exam05_CNN_GAN.ipynb

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    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
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    "language_info": {
      "name": "python"
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    "accelerator": "GPU",
    "gpuClass": "standard"
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  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "2wZLU7x0QT7u"
      },
      "outputs": [],
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "from keras.models import *\n",
        "from keras.layers import *\n",
        "from keras.datasets import mnist\n",
        "import os"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "OUT_DIR = './CNN_out'\n",
        "img_shape = (28,28,1)\n",
        "epochs = 100000\n",
        "batch_size = 128\n",
        "noise = 100\n",
        "sample_interval = 100"
      ],
      "metadata": {
        "id": "KZoCS4UVWtfW"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "(x_train, _), (_,_) = mnist.load_data()\n",
        "print(x_train.shape)\n",
        "\n",
        "x_train = x_train/127.5 - 1\n",
        "x_train = np.expand_dims(x_train, axis=3)\n",
        "print(x_train.shape)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SvoWmSnsWwaO",
        "outputId": "c23d82ec-1188-4884-c369-e26c4ca121d0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(60000, 28, 28)\n",
            "(60000, 28, 28, 1)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "generator = Sequential()\n",
        "generator.add(Dense(256*7*7, input_dim=noise))\n",
        "generator.add(Reshape((7, 7, 256)))\n",
        "generator.add(Conv2DTranspose(128,kernel_size=3,strides=2, padding='same')) # conv 후 maxpool\n",
        "generator.add(BatchNormalization()) #값이 커져서 발산하지 않도록 배치별로 한번씩 스켈링 해줌 (최소 최대 정규화)\n",
        "generator.add(LeakyReLU(alpha=0.01))\n",
        "generator.add(Conv2DTranspose(64,kernel_size=3,strides=1, padding='same'))\n",
        "generator.add(BatchNormalization())\n",
        "generator.add(LeakyReLU(alpha=0.01))\n",
        "generator.add(Conv2DTranspose(1,kernel_size=3,strides=2, padding='same'))\n",
        "generator.add(Activation('tanh'))\n",
        "generator.summary()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vCF1dgsDW1T9",
        "outputId": "b3f4baae-aeac-498c-9e95-f8e32f89ce12"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"sequential\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " dense (Dense)               (None, 12544)             1266944   \n",
            "                                                                 \n",
            " reshape (Reshape)           (None, 7, 7, 256)         0         \n",
            "                                                                 \n",
            " conv2d_transpose (Conv2DTra  (None, 14, 14, 128)      295040    \n",
            " nspose)                                                         \n",
            "                                                                 \n",
            " batch_normalization (BatchN  (None, 14, 14, 128)      512       \n",
            " ormalization)                                                   \n",
            "                                                                 \n",
            " leaky_re_lu (LeakyReLU)     (None, 14, 14, 128)       0         \n",
            "                                                                 \n",
            " conv2d_transpose_1 (Conv2DT  (None, 14, 14, 64)       73792     \n",
            " ranspose)                                                       \n",
            "                                                                 \n",
            " batch_normalization_1 (Batc  (None, 14, 14, 64)       256       \n",
            " hNormalization)                                                 \n",
            "                                                                 \n",
            " leaky_re_lu_1 (LeakyReLU)   (None, 14, 14, 64)        0         \n",
            "                                                                 \n",
            " conv2d_transpose_2 (Conv2DT  (None, 28, 28, 1)        577       \n",
            " ranspose)                                                       \n",
            "                                                                 \n",
            " activation (Activation)     (None, 28, 28, 1)         0         \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 1,637,121\n",
            "Trainable params: 1,636,737\n",
            "Non-trainable params: 384\n",
            "_________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "discriminator = Sequential()\n",
        "discriminator.add(Conv2D(32, kernel_size=3, strides= 2, padding='same', input_shape= img_shape)) #strides = 2 는 두칸 건너뛰기\n",
        "discriminator.add(LeakyReLU(alpha=0.01))\n",
        "discriminator.add(Conv2D(64, kernel_size=3, strides= 2, padding='same'))\n",
        "discriminator.add(LeakyReLU(alpha=0.01))\n",
        "discriminator.add(Conv2D(128, kernel_size=3, strides= 2, padding='same'))\n",
        "discriminator.add(LeakyReLU(alpha=0.01))\n",
        "discriminator.add(Flatten())\n",
        "discriminator.add(Dense(1, activation='sigmoid'))\n",
        "discriminator.summary()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tmJzaOckXcwO",
        "outputId": "5bd6e17a-930b-4100-ad4e-906ff925eba1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"sequential_1\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " conv2d (Conv2D)             (None, 14, 14, 32)        320       \n",
            "                                                                 \n",
            " leaky_re_lu_2 (LeakyReLU)   (None, 14, 14, 32)        0         \n",
            "                                                                 \n",
            " conv2d_1 (Conv2D)           (None, 7, 7, 64)          18496     \n",
            "                                                                 \n",
            " leaky_re_lu_3 (LeakyReLU)   (None, 7, 7, 64)          0         \n",
            "                                                                 \n",
            " conv2d_2 (Conv2D)           (None, 4, 4, 128)         73856     \n",
            "                                                                 \n",
            " leaky_re_lu_4 (LeakyReLU)   (None, 4, 4, 128)         0         \n",
            "                                                                 \n",
            " flatten (Flatten)           (None, 2048)              0         \n",
            "                                                                 \n",
            " dense_1 (Dense)             (None, 1)                 2049      \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 94,721\n",
            "Trainable params: 94,721\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "discriminator.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy'])\n",
        "discriminator.trainable = False #discriminater 학습 안되게 막아줌\n",
        "\n",
        "\n",
        "gan_model = Sequential()\n",
        "gan_model.add(generator)\n",
        "gan_model.add(discriminator)\n",
        "gan_model.summary()\n",
        "gan_model.compile(loss='binary_crossentropy', optimizer='adam')\n",
        "\n",
        "#이진분류기 타겟\n",
        "real = np.ones((batch_size,1)) #1로 채워진 행렬을 만들어줌/ 개수는 배치사이즈만큼\n",
        "fake = np.zeros((batch_size,1))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FvG6JVMtXrBu",
        "outputId": "f63f0139-0bfc-48d5-a4f6-0929af9d033f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"sequential_2\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " sequential (Sequential)     (None, 28, 28, 1)         1637121   \n",
            "                                                                 \n",
            " sequential_1 (Sequential)   (None, 1)                 94721     \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 1,731,842\n",
            "Trainable params: 1,636,737\n",
            "Non-trainable params: 95,105\n",
            "_________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "for epoch in range(epochs):\n",
        "    idx = np.random.randint(0,x_train.shape[0],batch_size) #0~6사이의 인트값을 랜덤하게 뽑는다\n",
        "    real_imgs = x_train[idx]\n",
        "\n",
        "    z = np.random.normal(0,1,(batch_size, noise))\n",
        "    fake_imgs = generator.predict(z)\n",
        "\n",
        "    d_hist_real = discriminator.train_on_batch(real_imgs, real) #이것만 학습하고 끝남(1 epoch)\n",
        "    d_hist_fake = discriminator.train_on_batch(fake_imgs, fake)\n",
        "\n",
        "    d_loss, d_acc = np.add(d_hist_fake, d_hist_real)*0.5 #평균값\n",
        "\n",
        "\n",
        "    if epoch %2 == 0:\n",
        "        z = np.random.normal(0,1,(batch_size, noise))\n",
        "        gan_hist = gan_model.train_on_batch(z, real) #1이라고 답하게 학습 (generator만 학습됨)\n",
        "\n",
        "    if epoch % sample_interval == 0: #100에폭마다 한번씩\n",
        "        print('%d, [D loss: %f, acc.: %.2f%%], [G loss: %f]'\n",
        "              %(epoch, d_loss, d_loss, gan_hist))\n",
        "        row = col = 4\n",
        "        z = np.random.normal(0,1,(row*col, noise))\n",
        "        fake_imgs = generator.predict(z)\n",
        "        fake_imgs = 0.5*fake_imgs + 0.5\n",
        "        _, axs = plt.subplots(row, col, figsize=(5,5),sharey=True, sharex=True)\n",
        "        cont = 0\n",
        "        for i in range(row):\n",
        "            for j in range(col):\n",
        "                axs[i,j].imshow(fake_imgs[cont, :, :, 0], cmap='gray')\n",
        "                axs[i,j].axis('off')\n",
        "                cont += 1\n",
        "        path = os.path.join(OUT_DIR, 'img-{}'.format(epoch+1))\n",
        "        plt.savefig(path)\n",
        "        plt.close()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "w-coc-0VQ_LY",
        "outputId": "1339f367-deb6-4247-da88-90b00e1fb7c1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43m스트리밍 출력 내용이 길어서 마지막 5000줄이 삭제되었습니다.\u001b[0m\n",
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            "13000, [D loss: 0.282266, acc.: 0.28%], [G loss: 2.932652]\n",
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            "13100, [D loss: 0.492945, acc.: 0.49%], [G loss: 2.851820]\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "13200, [D loss: 0.424570, acc.: 0.42%], [G loss: 3.267383]\n",
            "1/1 [==============================] - 0s 16ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
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            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "13300, [D loss: 0.278021, acc.: 0.28%], [G loss: 3.291396]\n",
            "1/1 [==============================] - 0s 15ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "13400, [D loss: 0.271009, acc.: 0.27%], [G loss: 3.444918]\n",
            "1/1 [==============================] - 0s 20ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "13500, [D loss: 0.304017, acc.: 0.30%], [G loss: 3.226607]\n",
            "1/1 [==============================] - 0s 15ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "13600, [D loss: 0.187027, acc.: 0.19%], [G loss: 3.504115]\n",
            "1/1 [==============================] - 0s 15ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "13700, [D loss: 0.267834, acc.: 0.27%], [G loss: 2.630406]\n",
            "1/1 [==============================] - 0s 17ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "13800, [D loss: 0.219327, acc.: 0.22%], [G loss: 3.523190]\n",
            "1/1 [==============================] - 0s 23ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "13900, [D loss: 0.223619, acc.: 0.22%], [G loss: 3.201190]\n",
            "1/1 [==============================] - 0s 16ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "14000, [D loss: 0.226701, acc.: 0.23%], [G loss: 3.875361]\n",
            "1/1 [==============================] - 0s 16ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 8ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "14100, [D loss: 0.229480, acc.: 0.23%], [G loss: 3.383016]\n",
            "1/1 [==============================] - 0s 19ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
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            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 3ms/step\n",
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            "4/4 [==============================] - 0s 9ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "14200, [D loss: 0.315078, acc.: 0.32%], [G loss: 3.302299]\n",
            "1/1 [==============================] - 0s 20ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 3ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "14300, [D loss: 0.248790, acc.: 0.25%], [G loss: 2.921981]\n",
            "1/1 [==============================] - 0s 19ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
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            "4/4 [==============================] - 0s 3ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 10ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "14400, [D loss: 0.244680, acc.: 0.24%], [G loss: 3.565682]\n",
            "1/1 [==============================] - 0s 16ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "14500, [D loss: 0.232874, acc.: 0.23%], [G loss: 3.791638]\n",
            "1/1 [==============================] - 0s 17ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 10ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "14600, [D loss: 0.327341, acc.: 0.33%], [G loss: 3.610717]\n",
            "1/1 [==============================] - 0s 20ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 9ms/step\n",
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            "4/4 [==============================] - 0s 3ms/step\n",
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            "4/4 [==============================] - 0s 9ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "14700, [D loss: 0.285264, acc.: 0.29%], [G loss: 3.154049]\n",
            "1/1 [==============================] - 0s 17ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "14800, [D loss: 0.232047, acc.: 0.23%], [G loss: 3.072944]\n",
            "1/1 [==============================] - 0s 15ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "14900, [D loss: 0.151788, acc.: 0.15%], [G loss: 4.479371]\n",
            "1/1 [==============================] - 0s 23ms/step\n",
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            "4/4 [==============================] - 0s 3ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "15000, [D loss: 0.209939, acc.: 0.21%], [G loss: 4.330087]\n",
            "1/1 [==============================] - 0s 20ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "15100, [D loss: 0.247171, acc.: 0.25%], [G loss: 3.519987]\n",
            "1/1 [==============================] - 0s 16ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "15200, [D loss: 0.260848, acc.: 0.26%], [G loss: 3.874394]\n",
            "1/1 [==============================] - 0s 15ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "15300, [D loss: 0.187755, acc.: 0.19%], [G loss: 3.748007]\n",
            "1/1 [==============================] - 0s 24ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 3ms/step\n",
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            "4/4 [==============================] - 0s 3ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "15400, [D loss: 0.266284, acc.: 0.27%], [G loss: 3.336572]\n",
            "1/1 [==============================] - 0s 24ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 10ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "15500, [D loss: 0.244970, acc.: 0.24%], [G loss: 2.794584]\n",
            "1/1 [==============================] - 0s 16ms/step\n",
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            "4/4 [==============================] - 0s 8ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "15600, [D loss: 0.237010, acc.: 0.24%], [G loss: 3.284990]\n",
            "1/1 [==============================] - 0s 15ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 3ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 8ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "15700, [D loss: 0.263208, acc.: 0.26%], [G loss: 3.540857]\n",
            "1/1 [==============================] - 0s 23ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "15800, [D loss: 0.292151, acc.: 0.29%], [G loss: 3.078648]\n",
            "1/1 [==============================] - 0s 24ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "15900, [D loss: 0.272921, acc.: 0.27%], [G loss: 3.848725]\n",
            "1/1 [==============================] - 0s 15ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16000, [D loss: 0.236695, acc.: 0.24%], [G loss: 3.451595]\n",
            "1/1 [==============================] - 0s 15ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
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            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 10ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16100, [D loss: 0.189252, acc.: 0.19%], [G loss: 3.957860]\n",
            "1/1 [==============================] - 0s 15ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "16200, [D loss: 0.122623, acc.: 0.12%], [G loss: 3.413872]\n",
            "1/1 [==============================] - 0s 18ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 9ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 10ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16300, [D loss: 0.169387, acc.: 0.17%], [G loss: 3.753013]\n",
            "1/1 [==============================] - 0s 18ms/step\n",
            "4/4 [==============================] - 0s 9ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16400, [D loss: 0.229014, acc.: 0.23%], [G loss: 4.043113]\n",
            "1/1 [==============================] - 0s 22ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 8ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "16500, [D loss: 0.157814, acc.: 0.16%], [G loss: 3.975117]\n",
            "1/1 [==============================] - 0s 21ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "16600, [D loss: 0.267753, acc.: 0.27%], [G loss: 2.824783]\n",
            "1/1 [==============================] - 0s 15ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
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            "4/4 [==============================] - 0s 8ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "16700, [D loss: 0.216225, acc.: 0.22%], [G loss: 3.780711]\n",
            "1/1 [==============================] - 0s 18ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "16800, [D loss: 0.251009, acc.: 0.25%], [G loss: 3.680443]\n",
            "1/1 [==============================] - 0s 15ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 3ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "16900, [D loss: 0.220473, acc.: 0.22%], [G loss: 3.223804]\n",
            "1/1 [==============================] - 0s 20ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
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            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17000, [D loss: 0.261421, acc.: 0.26%], [G loss: 3.790087]\n",
            "1/1 [==============================] - 0s 15ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "17100, [D loss: 0.221652, acc.: 0.22%], [G loss: 3.275565]\n",
            "1/1 [==============================] - 0s 15ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17200, [D loss: 0.220035, acc.: 0.22%], [G loss: 4.013773]\n",
            "1/1 [==============================] - 0s 15ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 3ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "17300, [D loss: 0.234652, acc.: 0.23%], [G loss: 3.422474]\n",
            "1/1 [==============================] - 0s 16ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 11ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17400, [D loss: 0.181147, acc.: 0.18%], [G loss: 3.153081]\n",
            "1/1 [==============================] - 0s 16ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17500, [D loss: 0.184294, acc.: 0.18%], [G loss: 3.817962]\n",
            "1/1 [==============================] - 0s 16ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 9ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "17600, [D loss: 0.217838, acc.: 0.22%], [G loss: 3.796279]\n",
            "1/1 [==============================] - 0s 23ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
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            "4/4 [==============================] - 0s 7ms/step\n",
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            "4/4 [==============================] - 0s 3ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "17700, [D loss: 0.237901, acc.: 0.24%], [G loss: 3.159901]\n",
            "1/1 [==============================] - 0s 15ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
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            "4/4 [==============================] - 0s 6ms/step\n",
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            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 7ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
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            "4/4 [==============================] - 0s 9ms/step\n",
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            "4/4 [==============================] - 0s 3ms/step\n",
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            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 3ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 8ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 5ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "4/4 [==============================] - 0s 4ms/step\n",
            "17800, [D loss: 0.216896, acc.: 0.22%], [G loss: 3.157194]\n",
            "1/1 [==============================] - 0s 22ms/step\n",
            "4/4 [==============================] - 0s 6ms/step\n",
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          ]
        }
      ]
    }
  ]
}