [G_loss: 0.083385, mse: 0.082774 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17672 [D_loss: 0.693261 , acc= 39.453125%] [G_loss: 0.094288, mse: 0.093689 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17673 [D_loss: 0.693260 , acc= 30.859375%] [G_loss: 0.094210, mse: 0.093610 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17674 [D_loss: 0.693260 , acc= 43.359375%] [G_loss: 0.089692, mse: 0.089088 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17675 [D_loss: 0.693260 , acc= 38.281250%] [G_loss: 0.101133, mse: 0.100541 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17676 [D_loss: 0.693260 , acc= 40.234375%] [G_loss: 0.089431, mse: 0.088826 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17677 [D_loss: 0.693260 , acc= 41.796875%] [G_loss: 0.096630, mse: 0.096033 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17678 [D_loss: 0.693261 , acc= 58.203125%] [G_loss: 0.080034, mse: 0.079420 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17679 [D_loss: 0.693261 , acc= 50.000000%] [G_loss: 0.083776, mse: 0.083166 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17680 [D_loss: 0.693262 , acc= 41.406250%] [G_loss: 0.096544, mse: 0.095946 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17681 [D_loss: 0.693262 , acc= 44.140625%] [G_loss: 0.090517, mse: 0.089914 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17682 [D_loss: 0.693262 , acc= 51.562500%] [G_loss: 0.109171, mse: 0.108587 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17683 [D_loss: 0.693260 , acc= 48.437500%] [G_loss: 0.110053, mse: 0.109468 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "17684 [D_loss: 0.693260 , acc= 57.421875%] [G_loss: 0.098543, mse: 0.097948 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17685 [D_loss: 0.693264 , acc= 58.984375%] [G_loss: 0.092750, mse: 0.092149 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17686 [D_loss: 0.693272 , acc= 57.812500%] [G_loss: 0.086158, mse: 0.085550 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17687 [D_loss: 0.693278 , acc= 44.531250%] [G_loss: 0.098042, mse: 0.097446 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17688 [D_loss: 0.693275 , acc= 56.640625%] [G_loss: 0.093400, mse: 0.092799 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17689 [D_loss: 0.693273 , acc= 55.859375%] [G_loss: 0.098535, mse: 0.097941 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17690 [D_loss: 0.693272 , acc= 37.500000%] [G_loss: 0.100447, mse: 0.099854 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17691 [D_loss: 0.693266 , acc= 36.328125%] [G_loss: 0.086826, mse: 0.086217 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17692 [D_loss: 0.693262 , acc= 48.437500%] [G_loss: 0.089261, mse: 0.088657 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17693 [D_loss: 0.693263 , acc= 53.515625%] [G_loss: 0.089615, mse: 0.089011 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17694 [D_loss: 0.693270 , acc= 36.328125%] [G_loss: 0.090563, mse: 0.089959 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17695 [D_loss: 0.693281 , acc= 47.265625%] [G_loss: 0.089045, mse: 0.088439 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17696 [D_loss: 0.693289 , acc= 55.859375%] [G_loss: 0.086019, mse: 0.085410 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17697 [D_loss: 0.693278 , acc= 50.781250%] [G_loss: 0.092666, mse: 0.092063 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "17698 [D_loss: 0.693267 , acc= 50.000000%] [G_loss: 0.097964, mse: 0.097367 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17699 [D_loss: 0.693262 , acc= 42.187500%] [G_loss: 0.086328, mse: 0.085721 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17700 [D_loss: 0.693261 , acc= 51.562500%] [G_loss: 0.089334, mse: 0.088729 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17701 [D_loss: 0.693271 , acc= 60.156250%] [G_loss: 0.084374, mse: 0.083765 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17702 [D_loss: 0.693297 , acc= 55.468750%] [G_loss: 0.092787, mse: 0.092187 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17703 [D_loss: 0.693309 , acc= 46.875000%] [G_loss: 0.083733, mse: 0.083124 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17704 [D_loss: 0.693296 , acc= 32.812500%] [G_loss: 0.089313, mse: 0.088709 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17705 [D_loss: 0.693284 , acc= 68.750000%] [G_loss: 0.085199, mse: 0.084591 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17706 [D_loss: 0.693290 , acc= 58.984375%] [G_loss: 0.087700, mse: 0.087095 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17707 [D_loss: 0.693283 , acc= 35.937500%] [G_loss: 0.094930, mse: 0.094331 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17708 [D_loss: 0.693267 , acc= 41.406250%] [G_loss: 0.095652, mse: 0.095054 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17709 [D_loss: 0.693292 , acc= 41.406250%] [G_loss: 0.092063, mse: 0.091462 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17710 [D_loss: 0.693313 , acc= 44.921875%] [G_loss: 0.095675, mse: 0.095076 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17711 [D_loss: 0.693292 , acc= 57.812500%] [G_loss: 0.099930, mse: 0.099335 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17712 [D_loss: 0.693267 , acc= 52.734375%] [G_loss: 0.081240, mse: 0.080626 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17713 [D_loss: 0.693262 , acc= 51.171875%] [G_loss: 0.089847, mse: 0.089242 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17714 [D_loss: 0.693266 , acc= 54.296875%] [G_loss: 0.084037, mse: 0.083427 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17715 [D_loss: 0.693264 , acc= 55.078125%] [G_loss: 0.085328, mse: 0.084720 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17716 [D_loss: 0.693260 , acc= 42.187500%] [G_loss: 0.090342, mse: 0.089739 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17717 [D_loss: 0.693260 , acc= 39.453125%] [G_loss: 0.088317, mse: 0.087711 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17718 [D_loss: 0.693261 , acc= 42.187500%] [G_loss: 0.092137, mse: 0.091535 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17719 [D_loss: 0.693260 , acc= 43.359375%] [G_loss: 0.091872, mse: 0.091270 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17720 [D_loss: 0.693259 , acc= 46.484375%] [G_loss: 0.093303, mse: 0.092702 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17721 [D_loss: 0.693259 , acc= 41.015625%] [G_loss: 0.088984, mse: 0.088379 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17722 [D_loss: 0.693259 , acc= 48.828125%] [G_loss: 0.103821, mse: 0.103232 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17723 [D_loss: 0.693259 , acc= 39.062500%] [G_loss: 0.090809, mse: 0.090206 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17724 [D_loss: 0.693259 , acc= 35.546875%] [G_loss: 0.102120, mse: 0.101528 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17725 [D_loss: 0.693259 , acc= 29.687500%] [G_loss: 0.087767, mse: 0.087161 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17726 [D_loss: 0.693259 , acc= 33.984375%] [G_loss: 0.098279, mse: 0.097684 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "17727 [D_loss: 0.693259 , acc= 45.703125%] [G_loss: 0.090375, mse: 0.089771 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17728 [D_loss: 0.693259 , acc= 46.093750%] [G_loss: 0.088200, mse: 0.087594 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17729 [D_loss: 0.693259 , acc= 31.640625%] [G_loss: 0.098189, mse: 0.097593 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17730 [D_loss: 0.693259 , acc= 32.421875%] [G_loss: 0.094295, mse: 0.093696 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17731 [D_loss: 0.693259 , acc= 47.656250%] [G_loss: 0.088617, mse: 0.088012 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17732 [D_loss: 0.693259 , acc= 46.875000%] [G_loss: 0.090511, mse: 0.089907 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17733 [D_loss: 0.693259 , acc= 51.171875%] [G_loss: 0.095265, mse: 0.094666 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17734 [D_loss: 0.693259 , acc= 44.531250%] [G_loss: 0.103629, mse: 0.103039 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17735 [D_loss: 0.693259 , acc= 36.718750%] [G_loss: 0.086377, mse: 0.085769 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17736 [D_loss: 0.693259 , acc= 44.921875%] [G_loss: 0.095686, mse: 0.095088 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17737 [D_loss: 0.693259 , acc= 48.437500%] [G_loss: 0.098914, mse: 0.098319 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "17738 [D_loss: 0.693259 , acc= 57.812500%] [G_loss: 0.079157, mse: 0.078542 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17739 [D_loss: 0.693259 , acc= 37.109375%] [G_loss: 0.089882, mse: 0.089278 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "17740 [D_loss: 0.693259 , acc= 46.484375%] [G_loss: 0.094181, mse: 0.093582 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17741 [D_loss: 0.693260 , acc= 48.828125%] [G_loss: 0.089334, mse: 0.088730 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17742 [D_loss: 0.693259 , acc= 48.437500%] [G_loss: 0.090601, mse: 0.089998 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17743 [D_loss: 0.693259 , acc= 48.437500%] [G_loss: 0.084209, mse: 0.083599 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17744 [D_loss: 0.693259 , acc= 38.281250%] [G_loss: 0.085751, mse: 0.085143 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17745 [D_loss: 0.693259 , acc= 57.421875%] [G_loss: 0.086231, mse: 0.085623 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17746 [D_loss: 0.693259 , acc= 42.187500%] [G_loss: 0.080923, mse: 0.080310 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17747 [D_loss: 0.693259 , acc= 28.906250%] [G_loss: 0.099007, mse: 0.098413 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17748 [D_loss: 0.693259 , acc= 20.703125%] [G_loss: 0.080987, mse: 0.080375 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17749 [D_loss: 0.693259 , acc= 46.484375%] [G_loss: 0.077973, mse: 0.077357 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17750 [D_loss: 0.693259 , acc= 50.781250%] [G_loss: 0.099192, mse: 0.098597 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17751 [D_loss: 0.693259 , acc= 35.937500%] [G_loss: 0.090585, mse: 0.089981 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17752 [D_loss: 0.693259 , acc= 31.250000%] [G_loss: 0.094249, mse: 0.093649 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17753 [D_loss: 0.693259 , acc= 41.015625%] [G_loss: 0.072146, mse: 0.071524 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17754 [D_loss: 0.693259 , acc= 37.890625%] [G_loss: 0.088645, mse: 0.088039 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "17755 [D_loss: 0.693258 , acc= 44.921875%] [G_loss: 0.085612, mse: 0.085004 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17756 [D_loss: 0.693258 , acc= 19.531250%] [G_loss: 0.103114, mse: 0.102523 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17757 [D_loss: 0.693258 , acc= 28.125000%] [G_loss: 0.079891, mse: 0.079277 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17758 [D_loss: 0.693259 , acc= 48.437500%] [G_loss: 0.083754, mse: 0.083143 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17759 [D_loss: 0.693259 , acc= 50.390625%] [G_loss: 0.093011, mse: 0.092410 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17760 [D_loss: 0.693259 , acc= 48.828125%] [G_loss: 0.097369, mse: 0.096773 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17761 [D_loss: 0.693259 , acc= 51.562500%] [G_loss: 0.100913, mse: 0.100320 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17762 [D_loss: 0.693259 , acc= 50.390625%] [G_loss: 0.086143, mse: 0.085535 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17763 [D_loss: 0.693259 , acc= 42.968750%] [G_loss: 0.075172, mse: 0.074554 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17764 [D_loss: 0.693258 , acc= 36.718750%] [G_loss: 0.101674, mse: 0.101082 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17765 [D_loss: 0.693259 , acc= 47.656250%] [G_loss: 0.100407, mse: 0.099813 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17766 [D_loss: 0.693260 , acc= 43.750000%] [G_loss: 0.091008, mse: 0.090405 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17767 [D_loss: 0.693260 , acc= 46.484375%] [G_loss: 0.091795, mse: 0.091193 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17768 [D_loss: 0.693259 , acc= 42.187500%] [G_loss: 0.098183, mse: 0.097587 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17769 [D_loss: 0.693258 , acc= 43.359375%] [G_loss: 0.086173, mse: 0.085566 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17770 [D_loss: 0.693259 , acc= 60.937500%] [G_loss: 0.088753, mse: 0.088148 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17771 [D_loss: 0.693259 , acc= 45.703125%] [G_loss: 0.078460, mse: 0.077845 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17772 [D_loss: 0.693258 , acc= 36.328125%] [G_loss: 0.090663, mse: 0.090060 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17773 [D_loss: 0.693258 , acc= 39.062500%] [G_loss: 0.090853, mse: 0.090250 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17774 [D_loss: 0.693258 , acc= 34.375000%] [G_loss: 0.100187, mse: 0.099593 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17775 [D_loss: 0.693258 , acc= 49.218750%] [G_loss: 0.095860, mse: 0.095263 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "17776 [D_loss: 0.693259 , acc= 45.703125%] [G_loss: 0.096371, mse: 0.095773 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17777 [D_loss: 0.693259 , acc= 49.609375%] [G_loss: 0.097901, mse: 0.097305 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17778 [D_loss: 0.693258 , acc= 42.187500%] [G_loss: 0.088986, mse: 0.088381 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17779 [D_loss: 0.693258 , acc= 37.890625%] [G_loss: 0.090439, mse: 0.089836 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17780 [D_loss: 0.693258 , acc= 42.578125%] [G_loss: 0.094004, mse: 0.093404 ]\n",
            "4/4 [==============================] - 0s 10ms/step\n",
            "17781 [D_loss: 0.693259 , acc= 54.296875%] [G_loss: 0.083405, mse: 0.082795 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17782 [D_loss: 0.693259 , acc= 56.250000%] [G_loss: 0.083975, mse: 0.083365 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17783 [D_loss: 0.693259 , acc= 44.921875%] [G_loss: 0.090723, mse: 0.090120 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17784 [D_loss: 0.693259 , acc= 44.921875%] [G_loss: 0.082634, mse: 0.082022 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17785 [D_loss: 0.693258 , acc= 33.984375%] [G_loss: 0.085407, mse: 0.084799 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17786 [D_loss: 0.693259 , acc= 45.703125%] [G_loss: 0.085563, mse: 0.084955 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17787 [D_loss: 0.693260 , acc= 44.140625%] [G_loss: 0.082719, mse: 0.082108 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17788 [D_loss: 0.693260 , acc= 45.312500%] [G_loss: 0.089390, mse: 0.088785 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17789 [D_loss: 0.693260 , acc= 48.828125%] [G_loss: 0.085395, mse: 0.084787 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17790 [D_loss: 0.693259 , acc= 47.265625%] [G_loss: 0.098086, mse: 0.097490 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17791 [D_loss: 0.693258 , acc= 40.625000%] [G_loss: 0.087867, mse: 0.087261 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17792 [D_loss: 0.693258 , acc= 43.750000%] [G_loss: 0.085277, mse: 0.084669 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17793 [D_loss: 0.693259 , acc= 48.437500%] [G_loss: 0.090024, mse: 0.089420 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17794 [D_loss: 0.693259 , acc= 51.953125%] [G_loss: 0.099829, mse: 0.099234 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17795 [D_loss: 0.693259 , acc= 43.359375%] [G_loss: 0.080536, mse: 0.079922 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17796 [D_loss: 0.693258 , acc= 48.828125%] [G_loss: 0.093834, mse: 0.093234 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17797 [D_loss: 0.693258 , acc= 48.437500%] [G_loss: 0.079337, mse: 0.078722 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17798 [D_loss: 0.693258 , acc= 39.843750%] [G_loss: 0.092919, mse: 0.092318 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17799 [D_loss: 0.693259 , acc= 37.890625%] [G_loss: 0.099321, mse: 0.098726 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17800 [D_loss: 0.693259 , acc= 49.218750%] [G_loss: 0.095402, mse: 0.094803 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17801 [D_loss: 0.693259 , acc= 52.343750%] [G_loss: 0.098977, mse: 0.098382 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "17802 [D_loss: 0.693259 , acc= 46.484375%] [G_loss: 0.090689, mse: 0.090086 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17803 [D_loss: 0.693258 , acc= 50.000000%] [G_loss: 0.087336, mse: 0.086729 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17804 [D_loss: 0.693258 , acc= 40.625000%] [G_loss: 0.085909, mse: 0.085301 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17805 [D_loss: 0.693258 , acc= 53.515625%] [G_loss: 0.095802, mse: 0.095204 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17806 [D_loss: 0.693259 , acc= 48.437500%] [G_loss: 0.101695, mse: 0.101103 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17807 [D_loss: 0.693260 , acc= 51.171875%] [G_loss: 0.096758, mse: 0.096161 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17808 [D_loss: 0.693262 , acc= 50.390625%] [G_loss: 0.085444, mse: 0.084835 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17809 [D_loss: 0.693263 , acc= 53.515625%] [G_loss: 0.087894, mse: 0.087287 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17810 [D_loss: 0.693263 , acc= 51.953125%] [G_loss: 0.085545, mse: 0.084936 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17811 [D_loss: 0.693260 , acc= 51.953125%] [G_loss: 0.088881, mse: 0.088276 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17812 [D_loss: 0.693259 , acc= 37.500000%] [G_loss: 0.092021, mse: 0.091420 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17813 [D_loss: 0.693258 , acc= 36.328125%] [G_loss: 0.084441, mse: 0.083832 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17814 [D_loss: 0.693261 , acc= 48.437500%] [G_loss: 0.091679, mse: 0.091077 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17815 [D_loss: 0.693264 , acc= 47.656250%] [G_loss: 0.102852, mse: 0.102261 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17816 [D_loss: 0.693268 , acc= 51.171875%] [G_loss: 0.093722, mse: 0.093121 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17817 [D_loss: 0.693267 , acc= 47.265625%] [G_loss: 0.084118, mse: 0.083509 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17818 [D_loss: 0.693267 , acc= 53.125000%] [G_loss: 0.086799, mse: 0.086192 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17819 [D_loss: 0.693267 , acc= 45.703125%] [G_loss: 0.088543, mse: 0.087938 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17820 [D_loss: 0.693268 , acc= 44.531250%] [G_loss: 0.091484, mse: 0.090882 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17821 [D_loss: 0.693265 , acc= 53.906250%] [G_loss: 0.088133, mse: 0.087526 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17822 [D_loss: 0.693262 , acc= 55.859375%] [G_loss: 0.092659, mse: 0.092058 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17823 [D_loss: 0.693259 , acc= 44.531250%] [G_loss: 0.090934, mse: 0.090331 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17824 [D_loss: 0.693260 , acc= 39.843750%] [G_loss: 0.104890, mse: 0.104301 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17825 [D_loss: 0.693265 , acc= 50.390625%] [G_loss: 0.097737, mse: 0.097141 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17826 [D_loss: 0.693275 , acc= 56.250000%] [G_loss: 0.082662, mse: 0.082052 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17827 [D_loss: 0.693280 , acc= 46.093750%] [G_loss: 0.096116, mse: 0.095519 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17828 [D_loss: 0.693274 , acc= 39.453125%] [G_loss: 0.090634, mse: 0.090031 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17829 [D_loss: 0.693264 , acc= 57.031250%] [G_loss: 0.094263, mse: 0.093664 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17830 [D_loss: 0.693261 , acc= 65.234375%] [G_loss: 0.085205, mse: 0.084597 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17831 [D_loss: 0.693259 , acc= 46.875000%] [G_loss: 0.079084, mse: 0.078469 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17832 [D_loss: 0.693259 , acc= 36.328125%] [G_loss: 0.083258, mse: 0.082647 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17833 [D_loss: 0.693262 , acc= 46.093750%] [G_loss: 0.098742, mse: 0.098147 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17834 [D_loss: 0.693267 , acc= 45.703125%] [G_loss: 0.095358, mse: 0.094758 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17835 [D_loss: 0.693269 , acc= 54.296875%] [G_loss: 0.090130, mse: 0.089526 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17836 [D_loss: 0.693265 , acc= 52.343750%] [G_loss: 0.087721, mse: 0.087114 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17837 [D_loss: 0.693260 , acc= 50.000000%] [G_loss: 0.099190, mse: 0.098595 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17838 [D_loss: 0.693258 , acc= 53.125000%] [G_loss: 0.094938, mse: 0.094338 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17839 [D_loss: 0.693260 , acc= 60.937500%] [G_loss: 0.093644, mse: 0.093044 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17840 [D_loss: 0.693262 , acc= 52.734375%] [G_loss: 0.094318, mse: 0.093719 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17841 [D_loss: 0.693265 , acc= 45.312500%] [G_loss: 0.087779, mse: 0.087173 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17842 [D_loss: 0.693263 , acc= 50.781250%] [G_loss: 0.091639, mse: 0.091037 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17843 [D_loss: 0.693260 , acc= 51.562500%] [G_loss: 0.094093, mse: 0.093494 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17844 [D_loss: 0.693259 , acc= 33.593750%] [G_loss: 0.089506, mse: 0.088901 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17845 [D_loss: 0.693258 , acc= 40.625000%] [G_loss: 0.086383, mse: 0.085775 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17846 [D_loss: 0.693260 , acc= 52.734375%] [G_loss: 0.087216, mse: 0.086609 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17847 [D_loss: 0.693262 , acc= 45.703125%] [G_loss: 0.088626, mse: 0.088020 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "17848 [D_loss: 0.693264 , acc= 48.828125%] [G_loss: 0.093293, mse: 0.092692 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17849 [D_loss: 0.693262 , acc= 56.250000%] [G_loss: 0.081161, mse: 0.080548 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17850 [D_loss: 0.693258 , acc= 49.218750%] [G_loss: 0.086354, mse: 0.085746 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17851 [D_loss: 0.693258 , acc= 44.531250%] [G_loss: 0.093514, mse: 0.092913 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17852 [D_loss: 0.693258 , acc= 49.218750%] [G_loss: 0.082328, mse: 0.081716 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17853 [D_loss: 0.693259 , acc= 61.328125%] [G_loss: 0.116057, mse: 0.115480 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17854 [D_loss: 0.693260 , acc= 47.656250%] [G_loss: 0.098080, mse: 0.097484 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17855 [D_loss: 0.693260 , acc= 40.625000%] [G_loss: 0.092725, mse: 0.092124 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17856 [D_loss: 0.693259 , acc= 50.781250%] [G_loss: 0.084781, mse: 0.084172 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17857 [D_loss: 0.693258 , acc= 57.421875%] [G_loss: 0.086008, mse: 0.085400 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17858 [D_loss: 0.693258 , acc= 42.187500%] [G_loss: 0.092759, mse: 0.092158 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17859 [D_loss: 0.693258 , acc= 39.453125%] [G_loss: 0.093214, mse: 0.092614 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17860 [D_loss: 0.693257 , acc= 43.359375%] [G_loss: 0.096224, mse: 0.095627 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17861 [D_loss: 0.693258 , acc= 42.578125%] [G_loss: 0.081041, mse: 0.080429 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17862 [D_loss: 0.693258 , acc= 48.046875%] [G_loss: 0.096513, mse: 0.095915 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17863 [D_loss: 0.693258 , acc= 51.953125%] [G_loss: 0.094284, mse: 0.093684 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17864 [D_loss: 0.693258 , acc= 48.437500%] [G_loss: 0.086976, mse: 0.086369 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17865 [D_loss: 0.693258 , acc= 44.531250%] [G_loss: 0.093408, mse: 0.092808 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17866 [D_loss: 0.693258 , acc= 46.484375%] [G_loss: 0.079964, mse: 0.079350 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17867 [D_loss: 0.693258 , acc= 57.421875%] [G_loss: 0.093729, mse: 0.093128 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17868 [D_loss: 0.693257 , acc= 43.750000%] [G_loss: 0.076030, mse: 0.075412 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17869 [D_loss: 0.693258 , acc= 53.515625%] [G_loss: 0.096622, mse: 0.096025 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17870 [D_loss: 0.693258 , acc= 53.906250%] [G_loss: 0.080934, mse: 0.080321 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17871 [D_loss: 0.693259 , acc= 47.656250%] [G_loss: 0.091138, mse: 0.090535 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17872 [D_loss: 0.693259 , acc= 40.625000%] [G_loss: 0.085384, mse: 0.084775 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17873 [D_loss: 0.693258 , acc= 50.781250%] [G_loss: 0.083193, mse: 0.082582 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17874 [D_loss: 0.693258 , acc= 55.468750%] [G_loss: 0.097713, mse: 0.097116 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17875 [D_loss: 0.693258 , acc= 45.703125%] [G_loss: 0.083836, mse: 0.083226 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17876 [D_loss: 0.693257 , acc= 31.250000%] [G_loss: 0.091396, mse: 0.090794 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17877 [D_loss: 0.693258 , acc= 32.031250%] [G_loss: 0.102168, mse: 0.101576 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17878 [D_loss: 0.693258 , acc= 43.359375%] [G_loss: 0.086263, mse: 0.085655 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17879 [D_loss: 0.693259 , acc= 58.203125%] [G_loss: 0.101507, mse: 0.100915 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17880 [D_loss: 0.693259 , acc= 46.093750%] [G_loss: 0.089374, mse: 0.088770 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17881 [D_loss: 0.693258 , acc= 37.890625%] [G_loss: 0.096344, mse: 0.095746 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17882 [D_loss: 0.693259 , acc= 44.921875%] [G_loss: 0.098456, mse: 0.097860 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17883 [D_loss: 0.693258 , acc= 53.906250%] [G_loss: 0.099672, mse: 0.099078 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17884 [D_loss: 0.693258 , acc= 49.609375%] [G_loss: 0.090360, mse: 0.089757 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17885 [D_loss: 0.693257 , acc= 41.796875%] [G_loss: 0.089540, mse: 0.088935 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17886 [D_loss: 0.693258 , acc= 51.953125%] [G_loss: 0.094634, mse: 0.094034 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17887 [D_loss: 0.693259 , acc= 58.203125%] [G_loss: 0.095451, mse: 0.094853 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17888 [D_loss: 0.693261 , acc= 50.390625%] [G_loss: 0.098115, mse: 0.097520 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17889 [D_loss: 0.693262 , acc= 41.796875%] [G_loss: 0.087129, mse: 0.086523 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "17890 [D_loss: 0.693259 , acc= 51.562500%] [G_loss: 0.091716, mse: 0.091114 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17891 [D_loss: 0.693258 , acc= 49.218750%] [G_loss: 0.096411, mse: 0.095813 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17892 [D_loss: 0.693257 , acc= 50.000000%] [G_loss: 0.084090, mse: 0.083480 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17893 [D_loss: 0.693257 , acc= 34.765625%] [G_loss: 0.098701, mse: 0.098106 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17894 [D_loss: 0.693257 , acc= 44.921875%] [G_loss: 0.096606, mse: 0.096009 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17895 [D_loss: 0.693259 , acc= 42.968750%] [G_loss: 0.094562, mse: 0.093963 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17896 [D_loss: 0.693264 , acc= 47.656250%] [G_loss: 0.090797, mse: 0.090194 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17897 [D_loss: 0.693271 , acc= 51.171875%] [G_loss: 0.084244, mse: 0.083634 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17898 [D_loss: 0.693280 , acc= 52.734375%] [G_loss: 0.091988, mse: 0.091386 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17899 [D_loss: 0.693285 , acc= 42.187500%] [G_loss: 0.087886, mse: 0.087279 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17900 [D_loss: 0.693283 , acc= 48.437500%] [G_loss: 0.079825, mse: 0.079210 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17901 [D_loss: 0.693270 , acc= 57.421875%] [G_loss: 0.077288, mse: 0.076670 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17902 [D_loss: 0.693261 , acc= 39.062500%] [G_loss: 0.085899, mse: 0.085291 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17903 [D_loss: 0.693260 , acc= 48.046875%] [G_loss: 0.075332, mse: 0.074714 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17904 [D_loss: 0.693269 , acc= 59.375000%] [G_loss: 0.078672, mse: 0.078057 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17905 [D_loss: 0.693294 , acc= 60.156250%] [G_loss: 0.090241, mse: 0.089638 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17906 [D_loss: 0.693327 , acc= 47.656250%] [G_loss: 0.089026, mse: 0.088423 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17907 [D_loss: 0.693331 , acc= 34.765625%] [G_loss: 0.099226, mse: 0.098630 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17908 [D_loss: 0.693374 , acc= 64.843750%] [G_loss: 0.096329, mse: 0.095734 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17909 [D_loss: 0.693718 , acc= 55.859375%] [G_loss: 0.102548, mse: 0.101957 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17910 [D_loss: 0.694090 , acc= 39.062500%] [G_loss: 0.084998, mse: 0.084384 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17911 [D_loss: 0.693896 , acc= 55.078125%] [G_loss: 0.081320, mse: 0.080705 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17912 [D_loss: 0.693424 , acc= 53.515625%] [G_loss: 0.087581, mse: 0.086978 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17913 [D_loss: 0.693300 , acc= 45.703125%] [G_loss: 0.086077, mse: 0.085470 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17914 [D_loss: 0.693322 , acc= 46.484375%] [G_loss: 0.095967, mse: 0.095370 ]\n",
            "4/4 [==============================] - 0s 10ms/step\n",
            "17915 [D_loss: 0.693269 , acc= 39.453125%] [G_loss: 0.090145, mse: 0.089541 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17916 [D_loss: 0.693262 , acc= 49.218750%] [G_loss: 0.086923, mse: 0.086315 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17917 [D_loss: 0.693262 , acc= 43.359375%] [G_loss: 0.079845, mse: 0.079230 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17918 [D_loss: 0.693262 , acc= 44.921875%] [G_loss: 0.097446, mse: 0.096849 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17919 [D_loss: 0.693260 , acc= 42.187500%] [G_loss: 0.096799, mse: 0.096201 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17920 [D_loss: 0.693259 , acc= 39.843750%] [G_loss: 0.076439, mse: 0.075821 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17921 [D_loss: 0.693259 , acc= 43.359375%] [G_loss: 0.103413, mse: 0.102823 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17922 [D_loss: 0.693258 , acc= 49.218750%] [G_loss: 0.090866, mse: 0.090263 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17923 [D_loss: 0.693259 , acc= 44.921875%] [G_loss: 0.105508, mse: 0.104919 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17924 [D_loss: 0.693259 , acc= 41.796875%] [G_loss: 0.089001, mse: 0.088396 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17925 [D_loss: 0.693258 , acc= 45.312500%] [G_loss: 0.083427, mse: 0.082816 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "17926 [D_loss: 0.693257 , acc= 45.312500%] [G_loss: 0.094311, mse: 0.093711 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "17927 [D_loss: 0.693258 , acc= 45.703125%] [G_loss: 0.090964, mse: 0.090361 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17928 [D_loss: 0.693257 , acc= 41.406250%] [G_loss: 0.090909, mse: 0.090306 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "17929 [D_loss: 0.693257 , acc= 43.359375%] [G_loss: 0.094736, mse: 0.094137 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17930 [D_loss: 0.693257 , acc= 44.921875%] [G_loss: 0.085523, mse: 0.084915 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17931 [D_loss: 0.693257 , acc= 43.359375%] [G_loss: 0.087662, mse: 0.087056 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17932 [D_loss: 0.693257 , acc= 44.140625%] [G_loss: 0.107851, mse: 0.107265 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17933 [D_loss: 0.693257 , acc= 41.406250%] [G_loss: 0.099392, mse: 0.098797 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "17934 [D_loss: 0.693257 , acc= 45.703125%] [G_loss: 0.098368, mse: 0.097772 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "17935 [D_loss: 0.693257 , acc= 32.031250%] [G_loss: 0.078972, mse: 0.078357 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17936 [D_loss: 0.693257 , acc= 45.312500%] [G_loss: 0.090788, mse: 0.090185 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17937 [D_loss: 0.693257 , acc= 41.406250%] [G_loss: 0.093796, mse: 0.093196 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17938 [D_loss: 0.693257 , acc= 40.234375%] [G_loss: 0.094802, mse: 0.094203 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17939 [D_loss: 0.693257 , acc= 36.328125%] [G_loss: 0.093518, mse: 0.092917 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17940 [D_loss: 0.693257 , acc= 32.421875%] [G_loss: 0.099223, mse: 0.098628 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17941 [D_loss: 0.693257 , acc= 37.890625%] [G_loss: 0.082461, mse: 0.081850 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17942 [D_loss: 0.693257 , acc= 41.406250%] [G_loss: 0.086215, mse: 0.085607 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17943 [D_loss: 0.693257 , acc= 42.578125%] [G_loss: 0.098188, mse: 0.097593 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17944 [D_loss: 0.693257 , acc= 47.265625%] [G_loss: 0.083988, mse: 0.083378 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "17945 [D_loss: 0.693257 , acc= 48.437500%] [G_loss: 0.087653, mse: 0.087047 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17946 [D_loss: 0.693257 , acc= 38.281250%] [G_loss: 0.094730, mse: 0.094131 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17947 [D_loss: 0.693257 , acc= 46.093750%] [G_loss: 0.093081, mse: 0.092481 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17948 [D_loss: 0.693257 , acc= 35.546875%] [G_loss: 0.089379, mse: 0.088775 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17949 [D_loss: 0.693256 , acc= 37.890625%] [G_loss: 0.089277, mse: 0.088673 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "17950 [D_loss: 0.693257 , acc= 40.625000%] [G_loss: 0.105965, mse: 0.105377 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17951 [D_loss: 0.693257 , acc= 42.187500%] [G_loss: 0.096816, mse: 0.096219 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17952 [D_loss: 0.693256 , acc= 42.187500%] [G_loss: 0.097778, mse: 0.097182 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17953 [D_loss: 0.693256 , acc= 41.015625%] [G_loss: 0.095102, mse: 0.094504 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17954 [D_loss: 0.693256 , acc= 46.484375%] [G_loss: 0.089839, mse: 0.089235 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17955 [D_loss: 0.693257 , acc= 43.359375%] [G_loss: 0.086187, mse: 0.085580 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17956 [D_loss: 0.693257 , acc= 42.578125%] [G_loss: 0.092070, mse: 0.091468 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17957 [D_loss: 0.693256 , acc= 31.640625%] [G_loss: 0.083828, mse: 0.083218 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17958 [D_loss: 0.693256 , acc= 38.281250%] [G_loss: 0.085214, mse: 0.084605 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17959 [D_loss: 0.693256 , acc= 39.453125%] [G_loss: 0.099209, mse: 0.098615 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17960 [D_loss: 0.693256 , acc= 32.812500%] [G_loss: 0.087359, mse: 0.086753 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17961 [D_loss: 0.693256 , acc= 40.625000%] [G_loss: 0.097817, mse: 0.097221 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "17962 [D_loss: 0.693256 , acc= 34.765625%] [G_loss: 0.095222, mse: 0.094623 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17963 [D_loss: 0.693256 , acc= 37.890625%] [G_loss: 0.094728, mse: 0.094129 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17964 [D_loss: 0.693257 , acc= 44.531250%] [G_loss: 0.095660, mse: 0.095062 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17965 [D_loss: 0.693257 , acc= 37.109375%] [G_loss: 0.086404, mse: 0.085796 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17966 [D_loss: 0.693256 , acc= 35.156250%] [G_loss: 0.088124, mse: 0.087518 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17967 [D_loss: 0.693256 , acc= 36.718750%] [G_loss: 0.096652, mse: 0.096054 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17968 [D_loss: 0.693256 , acc= 41.015625%] [G_loss: 0.088441, mse: 0.087835 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17969 [D_loss: 0.693256 , acc= 34.375000%] [G_loss: 0.076326, mse: 0.075708 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17970 [D_loss: 0.693256 , acc= 36.328125%] [G_loss: 0.085748, mse: 0.085140 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17971 [D_loss: 0.693256 , acc= 32.031250%] [G_loss: 0.089827, mse: 0.089223 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17972 [D_loss: 0.693256 , acc= 26.562500%] [G_loss: 0.086723, mse: 0.086115 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17973 [D_loss: 0.693256 , acc= 36.718750%] [G_loss: 0.099861, mse: 0.099267 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17974 [D_loss: 0.693257 , acc= 42.578125%] [G_loss: 0.088334, mse: 0.087728 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17975 [D_loss: 0.693256 , acc= 33.203125%] [G_loss: 0.095133, mse: 0.094534 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "17976 [D_loss: 0.693256 , acc= 27.734375%] [G_loss: 0.082141, mse: 0.081530 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17977 [D_loss: 0.693256 , acc= 42.968750%] [G_loss: 0.092866, mse: 0.092265 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17978 [D_loss: 0.693257 , acc= 48.828125%] [G_loss: 0.083686, mse: 0.083076 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17979 [D_loss: 0.693256 , acc= 36.328125%] [G_loss: 0.087684, mse: 0.087078 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17980 [D_loss: 0.693256 , acc= 38.671875%] [G_loss: 0.092101, mse: 0.091499 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17981 [D_loss: 0.693256 , acc= 37.500000%] [G_loss: 0.088559, mse: 0.087954 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17982 [D_loss: 0.693256 , acc= 49.218750%] [G_loss: 0.089356, mse: 0.088752 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17983 [D_loss: 0.693256 , acc= 45.312500%] [G_loss: 0.090065, mse: 0.089461 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17984 [D_loss: 0.693256 , acc= 32.421875%] [G_loss: 0.091556, mse: 0.090954 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17985 [D_loss: 0.693256 , acc= 41.796875%] [G_loss: 0.079637, mse: 0.079022 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17986 [D_loss: 0.693257 , acc= 39.843750%] [G_loss: 0.091013, mse: 0.090410 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17987 [D_loss: 0.693256 , acc= 39.453125%] [G_loss: 0.104003, mse: 0.103413 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17988 [D_loss: 0.693256 , acc= 42.578125%] [G_loss: 0.098057, mse: 0.097461 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17989 [D_loss: 0.693256 , acc= 25.781250%] [G_loss: 0.082844, mse: 0.082233 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17990 [D_loss: 0.693256 , acc= 37.109375%] [G_loss: 0.092200, mse: 0.091598 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17991 [D_loss: 0.693256 , acc= 44.140625%] [G_loss: 0.092936, mse: 0.092335 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17992 [D_loss: 0.693256 , acc= 46.093750%] [G_loss: 0.092425, mse: 0.091823 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17993 [D_loss: 0.693256 , acc= 33.593750%] [G_loss: 0.094605, mse: 0.094005 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17994 [D_loss: 0.693256 , acc= 39.062500%] [G_loss: 0.083937, mse: 0.083328 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17995 [D_loss: 0.693256 , acc= 29.296875%] [G_loss: 0.097367, mse: 0.096770 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17996 [D_loss: 0.693256 , acc= 35.156250%] [G_loss: 0.081766, mse: 0.081154 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17997 [D_loss: 0.693256 , acc= 36.328125%] [G_loss: 0.092549, mse: 0.091948 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "17998 [D_loss: 0.693256 , acc= 35.546875%] [G_loss: 0.092056, mse: 0.091454 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "17999 [D_loss: 0.693256 , acc= 32.421875%] [G_loss: 0.080930, mse: 0.080317 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18000 [D_loss: 0.693256 , acc= 40.625000%] [G_loss: 0.102668, mse: 0.102077 ]\n",
            "1/1 [==============================] - 0s 23ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18001 [D_loss: 0.693256 , acc= 40.625000%] [G_loss: 0.085346, mse: 0.084738 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18002 [D_loss: 0.693256 , acc= 30.078125%] [G_loss: 0.090617, mse: 0.090013 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18003 [D_loss: 0.693256 , acc= 31.250000%] [G_loss: 0.075504, mse: 0.074885 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18004 [D_loss: 0.693256 , acc= 43.750000%] [G_loss: 0.088909, mse: 0.088304 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18005 [D_loss: 0.693256 , acc= 45.312500%] [G_loss: 0.097170, mse: 0.096573 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18006 [D_loss: 0.693256 , acc= 36.718750%] [G_loss: 0.088506, mse: 0.087901 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18007 [D_loss: 0.693256 , acc= 39.062500%] [G_loss: 0.089529, mse: 0.088924 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18008 [D_loss: 0.693256 , acc= 47.656250%] [G_loss: 0.087153, mse: 0.086546 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18009 [D_loss: 0.693256 , acc= 39.843750%] [G_loss: 0.096053, mse: 0.095455 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18010 [D_loss: 0.693256 , acc= 28.906250%] [G_loss: 0.085229, mse: 0.084621 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18011 [D_loss: 0.693256 , acc= 35.156250%] [G_loss: 0.090490, mse: 0.089887 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18012 [D_loss: 0.693256 , acc= 37.109375%] [G_loss: 0.089868, mse: 0.089264 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18013 [D_loss: 0.693256 , acc= 36.328125%] [G_loss: 0.095704, mse: 0.095106 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "18014 [D_loss: 0.693256 , acc= 35.156250%] [G_loss: 0.091108, mse: 0.090505 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18015 [D_loss: 0.693256 , acc= 25.781250%] [G_loss: 0.080949, mse: 0.080336 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18016 [D_loss: 0.693256 , acc= 31.640625%] [G_loss: 0.082923, mse: 0.082312 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18017 [D_loss: 0.693256 , acc= 52.734375%] [G_loss: 0.093889, mse: 0.093289 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18018 [D_loss: 0.693256 , acc= 39.062500%] [G_loss: 0.097305, mse: 0.096708 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18019 [D_loss: 0.693256 , acc= 49.218750%] [G_loss: 0.085426, mse: 0.084817 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18020 [D_loss: 0.693256 , acc= 38.671875%] [G_loss: 0.087689, mse: 0.087083 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "18021 [D_loss: 0.693256 , acc= 27.734375%] [G_loss: 0.092246, mse: 0.091645 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18022 [D_loss: 0.693256 , acc= 36.328125%] [G_loss: 0.082556, mse: 0.081944 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18023 [D_loss: 0.693256 , acc= 36.718750%] [G_loss: 0.098977, mse: 0.098382 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18024 [D_loss: 0.693256 , acc= 35.546875%] [G_loss: 0.086112, mse: 0.085504 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "18025 [D_loss: 0.693256 , acc= 38.671875%] [G_loss: 0.100607, mse: 0.100014 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18026 [D_loss: 0.693256 , acc= 36.718750%] [G_loss: 0.089967, mse: 0.089363 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18027 [D_loss: 0.693256 , acc= 24.609375%] [G_loss: 0.095931, mse: 0.095333 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18028 [D_loss: 0.693256 , acc= 33.593750%] [G_loss: 0.092230, mse: 0.091629 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18029 [D_loss: 0.693256 , acc= 42.578125%] [G_loss: 0.081556, mse: 0.080944 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18030 [D_loss: 0.693256 , acc= 33.593750%] [G_loss: 0.091532, mse: 0.090929 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18031 [D_loss: 0.693256 , acc= 33.984375%] [G_loss: 0.091627, mse: 0.091025 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18032 [D_loss: 0.693256 , acc= 37.890625%] [G_loss: 0.092927, mse: 0.092326 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18033 [D_loss: 0.693256 , acc= 43.750000%] [G_loss: 0.083699, mse: 0.083089 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18034 [D_loss: 0.693256 , acc= 22.656250%] [G_loss: 0.094457, mse: 0.093858 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18035 [D_loss: 0.693256 , acc= 33.593750%] [G_loss: 0.084447, mse: 0.083838 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18036 [D_loss: 0.693256 , acc= 33.203125%] [G_loss: 0.082612, mse: 0.082001 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18037 [D_loss: 0.693256 , acc= 23.437500%] [G_loss: 0.089952, mse: 0.089348 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18038 [D_loss: 0.693256 , acc= 32.421875%] [G_loss: 0.091483, mse: 0.090880 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18039 [D_loss: 0.693256 , acc= 31.640625%] [G_loss: 0.094732, mse: 0.094133 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "18040 [D_loss: 0.693256 , acc= 34.375000%] [G_loss: 0.077272, mse: 0.076656 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18041 [D_loss: 0.693256 , acc= 40.625000%] [G_loss: 0.094254, mse: 0.093654 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18042 [D_loss: 0.693256 , acc= 49.218750%] [G_loss: 0.097770, mse: 0.097174 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18043 [D_loss: 0.693256 , acc= 41.406250%] [G_loss: 0.091992, mse: 0.091390 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18044 [D_loss: 0.693256 , acc= 37.500000%] [G_loss: 0.095852, mse: 0.095254 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18045 [D_loss: 0.693256 , acc= 44.140625%] [G_loss: 0.090111, mse: 0.089507 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18046 [D_loss: 0.693256 , acc= 52.734375%] [G_loss: 0.080719, mse: 0.080106 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18047 [D_loss: 0.693256 , acc= 35.546875%] [G_loss: 0.092707, mse: 0.092106 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18048 [D_loss: 0.693256 , acc= 44.531250%] [G_loss: 0.082117, mse: 0.081505 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18049 [D_loss: 0.693256 , acc= 35.156250%] [G_loss: 0.086516, mse: 0.085909 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18050 [D_loss: 0.693256 , acc= 33.203125%] [G_loss: 0.098618, mse: 0.098023 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18051 [D_loss: 0.693256 , acc= 46.484375%] [G_loss: 0.086209, mse: 0.085601 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18052 [D_loss: 0.693256 , acc= 39.843750%] [G_loss: 0.090464, mse: 0.089860 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18053 [D_loss: 0.693256 , acc= 46.093750%] [G_loss: 0.086820, mse: 0.086213 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18054 [D_loss: 0.693256 , acc= 36.328125%] [G_loss: 0.087794, mse: 0.087188 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18055 [D_loss: 0.693256 , acc= 36.328125%] [G_loss: 0.094772, mse: 0.094173 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18056 [D_loss: 0.693256 , acc= 37.109375%] [G_loss: 0.089240, mse: 0.088636 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18057 [D_loss: 0.693256 , acc= 41.015625%] [G_loss: 0.083832, mse: 0.083222 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18058 [D_loss: 0.693256 , acc= 48.046875%] [G_loss: 0.083443, mse: 0.082832 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18059 [D_loss: 0.693256 , acc= 39.062500%] [G_loss: 0.093249, mse: 0.092648 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18060 [D_loss: 0.693256 , acc= 36.328125%] [G_loss: 0.080106, mse: 0.079492 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18061 [D_loss: 0.693256 , acc= 50.781250%] [G_loss: 0.083117, mse: 0.082506 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18062 [D_loss: 0.693256 , acc= 36.718750%] [G_loss: 0.074076, mse: 0.073456 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18063 [D_loss: 0.693256 , acc= 28.515625%] [G_loss: 0.095921, mse: 0.095323 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18064 [D_loss: 0.693256 , acc= 47.656250%] [G_loss: 0.082822, mse: 0.082211 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18065 [D_loss: 0.693256 , acc= 45.703125%] [G_loss: 0.099550, mse: 0.098955 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18066 [D_loss: 0.693256 , acc= 44.921875%] [G_loss: 0.096862, mse: 0.096265 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18067 [D_loss: 0.693256 , acc= 32.031250%] [G_loss: 0.082866, mse: 0.082255 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18068 [D_loss: 0.693256 , acc= 45.312500%] [G_loss: 0.089154, mse: 0.088550 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18069 [D_loss: 0.693256 , acc= 44.531250%] [G_loss: 0.093661, mse: 0.093060 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18070 [D_loss: 0.693256 , acc= 39.062500%] [G_loss: 0.087078, mse: 0.086471 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18071 [D_loss: 0.693255 , acc= 33.593750%] [G_loss: 0.093082, mse: 0.092481 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18072 [D_loss: 0.693256 , acc= 34.765625%] [G_loss: 0.091016, mse: 0.090414 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18073 [D_loss: 0.693256 , acc= 44.531250%] [G_loss: 0.088491, mse: 0.087886 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18074 [D_loss: 0.693256 , acc= 46.484375%] [G_loss: 0.103289, mse: 0.102699 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18075 [D_loss: 0.693256 , acc= 51.171875%] [G_loss: 0.088176, mse: 0.087570 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18076 [D_loss: 0.693256 , acc= 41.015625%] [G_loss: 0.089170, mse: 0.088565 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18077 [D_loss: 0.693256 , acc= 41.796875%] [G_loss: 0.098977, mse: 0.098382 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18078 [D_loss: 0.693256 , acc= 47.265625%] [G_loss: 0.087641, mse: 0.087035 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18079 [D_loss: 0.693255 , acc= 32.421875%] [G_loss: 0.094280, mse: 0.093680 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18080 [D_loss: 0.693256 , acc= 44.921875%] [G_loss: 0.093394, mse: 0.092793 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18081 [D_loss: 0.693256 , acc= 38.281250%] [G_loss: 0.080136, mse: 0.079522 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18082 [D_loss: 0.693255 , acc= 33.203125%] [G_loss: 0.085281, mse: 0.084673 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18083 [D_loss: 0.693255 , acc= 33.984375%] [G_loss: 0.091418, mse: 0.090815 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18084 [D_loss: 0.693255 , acc= 25.000000%] [G_loss: 0.099373, mse: 0.098778 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18085 [D_loss: 0.693255 , acc= 39.062500%] [G_loss: 0.085520, mse: 0.084911 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18086 [D_loss: 0.693256 , acc= 40.234375%] [G_loss: 0.084869, mse: 0.084260 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18087 [D_loss: 0.693256 , acc= 39.843750%] [G_loss: 0.091228, mse: 0.090625 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18088 [D_loss: 0.693256 , acc= 46.875000%] [G_loss: 0.092776, mse: 0.092174 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18089 [D_loss: 0.693255 , acc= 40.234375%] [G_loss: 0.076599, mse: 0.075981 ]\n",
            "4/4 [==============================] - 0s 10ms/step\n",
            "18090 [D_loss: 0.693255 , acc= 43.359375%] [G_loss: 0.083824, mse: 0.083214 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18091 [D_loss: 0.693255 , acc= 33.203125%] [G_loss: 0.088225, mse: 0.087619 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18092 [D_loss: 0.693255 , acc= 46.875000%] [G_loss: 0.083518, mse: 0.082908 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18093 [D_loss: 0.693255 , acc= 49.218750%] [G_loss: 0.092857, mse: 0.092256 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18094 [D_loss: 0.693255 , acc= 47.265625%] [G_loss: 0.096470, mse: 0.095872 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18095 [D_loss: 0.693255 , acc= 47.265625%] [G_loss: 0.088017, mse: 0.087411 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18096 [D_loss: 0.693255 , acc= 36.328125%] [G_loss: 0.097641, mse: 0.097045 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18097 [D_loss: 0.693255 , acc= 37.500000%] [G_loss: 0.101943, mse: 0.101351 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18098 [D_loss: 0.693256 , acc= 43.750000%] [G_loss: 0.085701, mse: 0.085093 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18099 [D_loss: 0.693256 , acc= 38.281250%] [G_loss: 0.086500, mse: 0.085893 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18100 [D_loss: 0.693255 , acc= 45.312500%] [G_loss: 0.088134, mse: 0.087528 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18101 [D_loss: 0.693255 , acc= 39.843750%] [G_loss: 0.093008, mse: 0.092407 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18102 [D_loss: 0.693255 , acc= 44.531250%] [G_loss: 0.098950, mse: 0.098355 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18103 [D_loss: 0.693255 , acc= 40.234375%] [G_loss: 0.089172, mse: 0.088567 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18104 [D_loss: 0.693255 , acc= 27.734375%] [G_loss: 0.099648, mse: 0.099053 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18105 [D_loss: 0.693255 , acc= 40.234375%] [G_loss: 0.086954, mse: 0.086347 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18106 [D_loss: 0.693255 , acc= 40.234375%] [G_loss: 0.085764, mse: 0.085156 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18107 [D_loss: 0.693255 , acc= 43.359375%] [G_loss: 0.102560, mse: 0.101969 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18108 [D_loss: 0.693255 , acc= 39.843750%] [G_loss: 0.091062, mse: 0.090459 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18109 [D_loss: 0.693255 , acc= 25.390625%] [G_loss: 0.086836, mse: 0.086229 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18110 [D_loss: 0.693255 , acc= 48.046875%] [G_loss: 0.090279, mse: 0.089675 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "18111 [D_loss: 0.693256 , acc= 47.265625%] [G_loss: 0.081656, mse: 0.081044 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18112 [D_loss: 0.693256 , acc= 45.312500%] [G_loss: 0.097881, mse: 0.097285 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18113 [D_loss: 0.693255 , acc= 33.593750%] [G_loss: 0.092514, mse: 0.091912 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18114 [D_loss: 0.693255 , acc= 39.062500%] [G_loss: 0.084947, mse: 0.084338 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18115 [D_loss: 0.693255 , acc= 48.828125%] [G_loss: 0.093649, mse: 0.093049 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "18116 [D_loss: 0.693255 , acc= 51.171875%] [G_loss: 0.081064, mse: 0.080451 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18117 [D_loss: 0.693255 , acc= 35.156250%] [G_loss: 0.087152, mse: 0.086545 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18118 [D_loss: 0.693255 , acc= 33.593750%] [G_loss: 0.083104, mse: 0.082493 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18119 [D_loss: 0.693255 , acc= 41.406250%] [G_loss: 0.087650, mse: 0.087043 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18120 [D_loss: 0.693255 , acc= 50.781250%] [G_loss: 0.084206, mse: 0.083596 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18121 [D_loss: 0.693255 , acc= 36.328125%] [G_loss: 0.088912, mse: 0.088307 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18122 [D_loss: 0.693255 , acc= 37.500000%] [G_loss: 0.087511, mse: 0.086905 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18123 [D_loss: 0.693255 , acc= 35.546875%] [G_loss: 0.076825, mse: 0.076208 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18124 [D_loss: 0.693255 , acc= 31.250000%] [G_loss: 0.088395, mse: 0.087789 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18125 [D_loss: 0.693255 , acc= 35.937500%] [G_loss: 0.094057, mse: 0.093457 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18126 [D_loss: 0.693255 , acc= 37.109375%] [G_loss: 0.080263, mse: 0.079649 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18127 [D_loss: 0.693255 , acc= 44.921875%] [G_loss: 0.098734, mse: 0.098139 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18128 [D_loss: 0.693255 , acc= 41.015625%] [G_loss: 0.085605, mse: 0.084997 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18129 [D_loss: 0.693255 , acc= 46.093750%] [G_loss: 0.086056, mse: 0.085448 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18130 [D_loss: 0.693255 , acc= 44.531250%] [G_loss: 0.092236, mse: 0.091635 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18131 [D_loss: 0.693255 , acc= 40.625000%] [G_loss: 0.097530, mse: 0.096934 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18132 [D_loss: 0.693255 , acc= 44.921875%] [G_loss: 0.095098, mse: 0.094499 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18133 [D_loss: 0.693255 , acc= 41.015625%] [G_loss: 0.091431, mse: 0.090828 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18134 [D_loss: 0.693255 , acc= 54.296875%] [G_loss: 0.087824, mse: 0.087218 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18135 [D_loss: 0.693255 , acc= 54.687500%] [G_loss: 0.079961, mse: 0.079347 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18136 [D_loss: 0.693255 , acc= 46.484375%] [G_loss: 0.095596, mse: 0.094998 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18137 [D_loss: 0.693255 , acc= 31.640625%] [G_loss: 0.096127, mse: 0.095529 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18138 [D_loss: 0.693255 , acc= 46.093750%] [G_loss: 0.091326, mse: 0.090723 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18139 [D_loss: 0.693255 , acc= 46.093750%] [G_loss: 0.080245, mse: 0.079632 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18140 [D_loss: 0.693255 , acc= 44.140625%] [G_loss: 0.078462, mse: 0.077846 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18141 [D_loss: 0.693255 , acc= 39.062500%] [G_loss: 0.099944, mse: 0.099350 ]\n",
            "4/4 [==============================] - 0s 10ms/step\n",
            "18142 [D_loss: 0.693255 , acc= 35.546875%] [G_loss: 0.094165, mse: 0.093566 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18143 [D_loss: 0.693255 , acc= 49.218750%] [G_loss: 0.091271, mse: 0.090668 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18144 [D_loss: 0.693255 , acc= 52.343750%] [G_loss: 0.087576, mse: 0.086970 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18145 [D_loss: 0.693256 , acc= 55.468750%] [G_loss: 0.085246, mse: 0.084638 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18146 [D_loss: 0.693255 , acc= 47.656250%] [G_loss: 0.099112, mse: 0.098517 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18147 [D_loss: 0.693255 , acc= 30.859375%] [G_loss: 0.081350, mse: 0.080737 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "18148 [D_loss: 0.693255 , acc= 41.796875%] [G_loss: 0.098282, mse: 0.097686 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18149 [D_loss: 0.693256 , acc= 42.968750%] [G_loss: 0.084659, mse: 0.084050 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18150 [D_loss: 0.693257 , acc= 42.578125%] [G_loss: 0.099644, mse: 0.099050 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18151 [D_loss: 0.693257 , acc= 44.531250%] [G_loss: 0.068757, mse: 0.068133 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18152 [D_loss: 0.693256 , acc= 43.750000%] [G_loss: 0.086980, mse: 0.086373 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18153 [D_loss: 0.693255 , acc= 41.796875%] [G_loss: 0.086892, mse: 0.086284 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18154 [D_loss: 0.693255 , acc= 58.984375%] [G_loss: 0.083767, mse: 0.083157 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18155 [D_loss: 0.693257 , acc= 54.296875%] [G_loss: 0.092642, mse: 0.092041 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18156 [D_loss: 0.693258 , acc= 51.953125%] [G_loss: 0.094244, mse: 0.093644 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18157 [D_loss: 0.693258 , acc= 51.953125%] [G_loss: 0.106233, mse: 0.105646 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18158 [D_loss: 0.693256 , acc= 51.953125%] [G_loss: 0.080115, mse: 0.079501 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18159 [D_loss: 0.693255 , acc= 37.500000%] [G_loss: 0.085075, mse: 0.084466 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18160 [D_loss: 0.693256 , acc= 42.578125%] [G_loss: 0.087913, mse: 0.087307 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18161 [D_loss: 0.693261 , acc= 43.359375%] [G_loss: 0.087717, mse: 0.087111 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18162 [D_loss: 0.693266 , acc= 46.875000%] [G_loss: 0.090409, mse: 0.089806 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18163 [D_loss: 0.693264 , acc= 46.484375%] [G_loss: 0.093086, mse: 0.092486 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18164 [D_loss: 0.693257 , acc= 38.671875%] [G_loss: 0.088945, mse: 0.088340 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18165 [D_loss: 0.693256 , acc= 48.828125%] [G_loss: 0.097735, mse: 0.097138 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18166 [D_loss: 0.693262 , acc= 53.125000%] [G_loss: 0.095900, mse: 0.095302 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18167 [D_loss: 0.693265 , acc= 52.734375%] [G_loss: 0.080440, mse: 0.079826 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18168 [D_loss: 0.693261 , acc= 53.515625%] [G_loss: 0.090330, mse: 0.089726 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18169 [D_loss: 0.693256 , acc= 52.343750%] [G_loss: 0.086359, mse: 0.085751 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18170 [D_loss: 0.693255 , acc= 36.328125%] [G_loss: 0.085363, mse: 0.084755 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18171 [D_loss: 0.693258 , acc= 43.359375%] [G_loss: 0.089942, mse: 0.089338 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18172 [D_loss: 0.693262 , acc= 44.531250%] [G_loss: 0.091900, mse: 0.091298 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18173 [D_loss: 0.693260 , acc= 41.796875%] [G_loss: 0.085608, mse: 0.085000 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18174 [D_loss: 0.693256 , acc= 45.312500%] [G_loss: 0.098909, mse: 0.098314 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18175 [D_loss: 0.693255 , acc= 46.484375%] [G_loss: 0.104738, mse: 0.104148 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18176 [D_loss: 0.693256 , acc= 50.000000%] [G_loss: 0.077583, mse: 0.076966 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18177 [D_loss: 0.693256 , acc= 55.468750%] [G_loss: 0.090622, mse: 0.090018 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18178 [D_loss: 0.693255 , acc= 51.171875%] [G_loss: 0.093210, mse: 0.092609 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18179 [D_loss: 0.693255 , acc= 43.750000%] [G_loss: 0.094591, mse: 0.093992 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18180 [D_loss: 0.693255 , acc= 21.093750%] [G_loss: 0.087114, mse: 0.086507 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18181 [D_loss: 0.693255 , acc= 51.562500%] [G_loss: 0.090348, mse: 0.089745 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18182 [D_loss: 0.693255 , acc= 42.968750%] [G_loss: 0.085728, mse: 0.085120 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18183 [D_loss: 0.693255 , acc= 50.390625%] [G_loss: 0.091731, mse: 0.091129 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18184 [D_loss: 0.693255 , acc= 44.921875%] [G_loss: 0.089800, mse: 0.089196 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18185 [D_loss: 0.693255 , acc= 42.968750%] [G_loss: 0.087733, mse: 0.087126 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18186 [D_loss: 0.693254 , acc= 35.156250%] [G_loss: 0.083410, mse: 0.082799 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18187 [D_loss: 0.693255 , acc= 32.031250%] [G_loss: 0.079131, mse: 0.078517 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18188 [D_loss: 0.693255 , acc= 57.031250%] [G_loss: 0.089103, mse: 0.088498 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18189 [D_loss: 0.693255 , acc= 47.656250%] [G_loss: 0.092655, mse: 0.092053 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18190 [D_loss: 0.693255 , acc= 51.562500%] [G_loss: 0.088617, mse: 0.088012 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18191 [D_loss: 0.693254 , acc= 33.984375%] [G_loss: 0.090496, mse: 0.089892 ]\n",
            "4/4 [==============================] - 0s 10ms/step\n",
            "18192 [D_loss: 0.693254 , acc= 34.765625%] [G_loss: 0.082804, mse: 0.082193 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18193 [D_loss: 0.693255 , acc= 43.359375%] [G_loss: 0.082530, mse: 0.081919 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18194 [D_loss: 0.693255 , acc= 39.453125%] [G_loss: 0.076935, mse: 0.076318 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18195 [D_loss: 0.693255 , acc= 45.703125%] [G_loss: 0.100512, mse: 0.099919 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18196 [D_loss: 0.693255 , acc= 50.781250%] [G_loss: 0.088634, mse: 0.088029 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18197 [D_loss: 0.693254 , acc= 44.140625%] [G_loss: 0.078927, mse: 0.078313 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18198 [D_loss: 0.693254 , acc= 41.796875%] [G_loss: 0.092051, mse: 0.091449 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18199 [D_loss: 0.693254 , acc= 45.312500%] [G_loss: 0.093360, mse: 0.092760 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18200 [D_loss: 0.693254 , acc= 29.687500%] [G_loss: 0.086201, mse: 0.085594 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18201 [D_loss: 0.693254 , acc= 25.390625%] [G_loss: 0.098334, mse: 0.097738 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18202 [D_loss: 0.693254 , acc= 42.187500%] [G_loss: 0.096861, mse: 0.096264 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18203 [D_loss: 0.693254 , acc= 56.250000%] [G_loss: 0.089176, mse: 0.088571 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18204 [D_loss: 0.693255 , acc= 54.296875%] [G_loss: 0.084705, mse: 0.084095 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18205 [D_loss: 0.693255 , acc= 53.515625%] [G_loss: 0.083705, mse: 0.083095 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18206 [D_loss: 0.693254 , acc= 55.468750%] [G_loss: 0.085885, mse: 0.085277 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18207 [D_loss: 0.693254 , acc= 28.125000%] [G_loss: 0.104291, mse: 0.103702 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18208 [D_loss: 0.693254 , acc= 35.937500%] [G_loss: 0.087940, mse: 0.087334 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18209 [D_loss: 0.693255 , acc= 42.187500%] [G_loss: 0.093976, mse: 0.093376 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18210 [D_loss: 0.693255 , acc= 39.843750%] [G_loss: 0.103643, mse: 0.103052 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18211 [D_loss: 0.693255 , acc= 47.265625%] [G_loss: 0.101374, mse: 0.100781 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "18212 [D_loss: 0.693254 , acc= 45.312500%] [G_loss: 0.093452, mse: 0.092852 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18213 [D_loss: 0.693254 , acc= 35.156250%] [G_loss: 0.093651, mse: 0.093051 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18214 [D_loss: 0.693254 , acc= 25.000000%] [G_loss: 0.097140, mse: 0.096543 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18215 [D_loss: 0.693254 , acc= 25.390625%] [G_loss: 0.095612, mse: 0.095013 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18216 [D_loss: 0.693254 , acc= 30.859375%] [G_loss: 0.088887, mse: 0.088282 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18217 [D_loss: 0.693254 , acc= 53.515625%] [G_loss: 0.090159, mse: 0.089556 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18218 [D_loss: 0.693254 , acc= 55.468750%] [G_loss: 0.098842, mse: 0.098247 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18219 [D_loss: 0.693254 , acc= 50.781250%] [G_loss: 0.100655, mse: 0.100062 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18220 [D_loss: 0.693254 , acc= 32.421875%] [G_loss: 0.071724, mse: 0.071102 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18221 [D_loss: 0.693254 , acc= 33.984375%] [G_loss: 0.087601, mse: 0.086995 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18222 [D_loss: 0.693254 , acc= 42.578125%] [G_loss: 0.084875, mse: 0.084266 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18223 [D_loss: 0.693255 , acc= 48.046875%] [G_loss: 0.085506, mse: 0.084898 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18224 [D_loss: 0.693255 , acc= 44.140625%] [G_loss: 0.087354, mse: 0.086748 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18225 [D_loss: 0.693255 , acc= 43.359375%] [G_loss: 0.077112, mse: 0.076496 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18226 [D_loss: 0.693255 , acc= 39.843750%] [G_loss: 0.084564, mse: 0.083955 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18227 [D_loss: 0.693254 , acc= 47.656250%] [G_loss: 0.082762, mse: 0.082150 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18228 [D_loss: 0.693254 , acc= 37.109375%] [G_loss: 0.091991, mse: 0.091389 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18229 [D_loss: 0.693254 , acc= 47.656250%] [G_loss: 0.090060, mse: 0.089456 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18230 [D_loss: 0.693254 , acc= 52.734375%] [G_loss: 0.087742, mse: 0.087135 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18231 [D_loss: 0.693255 , acc= 55.078125%] [G_loss: 0.086654, mse: 0.086047 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18232 [D_loss: 0.693255 , acc= 49.609375%] [G_loss: 0.100656, mse: 0.100063 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18233 [D_loss: 0.693255 , acc= 50.781250%] [G_loss: 0.088745, mse: 0.088140 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18234 [D_loss: 0.693254 , acc= 43.750000%] [G_loss: 0.085527, mse: 0.084918 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18235 [D_loss: 0.693255 , acc= 42.968750%] [G_loss: 0.072238, mse: 0.071616 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18236 [D_loss: 0.693256 , acc= 53.515625%] [G_loss: 0.085612, mse: 0.085004 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18237 [D_loss: 0.693256 , acc= 44.921875%] [G_loss: 0.083551, mse: 0.082941 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18238 [D_loss: 0.693255 , acc= 47.656250%] [G_loss: 0.086993, mse: 0.086386 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18239 [D_loss: 0.693254 , acc= 44.921875%] [G_loss: 0.083174, mse: 0.082563 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18240 [D_loss: 0.693254 , acc= 46.484375%] [G_loss: 0.087307, mse: 0.086700 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18241 [D_loss: 0.693254 , acc= 45.703125%] [G_loss: 0.092510, mse: 0.091908 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18242 [D_loss: 0.693254 , acc= 48.437500%] [G_loss: 0.096601, mse: 0.096004 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18243 [D_loss: 0.693255 , acc= 57.812500%] [G_loss: 0.078344, mse: 0.077729 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18244 [D_loss: 0.693255 , acc= 58.984375%] [G_loss: 0.089062, mse: 0.088457 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18245 [D_loss: 0.693255 , acc= 52.734375%] [G_loss: 0.075132, mse: 0.074514 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18246 [D_loss: 0.693254 , acc= 52.343750%] [G_loss: 0.083519, mse: 0.082908 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18247 [D_loss: 0.693254 , acc= 42.187500%] [G_loss: 0.089710, mse: 0.089106 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18248 [D_loss: 0.693256 , acc= 44.140625%] [G_loss: 0.099721, mse: 0.099127 ]\n",
            "4/4 [==============================] - 0s 10ms/step\n",
            "18249 [D_loss: 0.693259 , acc= 42.187500%] [G_loss: 0.093571, mse: 0.092971 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18250 [D_loss: 0.693261 , acc= 46.484375%] [G_loss: 0.090781, mse: 0.090178 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18251 [D_loss: 0.693259 , acc= 52.734375%] [G_loss: 0.081633, mse: 0.081021 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18252 [D_loss: 0.693256 , acc= 48.437500%] [G_loss: 0.109105, mse: 0.108521 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18253 [D_loss: 0.693254 , acc= 35.156250%] [G_loss: 0.075263, mse: 0.074645 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18254 [D_loss: 0.693255 , acc= 47.656250%] [G_loss: 0.081514, mse: 0.080901 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18255 [D_loss: 0.693258 , acc= 53.125000%] [G_loss: 0.086174, mse: 0.085566 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18256 [D_loss: 0.693263 , acc= 51.562500%] [G_loss: 0.095390, mse: 0.094791 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18257 [D_loss: 0.693261 , acc= 50.390625%] [G_loss: 0.085471, mse: 0.084862 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18258 [D_loss: 0.693257 , acc= 55.859375%] [G_loss: 0.077839, mse: 0.077223 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18259 [D_loss: 0.693254 , acc= 42.968750%] [G_loss: 0.081179, mse: 0.080566 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "18260 [D_loss: 0.693255 , acc= 39.062500%] [G_loss: 0.100799, mse: 0.100206 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18261 [D_loss: 0.693261 , acc= 43.359375%] [G_loss: 0.092920, mse: 0.092319 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18262 [D_loss: 0.693265 , acc= 46.875000%] [G_loss: 0.094645, mse: 0.094046 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18263 [D_loss: 0.693263 , acc= 52.343750%] [G_loss: 0.090798, mse: 0.090195 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18264 [D_loss: 0.693257 , acc= 42.968750%] [G_loss: 0.089416, mse: 0.088812 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18265 [D_loss: 0.693254 , acc= 44.921875%] [G_loss: 0.083501, mse: 0.082891 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18266 [D_loss: 0.693254 , acc= 57.812500%] [G_loss: 0.099591, mse: 0.098997 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18267 [D_loss: 0.693255 , acc= 52.343750%] [G_loss: 0.086844, mse: 0.086236 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18268 [D_loss: 0.693257 , acc= 49.609375%] [G_loss: 0.087814, mse: 0.087207 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18269 [D_loss: 0.693256 , acc= 50.000000%] [G_loss: 0.088629, mse: 0.088024 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18270 [D_loss: 0.693255 , acc= 55.078125%] [G_loss: 0.082697, mse: 0.082086 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18271 [D_loss: 0.693254 , acc= 46.875000%] [G_loss: 0.098178, mse: 0.097582 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18272 [D_loss: 0.693254 , acc= 32.031250%] [G_loss: 0.094320, mse: 0.093720 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18273 [D_loss: 0.693254 , acc= 43.359375%] [G_loss: 0.092399, mse: 0.091798 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18274 [D_loss: 0.693254 , acc= 43.359375%] [G_loss: 0.087789, mse: 0.087183 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18275 [D_loss: 0.693254 , acc= 39.453125%] [G_loss: 0.093167, mse: 0.092566 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18276 [D_loss: 0.693254 , acc= 35.156250%] [G_loss: 0.087485, mse: 0.086879 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18277 [D_loss: 0.693254 , acc= 39.062500%] [G_loss: 0.086009, mse: 0.085401 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18278 [D_loss: 0.693253 , acc= 38.671875%] [G_loss: 0.086766, mse: 0.086159 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18279 [D_loss: 0.693253 , acc= 35.937500%] [G_loss: 0.089145, mse: 0.088540 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "18280 [D_loss: 0.693254 , acc= 51.562500%] [G_loss: 0.096848, mse: 0.096251 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18281 [D_loss: 0.693254 , acc= 42.187500%] [G_loss: 0.077171, mse: 0.076554 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18282 [D_loss: 0.693254 , acc= 39.843750%] [G_loss: 0.088885, mse: 0.088280 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18283 [D_loss: 0.693254 , acc= 47.265625%] [G_loss: 0.087602, mse: 0.086995 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18284 [D_loss: 0.693254 , acc= 47.656250%] [G_loss: 0.101341, mse: 0.100748 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18285 [D_loss: 0.693254 , acc= 51.171875%] [G_loss: 0.096255, mse: 0.095658 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18286 [D_loss: 0.693254 , acc= 53.125000%] [G_loss: 0.093436, mse: 0.092836 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18287 [D_loss: 0.693254 , acc= 44.531250%] [G_loss: 0.087507, mse: 0.086901 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18288 [D_loss: 0.693254 , acc= 48.046875%] [G_loss: 0.090466, mse: 0.089863 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18289 [D_loss: 0.693253 , acc= 43.750000%] [G_loss: 0.085869, mse: 0.085261 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18290 [D_loss: 0.693253 , acc= 30.468750%] [G_loss: 0.079149, mse: 0.078535 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18291 [D_loss: 0.693253 , acc= 37.109375%] [G_loss: 0.079662, mse: 0.079048 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18292 [D_loss: 0.693254 , acc= 41.015625%] [G_loss: 0.091372, mse: 0.090770 ]\n",
            "4/4 [==============================] - 0s 11ms/step\n",
            "18293 [D_loss: 0.693254 , acc= 44.531250%] [G_loss: 0.098929, mse: 0.098334 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18294 [D_loss: 0.693255 , acc= 46.875000%] [G_loss: 0.083264, mse: 0.082653 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18295 [D_loss: 0.693255 , acc= 43.750000%] [G_loss: 0.084366, mse: 0.083756 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18296 [D_loss: 0.693254 , acc= 49.218750%] [G_loss: 0.099711, mse: 0.099117 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18297 [D_loss: 0.693254 , acc= 53.515625%] [G_loss: 0.083919, mse: 0.083310 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18298 [D_loss: 0.693253 , acc= 38.281250%] [G_loss: 0.093380, mse: 0.092779 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18299 [D_loss: 0.693254 , acc= 51.171875%] [G_loss: 0.087143, mse: 0.086536 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18300 [D_loss: 0.693255 , acc= 55.859375%] [G_loss: 0.094580, mse: 0.093981 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18301 [D_loss: 0.693257 , acc= 51.953125%] [G_loss: 0.092111, mse: 0.091509 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18302 [D_loss: 0.693256 , acc= 60.156250%] [G_loss: 0.091336, mse: 0.090733 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18303 [D_loss: 0.693255 , acc= 52.734375%] [G_loss: 0.102003, mse: 0.101411 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18304 [D_loss: 0.693254 , acc= 37.890625%] [G_loss: 0.098362, mse: 0.097766 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18305 [D_loss: 0.693253 , acc= 39.453125%] [G_loss: 0.088514, mse: 0.087909 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "18306 [D_loss: 0.693254 , acc= 44.921875%] [G_loss: 0.078152, mse: 0.077537 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18307 [D_loss: 0.693256 , acc= 48.828125%] [G_loss: 0.085932, mse: 0.085324 ]\n",
            "4/4 [==============================] - 0s 10ms/step\n",
            "18308 [D_loss: 0.693260 , acc= 44.140625%] [G_loss: 0.091871, mse: 0.091269 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18309 [D_loss: 0.693262 , acc= 47.656250%] [G_loss: 0.076317, mse: 0.075699 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18310 [D_loss: 0.693260 , acc= 47.265625%] [G_loss: 0.086376, mse: 0.085770 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18311 [D_loss: 0.693257 , acc= 44.140625%] [G_loss: 0.086857, mse: 0.086250 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18312 [D_loss: 0.693254 , acc= 41.015625%] [G_loss: 0.092591, mse: 0.091990 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "18313 [D_loss: 0.693253 , acc= 48.437500%] [G_loss: 0.086334, mse: 0.085726 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18314 [D_loss: 0.693255 , acc= 53.906250%] [G_loss: 0.086533, mse: 0.085925 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18315 [D_loss: 0.693259 , acc= 53.515625%] [G_loss: 0.091903, mse: 0.091302 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18316 [D_loss: 0.693262 , acc= 53.125000%] [G_loss: 0.085685, mse: 0.085077 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18317 [D_loss: 0.693262 , acc= 51.562500%] [G_loss: 0.096901, mse: 0.096304 ]\n",
            "4/4 [==============================] - 0s 10ms/step\n",
            "18318 [D_loss: 0.693259 , acc= 47.265625%] [G_loss: 0.093428, mse: 0.092828 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "18319 [D_loss: 0.693254 , acc= 40.625000%] [G_loss: 0.084401, mse: 0.083792 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18320 [D_loss: 0.693254 , acc= 42.578125%] [G_loss: 0.078659, mse: 0.078044 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18321 [D_loss: 0.693256 , acc= 43.359375%] [G_loss: 0.094891, mse: 0.094292 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18322 [D_loss: 0.693259 , acc= 47.265625%] [G_loss: 0.097825, mse: 0.097229 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18323 [D_loss: 0.693260 , acc= 44.140625%] [G_loss: 0.090273, mse: 0.089670 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18324 [D_loss: 0.693259 , acc= 47.656250%] [G_loss: 0.096395, mse: 0.095798 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18325 [D_loss: 0.693256 , acc= 53.906250%] [G_loss: 0.087097, mse: 0.086490 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18326 [D_loss: 0.693254 , acc= 46.484375%] [G_loss: 0.095961, mse: 0.095363 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18327 [D_loss: 0.693253 , acc= 37.500000%] [G_loss: 0.084366, mse: 0.083756 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18328 [D_loss: 0.693254 , acc= 50.781250%] [G_loss: 0.092117, mse: 0.091515 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18329 [D_loss: 0.693255 , acc= 52.343750%] [G_loss: 0.076398, mse: 0.075780 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18330 [D_loss: 0.693256 , acc= 54.687500%] [G_loss: 0.083356, mse: 0.082745 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18331 [D_loss: 0.693256 , acc= 55.859375%] [G_loss: 0.079289, mse: 0.078675 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18332 [D_loss: 0.693255 , acc= 48.437500%] [G_loss: 0.081485, mse: 0.080873 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18333 [D_loss: 0.693254 , acc= 41.796875%] [G_loss: 0.095285, mse: 0.094686 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18334 [D_loss: 0.693253 , acc= 36.718750%] [G_loss: 0.092419, mse: 0.091818 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18335 [D_loss: 0.693253 , acc= 44.531250%] [G_loss: 0.082299, mse: 0.081688 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18336 [D_loss: 0.693254 , acc= 44.921875%] [G_loss: 0.102624, mse: 0.102033 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18337 [D_loss: 0.693255 , acc= 46.875000%] [G_loss: 0.076144, mse: 0.075526 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18338 [D_loss: 0.693255 , acc= 49.218750%] [G_loss: 0.099132, mse: 0.098538 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18339 [D_loss: 0.693254 , acc= 49.218750%] [G_loss: 0.113882, mse: 0.113302 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18340 [D_loss: 0.693253 , acc= 54.687500%] [G_loss: 0.090646, mse: 0.090043 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18341 [D_loss: 0.693253 , acc= 41.406250%] [G_loss: 0.103529, mse: 0.102939 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18342 [D_loss: 0.693253 , acc= 33.593750%] [G_loss: 0.089804, mse: 0.089200 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "18343 [D_loss: 0.693253 , acc= 49.218750%] [G_loss: 0.080741, mse: 0.080128 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18344 [D_loss: 0.693254 , acc= 51.171875%] [G_loss: 0.101196, mse: 0.100603 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "18345 [D_loss: 0.693255 , acc= 48.046875%] [G_loss: 0.092113, mse: 0.091511 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18346 [D_loss: 0.693254 , acc= 50.390625%] [G_loss: 0.093121, mse: 0.092520 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18347 [D_loss: 0.693254 , acc= 48.046875%] [G_loss: 0.085057, mse: 0.084449 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18348 [D_loss: 0.693253 , acc= 46.093750%] [G_loss: 0.099835, mse: 0.099241 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18349 [D_loss: 0.693253 , acc= 46.875000%] [G_loss: 0.094766, mse: 0.094167 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18350 [D_loss: 0.693254 , acc= 46.484375%] [G_loss: 0.086765, mse: 0.086159 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18351 [D_loss: 0.693255 , acc= 48.828125%] [G_loss: 0.090453, mse: 0.089850 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18352 [D_loss: 0.693255 , acc= 46.875000%] [G_loss: 0.085869, mse: 0.085261 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18353 [D_loss: 0.693255 , acc= 49.218750%] [G_loss: 0.091795, mse: 0.091192 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18354 [D_loss: 0.693254 , acc= 45.312500%] [G_loss: 0.088294, mse: 0.087689 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18355 [D_loss: 0.693253 , acc= 45.312500%] [G_loss: 0.094278, mse: 0.093679 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18356 [D_loss: 0.693253 , acc= 50.781250%] [G_loss: 0.093566, mse: 0.092965 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18357 [D_loss: 0.693253 , acc= 32.421875%] [G_loss: 0.098303, mse: 0.097708 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18358 [D_loss: 0.693253 , acc= 39.062500%] [G_loss: 0.088868, mse: 0.088263 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18359 [D_loss: 0.693253 , acc= 45.312500%] [G_loss: 0.094987, mse: 0.094388 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18360 [D_loss: 0.693254 , acc= 49.218750%] [G_loss: 0.087860, mse: 0.087254 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18361 [D_loss: 0.693254 , acc= 52.734375%] [G_loss: 0.082549, mse: 0.081937 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18362 [D_loss: 0.693254 , acc= 52.343750%] [G_loss: 0.090374, mse: 0.089770 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18363 [D_loss: 0.693253 , acc= 51.171875%] [G_loss: 0.087976, mse: 0.087370 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18364 [D_loss: 0.693253 , acc= 52.734375%] [G_loss: 0.080020, mse: 0.079406 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18365 [D_loss: 0.693253 , acc= 32.812500%] [G_loss: 0.083598, mse: 0.082987 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18366 [D_loss: 0.693253 , acc= 39.843750%] [G_loss: 0.098019, mse: 0.097423 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18367 [D_loss: 0.693253 , acc= 48.437500%] [G_loss: 0.082118, mse: 0.081507 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18368 [D_loss: 0.693254 , acc= 49.609375%] [G_loss: 0.088001, mse: 0.087396 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18369 [D_loss: 0.693253 , acc= 46.093750%] [G_loss: 0.087188, mse: 0.086581 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18370 [D_loss: 0.693254 , acc= 43.359375%] [G_loss: 0.091065, mse: 0.090462 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18371 [D_loss: 0.693253 , acc= 48.437500%] [G_loss: 0.079589, mse: 0.078975 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18372 [D_loss: 0.693253 , acc= 49.609375%] [G_loss: 0.089267, mse: 0.088663 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18373 [D_loss: 0.693253 , acc= 34.765625%] [G_loss: 0.091303, mse: 0.090701 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18374 [D_loss: 0.693253 , acc= 44.140625%] [G_loss: 0.095156, mse: 0.094557 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "18375 [D_loss: 0.693254 , acc= 51.953125%] [G_loss: 0.090962, mse: 0.090359 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18376 [D_loss: 0.693255 , acc= 49.609375%] [G_loss: 0.088244, mse: 0.087638 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18377 [D_loss: 0.693255 , acc= 52.734375%] [G_loss: 0.089835, mse: 0.089231 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18378 [D_loss: 0.693255 , acc= 50.781250%] [G_loss: 0.090551, mse: 0.089947 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18379 [D_loss: 0.693254 , acc= 47.265625%] [G_loss: 0.082661, mse: 0.082049 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18380 [D_loss: 0.693253 , acc= 54.687500%] [G_loss: 0.087555, mse: 0.086949 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18381 [D_loss: 0.693252 , acc= 33.984375%] [G_loss: 0.087047, mse: 0.086440 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18382 [D_loss: 0.693253 , acc= 43.359375%] [G_loss: 0.084068, mse: 0.083459 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18383 [D_loss: 0.693255 , acc= 45.312500%] [G_loss: 0.087917, mse: 0.087310 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18384 [D_loss: 0.693259 , acc= 48.046875%] [G_loss: 0.082357, mse: 0.081745 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18385 [D_loss: 0.693260 , acc= 49.609375%] [G_loss: 0.085039, mse: 0.084430 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18386 [D_loss: 0.693258 , acc= 44.531250%] [G_loss: 0.095849, mse: 0.095251 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18387 [D_loss: 0.693256 , acc= 44.140625%] [G_loss: 0.085989, mse: 0.085381 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18388 [D_loss: 0.693254 , acc= 50.781250%] [G_loss: 0.087598, mse: 0.086992 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18389 [D_loss: 0.693253 , acc= 50.781250%] [G_loss: 0.085920, mse: 0.085312 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18390 [D_loss: 0.693253 , acc= 55.859375%] [G_loss: 0.099624, mse: 0.099029 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18391 [D_loss: 0.693255 , acc= 55.859375%] [G_loss: 0.093642, mse: 0.093042 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18392 [D_loss: 0.693260 , acc= 54.296875%] [G_loss: 0.089546, mse: 0.088941 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18393 [D_loss: 0.693263 , acc= 51.953125%] [G_loss: 0.092798, mse: 0.092197 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18394 [D_loss: 0.693261 , acc= 49.218750%] [G_loss: 0.090390, mse: 0.089787 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18395 [D_loss: 0.693256 , acc= 47.265625%] [G_loss: 0.082653, mse: 0.082042 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18396 [D_loss: 0.693253 , acc= 54.687500%] [G_loss: 0.096756, mse: 0.096159 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18397 [D_loss: 0.693253 , acc= 46.093750%] [G_loss: 0.100760, mse: 0.100167 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18398 [D_loss: 0.693255 , acc= 39.843750%] [G_loss: 0.090444, mse: 0.089840 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18399 [D_loss: 0.693259 , acc= 50.781250%] [G_loss: 0.094174, mse: 0.093574 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18400 [D_loss: 0.693262 , acc= 45.312500%] [G_loss: 0.098429, mse: 0.097834 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18401 [D_loss: 0.693262 , acc= 45.703125%] [G_loss: 0.092763, mse: 0.092162 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18402 [D_loss: 0.693259 , acc= 46.484375%] [G_loss: 0.097495, mse: 0.096899 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18403 [D_loss: 0.693255 , acc= 52.734375%] [G_loss: 0.065463, mse: 0.064834 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18404 [D_loss: 0.693253 , acc= 54.296875%] [G_loss: 0.085847, mse: 0.085239 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18405 [D_loss: 0.693253 , acc= 47.265625%] [G_loss: 0.099744, mse: 0.099150 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18406 [D_loss: 0.693255 , acc= 49.609375%] [G_loss: 0.082502, mse: 0.081890 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18407 [D_loss: 0.693258 , acc= 48.046875%] [G_loss: 0.096865, mse: 0.096268 ]\n",
            "4/4 [==============================] - 0s 10ms/step\n",
            "18408 [D_loss: 0.693260 , acc= 51.562500%] [G_loss: 0.072520, mse: 0.071899 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18409 [D_loss: 0.693258 , acc= 53.515625%] [G_loss: 0.093235, mse: 0.092634 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18410 [D_loss: 0.693255 , acc= 52.734375%] [G_loss: 0.097511, mse: 0.096914 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18411 [D_loss: 0.693253 , acc= 56.640625%] [G_loss: 0.087902, mse: 0.087296 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18412 [D_loss: 0.693252 , acc= 34.765625%] [G_loss: 0.098027, mse: 0.097431 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18413 [D_loss: 0.693254 , acc= 40.234375%] [G_loss: 0.094531, mse: 0.093931 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18414 [D_loss: 0.693256 , acc= 49.609375%] [G_loss: 0.092787, mse: 0.092186 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18415 [D_loss: 0.693258 , acc= 49.218750%] [G_loss: 0.085999, mse: 0.085391 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18416 [D_loss: 0.693257 , acc= 43.750000%] [G_loss: 0.091065, mse: 0.090463 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18417 [D_loss: 0.693255 , acc= 49.218750%] [G_loss: 0.095180, mse: 0.094581 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18418 [D_loss: 0.693253 , acc= 53.515625%] [G_loss: 0.080289, mse: 0.079676 ]\n",
            "4/4 [==============================] - 0s 12ms/step\n",
            "18419 [D_loss: 0.693252 , acc= 53.125000%] [G_loss: 0.091826, mse: 0.091224 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18420 [D_loss: 0.693255 , acc= 48.046875%] [G_loss: 0.086617, mse: 0.086009 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18421 [D_loss: 0.693258 , acc= 54.687500%] [G_loss: 0.096650, mse: 0.096052 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18422 [D_loss: 0.693259 , acc= 55.078125%] [G_loss: 0.081462, mse: 0.080849 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18423 [D_loss: 0.693257 , acc= 53.906250%] [G_loss: 0.080722, mse: 0.080109 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18424 [D_loss: 0.693254 , acc= 50.781250%] [G_loss: 0.089425, mse: 0.088820 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18425 [D_loss: 0.693252 , acc= 43.750000%] [G_loss: 0.096020, mse: 0.095422 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18426 [D_loss: 0.693252 , acc= 42.187500%] [G_loss: 0.086096, mse: 0.085488 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18427 [D_loss: 0.693254 , acc= 44.921875%] [G_loss: 0.083532, mse: 0.082922 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18428 [D_loss: 0.693255 , acc= 46.093750%] [G_loss: 0.081583, mse: 0.080971 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18429 [D_loss: 0.693256 , acc= 41.796875%] [G_loss: 0.109962, mse: 0.109378 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18430 [D_loss: 0.693256 , acc= 48.828125%] [G_loss: 0.092872, mse: 0.092271 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18431 [D_loss: 0.693255 , acc= 53.515625%] [G_loss: 0.090188, mse: 0.089584 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18432 [D_loss: 0.693253 , acc= 46.093750%] [G_loss: 0.082696, mse: 0.082086 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18433 [D_loss: 0.693252 , acc= 30.468750%] [G_loss: 0.086618, mse: 0.086010 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18434 [D_loss: 0.693252 , acc= 43.750000%] [G_loss: 0.075393, mse: 0.074775 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18435 [D_loss: 0.693252 , acc= 51.171875%] [G_loss: 0.090684, mse: 0.090081 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18436 [D_loss: 0.693253 , acc= 52.734375%] [G_loss: 0.085571, mse: 0.084963 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18437 [D_loss: 0.693254 , acc= 51.562500%] [G_loss: 0.085054, mse: 0.084446 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18438 [D_loss: 0.693254 , acc= 41.796875%] [G_loss: 0.085666, mse: 0.085058 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18439 [D_loss: 0.693253 , acc= 46.484375%] [G_loss: 0.089522, mse: 0.088918 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18440 [D_loss: 0.693252 , acc= 57.031250%] [G_loss: 0.085124, mse: 0.084516 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18441 [D_loss: 0.693252 , acc= 49.218750%] [G_loss: 0.087324, mse: 0.086717 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18442 [D_loss: 0.693252 , acc= 43.750000%] [G_loss: 0.105272, mse: 0.104684 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18443 [D_loss: 0.693253 , acc= 42.968750%] [G_loss: 0.086149, mse: 0.085541 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18444 [D_loss: 0.693255 , acc= 41.015625%] [G_loss: 0.080983, mse: 0.080370 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18445 [D_loss: 0.693255 , acc= 49.218750%] [G_loss: 0.093942, mse: 0.093342 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18446 [D_loss: 0.693254 , acc= 57.031250%] [G_loss: 0.087027, mse: 0.086420 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18447 [D_loss: 0.693252 , acc= 37.890625%] [G_loss: 0.087982, mse: 0.087376 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18448 [D_loss: 0.693252 , acc= 43.750000%] [G_loss: 0.089617, mse: 0.089013 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18449 [D_loss: 0.693252 , acc= 57.421875%] [G_loss: 0.085438, mse: 0.084830 ]\n",
            "4/4 [==============================] - 0s 10ms/step\n",
            "18450 [D_loss: 0.693254 , acc= 53.515625%] [G_loss: 0.085540, mse: 0.084932 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18451 [D_loss: 0.693255 , acc= 44.921875%] [G_loss: 0.092612, mse: 0.092011 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18452 [D_loss: 0.693256 , acc= 42.968750%] [G_loss: 0.084690, mse: 0.084081 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18453 [D_loss: 0.693254 , acc= 52.343750%] [G_loss: 0.097858, mse: 0.097262 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "18454 [D_loss: 0.693253 , acc= 56.250000%] [G_loss: 0.078451, mse: 0.077835 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18455 [D_loss: 0.693252 , acc= 51.953125%] [G_loss: 0.087006, mse: 0.086399 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18456 [D_loss: 0.693252 , acc= 33.203125%] [G_loss: 0.098323, mse: 0.097728 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18457 [D_loss: 0.693253 , acc= 47.265625%] [G_loss: 0.088816, mse: 0.088211 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18458 [D_loss: 0.693254 , acc= 46.875000%] [G_loss: 0.092741, mse: 0.092139 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18459 [D_loss: 0.693257 , acc= 44.531250%] [G_loss: 0.085328, mse: 0.084720 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18460 [D_loss: 0.693262 , acc= 42.187500%] [G_loss: 0.083230, mse: 0.082619 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18461 [D_loss: 0.693265 , acc= 48.828125%] [G_loss: 0.097469, mse: 0.096871 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18462 [D_loss: 0.693263 , acc= 53.125000%] [G_loss: 0.080114, mse: 0.079500 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18463 [D_loss: 0.693255 , acc= 54.296875%] [G_loss: 0.077018, mse: 0.076401 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18464 [D_loss: 0.693252 , acc= 42.187500%] [G_loss: 0.072634, mse: 0.072013 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18465 [D_loss: 0.693253 , acc= 46.484375%] [G_loss: 0.077288, mse: 0.076671 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18466 [D_loss: 0.693256 , acc= 49.609375%] [G_loss: 0.083126, mse: 0.082515 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "18467 [D_loss: 0.693259 , acc= 50.000000%] [G_loss: 0.096772, mse: 0.096175 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18468 [D_loss: 0.693260 , acc= 53.515625%] [G_loss: 0.086516, mse: 0.085909 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18469 [D_loss: 0.693260 , acc= 55.468750%] [G_loss: 0.086786, mse: 0.086179 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18470 [D_loss: 0.693258 , acc= 46.484375%] [G_loss: 0.096923, mse: 0.096326 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18471 [D_loss: 0.693256 , acc= 51.171875%] [G_loss: 0.089574, mse: 0.088970 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18472 [D_loss: 0.693253 , acc= 47.265625%] [G_loss: 0.089612, mse: 0.089007 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18473 [D_loss: 0.693252 , acc= 39.062500%] [G_loss: 0.081567, mse: 0.080955 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18474 [D_loss: 0.693252 , acc= 47.265625%] [G_loss: 0.086156, mse: 0.085549 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18475 [D_loss: 0.693255 , acc= 46.093750%] [G_loss: 0.087003, mse: 0.086396 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18476 [D_loss: 0.693258 , acc= 44.921875%] [G_loss: 0.083389, mse: 0.082778 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18477 [D_loss: 0.693260 , acc= 49.218750%] [G_loss: 0.084919, mse: 0.084310 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18478 [D_loss: 0.693261 , acc= 54.296875%] [G_loss: 0.089134, mse: 0.088529 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18479 [D_loss: 0.693257 , acc= 55.468750%] [G_loss: 0.082942, mse: 0.082331 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18480 [D_loss: 0.693254 , acc= 42.187500%] [G_loss: 0.086544, mse: 0.085938 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18481 [D_loss: 0.693254 , acc= 32.031250%] [G_loss: 0.090669, mse: 0.090066 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18482 [D_loss: 0.693252 , acc= 42.968750%] [G_loss: 0.093103, mse: 0.092502 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18483 [D_loss: 0.693253 , acc= 54.687500%] [G_loss: 0.083718, mse: 0.083108 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18484 [D_loss: 0.693252 , acc= 58.984375%] [G_loss: 0.094822, mse: 0.094223 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18485 [D_loss: 0.693253 , acc= 48.046875%] [G_loss: 0.091146, mse: 0.090543 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18486 [D_loss: 0.693255 , acc= 49.609375%] [G_loss: 0.084114, mse: 0.083505 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18487 [D_loss: 0.693256 , acc= 52.343750%] [G_loss: 0.091885, mse: 0.091284 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18488 [D_loss: 0.693256 , acc= 54.687500%] [G_loss: 0.092925, mse: 0.092324 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18489 [D_loss: 0.693253 , acc= 44.140625%] [G_loss: 0.081891, mse: 0.081279 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18490 [D_loss: 0.693252 , acc= 37.500000%] [G_loss: 0.095914, mse: 0.095316 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "18491 [D_loss: 0.693251 , acc= 34.375000%] [G_loss: 0.077956, mse: 0.077340 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18492 [D_loss: 0.693251 , acc= 46.875000%] [G_loss: 0.090086, mse: 0.089482 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18493 [D_loss: 0.693253 , acc= 46.875000%] [G_loss: 0.095491, mse: 0.094892 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18494 [D_loss: 0.693253 , acc= 47.656250%] [G_loss: 0.085247, mse: 0.084638 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18495 [D_loss: 0.693253 , acc= 44.531250%] [G_loss: 0.085456, mse: 0.084848 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18496 [D_loss: 0.693253 , acc= 36.328125%] [G_loss: 0.098033, mse: 0.097438 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18497 [D_loss: 0.693252 , acc= 48.046875%] [G_loss: 0.082679, mse: 0.082068 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18498 [D_loss: 0.693252 , acc= 57.812500%] [G_loss: 0.096712, mse: 0.096115 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18499 [D_loss: 0.693251 , acc= 50.000000%] [G_loss: 0.097621, mse: 0.097025 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18500 [D_loss: 0.693251 , acc= 39.843750%] [G_loss: 0.095800, mse: 0.095202 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18501 [D_loss: 0.693251 , acc= 48.437500%] [G_loss: 0.094799, mse: 0.094200 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18502 [D_loss: 0.693252 , acc= 51.953125%] [G_loss: 0.094639, mse: 0.094040 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18503 [D_loss: 0.693253 , acc= 55.468750%] [G_loss: 0.093649, mse: 0.093049 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "18504 [D_loss: 0.693254 , acc= 50.390625%] [G_loss: 0.102100, mse: 0.101508 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18505 [D_loss: 0.693252 , acc= 46.875000%] [G_loss: 0.081345, mse: 0.080732 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18506 [D_loss: 0.693251 , acc= 39.453125%] [G_loss: 0.091847, mse: 0.091245 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18507 [D_loss: 0.693251 , acc= 38.671875%] [G_loss: 0.102391, mse: 0.101800 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18508 [D_loss: 0.693251 , acc= 45.312500%] [G_loss: 0.086762, mse: 0.086155 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18509 [D_loss: 0.693252 , acc= 47.265625%] [G_loss: 0.089388, mse: 0.088784 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18510 [D_loss: 0.693253 , acc= 45.703125%] [G_loss: 0.087357, mse: 0.086751 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18511 [D_loss: 0.693253 , acc= 39.062500%] [G_loss: 0.079345, mse: 0.078731 ]\n",
            "4/4 [==============================] - 0s 10ms/step\n",
            "18512 [D_loss: 0.693253 , acc= 48.828125%] [G_loss: 0.086735, mse: 0.086128 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18513 [D_loss: 0.693253 , acc= 52.734375%] [G_loss: 0.086218, mse: 0.085610 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18514 [D_loss: 0.693251 , acc= 55.468750%] [G_loss: 0.081689, mse: 0.081077 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18515 [D_loss: 0.693251 , acc= 44.140625%] [G_loss: 0.089319, mse: 0.088715 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18516 [D_loss: 0.693251 , acc= 59.765625%] [G_loss: 0.082120, mse: 0.081508 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18517 [D_loss: 0.693252 , acc= 47.656250%] [G_loss: 0.089485, mse: 0.088880 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18518 [D_loss: 0.693252 , acc= 46.484375%] [G_loss: 0.084452, mse: 0.083843 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18519 [D_loss: 0.693253 , acc= 50.390625%] [G_loss: 0.083800, mse: 0.083190 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18520 [D_loss: 0.693254 , acc= 57.031250%] [G_loss: 0.094835, mse: 0.094235 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18521 [D_loss: 0.693254 , acc= 51.953125%] [G_loss: 0.098158, mse: 0.097563 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18522 [D_loss: 0.693255 , acc= 44.531250%] [G_loss: 0.097734, mse: 0.097138 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18523 [D_loss: 0.693252 , acc= 44.531250%] [G_loss: 0.091083, mse: 0.090480 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18524 [D_loss: 0.693251 , acc= 44.140625%] [G_loss: 0.074664, mse: 0.074045 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18525 [D_loss: 0.693252 , acc= 58.203125%] [G_loss: 0.074936, mse: 0.074317 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18526 [D_loss: 0.693253 , acc= 46.093750%] [G_loss: 0.082771, mse: 0.082160 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18527 [D_loss: 0.693259 , acc= 38.671875%] [G_loss: 0.080615, mse: 0.080002 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18528 [D_loss: 0.693264 , acc= 41.796875%] [G_loss: 0.084676, mse: 0.084067 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18529 [D_loss: 0.693266 , acc= 54.687500%] [G_loss: 0.083972, mse: 0.083361 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18530 [D_loss: 0.693263 , acc= 58.203125%] [G_loss: 0.103012, mse: 0.102421 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18531 [D_loss: 0.693258 , acc= 44.140625%] [G_loss: 0.089472, mse: 0.088867 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18532 [D_loss: 0.693254 , acc= 41.796875%] [G_loss: 0.094931, mse: 0.094332 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18533 [D_loss: 0.693251 , acc= 50.781250%] [G_loss: 0.081643, mse: 0.081031 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18534 [D_loss: 0.693252 , acc= 60.156250%] [G_loss: 0.095594, mse: 0.094996 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18535 [D_loss: 0.693256 , acc= 55.078125%] [G_loss: 0.094695, mse: 0.094096 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18536 [D_loss: 0.693262 , acc= 51.953125%] [G_loss: 0.098884, mse: 0.098289 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18537 [D_loss: 0.693267 , acc= 48.828125%] [G_loss: 0.087939, mse: 0.087333 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18538 [D_loss: 0.693271 , acc= 48.437500%] [G_loss: 0.066753, mse: 0.066126 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18539 [D_loss: 0.693265 , acc= 52.343750%] [G_loss: 0.100584, mse: 0.099990 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18540 [D_loss: 0.693256 , acc= 44.531250%] [G_loss: 0.085597, mse: 0.084988 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18541 [D_loss: 0.693253 , acc= 42.578125%] [G_loss: 0.100486, mse: 0.099892 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18542 [D_loss: 0.693255 , acc= 37.500000%] [G_loss: 0.082238, mse: 0.081625 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18543 [D_loss: 0.693262 , acc= 52.734375%] [G_loss: 0.088701, mse: 0.088096 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18544 [D_loss: 0.693264 , acc= 51.953125%] [G_loss: 0.088439, mse: 0.087834 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18545 [D_loss: 0.693261 , acc= 48.437500%] [G_loss: 0.094505, mse: 0.093906 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "18546 [D_loss: 0.693257 , acc= 46.875000%] [G_loss: 0.085875, mse: 0.085268 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18547 [D_loss: 0.693253 , acc= 44.140625%] [G_loss: 0.076683, mse: 0.076066 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18548 [D_loss: 0.693251 , acc= 60.156250%] [G_loss: 0.092325, mse: 0.091724 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18549 [D_loss: 0.693254 , acc= 58.593750%] [G_loss: 0.088412, mse: 0.087806 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18550 [D_loss: 0.693259 , acc= 52.734375%] [G_loss: 0.093309, mse: 0.092709 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18551 [D_loss: 0.693259 , acc= 46.875000%] [G_loss: 0.091150, mse: 0.090547 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18552 [D_loss: 0.693256 , acc= 46.484375%] [G_loss: 0.086324, mse: 0.085716 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "18553 [D_loss: 0.693252 , acc= 46.484375%] [G_loss: 0.094250, mse: 0.093650 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18554 [D_loss: 0.693251 , acc= 41.406250%] [G_loss: 0.093469, mse: 0.092869 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18555 [D_loss: 0.693251 , acc= 32.421875%] [G_loss: 0.094238, mse: 0.093639 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18556 [D_loss: 0.693251 , acc= 46.484375%] [G_loss: 0.091556, mse: 0.090954 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18557 [D_loss: 0.693253 , acc= 49.218750%] [G_loss: 0.095384, mse: 0.094786 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18558 [D_loss: 0.693253 , acc= 47.656250%] [G_loss: 0.092765, mse: 0.092164 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18559 [D_loss: 0.693252 , acc= 38.281250%] [G_loss: 0.083348, mse: 0.082737 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18560 [D_loss: 0.693251 , acc= 45.703125%] [G_loss: 0.086444, mse: 0.085836 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18561 [D_loss: 0.693250 , acc= 53.906250%] [G_loss: 0.088761, mse: 0.088155 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18562 [D_loss: 0.693251 , acc= 64.062500%] [G_loss: 0.088131, mse: 0.087526 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18563 [D_loss: 0.693252 , acc= 55.468750%] [G_loss: 0.093142, mse: 0.092541 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18564 [D_loss: 0.693252 , acc= 42.968750%] [G_loss: 0.098690, mse: 0.098094 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18565 [D_loss: 0.693251 , acc= 38.671875%] [G_loss: 0.082814, mse: 0.082203 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18566 [D_loss: 0.693250 , acc= 47.265625%] [G_loss: 0.088673, mse: 0.088068 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18567 [D_loss: 0.693250 , acc= 45.703125%] [G_loss: 0.103586, mse: 0.102996 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18568 [D_loss: 0.693250 , acc= 40.234375%] [G_loss: 0.080731, mse: 0.080118 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "18569 [D_loss: 0.693251 , acc= 47.265625%] [G_loss: 0.093311, mse: 0.092711 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18570 [D_loss: 0.693251 , acc= 51.562500%] [G_loss: 0.082419, mse: 0.081807 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18571 [D_loss: 0.693251 , acc= 39.843750%] [G_loss: 0.091065, mse: 0.090463 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18572 [D_loss: 0.693250 , acc= 30.859375%] [G_loss: 0.097541, mse: 0.096944 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18573 [D_loss: 0.693250 , acc= 48.437500%] [G_loss: 0.089697, mse: 0.089093 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18574 [D_loss: 0.693250 , acc= 54.687500%] [G_loss: 0.080556, mse: 0.079943 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18575 [D_loss: 0.693251 , acc= 60.937500%] [G_loss: 0.088474, mse: 0.087868 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18576 [D_loss: 0.693252 , acc= 52.343750%] [G_loss: 0.091855, mse: 0.091252 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18577 [D_loss: 0.693251 , acc= 45.703125%] [G_loss: 0.082741, mse: 0.082130 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18578 [D_loss: 0.693250 , acc= 47.656250%] [G_loss: 0.103605, mse: 0.103015 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18579 [D_loss: 0.693250 , acc= 47.265625%] [G_loss: 0.098398, mse: 0.097802 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18580 [D_loss: 0.693250 , acc= 30.468750%] [G_loss: 0.089919, mse: 0.089315 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18581 [D_loss: 0.693250 , acc= 39.062500%] [G_loss: 0.090211, mse: 0.089607 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18582 [D_loss: 0.693251 , acc= 47.656250%] [G_loss: 0.088549, mse: 0.087943 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18583 [D_loss: 0.693251 , acc= 44.921875%] [G_loss: 0.088238, mse: 0.087632 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18584 [D_loss: 0.693251 , acc= 44.140625%] [G_loss: 0.088076, mse: 0.087470 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18585 [D_loss: 0.693251 , acc= 50.390625%] [G_loss: 0.085926, mse: 0.085318 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "18586 [D_loss: 0.693250 , acc= 48.437500%] [G_loss: 0.099608, mse: 0.099014 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18587 [D_loss: 0.693250 , acc= 31.640625%] [G_loss: 0.088666, mse: 0.088061 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18588 [D_loss: 0.693250 , acc= 50.781250%] [G_loss: 0.087970, mse: 0.087364 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18589 [D_loss: 0.693251 , acc= 57.812500%] [G_loss: 0.094849, mse: 0.094250 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18590 [D_loss: 0.693251 , acc= 62.109375%] [G_loss: 0.080758, mse: 0.080145 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18591 [D_loss: 0.693253 , acc= 52.734375%] [G_loss: 0.087107, mse: 0.086501 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18592 [D_loss: 0.693253 , acc= 44.921875%] [G_loss: 0.085365, mse: 0.084756 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18593 [D_loss: 0.693253 , acc= 39.453125%] [G_loss: 0.088212, mse: 0.087606 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18594 [D_loss: 0.693251 , acc= 57.031250%] [G_loss: 0.081261, mse: 0.080648 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18595 [D_loss: 0.693251 , acc= 62.500000%] [G_loss: 0.092224, mse: 0.091623 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18596 [D_loss: 0.693251 , acc= 51.562500%] [G_loss: 0.094452, mse: 0.093853 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18597 [D_loss: 0.693250 , acc= 38.671875%] [G_loss: 0.089131, mse: 0.088527 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18598 [D_loss: 0.693250 , acc= 30.468750%] [G_loss: 0.082447, mse: 0.081836 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18599 [D_loss: 0.693251 , acc= 38.671875%] [G_loss: 0.080382, mse: 0.079768 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18600 [D_loss: 0.693254 , acc= 44.921875%] [G_loss: 0.083097, mse: 0.082486 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18601 [D_loss: 0.693259 , acc= 50.781250%] [G_loss: 0.087804, mse: 0.087198 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18602 [D_loss: 0.693260 , acc= 48.828125%] [G_loss: 0.080066, mse: 0.079452 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18603 [D_loss: 0.693260 , acc= 54.296875%] [G_loss: 0.088842, mse: 0.088236 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18604 [D_loss: 0.693259 , acc= 54.296875%] [G_loss: 0.094989, mse: 0.094391 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18605 [D_loss: 0.693254 , acc= 41.406250%] [G_loss: 0.083873, mse: 0.083263 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18606 [D_loss: 0.693254 , acc= 32.812500%] [G_loss: 0.111973, mse: 0.111391 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18607 [D_loss: 0.693252 , acc= 51.953125%] [G_loss: 0.085619, mse: 0.085010 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18608 [D_loss: 0.693253 , acc= 60.937500%] [G_loss: 0.086353, mse: 0.085746 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18609 [D_loss: 0.693259 , acc= 61.328125%] [G_loss: 0.082063, mse: 0.081452 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18610 [D_loss: 0.693269 , acc= 48.437500%] [G_loss: 0.088979, mse: 0.088374 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18611 [D_loss: 0.693269 , acc= 50.781250%] [G_loss: 0.099527, mse: 0.098934 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18612 [D_loss: 0.693260 , acc= 45.312500%] [G_loss: 0.089560, mse: 0.088957 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18613 [D_loss: 0.693252 , acc= 46.875000%] [G_loss: 0.078881, mse: 0.078267 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18614 [D_loss: 0.693250 , acc= 44.140625%] [G_loss: 0.085516, mse: 0.084908 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18615 [D_loss: 0.693253 , acc= 36.328125%] [G_loss: 0.076790, mse: 0.076173 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18616 [D_loss: 0.693258 , acc= 33.984375%] [G_loss: 0.087002, mse: 0.086395 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18617 [D_loss: 0.693260 , acc= 47.656250%] [G_loss: 0.092169, mse: 0.091565 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18618 [D_loss: 0.693261 , acc= 60.156250%] [G_loss: 0.087778, mse: 0.087171 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18619 [D_loss: 0.693253 , acc= 57.031250%] [G_loss: 0.078060, mse: 0.077443 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18620 [D_loss: 0.693250 , acc= 42.187500%] [G_loss: 0.094412, mse: 0.093813 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18621 [D_loss: 0.693252 , acc= 47.656250%] [G_loss: 0.080055, mse: 0.079441 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18622 [D_loss: 0.693256 , acc= 59.375000%] [G_loss: 0.098859, mse: 0.098264 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18623 [D_loss: 0.693258 , acc= 53.125000%] [G_loss: 0.086706, mse: 0.086099 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18624 [D_loss: 0.693257 , acc= 53.125000%] [G_loss: 0.078032, mse: 0.077416 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "18625 [D_loss: 0.693255 , acc= 39.453125%] [G_loss: 0.092881, mse: 0.092280 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18626 [D_loss: 0.693251 , acc= 40.234375%] [G_loss: 0.099486, mse: 0.098892 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18627 [D_loss: 0.693251 , acc= 49.609375%] [G_loss: 0.091478, mse: 0.090876 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "18628 [D_loss: 0.693253 , acc= 52.734375%] [G_loss: 0.094656, mse: 0.094057 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18629 [D_loss: 0.693253 , acc= 39.453125%] [G_loss: 0.089652, mse: 0.089048 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18630 [D_loss: 0.693254 , acc= 45.312500%] [G_loss: 0.083187, mse: 0.082577 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18631 [D_loss: 0.693254 , acc= 58.984375%] [G_loss: 0.096568, mse: 0.095970 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18632 [D_loss: 0.693251 , acc= 55.468750%] [G_loss: 0.094576, mse: 0.093977 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18633 [D_loss: 0.693250 , acc= 60.156250%] [G_loss: 0.092945, mse: 0.092344 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18634 [D_loss: 0.693253 , acc= 52.734375%] [G_loss: 0.090065, mse: 0.089461 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18635 [D_loss: 0.693257 , acc= 55.078125%] [G_loss: 0.077197, mse: 0.076581 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18636 [D_loss: 0.693258 , acc= 53.515625%] [G_loss: 0.112177, mse: 0.111595 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18637 [D_loss: 0.693257 , acc= 50.000000%] [G_loss: 0.090138, mse: 0.089534 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18638 [D_loss: 0.693253 , acc= 46.484375%] [G_loss: 0.086188, mse: 0.085581 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18639 [D_loss: 0.693251 , acc= 38.281250%] [G_loss: 0.088063, mse: 0.087458 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18640 [D_loss: 0.693252 , acc= 37.890625%] [G_loss: 0.091561, mse: 0.090959 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18641 [D_loss: 0.693257 , acc= 47.265625%] [G_loss: 0.085504, mse: 0.084896 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18642 [D_loss: 0.693258 , acc= 51.562500%] [G_loss: 0.095898, mse: 0.095299 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18643 [D_loss: 0.693256 , acc= 51.562500%] [G_loss: 0.086327, mse: 0.085719 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18644 [D_loss: 0.693254 , acc= 57.421875%] [G_loss: 0.086696, mse: 0.086089 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18645 [D_loss: 0.693250 , acc= 36.328125%] [G_loss: 0.092827, mse: 0.092226 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18646 [D_loss: 0.693249 , acc= 43.750000%] [G_loss: 0.084323, mse: 0.083713 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18647 [D_loss: 0.693251 , acc= 63.281250%] [G_loss: 0.088463, mse: 0.087857 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18648 [D_loss: 0.693253 , acc= 62.109375%] [G_loss: 0.072669, mse: 0.072048 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18649 [D_loss: 0.693254 , acc= 54.296875%] [G_loss: 0.078296, mse: 0.077681 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18650 [D_loss: 0.693253 , acc= 41.406250%] [G_loss: 0.082248, mse: 0.081637 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18651 [D_loss: 0.693251 , acc= 35.156250%] [G_loss: 0.092028, mse: 0.091426 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18652 [D_loss: 0.693249 , acc= 44.921875%] [G_loss: 0.091451, mse: 0.090849 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18653 [D_loss: 0.693249 , acc= 51.562500%] [G_loss: 0.087832, mse: 0.087226 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18654 [D_loss: 0.693249 , acc= 43.750000%] [G_loss: 0.087396, mse: 0.086789 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18655 [D_loss: 0.693250 , acc= 33.593750%] [G_loss: 0.092362, mse: 0.091760 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18656 [D_loss: 0.693250 , acc= 44.921875%] [G_loss: 0.086491, mse: 0.085883 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18657 [D_loss: 0.693250 , acc= 57.812500%] [G_loss: 0.102774, mse: 0.102183 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18658 [D_loss: 0.693250 , acc= 58.203125%] [G_loss: 0.085579, mse: 0.084971 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18659 [D_loss: 0.693249 , acc= 51.562500%] [G_loss: 0.091595, mse: 0.090993 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18660 [D_loss: 0.693249 , acc= 42.968750%] [G_loss: 0.096569, mse: 0.095971 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18661 [D_loss: 0.693249 , acc= 51.171875%] [G_loss: 0.076932, mse: 0.076315 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18662 [D_loss: 0.693250 , acc= 54.687500%] [G_loss: 0.085762, mse: 0.085155 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18663 [D_loss: 0.693252 , acc= 54.687500%] [G_loss: 0.085556, mse: 0.084948 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18664 [D_loss: 0.693253 , acc= 45.703125%] [G_loss: 0.082368, mse: 0.081757 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18665 [D_loss: 0.693252 , acc= 45.312500%] [G_loss: 0.102724, mse: 0.102133 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18666 [D_loss: 0.693250 , acc= 51.171875%] [G_loss: 0.090070, mse: 0.089467 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18667 [D_loss: 0.693249 , acc= 35.546875%] [G_loss: 0.088594, mse: 0.087989 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18668 [D_loss: 0.693252 , acc= 35.937500%] [G_loss: 0.095171, mse: 0.094572 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18669 [D_loss: 0.693259 , acc= 44.140625%] [G_loss: 0.095436, mse: 0.094838 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18670 [D_loss: 0.693266 , acc= 43.750000%] [G_loss: 0.080602, mse: 0.079988 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18671 [D_loss: 0.693268 , acc= 53.125000%] [G_loss: 0.085237, mse: 0.084628 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18672 [D_loss: 0.693263 , acc= 55.859375%] [G_loss: 0.095465, mse: 0.094867 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18673 [D_loss: 0.693256 , acc= 47.656250%] [G_loss: 0.102630, mse: 0.102040 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18674 [D_loss: 0.693250 , acc= 39.843750%] [G_loss: 0.085571, mse: 0.084961 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18675 [D_loss: 0.693249 , acc= 40.234375%] [G_loss: 0.085534, mse: 0.084925 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18676 [D_loss: 0.693252 , acc= 65.234375%] [G_loss: 0.081126, mse: 0.080513 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18677 [D_loss: 0.693261 , acc= 58.593750%] [G_loss: 0.093429, mse: 0.092829 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18678 [D_loss: 0.693264 , acc= 53.125000%] [G_loss: 0.100141, mse: 0.099548 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18679 [D_loss: 0.693261 , acc= 40.234375%] [G_loss: 0.091043, mse: 0.090440 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18680 [D_loss: 0.693253 , acc= 44.140625%] [G_loss: 0.099508, mse: 0.098914 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18681 [D_loss: 0.693249 , acc= 44.531250%] [G_loss: 0.101720, mse: 0.101128 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18682 [D_loss: 0.693250 , acc= 32.031250%] [G_loss: 0.084994, mse: 0.084385 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18683 [D_loss: 0.693252 , acc= 37.890625%] [G_loss: 0.086695, mse: 0.086087 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18684 [D_loss: 0.693253 , acc= 48.046875%] [G_loss: 0.087898, mse: 0.087292 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "18685 [D_loss: 0.693253 , acc= 50.390625%] [G_loss: 0.092552, mse: 0.091950 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18686 [D_loss: 0.693252 , acc= 46.093750%] [G_loss: 0.095431, mse: 0.094833 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "18687 [D_loss: 0.693252 , acc= 45.703125%] [G_loss: 0.090921, mse: 0.090318 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18688 [D_loss: 0.693250 , acc= 47.656250%] [G_loss: 0.096174, mse: 0.095576 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18689 [D_loss: 0.693250 , acc= 57.421875%] [G_loss: 0.095496, mse: 0.094897 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18690 [D_loss: 0.693252 , acc= 64.062500%] [G_loss: 0.096558, mse: 0.095960 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18691 [D_loss: 0.693257 , acc= 55.078125%] [G_loss: 0.088681, mse: 0.088076 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18692 [D_loss: 0.693262 , acc= 51.953125%] [G_loss: 0.077921, mse: 0.077306 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18693 [D_loss: 0.693257 , acc= 44.531250%] [G_loss: 0.076583, mse: 0.075967 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18694 [D_loss: 0.693251 , acc= 37.109375%] [G_loss: 0.094056, mse: 0.093457 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18695 [D_loss: 0.693250 , acc= 34.375000%] [G_loss: 0.073542, mse: 0.072922 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18696 [D_loss: 0.693254 , acc= 41.796875%] [G_loss: 0.091616, mse: 0.091013 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18697 [D_loss: 0.693259 , acc= 44.140625%] [G_loss: 0.093179, mse: 0.092577 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18698 [D_loss: 0.693261 , acc= 51.953125%] [G_loss: 0.078545, mse: 0.077929 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18699 [D_loss: 0.693255 , acc= 58.984375%] [G_loss: 0.098602, mse: 0.098008 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18700 [D_loss: 0.693249 , acc= 49.609375%] [G_loss: 0.082918, mse: 0.082307 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18701 [D_loss: 0.693249 , acc= 56.250000%] [G_loss: 0.096253, mse: 0.095656 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18702 [D_loss: 0.693252 , acc= 52.734375%] [G_loss: 0.087290, mse: 0.086684 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18703 [D_loss: 0.693254 , acc= 48.828125%] [G_loss: 0.090829, mse: 0.090227 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18704 [D_loss: 0.693255 , acc= 46.093750%] [G_loss: 0.090222, mse: 0.089619 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18705 [D_loss: 0.693253 , acc= 48.828125%] [G_loss: 0.092014, mse: 0.091412 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18706 [D_loss: 0.693249 , acc= 42.968750%] [G_loss: 0.091644, mse: 0.091042 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18707 [D_loss: 0.693249 , acc= 31.250000%] [G_loss: 0.080834, mse: 0.080221 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18708 [D_loss: 0.693250 , acc= 36.328125%] [G_loss: 0.092172, mse: 0.091570 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18709 [D_loss: 0.693253 , acc= 46.093750%] [G_loss: 0.094881, mse: 0.094282 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18710 [D_loss: 0.693256 , acc= 51.562500%] [G_loss: 0.088199, mse: 0.087593 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18711 [D_loss: 0.693255 , acc= 49.609375%] [G_loss: 0.084222, mse: 0.083612 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18712 [D_loss: 0.693250 , acc= 53.125000%] [G_loss: 0.083448, mse: 0.082837 ]\n",
            "4/4 [==============================] - 0s 12ms/step\n",
            "18713 [D_loss: 0.693249 , acc= 50.781250%] [G_loss: 0.084393, mse: 0.083783 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18714 [D_loss: 0.693251 , acc= 51.171875%] [G_loss: 0.086330, mse: 0.085723 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18715 [D_loss: 0.693253 , acc= 51.953125%] [G_loss: 0.087756, mse: 0.087150 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18716 [D_loss: 0.693255 , acc= 54.296875%] [G_loss: 0.101679, mse: 0.101088 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18717 [D_loss: 0.693256 , acc= 47.265625%] [G_loss: 0.084226, mse: 0.083617 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18718 [D_loss: 0.693252 , acc= 46.875000%] [G_loss: 0.094548, mse: 0.093949 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18719 [D_loss: 0.693249 , acc= 46.093750%] [G_loss: 0.083180, mse: 0.082570 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18720 [D_loss: 0.693249 , acc= 39.453125%] [G_loss: 0.089461, mse: 0.088856 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18721 [D_loss: 0.693251 , acc= 36.718750%] [G_loss: 0.087774, mse: 0.087167 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18722 [D_loss: 0.693255 , acc= 45.703125%] [G_loss: 0.087535, mse: 0.086928 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18723 [D_loss: 0.693257 , acc= 52.734375%] [G_loss: 0.090962, mse: 0.090359 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18724 [D_loss: 0.693253 , acc= 56.250000%] [G_loss: 0.100997, mse: 0.100405 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18725 [D_loss: 0.693249 , acc= 57.031250%] [G_loss: 0.079824, mse: 0.079210 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18726 [D_loss: 0.693249 , acc= 61.328125%] [G_loss: 0.096746, mse: 0.096149 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18727 [D_loss: 0.693252 , acc= 51.953125%] [G_loss: 0.096516, mse: 0.095919 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18728 [D_loss: 0.693255 , acc= 48.437500%] [G_loss: 0.098412, mse: 0.097816 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18729 [D_loss: 0.693252 , acc= 46.093750%] [G_loss: 0.081384, mse: 0.080771 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18730 [D_loss: 0.693249 , acc= 44.921875%] [G_loss: 0.087248, mse: 0.086641 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18731 [D_loss: 0.693249 , acc= 32.812500%] [G_loss: 0.079288, mse: 0.078673 ]\n",
            "4/4 [==============================] - 0s 10ms/step\n",
            "18732 [D_loss: 0.693250 , acc= 40.625000%] [G_loss: 0.080954, mse: 0.080341 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18733 [D_loss: 0.693253 , acc= 44.531250%] [G_loss: 0.093100, mse: 0.092499 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18734 [D_loss: 0.693256 , acc= 50.000000%] [G_loss: 0.080635, mse: 0.080022 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18735 [D_loss: 0.693253 , acc= 60.156250%] [G_loss: 0.080951, mse: 0.080339 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18736 [D_loss: 0.693249 , acc= 53.906250%] [G_loss: 0.087453, mse: 0.086846 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18737 [D_loss: 0.693249 , acc= 56.250000%] [G_loss: 0.081192, mse: 0.080579 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18738 [D_loss: 0.693252 , acc= 56.250000%] [G_loss: 0.088729, mse: 0.088124 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18739 [D_loss: 0.693253 , acc= 49.609375%] [G_loss: 0.089428, mse: 0.088824 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18740 [D_loss: 0.693251 , acc= 39.843750%] [G_loss: 0.084004, mse: 0.083395 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18741 [D_loss: 0.693249 , acc= 40.234375%] [G_loss: 0.095115, mse: 0.094517 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18742 [D_loss: 0.693252 , acc= 49.218750%] [G_loss: 0.104061, mse: 0.103471 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18743 [D_loss: 0.693253 , acc= 46.093750%] [G_loss: 0.102009, mse: 0.101417 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18744 [D_loss: 0.693251 , acc= 50.000000%] [G_loss: 0.095293, mse: 0.094695 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18745 [D_loss: 0.693249 , acc= 50.390625%] [G_loss: 0.077859, mse: 0.077243 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18746 [D_loss: 0.693248 , acc= 50.781250%] [G_loss: 0.087183, mse: 0.086577 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18747 [D_loss: 0.693249 , acc= 59.765625%] [G_loss: 0.085499, mse: 0.084890 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18748 [D_loss: 0.693250 , acc= 54.687500%] [G_loss: 0.075746, mse: 0.075128 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18749 [D_loss: 0.693251 , acc= 51.953125%] [G_loss: 0.078485, mse: 0.077869 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18750 [D_loss: 0.693252 , acc= 49.609375%] [G_loss: 0.094457, mse: 0.093857 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18751 [D_loss: 0.693251 , acc= 39.843750%] [G_loss: 0.094623, mse: 0.094024 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18752 [D_loss: 0.693248 , acc= 36.718750%] [G_loss: 0.081773, mse: 0.081161 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18753 [D_loss: 0.693248 , acc= 39.453125%] [G_loss: 0.086480, mse: 0.085873 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18754 [D_loss: 0.693249 , acc= 36.718750%] [G_loss: 0.081549, mse: 0.080937 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18755 [D_loss: 0.693250 , acc= 49.218750%] [G_loss: 0.077807, mse: 0.077191 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18756 [D_loss: 0.693250 , acc= 54.687500%] [G_loss: 0.080952, mse: 0.080339 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18757 [D_loss: 0.693249 , acc= 46.093750%] [G_loss: 0.079400, mse: 0.078785 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18758 [D_loss: 0.693248 , acc= 40.234375%] [G_loss: 0.092092, mse: 0.091490 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18759 [D_loss: 0.693248 , acc= 51.953125%] [G_loss: 0.077736, mse: 0.077120 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18760 [D_loss: 0.693248 , acc= 57.812500%] [G_loss: 0.092797, mse: 0.092196 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18761 [D_loss: 0.693248 , acc= 43.359375%] [G_loss: 0.083593, mse: 0.082983 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18762 [D_loss: 0.693248 , acc= 31.250000%] [G_loss: 0.076335, mse: 0.075717 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18763 [D_loss: 0.693248 , acc= 31.250000%] [G_loss: 0.074626, mse: 0.074006 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18764 [D_loss: 0.693248 , acc= 44.531250%] [G_loss: 0.090387, mse: 0.089784 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18765 [D_loss: 0.693248 , acc= 43.359375%] [G_loss: 0.090968, mse: 0.090365 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "18766 [D_loss: 0.693248 , acc= 33.593750%] [G_loss: 0.096249, mse: 0.095651 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18767 [D_loss: 0.693248 , acc= 49.609375%] [G_loss: 0.086666, mse: 0.086059 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18768 [D_loss: 0.693248 , acc= 32.812500%] [G_loss: 0.087193, mse: 0.086587 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18769 [D_loss: 0.693248 , acc= 57.031250%] [G_loss: 0.084000, mse: 0.083390 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18770 [D_loss: 0.693248 , acc= 50.000000%] [G_loss: 0.091378, mse: 0.090775 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18771 [D_loss: 0.693248 , acc= 44.140625%] [G_loss: 0.084559, mse: 0.083950 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "18772 [D_loss: 0.693248 , acc= 52.734375%] [G_loss: 0.101381, mse: 0.100788 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18773 [D_loss: 0.693248 , acc= 57.812500%] [G_loss: 0.089177, mse: 0.088573 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18774 [D_loss: 0.693248 , acc= 41.796875%] [G_loss: 0.094590, mse: 0.093991 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18775 [D_loss: 0.693248 , acc= 45.312500%] [G_loss: 0.091679, mse: 0.091077 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18776 [D_loss: 0.693248 , acc= 50.390625%] [G_loss: 0.090511, mse: 0.089907 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18777 [D_loss: 0.693247 , acc= 29.687500%] [G_loss: 0.082539, mse: 0.081927 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18778 [D_loss: 0.693248 , acc= 28.125000%] [G_loss: 0.098495, mse: 0.097900 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18779 [D_loss: 0.693249 , acc= 41.796875%] [G_loss: 0.090527, mse: 0.089923 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18780 [D_loss: 0.693250 , acc= 43.750000%] [G_loss: 0.082066, mse: 0.081454 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18781 [D_loss: 0.693249 , acc= 44.921875%] [G_loss: 0.092576, mse: 0.091974 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18782 [D_loss: 0.693249 , acc= 55.859375%] [G_loss: 0.095734, mse: 0.095136 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18783 [D_loss: 0.693248 , acc= 51.562500%] [G_loss: 0.084890, mse: 0.084281 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18784 [D_loss: 0.693248 , acc= 51.562500%] [G_loss: 0.072315, mse: 0.071694 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "18785 [D_loss: 0.693250 , acc= 55.468750%] [G_loss: 0.092156, mse: 0.091555 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18786 [D_loss: 0.693254 , acc= 54.687500%] [G_loss: 0.097631, mse: 0.097035 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18787 [D_loss: 0.693258 , acc= 52.343750%] [G_loss: 0.079598, mse: 0.078983 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18788 [D_loss: 0.693260 , acc= 48.046875%] [G_loss: 0.081220, mse: 0.080607 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18789 [D_loss: 0.693256 , acc= 42.578125%] [G_loss: 0.076895, mse: 0.076279 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18790 [D_loss: 0.693250 , acc= 57.031250%] [G_loss: 0.094135, mse: 0.093535 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18791 [D_loss: 0.693248 , acc= 35.546875%] [G_loss: 0.079437, mse: 0.078823 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18792 [D_loss: 0.693255 , acc= 37.500000%] [G_loss: 0.092399, mse: 0.091798 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18793 [D_loss: 0.693272 , acc= 42.578125%] [G_loss: 0.094062, mse: 0.093461 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18794 [D_loss: 0.693284 , acc= 48.437500%] [G_loss: 0.089480, mse: 0.088877 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18795 [D_loss: 0.693279 , acc= 50.000000%] [G_loss: 0.092976, mse: 0.092376 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18796 [D_loss: 0.693262 , acc= 49.218750%] [G_loss: 0.100195, mse: 0.099601 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "18797 [D_loss: 0.693251 , acc= 57.031250%] [G_loss: 0.086725, mse: 0.086118 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18798 [D_loss: 0.693249 , acc= 57.421875%] [G_loss: 0.091513, mse: 0.090911 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18799 [D_loss: 0.693255 , acc= 62.890625%] [G_loss: 0.090500, mse: 0.089898 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18800 [D_loss: 0.693264 , acc= 53.906250%] [G_loss: 0.093960, mse: 0.093361 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "18801 [D_loss: 0.693263 , acc= 45.703125%] [G_loss: 0.089536, mse: 0.088932 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18802 [D_loss: 0.693256 , acc= 38.281250%] [G_loss: 0.091614, mse: 0.091012 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18803 [D_loss: 0.693248 , acc= 41.796875%] [G_loss: 0.100323, mse: 0.099729 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18804 [D_loss: 0.693248 , acc= 55.468750%] [G_loss: 0.087841, mse: 0.087235 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18805 [D_loss: 0.693248 , acc= 39.843750%] [G_loss: 0.084477, mse: 0.083867 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18806 [D_loss: 0.693249 , acc= 35.156250%] [G_loss: 0.090027, mse: 0.089422 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18807 [D_loss: 0.693251 , acc= 44.921875%] [G_loss: 0.093536, mse: 0.092936 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18808 [D_loss: 0.693250 , acc= 57.031250%] [G_loss: 0.095140, mse: 0.094540 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18809 [D_loss: 0.693249 , acc= 55.078125%] [G_loss: 0.101499, mse: 0.100906 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18810 [D_loss: 0.693249 , acc= 55.078125%] [G_loss: 0.092191, mse: 0.091589 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18811 [D_loss: 0.693250 , acc= 45.312500%] [G_loss: 0.094904, mse: 0.094305 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18812 [D_loss: 0.693250 , acc= 53.125000%] [G_loss: 0.089630, mse: 0.089025 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18813 [D_loss: 0.693249 , acc= 51.953125%] [G_loss: 0.083094, mse: 0.082483 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18814 [D_loss: 0.693249 , acc= 42.578125%] [G_loss: 0.105864, mse: 0.105276 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18815 [D_loss: 0.693248 , acc= 35.937500%] [G_loss: 0.090638, mse: 0.090034 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18816 [D_loss: 0.693249 , acc= 37.890625%] [G_loss: 0.093539, mse: 0.092939 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18817 [D_loss: 0.693250 , acc= 50.390625%] [G_loss: 0.085849, mse: 0.085241 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18818 [D_loss: 0.693249 , acc= 54.687500%] [G_loss: 0.080801, mse: 0.080188 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18819 [D_loss: 0.693248 , acc= 60.156250%] [G_loss: 0.093242, mse: 0.092641 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18820 [D_loss: 0.693248 , acc= 55.468750%] [G_loss: 0.078160, mse: 0.077545 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18821 [D_loss: 0.693250 , acc= 46.093750%] [G_loss: 0.093377, mse: 0.092776 ]\n",
            "4/4 [==============================] - 0s 10ms/step\n",
            "18822 [D_loss: 0.693250 , acc= 44.140625%] [G_loss: 0.089022, mse: 0.088417 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18823 [D_loss: 0.693249 , acc= 48.828125%] [G_loss: 0.087048, mse: 0.086442 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18824 [D_loss: 0.693248 , acc= 46.093750%] [G_loss: 0.090384, mse: 0.089781 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18825 [D_loss: 0.693247 , acc= 32.031250%] [G_loss: 0.082817, mse: 0.082206 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18826 [D_loss: 0.693249 , acc= 42.187500%] [G_loss: 0.083399, mse: 0.082789 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18827 [D_loss: 0.693251 , acc= 41.406250%] [G_loss: 0.094508, mse: 0.093909 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18828 [D_loss: 0.693253 , acc= 46.484375%] [G_loss: 0.082101, mse: 0.081489 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18829 [D_loss: 0.693251 , acc= 57.812500%] [G_loss: 0.081188, mse: 0.080576 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18830 [D_loss: 0.693248 , acc= 60.546875%] [G_loss: 0.105246, mse: 0.104658 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18831 [D_loss: 0.693250 , acc= 55.859375%] [G_loss: 0.076954, mse: 0.076337 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18832 [D_loss: 0.693253 , acc= 52.734375%] [G_loss: 0.086649, mse: 0.086042 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "18833 [D_loss: 0.693254 , acc= 53.515625%] [G_loss: 0.084446, mse: 0.083837 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18834 [D_loss: 0.693253 , acc= 45.312500%] [G_loss: 0.105550, mse: 0.104962 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18835 [D_loss: 0.693250 , acc= 38.281250%] [G_loss: 0.087464, mse: 0.086858 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18836 [D_loss: 0.693248 , acc= 41.406250%] [G_loss: 0.092862, mse: 0.092262 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18837 [D_loss: 0.693249 , acc= 51.171875%] [G_loss: 0.090286, mse: 0.089683 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18838 [D_loss: 0.693250 , acc= 44.140625%] [G_loss: 0.085669, mse: 0.085061 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18839 [D_loss: 0.693250 , acc= 47.265625%] [G_loss: 0.082105, mse: 0.081492 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18840 [D_loss: 0.693249 , acc= 53.515625%] [G_loss: 0.094068, mse: 0.093468 ]\n",
            "4/4 [==============================] - 0s 10ms/step\n",
            "18841 [D_loss: 0.693248 , acc= 55.468750%] [G_loss: 0.084011, mse: 0.083401 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18842 [D_loss: 0.693248 , acc= 60.156250%] [G_loss: 0.093966, mse: 0.093365 ]\n",
            "4/4 [==============================] - 0s 10ms/step\n",
            "18843 [D_loss: 0.693249 , acc= 62.109375%] [G_loss: 0.081242, mse: 0.080629 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18844 [D_loss: 0.693250 , acc= 47.656250%] [G_loss: 0.086564, mse: 0.085957 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18845 [D_loss: 0.693250 , acc= 42.968750%] [G_loss: 0.082694, mse: 0.082084 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18846 [D_loss: 0.693248 , acc= 39.453125%] [G_loss: 0.085630, mse: 0.085022 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18847 [D_loss: 0.693247 , acc= 40.625000%] [G_loss: 0.081041, mse: 0.080428 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18848 [D_loss: 0.693247 , acc= 42.578125%] [G_loss: 0.081380, mse: 0.080767 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18849 [D_loss: 0.693248 , acc= 39.453125%] [G_loss: 0.091469, mse: 0.090867 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "18850 [D_loss: 0.693249 , acc= 51.171875%] [G_loss: 0.089901, mse: 0.089297 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18851 [D_loss: 0.693248 , acc= 53.125000%] [G_loss: 0.095562, mse: 0.094964 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18852 [D_loss: 0.693247 , acc= 35.546875%] [G_loss: 0.084439, mse: 0.083829 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18853 [D_loss: 0.693247 , acc= 51.171875%] [G_loss: 0.091834, mse: 0.091232 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18854 [D_loss: 0.693249 , acc= 70.703125%] [G_loss: 0.086598, mse: 0.085990 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18855 [D_loss: 0.693252 , acc= 62.500000%] [G_loss: 0.082807, mse: 0.082196 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18856 [D_loss: 0.693254 , acc= 47.656250%] [G_loss: 0.105361, mse: 0.104772 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18857 [D_loss: 0.693251 , acc= 39.843750%] [G_loss: 0.073168, mse: 0.072548 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18858 [D_loss: 0.693248 , acc= 36.328125%] [G_loss: 0.091169, mse: 0.090567 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18859 [D_loss: 0.693252 , acc= 43.359375%] [G_loss: 0.088720, mse: 0.088114 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18860 [D_loss: 0.693257 , acc= 54.687500%] [G_loss: 0.093553, mse: 0.092952 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18861 [D_loss: 0.693256 , acc= 50.390625%] [G_loss: 0.092778, mse: 0.092177 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18862 [D_loss: 0.693251 , acc= 45.703125%] [G_loss: 0.091580, mse: 0.090978 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18863 [D_loss: 0.693248 , acc= 53.906250%] [G_loss: 0.092180, mse: 0.091578 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18864 [D_loss: 0.693248 , acc= 58.203125%] [G_loss: 0.075447, mse: 0.074829 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18865 [D_loss: 0.693251 , acc= 59.765625%] [G_loss: 0.089840, mse: 0.089236 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18866 [D_loss: 0.693261 , acc= 55.078125%] [G_loss: 0.081590, mse: 0.080978 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18867 [D_loss: 0.693272 , acc= 53.515625%] [G_loss: 0.079445, mse: 0.078831 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18868 [D_loss: 0.693273 , acc= 40.625000%] [G_loss: 0.090383, mse: 0.089780 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "18869 [D_loss: 0.693260 , acc= 44.140625%] [G_loss: 0.102823, mse: 0.102231 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18870 [D_loss: 0.693252 , acc= 44.531250%] [G_loss: 0.084376, mse: 0.083768 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18871 [D_loss: 0.693257 , acc= 49.218750%] [G_loss: 0.074805, mse: 0.074186 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18872 [D_loss: 0.693260 , acc= 44.921875%] [G_loss: 0.078927, mse: 0.078311 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18873 [D_loss: 0.693262 , acc= 50.390625%] [G_loss: 0.089690, mse: 0.089085 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18874 [D_loss: 0.693255 , acc= 59.375000%] [G_loss: 0.097814, mse: 0.097217 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18875 [D_loss: 0.693252 , acc= 60.156250%] [G_loss: 0.094837, mse: 0.094238 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18876 [D_loss: 0.693272 , acc= 62.500000%] [G_loss: 0.096166, mse: 0.095567 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18877 [D_loss: 0.693300 , acc= 55.468750%] [G_loss: 0.086297, mse: 0.085689 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18878 [D_loss: 0.693310 , acc= 39.062500%] [G_loss: 0.101992, mse: 0.101400 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18879 [D_loss: 0.693264 , acc= 53.906250%] [G_loss: 0.077702, mse: 0.077085 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18880 [D_loss: 0.693259 , acc= 60.937500%] [G_loss: 0.085079, mse: 0.084471 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18881 [D_loss: 0.693269 , acc= 55.859375%] [G_loss: 0.083027, mse: 0.082416 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18882 [D_loss: 0.693275 , acc= 53.515625%] [G_loss: 0.081077, mse: 0.080464 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18883 [D_loss: 0.693263 , acc= 44.921875%] [G_loss: 0.088373, mse: 0.087767 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18884 [D_loss: 0.693263 , acc= 37.890625%] [G_loss: 0.090063, mse: 0.089459 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18885 [D_loss: 0.693336 , acc= 39.062500%] [G_loss: 0.086083, mse: 0.085476 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18886 [D_loss: 0.693341 , acc= 55.468750%] [G_loss: 0.095775, mse: 0.095176 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18887 [D_loss: 0.693328 , acc= 61.718750%] [G_loss: 0.083001, mse: 0.082390 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18888 [D_loss: 0.693268 , acc= 36.718750%] [G_loss: 0.091248, mse: 0.090646 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18889 [D_loss: 0.693250 , acc= 42.187500%] [G_loss: 0.085058, mse: 0.084450 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18890 [D_loss: 0.693247 , acc= 46.093750%] [G_loss: 0.080169, mse: 0.079555 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18891 [D_loss: 0.693249 , acc= 52.343750%] [G_loss: 0.092095, mse: 0.091493 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18892 [D_loss: 0.693249 , acc= 53.515625%] [G_loss: 0.080569, mse: 0.079957 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18893 [D_loss: 0.693247 , acc= 52.734375%] [G_loss: 0.085494, mse: 0.084886 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18894 [D_loss: 0.693247 , acc= 40.234375%] [G_loss: 0.095258, mse: 0.094659 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18895 [D_loss: 0.693246 , acc= 33.203125%] [G_loss: 0.095227, mse: 0.094629 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18896 [D_loss: 0.693246 , acc= 32.031250%] [G_loss: 0.094058, mse: 0.093458 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18897 [D_loss: 0.693246 , acc= 35.156250%] [G_loss: 0.090571, mse: 0.089968 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18898 [D_loss: 0.693246 , acc= 35.156250%] [G_loss: 0.094073, mse: 0.093473 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "18899 [D_loss: 0.693246 , acc= 48.046875%] [G_loss: 0.091530, mse: 0.090928 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18900 [D_loss: 0.693246 , acc= 45.312500%] [G_loss: 0.101310, mse: 0.100717 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18901 [D_loss: 0.693246 , acc= 40.234375%] [G_loss: 0.087074, mse: 0.086467 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18902 [D_loss: 0.693246 , acc= 36.328125%] [G_loss: 0.091143, mse: 0.090540 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18903 [D_loss: 0.693246 , acc= 31.640625%] [G_loss: 0.089785, mse: 0.089181 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18904 [D_loss: 0.693246 , acc= 55.078125%] [G_loss: 0.084225, mse: 0.083615 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18905 [D_loss: 0.693246 , acc= 45.312500%] [G_loss: 0.081670, mse: 0.081058 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18906 [D_loss: 0.693246 , acc= 46.875000%] [G_loss: 0.083593, mse: 0.082983 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18907 [D_loss: 0.693246 , acc= 33.593750%] [G_loss: 0.081603, mse: 0.080991 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18908 [D_loss: 0.693246 , acc= 30.859375%] [G_loss: 0.084545, mse: 0.083935 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18909 [D_loss: 0.693247 , acc= 44.921875%] [G_loss: 0.078195, mse: 0.077580 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18910 [D_loss: 0.693246 , acc= 41.796875%] [G_loss: 0.084152, mse: 0.083542 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18911 [D_loss: 0.693246 , acc= 36.328125%] [G_loss: 0.086995, mse: 0.086388 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18912 [D_loss: 0.693246 , acc= 45.312500%] [G_loss: 0.093178, mse: 0.092577 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18913 [D_loss: 0.693247 , acc= 52.734375%] [G_loss: 0.094103, mse: 0.093504 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18914 [D_loss: 0.693246 , acc= 53.125000%] [G_loss: 0.094320, mse: 0.093720 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18915 [D_loss: 0.693246 , acc= 42.578125%] [G_loss: 0.079507, mse: 0.078893 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18916 [D_loss: 0.693246 , acc= 38.281250%] [G_loss: 0.081800, mse: 0.081188 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18917 [D_loss: 0.693246 , acc= 33.203125%] [G_loss: 0.085275, mse: 0.084666 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18918 [D_loss: 0.693246 , acc= 56.640625%] [G_loss: 0.100927, mse: 0.100334 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18919 [D_loss: 0.693246 , acc= 56.250000%] [G_loss: 0.101974, mse: 0.101382 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18920 [D_loss: 0.693246 , acc= 48.437500%] [G_loss: 0.081308, mse: 0.080695 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18921 [D_loss: 0.693246 , acc= 48.046875%] [G_loss: 0.090930, mse: 0.090327 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18922 [D_loss: 0.693246 , acc= 36.718750%] [G_loss: 0.090904, mse: 0.090302 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18923 [D_loss: 0.693246 , acc= 41.796875%] [G_loss: 0.085818, mse: 0.085210 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18924 [D_loss: 0.693246 , acc= 45.703125%] [G_loss: 0.081705, mse: 0.081093 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18925 [D_loss: 0.693246 , acc= 38.671875%] [G_loss: 0.093792, mse: 0.093192 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18926 [D_loss: 0.693246 , acc= 34.765625%] [G_loss: 0.086366, mse: 0.085758 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18927 [D_loss: 0.693246 , acc= 39.062500%] [G_loss: 0.093656, mse: 0.093056 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18928 [D_loss: 0.693246 , acc= 32.421875%] [G_loss: 0.078773, mse: 0.078158 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18929 [D_loss: 0.693246 , acc= 39.843750%] [G_loss: 0.092089, mse: 0.091487 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18930 [D_loss: 0.693246 , acc= 47.265625%] [G_loss: 0.095030, mse: 0.094431 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "18931 [D_loss: 0.693246 , acc= 27.343750%] [G_loss: 0.090083, mse: 0.089479 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18932 [D_loss: 0.693246 , acc= 26.171875%] [G_loss: 0.091274, mse: 0.090671 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18933 [D_loss: 0.693246 , acc= 42.968750%] [G_loss: 0.084478, mse: 0.083869 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18934 [D_loss: 0.693246 , acc= 42.578125%] [G_loss: 0.086050, mse: 0.085443 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18935 [D_loss: 0.693246 , acc= 50.390625%] [G_loss: 0.087766, mse: 0.087160 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18936 [D_loss: 0.693246 , acc= 44.140625%] [G_loss: 0.114873, mse: 0.114294 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18937 [D_loss: 0.693246 , acc= 35.937500%] [G_loss: 0.087456, mse: 0.086849 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18938 [D_loss: 0.693246 , acc= 29.687500%] [G_loss: 0.088728, mse: 0.088122 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18939 [D_loss: 0.693246 , acc= 33.203125%] [G_loss: 0.087294, mse: 0.086687 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18940 [D_loss: 0.693246 , acc= 26.562500%] [G_loss: 0.077416, mse: 0.076800 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18941 [D_loss: 0.693246 , acc= 35.156250%] [G_loss: 0.077524, mse: 0.076908 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18942 [D_loss: 0.693246 , acc= 40.234375%] [G_loss: 0.084664, mse: 0.084054 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18943 [D_loss: 0.693246 , acc= 46.875000%] [G_loss: 0.086762, mse: 0.086155 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18944 [D_loss: 0.693246 , acc= 30.078125%] [G_loss: 0.091690, mse: 0.091087 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18945 [D_loss: 0.693246 , acc= 32.421875%] [G_loss: 0.081562, mse: 0.080950 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18946 [D_loss: 0.693246 , acc= 36.718750%] [G_loss: 0.090783, mse: 0.090180 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18947 [D_loss: 0.693246 , acc= 44.531250%] [G_loss: 0.089658, mse: 0.089054 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18948 [D_loss: 0.693246 , acc= 45.703125%] [G_loss: 0.092422, mse: 0.091820 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18949 [D_loss: 0.693246 , acc= 57.421875%] [G_loss: 0.082391, mse: 0.081780 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18950 [D_loss: 0.693246 , acc= 31.640625%] [G_loss: 0.096367, mse: 0.095769 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18951 [D_loss: 0.693246 , acc= 41.015625%] [G_loss: 0.096768, mse: 0.096171 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18952 [D_loss: 0.693246 , acc= 42.968750%] [G_loss: 0.087818, mse: 0.087212 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18953 [D_loss: 0.693246 , acc= 43.359375%] [G_loss: 0.103804, mse: 0.103214 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18954 [D_loss: 0.693246 , acc= 44.921875%] [G_loss: 0.086114, mse: 0.085506 ]\n",
            "4/4 [==============================] - 4s 749ms/step\n",
            "18955 [D_loss: 0.693246 , acc= 44.140625%] [G_loss: 0.084118, mse: 0.083508 ]\n",
            "4/4 [==============================] - 5s 1s/step\n",
            "18956 [D_loss: 0.693246 , acc= 45.312500%] [G_loss: 0.087502, mse: 0.086896 ]\n",
            "4/4 [==============================] - 9s 2s/step\n",
            "18957 [D_loss: 0.693246 , acc= 39.062500%] [G_loss: 0.086252, mse: 0.085644 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "18958 [D_loss: 0.693246 , acc= 36.328125%] [G_loss: 0.086183, mse: 0.085576 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18959 [D_loss: 0.693246 , acc= 34.375000%] [G_loss: 0.086411, mse: 0.085804 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18960 [D_loss: 0.693246 , acc= 55.859375%] [G_loss: 0.088577, mse: 0.087971 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18961 [D_loss: 0.693246 , acc= 53.906250%] [G_loss: 0.081913, mse: 0.081301 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "18962 [D_loss: 0.693246 , acc= 52.734375%] [G_loss: 0.085213, mse: 0.084604 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18963 [D_loss: 0.693246 , acc= 40.234375%] [G_loss: 0.076094, mse: 0.075476 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18964 [D_loss: 0.693246 , acc= 33.984375%] [G_loss: 0.089305, mse: 0.088701 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18965 [D_loss: 0.693246 , acc= 47.656250%] [G_loss: 0.078209, mse: 0.077594 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18966 [D_loss: 0.693246 , acc= 48.828125%] [G_loss: 0.094672, mse: 0.094073 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18967 [D_loss: 0.693246 , acc= 42.968750%] [G_loss: 0.101385, mse: 0.100793 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18968 [D_loss: 0.693246 , acc= 39.062500%] [G_loss: 0.093310, mse: 0.092710 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18969 [D_loss: 0.693246 , acc= 42.968750%] [G_loss: 0.102341, mse: 0.101749 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18970 [D_loss: 0.693246 , acc= 51.171875%] [G_loss: 0.087816, mse: 0.087210 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18971 [D_loss: 0.693246 , acc= 53.125000%] [G_loss: 0.091898, mse: 0.091296 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18972 [D_loss: 0.693246 , acc= 53.125000%] [G_loss: 0.090537, mse: 0.089934 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18973 [D_loss: 0.693245 , acc= 42.187500%] [G_loss: 0.077822, mse: 0.077206 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18974 [D_loss: 0.693245 , acc= 36.718750%] [G_loss: 0.098513, mse: 0.097918 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18975 [D_loss: 0.693245 , acc= 34.375000%] [G_loss: 0.090089, mse: 0.089486 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18976 [D_loss: 0.693246 , acc= 34.765625%] [G_loss: 0.082510, mse: 0.081898 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18977 [D_loss: 0.693246 , acc= 47.656250%] [G_loss: 0.087483, mse: 0.086876 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18978 [D_loss: 0.693246 , acc= 41.796875%] [G_loss: 0.085905, mse: 0.085297 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18979 [D_loss: 0.693245 , acc= 44.921875%] [G_loss: 0.095985, mse: 0.095387 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18980 [D_loss: 0.693245 , acc= 45.312500%] [G_loss: 0.090258, mse: 0.089655 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18981 [D_loss: 0.693246 , acc= 55.859375%] [G_loss: 0.095731, mse: 0.095133 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18982 [D_loss: 0.693246 , acc= 48.437500%] [G_loss: 0.106956, mse: 0.106369 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18983 [D_loss: 0.693246 , acc= 56.640625%] [G_loss: 0.093120, mse: 0.092520 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18984 [D_loss: 0.693246 , acc= 37.109375%] [G_loss: 0.086323, mse: 0.085715 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18985 [D_loss: 0.693245 , acc= 35.546875%] [G_loss: 0.083388, mse: 0.082777 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18986 [D_loss: 0.693246 , acc= 44.531250%] [G_loss: 0.089695, mse: 0.089090 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18987 [D_loss: 0.693246 , acc= 48.046875%] [G_loss: 0.107215, mse: 0.106628 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18988 [D_loss: 0.693245 , acc= 42.578125%] [G_loss: 0.081936, mse: 0.081324 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18989 [D_loss: 0.693245 , acc= 48.046875%] [G_loss: 0.089406, mse: 0.088801 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18990 [D_loss: 0.693245 , acc= 35.546875%] [G_loss: 0.101414, mse: 0.100821 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18991 [D_loss: 0.693245 , acc= 50.390625%] [G_loss: 0.090850, mse: 0.090247 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "18992 [D_loss: 0.693246 , acc= 47.656250%] [G_loss: 0.091183, mse: 0.090580 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "18993 [D_loss: 0.693246 , acc= 45.703125%] [G_loss: 0.099562, mse: 0.098967 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18994 [D_loss: 0.693246 , acc= 55.468750%] [G_loss: 0.089857, mse: 0.089253 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18995 [D_loss: 0.693245 , acc= 46.093750%] [G_loss: 0.081379, mse: 0.080767 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "18996 [D_loss: 0.693245 , acc= 31.250000%] [G_loss: 0.086679, mse: 0.086072 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "18997 [D_loss: 0.693246 , acc= 46.484375%] [G_loss: 0.081071, mse: 0.080459 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "18998 [D_loss: 0.693246 , acc= 51.171875%] [G_loss: 0.082384, mse: 0.081772 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "18999 [D_loss: 0.693245 , acc= 41.406250%] [G_loss: 0.089385, mse: 0.088781 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19000 [D_loss: 0.693245 , acc= 45.703125%] [G_loss: 0.103708, mse: 0.103118 ]\n",
            "1/1 [==============================] - 0s 26ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "19001 [D_loss: 0.693245 , acc= 45.703125%] [G_loss: 0.087439, mse: 0.086832 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19002 [D_loss: 0.693246 , acc= 54.296875%] [G_loss: 0.094613, mse: 0.094014 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19003 [D_loss: 0.693246 , acc= 53.906250%] [G_loss: 0.089760, mse: 0.089157 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19004 [D_loss: 0.693245 , acc= 55.078125%] [G_loss: 0.082119, mse: 0.081507 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19005 [D_loss: 0.693245 , acc= 32.812500%] [G_loss: 0.077995, mse: 0.077379 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19006 [D_loss: 0.693245 , acc= 45.703125%] [G_loss: 0.082232, mse: 0.081620 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19007 [D_loss: 0.693246 , acc= 41.796875%] [G_loss: 0.082313, mse: 0.081701 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19008 [D_loss: 0.693246 , acc= 47.656250%] [G_loss: 0.084435, mse: 0.083825 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19009 [D_loss: 0.693246 , acc= 41.796875%] [G_loss: 0.084994, mse: 0.084385 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19010 [D_loss: 0.693245 , acc= 48.828125%] [G_loss: 0.089826, mse: 0.089222 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19011 [D_loss: 0.693245 , acc= 44.921875%] [G_loss: 0.084583, mse: 0.083974 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19012 [D_loss: 0.693245 , acc= 41.796875%] [G_loss: 0.084509, mse: 0.083900 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19013 [D_loss: 0.693245 , acc= 48.046875%] [G_loss: 0.095189, mse: 0.094590 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19014 [D_loss: 0.693246 , acc= 49.609375%] [G_loss: 0.087002, mse: 0.086395 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19015 [D_loss: 0.693246 , acc= 48.046875%] [G_loss: 0.092115, mse: 0.091513 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19016 [D_loss: 0.693246 , acc= 54.296875%] [G_loss: 0.091398, mse: 0.090795 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19017 [D_loss: 0.693245 , acc= 36.718750%] [G_loss: 0.079044, mse: 0.078429 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19018 [D_loss: 0.693245 , acc= 43.750000%] [G_loss: 0.093227, mse: 0.092627 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19019 [D_loss: 0.693245 , acc= 30.468750%] [G_loss: 0.079596, mse: 0.078981 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19020 [D_loss: 0.693246 , acc= 48.828125%] [G_loss: 0.080622, mse: 0.080009 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19021 [D_loss: 0.693245 , acc= 46.093750%] [G_loss: 0.085138, mse: 0.084529 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "19022 [D_loss: 0.693245 , acc= 41.406250%] [G_loss: 0.087229, mse: 0.086622 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19023 [D_loss: 0.693245 , acc= 58.593750%] [G_loss: 0.093042, mse: 0.092441 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19024 [D_loss: 0.693247 , acc= 55.859375%] [G_loss: 0.097798, mse: 0.097202 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19025 [D_loss: 0.693247 , acc= 49.609375%] [G_loss: 0.084089, mse: 0.083479 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19026 [D_loss: 0.693246 , acc= 50.000000%] [G_loss: 0.092310, mse: 0.091709 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19027 [D_loss: 0.693245 , acc= 45.312500%] [G_loss: 0.080679, mse: 0.080066 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19028 [D_loss: 0.693245 , acc= 42.968750%] [G_loss: 0.098924, mse: 0.098329 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19029 [D_loss: 0.693245 , acc= 32.421875%] [G_loss: 0.089935, mse: 0.089331 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "19030 [D_loss: 0.693245 , acc= 42.187500%] [G_loss: 0.086358, mse: 0.085751 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19031 [D_loss: 0.693246 , acc= 42.578125%] [G_loss: 0.097916, mse: 0.097320 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19032 [D_loss: 0.693246 , acc= 52.343750%] [G_loss: 0.086030, mse: 0.085422 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "19033 [D_loss: 0.693245 , acc= 44.921875%] [G_loss: 0.091366, mse: 0.090764 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19034 [D_loss: 0.693245 , acc= 46.875000%] [G_loss: 0.116802, mse: 0.116225 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19035 [D_loss: 0.693245 , acc= 38.671875%] [G_loss: 0.095317, mse: 0.094719 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19036 [D_loss: 0.693245 , acc= 44.921875%] [G_loss: 0.090811, mse: 0.090208 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19037 [D_loss: 0.693245 , acc= 60.156250%] [G_loss: 0.088085, mse: 0.087479 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "19038 [D_loss: 0.693246 , acc= 51.953125%] [G_loss: 0.104303, mse: 0.103714 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19039 [D_loss: 0.693248 , acc= 43.359375%] [G_loss: 0.086586, mse: 0.085979 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19040 [D_loss: 0.693247 , acc= 50.781250%] [G_loss: 0.093904, mse: 0.093304 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19041 [D_loss: 0.693246 , acc= 53.125000%] [G_loss: 0.090167, mse: 0.089564 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19042 [D_loss: 0.693246 , acc= 43.750000%] [G_loss: 0.093859, mse: 0.093259 ]\n",
            "4/4 [==============================] - 0s 10ms/step\n",
            "19043 [D_loss: 0.693245 , acc= 46.484375%] [G_loss: 0.093563, mse: 0.092962 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "19044 [D_loss: 0.693245 , acc= 48.046875%] [G_loss: 0.096836, mse: 0.096238 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19045 [D_loss: 0.693245 , acc= 36.328125%] [G_loss: 0.087488, mse: 0.086882 ]\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "19046 [D_loss: 0.693246 , acc= 45.703125%] [G_loss: 0.091220, mse: 0.090617 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19047 [D_loss: 0.693247 , acc= 54.296875%] [G_loss: 0.108909, mse: 0.108324 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19048 [D_loss: 0.693247 , acc= 50.390625%] [G_loss: 0.092167, mse: 0.091565 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19049 [D_loss: 0.693247 , acc= 41.796875%] [G_loss: 0.085816, mse: 0.085208 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19050 [D_loss: 0.693247 , acc= 48.437500%] [G_loss: 0.088555, mse: 0.087950 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19051 [D_loss: 0.693247 , acc= 57.421875%] [G_loss: 0.082727, mse: 0.082115 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19052 [D_loss: 0.693245 , acc= 46.484375%] [G_loss: 0.084398, mse: 0.083788 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19053 [D_loss: 0.693245 , acc= 42.187500%] [G_loss: 0.102389, mse: 0.101798 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19054 [D_loss: 0.693246 , acc= 58.593750%] [G_loss: 0.098873, mse: 0.098278 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19055 [D_loss: 0.693250 , acc= 51.562500%] [G_loss: 0.088297, mse: 0.087692 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19056 [D_loss: 0.693251 , acc= 48.828125%] [G_loss: 0.086897, mse: 0.086290 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19057 [D_loss: 0.693252 , acc= 48.046875%] [G_loss: 0.089830, mse: 0.089226 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19058 [D_loss: 0.693253 , acc= 50.000000%] [G_loss: 0.080032, mse: 0.079418 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19059 [D_loss: 0.693252 , acc= 41.015625%] [G_loss: 0.083378, mse: 0.082768 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19060 [D_loss: 0.693247 , acc= 50.000000%] [G_loss: 0.100971, mse: 0.100378 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19061 [D_loss: 0.693245 , acc= 41.015625%] [G_loss: 0.091779, mse: 0.091177 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19062 [D_loss: 0.693249 , acc= 43.750000%] [G_loss: 0.101099, mse: 0.100506 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19063 [D_loss: 0.693255 , acc= 48.828125%] [G_loss: 0.082850, mse: 0.082239 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19064 [D_loss: 0.693259 , acc= 45.312500%] [G_loss: 0.094051, mse: 0.093451 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19065 [D_loss: 0.693261 , acc= 48.046875%] [G_loss: 0.099699, mse: 0.099103 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19066 [D_loss: 0.693258 , acc= 55.078125%] [G_loss: 0.079286, mse: 0.078671 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19067 [D_loss: 0.693252 , acc= 48.437500%] [G_loss: 0.083944, mse: 0.083334 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19068 [D_loss: 0.693247 , acc= 37.890625%] [G_loss: 0.087481, mse: 0.086875 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19069 [D_loss: 0.693245 , acc= 50.781250%] [G_loss: 0.082908, mse: 0.082297 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19070 [D_loss: 0.693247 , acc= 58.593750%] [G_loss: 0.094412, mse: 0.093813 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19071 [D_loss: 0.693252 , acc= 52.343750%] [G_loss: 0.084197, mse: 0.083587 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19072 [D_loss: 0.693257 , acc= 46.875000%] [G_loss: 0.073835, mse: 0.073216 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19073 [D_loss: 0.693257 , acc= 51.562500%] [G_loss: 0.099213, mse: 0.098618 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19074 [D_loss: 0.693255 , acc= 50.781250%] [G_loss: 0.080968, mse: 0.080355 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19075 [D_loss: 0.693251 , acc= 45.312500%] [G_loss: 0.080218, mse: 0.079604 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "19076 [D_loss: 0.693247 , acc= 47.265625%] [G_loss: 0.088407, mse: 0.087801 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19077 [D_loss: 0.693245 , acc= 50.000000%] [G_loss: 0.095369, mse: 0.094771 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19078 [D_loss: 0.693245 , acc= 37.890625%] [G_loss: 0.098142, mse: 0.097547 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19079 [D_loss: 0.693247 , acc= 48.437500%] [G_loss: 0.086604, mse: 0.085997 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19080 [D_loss: 0.693248 , acc= 50.781250%] [G_loss: 0.086245, mse: 0.085637 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19081 [D_loss: 0.693247 , acc= 47.265625%] [G_loss: 0.081214, mse: 0.080602 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19082 [D_loss: 0.693246 , acc= 53.515625%] [G_loss: 0.088965, mse: 0.088360 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "19083 [D_loss: 0.693245 , acc= 42.187500%] [G_loss: 0.083693, mse: 0.083083 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19084 [D_loss: 0.693244 , acc= 39.843750%] [G_loss: 0.099542, mse: 0.098948 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19085 [D_loss: 0.693245 , acc= 56.250000%] [G_loss: 0.090706, mse: 0.090102 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19086 [D_loss: 0.693245 , acc= 58.984375%] [G_loss: 0.088984, mse: 0.088379 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "19087 [D_loss: 0.693245 , acc= 50.390625%] [G_loss: 0.078755, mse: 0.078141 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19088 [D_loss: 0.693244 , acc= 35.156250%] [G_loss: 0.082925, mse: 0.082314 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19089 [D_loss: 0.693244 , acc= 40.234375%] [G_loss: 0.095962, mse: 0.095364 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19090 [D_loss: 0.693244 , acc= 53.515625%] [G_loss: 0.090088, mse: 0.089485 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19091 [D_loss: 0.693245 , acc= 42.968750%] [G_loss: 0.087777, mse: 0.087171 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "19092 [D_loss: 0.693246 , acc= 49.609375%] [G_loss: 0.089893, mse: 0.089289 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19093 [D_loss: 0.693245 , acc= 50.390625%] [G_loss: 0.091042, mse: 0.090439 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19094 [D_loss: 0.693244 , acc= 42.578125%] [G_loss: 0.099054, mse: 0.098459 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "19095 [D_loss: 0.693244 , acc= 50.390625%] [G_loss: 0.094451, mse: 0.093852 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19096 [D_loss: 0.693244 , acc= 40.625000%] [G_loss: 0.084152, mse: 0.083542 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19097 [D_loss: 0.693245 , acc= 55.859375%] [G_loss: 0.089185, mse: 0.088581 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19098 [D_loss: 0.693245 , acc= 48.828125%] [G_loss: 0.081415, mse: 0.080802 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19099 [D_loss: 0.693245 , acc= 50.000000%] [G_loss: 0.088629, mse: 0.088024 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19100 [D_loss: 0.693245 , acc= 52.343750%] [G_loss: 0.099449, mse: 0.098855 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19101 [D_loss: 0.693244 , acc= 45.703125%] [G_loss: 0.078947, mse: 0.078332 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19102 [D_loss: 0.693244 , acc= 39.843750%] [G_loss: 0.095761, mse: 0.095163 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19103 [D_loss: 0.693244 , acc= 36.328125%] [G_loss: 0.088298, mse: 0.087693 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19104 [D_loss: 0.693245 , acc= 44.921875%] [G_loss: 0.085705, mse: 0.085097 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19105 [D_loss: 0.693246 , acc= 49.218750%] [G_loss: 0.082194, mse: 0.081582 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19106 [D_loss: 0.693248 , acc= 51.953125%] [G_loss: 0.084786, mse: 0.084176 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19107 [D_loss: 0.693248 , acc= 51.953125%] [G_loss: 0.094577, mse: 0.093977 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "19108 [D_loss: 0.693247 , acc= 47.656250%] [G_loss: 0.093309, mse: 0.092708 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "19109 [D_loss: 0.693246 , acc= 46.875000%] [G_loss: 0.099359, mse: 0.098765 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "19110 [D_loss: 0.693244 , acc= 46.093750%] [G_loss: 0.077118, mse: 0.076502 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "19111 [D_loss: 0.693244 , acc= 41.406250%] [G_loss: 0.092404, mse: 0.091803 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19112 [D_loss: 0.693245 , acc= 57.812500%] [G_loss: 0.113000, mse: 0.112420 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19113 [D_loss: 0.693247 , acc= 53.125000%] [G_loss: 0.083429, mse: 0.082818 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19114 [D_loss: 0.693248 , acc= 49.609375%] [G_loss: 0.089388, mse: 0.088783 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19115 [D_loss: 0.693249 , acc= 46.875000%] [G_loss: 0.083788, mse: 0.083178 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19116 [D_loss: 0.693248 , acc= 49.609375%] [G_loss: 0.085829, mse: 0.085222 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19117 [D_loss: 0.693247 , acc= 53.906250%] [G_loss: 0.086186, mse: 0.085578 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19118 [D_loss: 0.693245 , acc= 52.734375%] [G_loss: 0.104366, mse: 0.103776 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19119 [D_loss: 0.693244 , acc= 37.890625%] [G_loss: 0.091219, mse: 0.090617 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19120 [D_loss: 0.693245 , acc= 42.187500%] [G_loss: 0.093555, mse: 0.092955 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19121 [D_loss: 0.693247 , acc= 51.171875%] [G_loss: 0.090037, mse: 0.089432 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19122 [D_loss: 0.693250 , acc= 44.921875%] [G_loss: 0.085395, mse: 0.084787 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19123 [D_loss: 0.693251 , acc= 46.875000%] [G_loss: 0.085555, mse: 0.084946 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19124 [D_loss: 0.693251 , acc= 52.734375%] [G_loss: 0.089156, mse: 0.088551 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19125 [D_loss: 0.693248 , acc= 51.171875%] [G_loss: 0.091124, mse: 0.090520 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "19126 [D_loss: 0.693245 , acc= 46.875000%] [G_loss: 0.079985, mse: 0.079371 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19127 [D_loss: 0.693244 , acc= 47.265625%] [G_loss: 0.093470, mse: 0.092871 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19128 [D_loss: 0.693246 , acc= 47.265625%] [G_loss: 0.102390, mse: 0.101799 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19129 [D_loss: 0.693248 , acc= 50.781250%] [G_loss: 0.076990, mse: 0.076373 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19130 [D_loss: 0.693252 , acc= 51.953125%] [G_loss: 0.078338, mse: 0.077723 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "19131 [D_loss: 0.693254 , acc= 49.218750%] [G_loss: 0.088751, mse: 0.088146 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19132 [D_loss: 0.693254 , acc= 45.703125%] [G_loss: 0.090140, mse: 0.089536 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19133 [D_loss: 0.693250 , acc= 48.828125%] [G_loss: 0.081510, mse: 0.080897 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19134 [D_loss: 0.693246 , acc= 50.781250%] [G_loss: 0.082590, mse: 0.081979 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19135 [D_loss: 0.693245 , acc= 49.218750%] [G_loss: 0.093517, mse: 0.092917 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19136 [D_loss: 0.693245 , acc= 39.843750%] [G_loss: 0.098511, mse: 0.097915 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19137 [D_loss: 0.693249 , acc= 47.656250%] [G_loss: 0.086360, mse: 0.085752 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "19138 [D_loss: 0.693255 , acc= 45.312500%] [G_loss: 0.090356, mse: 0.089751 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19139 [D_loss: 0.693261 , acc= 45.312500%] [G_loss: 0.088810, mse: 0.088204 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19140 [D_loss: 0.693258 , acc= 53.125000%] [G_loss: 0.086568, mse: 0.085961 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19141 [D_loss: 0.693251 , acc= 52.734375%] [G_loss: 0.085304, mse: 0.084695 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19142 [D_loss: 0.693246 , acc= 48.437500%] [G_loss: 0.093238, mse: 0.092637 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19143 [D_loss: 0.693246 , acc= 40.234375%] [G_loss: 0.086207, mse: 0.085599 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19144 [D_loss: 0.693244 , acc= 43.359375%] [G_loss: 0.094733, mse: 0.094134 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19145 [D_loss: 0.693245 , acc= 50.000000%] [G_loss: 0.085111, mse: 0.084502 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19146 [D_loss: 0.693245 , acc= 49.609375%] [G_loss: 0.089148, mse: 0.088544 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19147 [D_loss: 0.693246 , acc= 57.031250%] [G_loss: 0.100316, mse: 0.099722 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19148 [D_loss: 0.693248 , acc= 46.875000%] [G_loss: 0.089711, mse: 0.089107 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19149 [D_loss: 0.693248 , acc= 46.093750%] [G_loss: 0.081487, mse: 0.080875 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19150 [D_loss: 0.693247 , acc= 51.171875%] [G_loss: 0.092076, mse: 0.091474 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19151 [D_loss: 0.693245 , acc= 50.781250%] [G_loss: 0.080063, mse: 0.079450 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19152 [D_loss: 0.693244 , acc= 45.312500%] [G_loss: 0.093121, mse: 0.092521 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19153 [D_loss: 0.693244 , acc= 37.890625%] [G_loss: 0.092286, mse: 0.091684 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19154 [D_loss: 0.693246 , acc= 44.140625%] [G_loss: 0.085058, mse: 0.084449 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19155 [D_loss: 0.693249 , acc= 48.046875%] [G_loss: 0.091297, mse: 0.090695 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19156 [D_loss: 0.693253 , acc= 44.140625%] [G_loss: 0.082679, mse: 0.082068 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19157 [D_loss: 0.693254 , acc= 53.125000%] [G_loss: 0.089973, mse: 0.089369 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19158 [D_loss: 0.693250 , acc= 52.343750%] [G_loss: 0.097987, mse: 0.097390 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19159 [D_loss: 0.693245 , acc= 46.875000%] [G_loss: 0.087401, mse: 0.086794 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19160 [D_loss: 0.693244 , acc= 50.000000%] [G_loss: 0.088352, mse: 0.087747 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19161 [D_loss: 0.693246 , acc= 54.687500%] [G_loss: 0.091935, mse: 0.091334 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19162 [D_loss: 0.693248 , acc= 51.562500%] [G_loss: 0.090992, mse: 0.090389 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19163 [D_loss: 0.693249 , acc= 48.828125%] [G_loss: 0.082819, mse: 0.082208 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19164 [D_loss: 0.693248 , acc= 52.734375%] [G_loss: 0.092516, mse: 0.091915 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "19165 [D_loss: 0.693246 , acc= 44.140625%] [G_loss: 0.087964, mse: 0.087358 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19166 [D_loss: 0.693244 , acc= 50.390625%] [G_loss: 0.088619, mse: 0.088014 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19167 [D_loss: 0.693244 , acc= 50.781250%] [G_loss: 0.086449, mse: 0.085842 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "19168 [D_loss: 0.693246 , acc= 44.531250%] [G_loss: 0.081979, mse: 0.081367 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19169 [D_loss: 0.693248 , acc= 44.921875%] [G_loss: 0.089083, mse: 0.088478 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19170 [D_loss: 0.693249 , acc= 49.609375%] [G_loss: 0.091484, mse: 0.090882 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19171 [D_loss: 0.693247 , acc= 54.296875%] [G_loss: 0.087193, mse: 0.086587 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19172 [D_loss: 0.693244 , acc= 50.390625%] [G_loss: 0.085515, mse: 0.084906 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "19173 [D_loss: 0.693245 , acc= 58.203125%] [G_loss: 0.087139, mse: 0.086532 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19174 [D_loss: 0.693249 , acc= 51.953125%] [G_loss: 0.092001, mse: 0.091400 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19175 [D_loss: 0.693250 , acc= 45.312500%] [G_loss: 0.083016, mse: 0.082406 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19176 [D_loss: 0.693246 , acc= 44.531250%] [G_loss: 0.080942, mse: 0.080329 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19177 [D_loss: 0.693244 , acc= 55.078125%] [G_loss: 0.089301, mse: 0.088697 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19178 [D_loss: 0.693244 , acc= 37.500000%] [G_loss: 0.090026, mse: 0.089422 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19179 [D_loss: 0.693246 , acc= 43.750000%] [G_loss: 0.084251, mse: 0.083641 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19180 [D_loss: 0.693247 , acc= 53.125000%] [G_loss: 0.081707, mse: 0.081094 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19181 [D_loss: 0.693246 , acc= 58.203125%] [G_loss: 0.082681, mse: 0.082070 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19182 [D_loss: 0.693244 , acc= 50.390625%] [G_loss: 0.088331, mse: 0.087725 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19183 [D_loss: 0.693243 , acc= 43.750000%] [G_loss: 0.087693, mse: 0.087087 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19184 [D_loss: 0.693244 , acc= 57.421875%] [G_loss: 0.085322, mse: 0.084714 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "19185 [D_loss: 0.693245 , acc= 51.562500%] [G_loss: 0.088614, mse: 0.088008 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19186 [D_loss: 0.693246 , acc= 48.046875%] [G_loss: 0.089800, mse: 0.089197 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19187 [D_loss: 0.693244 , acc= 47.656250%] [G_loss: 0.080996, mse: 0.080383 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19188 [D_loss: 0.693243 , acc= 44.140625%] [G_loss: 0.083134, mse: 0.082523 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19189 [D_loss: 0.693243 , acc= 32.421875%] [G_loss: 0.090169, mse: 0.089565 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19190 [D_loss: 0.693244 , acc= 43.359375%] [G_loss: 0.088222, mse: 0.087616 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "19191 [D_loss: 0.693245 , acc= 51.562500%] [G_loss: 0.091270, mse: 0.090668 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19192 [D_loss: 0.693245 , acc= 50.000000%] [G_loss: 0.094090, mse: 0.093490 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19193 [D_loss: 0.693244 , acc= 44.531250%] [G_loss: 0.098994, mse: 0.098399 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "19194 [D_loss: 0.693243 , acc= 47.656250%] [G_loss: 0.081113, mse: 0.080501 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19195 [D_loss: 0.693243 , acc= 45.703125%] [G_loss: 0.081151, mse: 0.080538 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19196 [D_loss: 0.693243 , acc= 49.609375%] [G_loss: 0.092039, mse: 0.091437 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19197 [D_loss: 0.693243 , acc= 33.984375%] [G_loss: 0.088000, mse: 0.087395 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19198 [D_loss: 0.693243 , acc= 45.703125%] [G_loss: 0.094480, mse: 0.093881 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19199 [D_loss: 0.693243 , acc= 40.625000%] [G_loss: 0.085097, mse: 0.084488 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19200 [D_loss: 0.693243 , acc= 29.296875%] [G_loss: 0.078335, mse: 0.077720 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19201 [D_loss: 0.693243 , acc= 30.468750%] [G_loss: 0.087617, mse: 0.087011 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19202 [D_loss: 0.693243 , acc= 25.000000%] [G_loss: 0.094982, mse: 0.094383 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19203 [D_loss: 0.693243 , acc= 58.203125%] [G_loss: 0.091378, mse: 0.090776 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19204 [D_loss: 0.693243 , acc= 59.375000%] [G_loss: 0.092272, mse: 0.091670 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19205 [D_loss: 0.693244 , acc= 43.750000%] [G_loss: 0.090317, mse: 0.089713 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19206 [D_loss: 0.693243 , acc= 48.046875%] [G_loss: 0.071398, mse: 0.070775 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "19207 [D_loss: 0.693243 , acc= 48.437500%] [G_loss: 0.094636, mse: 0.094037 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19208 [D_loss: 0.693243 , acc= 43.750000%] [G_loss: 0.092464, mse: 0.091863 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19209 [D_loss: 0.693243 , acc= 37.500000%] [G_loss: 0.081809, mse: 0.081197 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19210 [D_loss: 0.693243 , acc= 32.031250%] [G_loss: 0.090317, mse: 0.089713 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19211 [D_loss: 0.693243 , acc= 44.531250%] [G_loss: 0.104899, mse: 0.104310 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19212 [D_loss: 0.693244 , acc= 47.656250%] [G_loss: 0.096595, mse: 0.095998 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19213 [D_loss: 0.693245 , acc= 45.703125%] [G_loss: 0.083931, mse: 0.083321 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19214 [D_loss: 0.693245 , acc= 43.750000%] [G_loss: 0.090910, mse: 0.090307 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19215 [D_loss: 0.693244 , acc= 49.218750%] [G_loss: 0.089879, mse: 0.089275 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19216 [D_loss: 0.693244 , acc= 44.921875%] [G_loss: 0.098888, mse: 0.098292 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19217 [D_loss: 0.693243 , acc= 47.656250%] [G_loss: 0.081774, mse: 0.081162 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19218 [D_loss: 0.693243 , acc= 29.687500%] [G_loss: 0.107472, mse: 0.106886 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19219 [D_loss: 0.693243 , acc= 45.312500%] [G_loss: 0.093687, mse: 0.093086 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19220 [D_loss: 0.693243 , acc= 53.125000%] [G_loss: 0.086793, mse: 0.086186 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19221 [D_loss: 0.693244 , acc= 59.765625%] [G_loss: 0.083459, mse: 0.082849 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "19222 [D_loss: 0.693245 , acc= 50.781250%] [G_loss: 0.098833, mse: 0.098238 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19223 [D_loss: 0.693245 , acc= 41.406250%] [G_loss: 0.099733, mse: 0.099139 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19224 [D_loss: 0.693243 , acc= 48.437500%] [G_loss: 0.100913, mse: 0.100321 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19225 [D_loss: 0.693243 , acc= 43.359375%] [G_loss: 0.088188, mse: 0.087582 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19226 [D_loss: 0.693243 , acc= 39.843750%] [G_loss: 0.096832, mse: 0.096235 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19227 [D_loss: 0.693243 , acc= 47.656250%] [G_loss: 0.088475, mse: 0.087869 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19228 [D_loss: 0.693244 , acc= 50.781250%] [G_loss: 0.102401, mse: 0.101809 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19229 [D_loss: 0.693244 , acc= 46.093750%] [G_loss: 0.088567, mse: 0.087961 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19230 [D_loss: 0.693244 , acc= 53.906250%] [G_loss: 0.099380, mse: 0.098785 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19231 [D_loss: 0.693244 , acc= 47.265625%] [G_loss: 0.079261, mse: 0.078646 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "19232 [D_loss: 0.693244 , acc= 45.312500%] [G_loss: 0.096490, mse: 0.095892 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19233 [D_loss: 0.693243 , acc= 55.468750%] [G_loss: 0.102298, mse: 0.101706 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19234 [D_loss: 0.693243 , acc= 53.125000%] [G_loss: 0.080283, mse: 0.079669 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "19235 [D_loss: 0.693245 , acc= 64.062500%] [G_loss: 0.088935, mse: 0.088330 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19236 [D_loss: 0.693249 , acc= 48.046875%] [G_loss: 0.085465, mse: 0.084857 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19237 [D_loss: 0.693252 , acc= 48.828125%] [G_loss: 0.089863, mse: 0.089259 ]\n",
            "4/4 [==============================] - 0s 10ms/step\n",
            "19238 [D_loss: 0.693256 , acc= 53.515625%] [G_loss: 0.080593, mse: 0.079980 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19239 [D_loss: 0.693266 , acc= 58.593750%] [G_loss: 0.098803, mse: 0.098208 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19240 [D_loss: 0.693279 , acc= 45.703125%] [G_loss: 0.097764, mse: 0.097168 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "19241 [D_loss: 0.693284 , acc= 37.109375%] [G_loss: 0.089090, mse: 0.088484 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19242 [D_loss: 0.693302 , acc= 65.234375%] [G_loss: 0.085746, mse: 0.085136 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19243 [D_loss: 0.693456 , acc= 60.156250%] [G_loss: 0.076388, mse: 0.075768 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19244 [D_loss: 0.694329 , acc= 45.703125%] [G_loss: 0.086453, mse: 0.085843 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19245 [D_loss: 0.695020 , acc= 51.171875%] [G_loss: 0.094647, mse: 0.094050 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19246 [D_loss: 0.694111 , acc= 55.078125%] [G_loss: 0.090632, mse: 0.090027 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19247 [D_loss: 0.693472 , acc= 46.875000%] [G_loss: 0.083521, mse: 0.082914 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19248 [D_loss: 0.693282 , acc= 46.093750%] [G_loss: 0.091690, mse: 0.091091 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19249 [D_loss: 0.693259 , acc= 47.656250%] [G_loss: 0.083448, mse: 0.082840 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19250 [D_loss: 0.693261 , acc= 41.015625%] [G_loss: 0.083588, mse: 0.082978 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19251 [D_loss: 0.693251 , acc= 45.703125%] [G_loss: 0.091019, mse: 0.090416 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19252 [D_loss: 0.693249 , acc= 41.015625%] [G_loss: 0.079858, mse: 0.079244 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19253 [D_loss: 0.693250 , acc= 43.359375%] [G_loss: 0.089953, mse: 0.089349 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19254 [D_loss: 0.693247 , acc= 46.093750%] [G_loss: 0.096278, mse: 0.095681 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "19255 [D_loss: 0.693247 , acc= 48.437500%] [G_loss: 0.083339, mse: 0.082728 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19256 [D_loss: 0.693247 , acc= 46.875000%] [G_loss: 0.086000, mse: 0.085392 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19257 [D_loss: 0.693246 , acc= 43.750000%] [G_loss: 0.080790, mse: 0.080177 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19258 [D_loss: 0.693245 , acc= 42.187500%] [G_loss: 0.093982, mse: 0.093382 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19259 [D_loss: 0.693245 , acc= 42.578125%] [G_loss: 0.091285, mse: 0.090683 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19260 [D_loss: 0.693245 , acc= 39.062500%] [G_loss: 0.086533, mse: 0.085925 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "19261 [D_loss: 0.693245 , acc= 41.796875%] [G_loss: 0.096898, mse: 0.096301 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19262 [D_loss: 0.693245 , acc= 44.140625%] [G_loss: 0.086094, mse: 0.085487 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "19263 [D_loss: 0.693244 , acc= 46.093750%] [G_loss: 0.097181, mse: 0.096585 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19264 [D_loss: 0.693244 , acc= 42.187500%] [G_loss: 0.091986, mse: 0.091384 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19265 [D_loss: 0.693244 , acc= 40.625000%] [G_loss: 0.079857, mse: 0.079243 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19266 [D_loss: 0.693244 , acc= 44.140625%] [G_loss: 0.083931, mse: 0.083321 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "19267 [D_loss: 0.693244 , acc= 44.140625%] [G_loss: 0.085130, mse: 0.084521 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19268 [D_loss: 0.693243 , acc= 38.281250%] [G_loss: 0.110642, mse: 0.110058 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19269 [D_loss: 0.693243 , acc= 43.750000%] [G_loss: 0.090751, mse: 0.090148 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19270 [D_loss: 0.693243 , acc= 42.578125%] [G_loss: 0.082888, mse: 0.082277 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19271 [D_loss: 0.693243 , acc= 48.046875%] [G_loss: 0.088372, mse: 0.087767 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19272 [D_loss: 0.693243 , acc= 42.968750%] [G_loss: 0.096872, mse: 0.096276 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19273 [D_loss: 0.693243 , acc= 39.453125%] [G_loss: 0.088123, mse: 0.087518 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19274 [D_loss: 0.693243 , acc= 38.671875%] [G_loss: 0.092696, mse: 0.092095 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19275 [D_loss: 0.693243 , acc= 42.578125%] [G_loss: 0.085095, mse: 0.084486 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19276 [D_loss: 0.693243 , acc= 42.578125%] [G_loss: 0.085551, mse: 0.084942 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19277 [D_loss: 0.693243 , acc= 42.578125%] [G_loss: 0.083836, mse: 0.083226 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19278 [D_loss: 0.693243 , acc= 48.046875%] [G_loss: 0.083613, mse: 0.083003 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19279 [D_loss: 0.693243 , acc= 40.625000%] [G_loss: 0.084694, mse: 0.084085 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19280 [D_loss: 0.693243 , acc= 34.765625%] [G_loss: 0.089170, mse: 0.088565 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19281 [D_loss: 0.693243 , acc= 44.140625%] [G_loss: 0.087826, mse: 0.087220 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19282 [D_loss: 0.693243 , acc= 41.015625%] [G_loss: 0.089668, mse: 0.089064 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19283 [D_loss: 0.693243 , acc= 42.578125%] [G_loss: 0.092004, mse: 0.091403 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19284 [D_loss: 0.693243 , acc= 48.437500%] [G_loss: 0.078796, mse: 0.078181 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19285 [D_loss: 0.693242 , acc= 45.312500%] [G_loss: 0.095515, mse: 0.094917 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19286 [D_loss: 0.693243 , acc= 46.484375%] [G_loss: 0.097817, mse: 0.097221 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19287 [D_loss: 0.693242 , acc= 44.140625%] [G_loss: 0.091601, mse: 0.090999 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19288 [D_loss: 0.693243 , acc= 42.968750%] [G_loss: 0.091020, mse: 0.090418 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "19289 [D_loss: 0.693242 , acc= 37.890625%] [G_loss: 0.093715, mse: 0.093115 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19290 [D_loss: 0.693242 , acc= 41.015625%] [G_loss: 0.088596, mse: 0.087991 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19291 [D_loss: 0.693242 , acc= 41.015625%] [G_loss: 0.081463, mse: 0.080851 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19292 [D_loss: 0.693242 , acc= 37.500000%] [G_loss: 0.086708, mse: 0.086101 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19293 [D_loss: 0.693242 , acc= 26.171875%] [G_loss: 0.083026, mse: 0.082415 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19294 [D_loss: 0.693242 , acc= 33.203125%] [G_loss: 0.085447, mse: 0.084839 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19295 [D_loss: 0.693242 , acc= 41.406250%] [G_loss: 0.075981, mse: 0.075364 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19296 [D_loss: 0.693242 , acc= 45.703125%] [G_loss: 0.085212, mse: 0.084603 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19297 [D_loss: 0.693242 , acc= 42.187500%] [G_loss: 0.083448, mse: 0.082837 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "19298 [D_loss: 0.693242 , acc= 37.500000%] [G_loss: 0.087708, mse: 0.087101 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19299 [D_loss: 0.693242 , acc= 37.500000%] [G_loss: 0.084482, mse: 0.083872 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19300 [D_loss: 0.693242 , acc= 40.625000%] [G_loss: 0.087652, mse: 0.087046 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19301 [D_loss: 0.693242 , acc= 48.046875%] [G_loss: 0.090117, mse: 0.089514 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19302 [D_loss: 0.693242 , acc= 44.531250%] [G_loss: 0.101117, mse: 0.100525 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19303 [D_loss: 0.693242 , acc= 48.437500%] [G_loss: 0.080243, mse: 0.079629 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19304 [D_loss: 0.693242 , acc= 34.765625%] [G_loss: 0.083525, mse: 0.082915 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19305 [D_loss: 0.693242 , acc= 34.375000%] [G_loss: 0.090799, mse: 0.090196 ]\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "19306 [D_loss: 0.693242 , acc= 39.062500%] [G_loss: 0.076676, mse: 0.076059 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19307 [D_loss: 0.693242 , acc= 40.625000%] [G_loss: 0.073325, mse: 0.072705 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19308 [D_loss: 0.693242 , acc= 41.015625%] [G_loss: 0.087373, mse: 0.086766 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19309 [D_loss: 0.693242 , acc= 36.718750%] [G_loss: 0.095502, mse: 0.094904 ]\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "19310 [D_loss: 0.693242 , acc= 42.578125%] [G_loss: 0.079882, mse: 0.079268 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19311 [D_loss: 0.693242 , acc= 45.312500%] [G_loss: 0.096044, mse: 0.095447 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19312 [D_loss: 0.693242 , acc= 42.968750%] [G_loss: 0.096136, mse: 0.095539 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19313 [D_loss: 0.693242 , acc= 43.359375%] [G_loss: 0.088337, mse: 0.087732 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19314 [D_loss: 0.693242 , acc= 38.281250%] [G_loss: 0.084688, mse: 0.084079 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19315 [D_loss: 0.693242 , acc= 47.656250%] [G_loss: 0.082602, mse: 0.081991 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19316 [D_loss: 0.693242 , acc= 35.546875%] [G_loss: 0.085005, mse: 0.084396 ]\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "19317 [D_loss: 0.693242 , acc= 36.328125%] [G_loss: 0.087283, mse: 0.086676 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19318 [D_loss: 0.693242 , acc= 45.312500%] [G_loss: 0.094821, mse: 0.094222 ]\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "19319 [D_loss: 0.693242 , acc= 35.156250%] [G_loss: 0.092189, mse: 0.091587 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19320 [D_loss: 0.693242 , acc= 46.484375%] [G_loss: 0.086908, mse: 0.086301 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19321 [D_loss: 0.693242 , acc= 36.328125%] [G_loss: 0.084296, mse: 0.083686 ]\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "19322 [D_loss: 0.693242 , acc= 35.937500%] [G_loss: 0.093815, mse: 0.093215 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19323 [D_loss: 0.693242 , acc= 34.765625%] [G_loss: 0.090874, mse: 0.090271 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19324 [D_loss: 0.693242 , acc= 39.062500%] [G_loss: 0.093190, mse: 0.092589 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19325 [D_loss: 0.693242 , acc= 39.062500%] [G_loss: 0.107403, mse: 0.106817 ]\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "19326 [D_loss: 0.693242 , acc= 33.593750%] [G_loss: 0.079656, mse: 0.079042 ]\n",
            "4/4 [==============================] - 3s 720ms/step\n",
            "19327 [D_loss: 0.693242 , acc= 39.062500%] [G_loss: 0.087264, mse: 0.086658 ]\n",
            "4/4 [==============================] - 8s 2s/step\n",
            "19328 [D_loss: 0.693242 , acc= 50.390625%] [G_loss: 0.078798, mse: 0.078183 ]\n",
            "4/4 [==============================] - 8s 2s/step\n",
            "19329 [D_loss: 0.693242 , acc= 39.453125%] [G_loss: 0.081474, mse: 0.080861 ]\n",
            "4/4 [==============================] - 9s 2s/step\n",
            "19330 [D_loss: 0.693242 , acc= 37.109375%] [G_loss: 0.085315, mse: 0.084706 ]\n",
            "4/4 [==============================] - 8s 2s/step\n",
            "19331 [D_loss: 0.693242 , acc= 35.156250%] [G_loss: 0.096063, mse: 0.095465 ]\n",
            "4/4 [==============================] - 8s 2s/step\n",
            "19332 [D_loss: 0.693242 , acc= 33.984375%] [G_loss: 0.086884, mse: 0.086277 ]\n",
            "4/4 [==============================] - 8s 2s/step\n",
            "19333 [D_loss: 0.693242 , acc= 44.531250%] [G_loss: 0.088048, mse: 0.087442 ]\n",
            "4/4 [==============================] - 8s 2s/step\n",
            "19334 [D_loss: 0.693242 , acc= 42.968750%] [G_loss: 0.083945, mse: 0.083335 ]\n",
            "4/4 [==============================] - 8s 2s/step\n",
            "19335 [D_loss: 0.693242 , acc= 41.015625%] [G_loss: 0.084169, mse: 0.083559 ]\n",
            "4/4 [==============================] - 22s 3s/step\n",
            "19336 [D_loss: 0.693242 , acc= 44.140625%] [G_loss: 0.099276, mse: 0.098681 ]\n",
            "4/4 [==============================] - 23s 3s/step\n",
            "19337 [D_loss: 0.693242 , acc= 33.593750%] [G_loss: 0.071253, mse: 0.070630 ]\n",
            "4/4 [==============================] - 22s 3s/step\n",
            "19338 [D_loss: 0.693242 , acc= 33.593750%] [G_loss: 0.092090, mse: 0.091488 ]\n",
            "4/4 [==============================] - 22s 3s/step\n",
            "19339 [D_loss: 0.693242 , acc= 46.875000%] [G_loss: 0.096889, mse: 0.096292 ]\n",
            "4/4 [==============================] - 23s 3s/step\n",
            "19340 [D_loss: 0.693242 , acc= 46.093750%] [G_loss: 0.082853, mse: 0.082242 ]\n",
            "4/4 [==============================] - 22s 3s/step\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "xn596FB5iivW"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}