LSGAN__MNIST_KERAS.ipynb

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  "metadata": {
    "colab": {
      "name": "LSGAN_ MNIST_KERAS.ipynb",
      "version": "0.3.2",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "[View in Colaboratory](https://colab.research.google.com/github/sungreong/GAN/blob/master/LSGAN__MNIST_KERAS.ipynb)"
      ]
    },
    {
      "metadata": {
        "id": "p5RkUP0YG7RN",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "from __future__ import print_function, division"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "VnSFClGoHO_4",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "!pip install -q keras"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "SncBsUoJHRTi",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "from keras.datasets import mnist\n",
        "from keras.layers import Input , Dense, Reshape , Flatten, Dropout\n",
        "from keras.layers import BatchNormalization ,Activation , ZeroPadding2D\n",
        "from keras.layers.advanced_activations import LeakyReLU\n",
        "from keras.layers.convolutional import UpSampling2D , Conv2D\n",
        "from keras.models import Sequential , Model\n",
        "from keras.optimizers import Adam"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "jWAd_PUAHRbo",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "cLILHYJSILGR",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "import sys"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "7pUvbrb8IL7g",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "import numpy as np"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "8OICe-QyY-tj",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "![대체 텍스트](https://preview.ibb.co/mQDVTT/image.png)"
      ]
    },
    {
      "metadata": {
        "id": "_QhoslXeIMw4",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "class LSGAN() :\n",
        "    def __init__(self) :\n",
        "        self.img_rows = 28\n",
        "        self.img_cols = 28\n",
        "        self.channels = 1\n",
        "        self.img_shape = (self.img_rows , self.img_cols , self.channels)\n",
        "        self.latent_dim = 100\n",
        "        \n",
        "        optimizer =Adam(0.0002, 0.5)\n",
        "        \n",
        "        # build and compile discriminator\n",
        "        \n",
        "        self.discriminator = self.build_discriminator()\n",
        "        self.discriminator.compile(loss=\"mse\", optimizer=optimizer , metrics=[\"accuracy\"])\n",
        "        \n",
        "        # build the generator\n",
        "        self.generator = self.build_generator()\n",
        "        \n",
        "        z= Input(shape=(100,))\n",
        "        img = self.generator(z)\n",
        "        \n",
        "        # 오직 generator만 훈련 시킬 것이다\n",
        "        \n",
        "        self.discriminator.trainable= False\n",
        "        \n",
        "        # generator 에서 생성된 이미지를 받아서 validity를 결정한다.\n",
        "        valid = self.discriminator(img)\n",
        "        \n",
        "        # 결합된 모델 (stacked generator and discriminator)\n",
        "        # discriminator를 멍청하게 만든느 학습을 훈련시킨다.\n",
        "        \n",
        "       \n",
        "        self.combined = Model(z, valid)\n",
        "        \n",
        "        ###### 크로스엔트로피 대신 mse를 이용한  optimizer 한다.\n",
        "        ## LSGAN 핵심 부분 \n",
        "        self.combined.compile(loss=\"mse\", optimizer=optimizer)\n",
        "        \n",
        "    def build_generator(self) :\n",
        "        \n",
        "        model= Sequential()\n",
        "        \n",
        "        model.add(Dense(256, input_dim=self.latent_dim))\n",
        "        model.add(LeakyReLU(alpha=0.2))\n",
        "        model.add(BatchNormalization(momentum=0.8))\n",
        "        model.add(Dense(512))\n",
        "        model.add(LeakyReLU(alpha=0.2))\n",
        "        model.add(Dense(1024))\n",
        "        model.add(BatchNormalization(momentum=0.8))\n",
        "        model.add(Dense(np.prod(self.img_shape), activation=\"tanh\")) # Dense(784, activation=\"tanh\")\n",
        "        model.add(Reshape(self.img_shape)) # (28, 28,1)\n",
        "        \n",
        "        model.summary()\n",
        "        \n",
        "        noise= Input(shape=(self.latent_dim , ))\n",
        "        \n",
        "        img= model(noise)\n",
        "        \n",
        "        return Model(noise, img)\n",
        "    \n",
        "    def build_discriminator(self) :\n",
        "        \n",
        "        \n",
        "        model = Sequential()\n",
        "        \n",
        "        model.add(Flatten(input_shape=self.img_shape)) #(28, 28, 1)\n",
        "        model.add(Dense(512))\n",
        "        model.add(LeakyReLU(alpha=0.02))\n",
        "        model.add(Dense(256))\n",
        "        model.add(LeakyReLU(alpha=0.02))\n",
        "        ## no softmax !! mse 사용중\n",
        "        model.add(Dense(1))\n",
        "        model.summary()\n",
        "        \n",
        "        img = Input(shape=self.img_shape)\n",
        "        validity= model(img)\n",
        "        \n",
        "        return (Model(img,validity))\n",
        "    \n",
        "    def train(self, epochs, batch_size = 128 , sample_interval = 50) :\n",
        "        \n",
        "        (X_train, _), (_, _) =mnist.load_data()\n",
        "        \n",
        "        X_train = (X_train.astype(np.float32)- 127.5)/ 127.5\n",
        "        X_train = np.expand_dims(X_train, axis=3) ## (60000, 28, 28, 1)\n",
        "        \n",
        "        valid = np.ones((batch_size, 1))\n",
        "        fake= np.zeros((batch_size, 1)) # (128, 1)\n",
        "        \n",
        "        for epoch in range(epochs) :\n",
        "            \n",
        "            \n",
        "            ### train discriminator\n",
        "            \n",
        "            \n",
        "            idx = np.random.randint(0, X_train.shape[0], batch_size) # 0~60000 에서 128 개 뽑기 \n",
        "            imgs =X_train[idx]\n",
        "            \n",
        "            noise = np.random.normal(0,1,(batch_size, self.latent_dim)) # (128, 100)\n",
        "            \n",
        "            gen_imgs= self.generator.predict(noise)\n",
        "            \n",
        "            d_loss_real = self.discriminator.train_on_batch(imgs, valid)\n",
        "            d_loss_fake = self.discriminator.train_on_batch(gen_imgs, fake)\n",
        "            d_loss = 0.5* np.add(d_loss_real, d_loss_fake)\n",
        "            \n",
        "            ### train generator\n",
        "            for _ in range(4):\n",
        "                g_loss = self.combined.train_on_batch(noise, valid)\n",
        "            \n",
        "            print(\"%d [D loss : %f, acc. : %.2f%%] [G loss : %f]\" %(epoch, d_loss[0], 100*d_loss[1], g_loss))\n",
        "            \n",
        "            \n",
        "            # 간격마다 샘플이미지 생성하기 \n",
        "            if epoch % sample_interval == 0:\n",
        "                self.sample_images(epoch)\n",
        "\n",
        "    def sample_images(self, epoch):\n",
        "        r, c = 5, 5\n",
        "        noise = np.random.normal(0, 1, (r * c, self.latent_dim))\n",
        "        gen_imgs = self.generator.predict(noise)\n",
        "\n",
        "        # Rescale images 0 - 1\n",
        "        gen_imgs = 0.5 * gen_imgs + 0.5\n",
        "\n",
        "        fig, axs = plt.subplots(r, c)\n",
        "        cnt = 0\n",
        "        for i in range(r):\n",
        "            for j in range(c):\n",
        "                axs[i,j].imshow(gen_imgs[cnt, :,:,0], cmap='gray')\n",
        "                axs[i,j].axis('off')\n",
        "                cnt += 1\n",
        "        fig.savefig(\"images/mnist_%d.png\" % epoch)\n",
        "        plt.close()            \n",
        "            \n",
        "        \n",
        "        "
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "PM4Cq86LKDa5",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 180865
        },
        "outputId": "fd855bb1-cd0a-492d-f509-3da68c06dc2c"
      },
      "cell_type": "code",
      "source": [
        "if __name__ == '__main__':\n",
        "    gan = LSGAN()\n",
        "    gan.train(epochs=10000, batch_size=32, sample_interval=200)"
      ],
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "flatten_10 (Flatten)         (None, 784)               0         \n",
            "_________________________________________________________________\n",
            "dense_56 (Dense)             (None, 512)               401920    \n",
            "_________________________________________________________________\n",
            "leaky_re_lu_33 (LeakyReLU)   (None, 512)               0         \n",
            "_________________________________________________________________\n",
            "dense_57 (Dense)             (None, 256)               131328    \n",
            "_________________________________________________________________\n",
            "leaky_re_lu_34 (LeakyReLU)   (None, 256)               0         \n",
            "_________________________________________________________________\n",
            "dense_58 (Dense)             (None, 1)                 257       \n",
            "=================================================================\n",
            "Total params: 533,505\n",
            "Trainable params: 533,505\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "dense_59 (Dense)             (None, 256)               25856     \n",
            "_________________________________________________________________\n",
            "leaky_re_lu_35 (LeakyReLU)   (None, 256)               0         \n",
            "_________________________________________________________________\n",
            "batch_normalization_15 (Batc (None, 256)               1024      \n",
            "_________________________________________________________________\n",
            "dense_60 (Dense)             (None, 512)               131584    \n",
            "_________________________________________________________________\n",
            "leaky_re_lu_36 (LeakyReLU)   (None, 512)               0         \n",
            "_________________________________________________________________\n",
            "dense_61 (Dense)             (None, 1024)              525312    \n",
            "_________________________________________________________________\n",
            "batch_normalization_16 (Batc (None, 1024)              4096      \n",
            "_________________________________________________________________\n",
            "dense_62 (Dense)             (None, 784)               803600    \n",
            "_________________________________________________________________\n",
            "reshape_8 (Reshape)          (None, 28, 28, 1)         0         \n",
            "=================================================================\n",
            "Total params: 1,491,472\n",
            "Trainable params: 1,488,912\n",
            "Non-trainable params: 2,560\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/keras/engine/training.py:975: UserWarning: Discrepancy between trainable weights and collected trainable weights, did you set `model.trainable` without calling `model.compile` after ?\n",
            "  'Discrepancy between trainable weights and collected trainable'\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "0 [D loss : 0.590725, acc. : 57.81%] [G loss : 0.071978]\n",
            "1 [D loss : 1.498449, acc. : 39.06%] [G loss : 0.057615]\n",
            "2 [D loss : 0.585058, acc. : 48.44%] [G loss : 0.031005]\n",
            "3 [D loss : 0.215251, acc. : 76.56%] [G loss : 0.051202]\n",
            "4 [D loss : 0.220278, acc. : 79.69%] [G loss : 0.045592]\n",
            "5 [D loss : 0.185337, acc. : 68.75%] [G loss : 0.049270]\n",
            "6 [D loss : 0.122098, acc. : 87.50%] [G loss : 0.042761]\n",
            "7 [D loss : 0.136113, acc. : 84.38%] [G loss : 0.046616]\n",
            "8 [D loss : 0.113510, acc. : 79.69%] [G loss : 0.036575]\n",
            "9 [D loss : 0.160616, acc. : 75.00%] [G loss : 0.045724]\n",
            "10 [D loss : 0.279819, acc. : 64.06%] [G loss : 0.044798]\n",
            "11 [D loss : 0.395767, acc. : 48.44%] [G loss : 0.048613]\n",
            "12 [D loss : 0.617998, acc. : 40.62%] [G loss : 0.037969]\n",
            "13 [D loss : 0.416179, acc. : 45.31%] [G loss : 0.040797]\n",
            "14 [D loss : 0.184599, acc. : 71.88%] [G loss : 0.034505]\n",
            "15 [D loss : 0.151476, acc. : 78.12%] [G loss : 0.043802]\n",
            "16 [D loss : 0.092222, acc. : 92.19%] [G loss : 0.040245]\n",
            "17 [D loss : 0.092094, acc. : 89.06%] [G loss : 0.042870]\n",
            "18 [D loss : 0.139368, acc. : 87.50%] [G loss : 0.044969]\n",
            "19 [D loss : 0.109953, acc. : 87.50%] [G loss : 0.036605]\n",
            "20 [D loss : 0.092085, acc. : 90.62%] [G loss : 0.044207]\n",
            "21 [D loss : 0.117572, acc. : 85.94%] [G loss : 0.045345]\n",
            "22 [D loss : 0.090978, acc. : 92.19%] [G loss : 0.038889]\n",
            "23 [D loss : 0.101063, acc. : 89.06%] [G loss : 0.042591]\n",
            "24 [D loss : 0.129488, acc. : 85.94%] [G loss : 0.042378]\n",
            "25 [D loss : 0.115047, acc. : 87.50%] [G loss : 0.041480]\n",
            "26 [D loss : 0.083419, acc. : 90.62%] [G loss : 0.033449]\n",
            "27 [D loss : 0.182749, acc. : 73.44%] [G loss : 0.038225]\n",
            "28 [D loss : 0.092508, acc. : 90.62%] [G loss : 0.037865]\n",
            "29 [D loss : 0.103160, acc. : 87.50%] [G loss : 0.037543]\n",
            "30 [D loss : 0.130332, acc. : 84.38%] [G loss : 0.040770]\n",
            "31 [D loss : 0.075166, acc. : 93.75%] [G loss : 0.043151]\n",
            "32 [D loss : 0.083194, acc. : 92.19%] [G loss : 0.034808]\n",
            "33 [D loss : 0.088018, acc. : 93.75%] [G loss : 0.035523]\n",
            "34 [D loss : 0.125257, acc. : 85.94%] [G loss : 0.031982]\n",
            "35 [D loss : 0.154455, acc. : 75.00%] [G loss : 0.028981]\n",
            "36 [D loss : 0.107495, acc. : 92.19%] [G loss : 0.036613]\n",
            "37 [D loss : 0.095293, acc. : 90.62%] [G loss : 0.030869]\n",
            "38 [D loss : 0.114309, acc. : 87.50%] [G loss : 0.033819]\n",
            "39 [D loss : 0.111625, acc. : 92.19%] [G loss : 0.026885]\n",
            "40 [D loss : 0.135158, acc. : 85.94%] [G loss : 0.026830]\n",
            "41 [D loss : 0.132772, acc. : 82.81%] [G loss : 0.033693]\n",
            "42 [D loss : 0.112253, acc. : 89.06%] [G loss : 0.026374]\n",
            "43 [D loss : 0.068428, acc. : 93.75%] [G loss : 0.024144]\n",
            "44 [D loss : 0.088341, acc. : 93.75%] [G loss : 0.024870]\n",
            "45 [D loss : 0.115972, acc. : 84.38%] [G loss : 0.022856]\n",
            "46 [D loss : 0.120069, acc. : 89.06%] [G loss : 0.022716]\n",
            "47 [D loss : 0.099604, acc. : 87.50%] [G loss : 0.017292]\n",
            "48 [D loss : 0.113453, acc. : 89.06%] [G loss : 0.023313]\n",
            "49 [D loss : 0.130531, acc. : 89.06%] [G loss : 0.020380]\n",
            "50 [D loss : 0.154832, acc. : 85.94%] [G loss : 0.022016]\n",
            "51 [D loss : 0.111682, acc. : 81.25%] [G loss : 0.019458]\n",
            "52 [D loss : 0.097638, acc. : 82.81%] [G loss : 0.010723]\n",
            "53 [D loss : 0.064060, acc. : 95.31%] [G loss : 0.009742]\n",
            "54 [D loss : 0.083522, acc. : 89.06%] [G loss : 0.017070]\n",
            "55 [D loss : 0.069980, acc. : 90.62%] [G loss : 0.011504]\n",
            "56 [D loss : 0.065913, acc. : 95.31%] [G loss : 0.015740]\n",
            "57 [D loss : 0.137776, acc. : 81.25%] [G loss : 0.013427]\n",
            "58 [D loss : 0.093633, acc. : 87.50%] [G loss : 0.011964]\n",
            "59 [D loss : 0.077692, acc. : 90.62%] [G loss : 0.010085]\n",
            "60 [D loss : 0.101772, acc. : 85.94%] [G loss : 0.010464]\n",
            "61 [D loss : 0.106244, acc. : 87.50%] [G loss : 0.009350]\n",
            "62 [D loss : 0.171778, acc. : 75.00%] [G loss : 0.008635]\n",
            "63 [D loss : 0.089005, acc. : 90.62%] [G loss : 0.008355]\n",
            "64 [D loss : 0.077602, acc. : 89.06%] [G loss : 0.008097]\n",
            "65 [D loss : 0.066327, acc. : 93.75%] [G loss : 0.009877]\n",
            "66 [D loss : 0.103706, acc. : 84.38%] [G loss : 0.006237]\n",
            "67 [D loss : 0.108302, acc. : 90.62%] [G loss : 0.008993]\n",
            "68 [D loss : 0.131374, acc. : 89.06%] [G loss : 0.007335]\n",
            "69 [D loss : 0.094815, acc. : 93.75%] [G loss : 0.007158]\n",
            "70 [D loss : 0.068895, acc. : 92.19%] [G loss : 0.004468]\n",
            "71 [D loss : 0.089741, acc. : 89.06%] [G loss : 0.005567]\n",
            "72 [D loss : 0.091194, acc. : 87.50%] [G loss : 0.004006]\n",
            "73 [D loss : 0.059268, acc. : 100.00%] [G loss : 0.003120]\n",
            "74 [D loss : 0.067802, acc. : 96.88%] [G loss : 0.004296]\n",
            "75 [D loss : 0.146250, acc. : 85.94%] [G loss : 0.006619]\n",
            "76 [D loss : 0.122505, acc. : 90.62%] [G loss : 0.006421]\n",
            "77 [D loss : 0.086101, acc. : 89.06%] [G loss : 0.004694]\n",
            "78 [D loss : 0.052800, acc. : 95.31%] [G loss : 0.004249]\n",
            "79 [D loss : 0.058482, acc. : 95.31%] [G loss : 0.005468]\n",
            "80 [D loss : 0.063156, acc. : 93.75%] [G loss : 0.012938]\n",
            "81 [D loss : 0.052515, acc. : 96.88%] [G loss : 0.007193]\n",
            "82 [D loss : 0.083096, acc. : 87.50%] [G loss : 0.003981]\n",
            "83 [D loss : 0.054399, acc. : 96.88%] [G loss : 0.008893]\n",
            "84 [D loss : 0.070524, acc. : 92.19%] [G loss : 0.007615]\n",
            "85 [D loss : 0.048241, acc. : 96.88%] [G loss : 0.009554]\n",
            "86 [D loss : 0.067790, acc. : 92.19%] [G loss : 0.005674]\n",
            "87 [D loss : 0.071794, acc. : 92.19%] [G loss : 0.005105]\n",
            "88 [D loss : 0.066222, acc. : 92.19%] [G loss : 0.014665]\n",
            "89 [D loss : 0.055193, acc. : 93.75%] [G loss : 0.035362]\n",
            "90 [D loss : 0.143741, acc. : 85.94%] [G loss : 0.005189]\n",
            "91 [D loss : 0.208461, acc. : 79.69%] [G loss : 0.025905]\n",
            "92 [D loss : 0.120768, acc. : 90.62%] [G loss : 0.018211]\n",
            "93 [D loss : 0.085186, acc. : 93.75%] [G loss : 0.020206]\n",
            "94 [D loss : 0.056756, acc. : 96.88%] [G loss : 0.013967]\n",
            "95 [D loss : 0.056144, acc. : 95.31%] [G loss : 0.030271]\n",
            "96 [D loss : 0.052950, acc. : 95.31%] [G loss : 0.027548]\n",
            "97 [D loss : 0.052927, acc. : 93.75%] [G loss : 0.021929]\n",
            "98 [D loss : 0.076513, acc. : 92.19%] [G loss : 0.036799]\n",
            "99 [D loss : 0.094093, acc. : 90.62%] [G loss : 0.038543]\n",
            "100 [D loss : 0.057086, acc. : 96.88%] [G loss : 0.044653]\n",
            "101 [D loss : 0.065262, acc. : 93.75%] [G loss : 0.020797]\n",
            "102 [D loss : 0.062355, acc. : 95.31%] [G loss : 0.035543]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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          "name": "stdout"
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          "output_type": "stream",
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            "840 [D loss : 0.250959, acc. : 43.75%] [G loss : 0.284845]\n",
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            "854 [D loss : 0.221941, acc. : 70.31%] [G loss : 0.307537]\n",
            "855 [D loss : 0.211699, acc. : 68.75%] [G loss : 0.304433]\n",
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            "871 [D loss : 0.235944, acc. : 56.25%] [G loss : 0.288074]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "896 [D loss : 0.244519, acc. : 54.69%] [G loss : 0.298445]\n",
            "897 [D loss : 0.257422, acc. : 48.44%] [G loss : 0.285652]\n",
            "898 [D loss : 0.245842, acc. : 50.00%] [G loss : 0.282065]\n",
            "899 [D loss : 0.230836, acc. : 54.69%] [G loss : 0.282529]\n",
            "900 [D loss : 0.249725, acc. : 53.12%] [G loss : 0.282506]\n",
            "901 [D loss : 0.253104, acc. : 51.56%] [G loss : 0.276632]\n",
            "902 [D loss : 0.246176, acc. : 51.56%] [G loss : 0.270601]\n",
            "903 [D loss : 0.236018, acc. : 51.56%] [G loss : 0.293272]\n",
            "904 [D loss : 0.237535, acc. : 62.50%] [G loss : 0.282740]\n",
            "905 [D loss : 0.234395, acc. : 62.50%] [G loss : 0.295908]\n",
            "906 [D loss : 0.243351, acc. : 54.69%] [G loss : 0.276837]\n",
            "907 [D loss : 0.244588, acc. : 48.44%] [G loss : 0.271979]\n",
            "908 [D loss : 0.243678, acc. : 57.81%] [G loss : 0.297806]\n",
            "909 [D loss : 0.252173, acc. : 54.69%] [G loss : 0.276198]\n",
            "910 [D loss : 0.253575, acc. : 51.56%] [G loss : 0.275605]\n",
            "911 [D loss : 0.256534, acc. : 48.44%] [G loss : 0.309425]\n",
            "912 [D loss : 0.219378, acc. : 64.06%] [G loss : 0.312673]\n",
            "913 [D loss : 0.257681, acc. : 53.12%] [G loss : 0.308268]\n",
            "914 [D loss : 0.251225, acc. : 53.12%] [G loss : 0.276561]\n",
            "915 [D loss : 0.224115, acc. : 62.50%] [G loss : 0.304106]\n",
            "916 [D loss : 0.250236, acc. : 54.69%] [G loss : 0.301540]\n",
            "917 [D loss : 0.218662, acc. : 67.19%] [G loss : 0.313245]\n",
            "918 [D loss : 0.262444, acc. : 48.44%] [G loss : 0.303697]\n",
            "919 [D loss : 0.208026, acc. : 65.62%] [G loss : 0.321876]\n",
            "920 [D loss : 0.233815, acc. : 67.19%] [G loss : 0.291595]\n",
            "921 [D loss : 0.250132, acc. : 57.81%] [G loss : 0.306305]\n",
            "922 [D loss : 0.236273, acc. : 59.38%] [G loss : 0.279537]\n",
            "923 [D loss : 0.226801, acc. : 59.38%] [G loss : 0.315345]\n",
            "924 [D loss : 0.242665, acc. : 60.94%] [G loss : 0.298246]\n",
            "925 [D loss : 0.241280, acc. : 59.38%] [G loss : 0.305031]\n",
            "926 [D loss : 0.241915, acc. : 60.94%] [G loss : 0.290909]\n",
            "927 [D loss : 0.265854, acc. : 50.00%] [G loss : 0.296767]\n",
            "928 [D loss : 0.251770, acc. : 51.56%] [G loss : 0.294064]\n",
            "929 [D loss : 0.226398, acc. : 60.94%] [G loss : 0.282886]\n",
            "930 [D loss : 0.249893, acc. : 53.12%] [G loss : 0.293583]\n",
            "931 [D loss : 0.233151, acc. : 62.50%] [G loss : 0.306395]\n",
            "932 [D loss : 0.231510, acc. : 54.69%] [G loss : 0.295769]\n",
            "933 [D loss : 0.250334, acc. : 53.12%] [G loss : 0.283498]\n",
            "934 [D loss : 0.221361, acc. : 64.06%] [G loss : 0.284710]\n",
            "935 [D loss : 0.253315, acc. : 48.44%] [G loss : 0.280800]\n",
            "936 [D loss : 0.236049, acc. : 57.81%] [G loss : 0.286080]\n",
            "937 [D loss : 0.238521, acc. : 59.38%] [G loss : 0.286678]\n",
            "938 [D loss : 0.239112, acc. : 60.94%] [G loss : 0.272754]\n",
            "939 [D loss : 0.228677, acc. : 60.94%] [G loss : 0.281001]\n",
            "940 [D loss : 0.227412, acc. : 62.50%] [G loss : 0.313491]\n",
            "941 [D loss : 0.214169, acc. : 71.88%] [G loss : 0.295197]\n",
            "942 [D loss : 0.233723, acc. : 50.00%] [G loss : 0.284440]\n",
            "943 [D loss : 0.228093, acc. : 59.38%] [G loss : 0.265336]\n",
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            "945 [D loss : 0.209563, acc. : 71.88%] [G loss : 0.313973]\n",
            "946 [D loss : 0.210783, acc. : 68.75%] [G loss : 0.323462]\n",
            "947 [D loss : 0.244281, acc. : 64.06%] [G loss : 0.285712]\n",
            "948 [D loss : 0.256308, acc. : 50.00%] [G loss : 0.268301]\n",
            "949 [D loss : 0.244516, acc. : 50.00%] [G loss : 0.272467]\n",
            "950 [D loss : 0.220837, acc. : 64.06%] [G loss : 0.284412]\n",
            "951 [D loss : 0.229200, acc. : 60.94%] [G loss : 0.283872]\n",
            "952 [D loss : 0.241368, acc. : 57.81%] [G loss : 0.266086]\n",
            "953 [D loss : 0.246499, acc. : 51.56%] [G loss : 0.268476]\n",
            "954 [D loss : 0.242428, acc. : 48.44%] [G loss : 0.282134]\n",
            "955 [D loss : 0.240068, acc. : 53.12%] [G loss : 0.289984]\n",
            "956 [D loss : 0.251964, acc. : 56.25%] [G loss : 0.287314]\n",
            "957 [D loss : 0.250128, acc. : 54.69%] [G loss : 0.267586]\n",
            "958 [D loss : 0.252263, acc. : 50.00%] [G loss : 0.243495]\n",
            "959 [D loss : 0.237746, acc. : 65.62%] [G loss : 0.288364]\n",
            "960 [D loss : 0.201353, acc. : 70.31%] [G loss : 0.308794]\n",
            "961 [D loss : 0.264947, acc. : 42.19%] [G loss : 0.270071]\n",
            "962 [D loss : 0.239907, acc. : 56.25%] [G loss : 0.285474]\n",
            "963 [D loss : 0.231312, acc. : 62.50%] [G loss : 0.291821]\n",
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            "966 [D loss : 0.241456, acc. : 60.94%] [G loss : 0.285913]\n",
            "967 [D loss : 0.241230, acc. : 54.69%] [G loss : 0.286291]\n",
            "968 [D loss : 0.262306, acc. : 56.25%] [G loss : 0.278612]\n",
            "969 [D loss : 0.242785, acc. : 46.88%] [G loss : 0.279651]\n",
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            "977 [D loss : 0.229033, acc. : 64.06%] [G loss : 0.320593]\n",
            "978 [D loss : 0.225811, acc. : 64.06%] [G loss : 0.297710]\n",
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            "982 [D loss : 0.245061, acc. : 51.56%] [G loss : 0.283454]\n",
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            "985 [D loss : 0.207728, acc. : 73.44%] [G loss : 0.294915]\n",
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            "989 [D loss : 0.242190, acc. : 59.38%] [G loss : 0.258424]\n",
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            "998 [D loss : 0.229504, acc. : 64.06%] [G loss : 0.291135]\n",
            "999 [D loss : 0.214939, acc. : 67.19%] [G loss : 0.286710]\n",
            "1000 [D loss : 0.200312, acc. : 71.88%] [G loss : 0.319591]\n",
            "1001 [D loss : 0.230750, acc. : 56.25%] [G loss : 0.307104]\n",
            "1002 [D loss : 0.246805, acc. : 56.25%] [G loss : 0.264957]\n",
            "1003 [D loss : 0.230241, acc. : 54.69%] [G loss : 0.281366]\n",
            "1004 [D loss : 0.217210, acc. : 62.50%] [G loss : 0.265373]\n",
            "1005 [D loss : 0.230370, acc. : 54.69%] [G loss : 0.291598]\n",
            "1006 [D loss : 0.222435, acc. : 59.38%] [G loss : 0.290047]\n",
            "1007 [D loss : 0.234398, acc. : 59.38%] [G loss : 0.306407]\n"
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          "name": "stdout"
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            "1009 [D loss : 0.238943, acc. : 59.38%] [G loss : 0.280263]\n",
            "1010 [D loss : 0.247939, acc. : 48.44%] [G loss : 0.301728]\n",
            "1011 [D loss : 0.236130, acc. : 54.69%] [G loss : 0.307249]\n",
            "1012 [D loss : 0.236444, acc. : 59.38%] [G loss : 0.291922]\n",
            "1013 [D loss : 0.230555, acc. : 60.94%] [G loss : 0.262722]\n",
            "1014 [D loss : 0.229861, acc. : 56.25%] [G loss : 0.259967]\n",
            "1015 [D loss : 0.220028, acc. : 67.19%] [G loss : 0.307263]\n",
            "1016 [D loss : 0.221635, acc. : 60.94%] [G loss : 0.291949]\n",
            "1017 [D loss : 0.266894, acc. : 50.00%] [G loss : 0.292504]\n",
            "1018 [D loss : 0.244856, acc. : 48.44%] [G loss : 0.272526]\n",
            "1019 [D loss : 0.236958, acc. : 57.81%] [G loss : 0.309759]\n",
            "1020 [D loss : 0.216167, acc. : 68.75%] [G loss : 0.323799]\n",
            "1021 [D loss : 0.250287, acc. : 60.94%] [G loss : 0.311299]\n",
            "1022 [D loss : 0.236861, acc. : 64.06%] [G loss : 0.289383]\n",
            "1023 [D loss : 0.276139, acc. : 51.56%] [G loss : 0.276258]\n",
            "1024 [D loss : 0.219668, acc. : 73.44%] [G loss : 0.264586]\n",
            "1025 [D loss : 0.292148, acc. : 32.81%] [G loss : 0.281059]\n",
            "1026 [D loss : 0.267411, acc. : 43.75%] [G loss : 0.285571]\n",
            "1027 [D loss : 0.255003, acc. : 60.94%] [G loss : 0.278705]\n",
            "1028 [D loss : 0.249029, acc. : 50.00%] [G loss : 0.277260]\n",
            "1029 [D loss : 0.238896, acc. : 60.94%] [G loss : 0.308040]\n",
            "1030 [D loss : 0.256979, acc. : 54.69%] [G loss : 0.286040]\n",
            "1031 [D loss : 0.264603, acc. : 54.69%] [G loss : 0.297989]\n",
            "1032 [D loss : 0.228044, acc. : 67.19%] [G loss : 0.293732]\n",
            "1033 [D loss : 0.209423, acc. : 71.88%] [G loss : 0.281378]\n",
            "1034 [D loss : 0.245039, acc. : 53.12%] [G loss : 0.295152]\n",
            "1035 [D loss : 0.207094, acc. : 68.75%] [G loss : 0.343285]\n",
            "1036 [D loss : 0.261941, acc. : 53.12%] [G loss : 0.299448]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "1121 [D loss : 0.246703, acc. : 60.94%] [G loss : 0.292969]\n",
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          "name": "stdout"
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          "name": "stdout"
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        {
          "output_type": "stream",
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          "name": "stdout"
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "1569 [D loss : 0.254038, acc. : 48.44%] [G loss : 0.240350]\n",
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            "1572 [D loss : 0.223015, acc. : 60.94%] [G loss : 0.272402]\n",
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            "1579 [D loss : 0.229982, acc. : 57.81%] [G loss : 0.256375]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "1793 [D loss : 0.232690, acc. : 62.50%] [G loss : 0.284638]\n",
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          "name": "stdout"
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          "output_type": "stream",
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            "1948 [D loss : 0.259793, acc. : 54.69%] [G loss : 0.245419]\n",
            "1949 [D loss : 0.242283, acc. : 56.25%] [G loss : 0.240976]\n",
            "1950 [D loss : 0.231708, acc. : 65.62%] [G loss : 0.251755]\n",
            "1951 [D loss : 0.214507, acc. : 71.88%] [G loss : 0.278892]\n",
            "1952 [D loss : 0.229982, acc. : 57.81%] [G loss : 0.275004]\n",
            "1953 [D loss : 0.217693, acc. : 62.50%] [G loss : 0.272559]\n",
            "1954 [D loss : 0.250467, acc. : 56.25%] [G loss : 0.277839]\n",
            "1955 [D loss : 0.208689, acc. : 76.56%] [G loss : 0.262855]\n",
            "1956 [D loss : 0.225883, acc. : 64.06%] [G loss : 0.259549]\n",
            "1957 [D loss : 0.219428, acc. : 67.19%] [G loss : 0.273745]\n",
            "1958 [D loss : 0.242762, acc. : 51.56%] [G loss : 0.288425]\n",
            "1959 [D loss : 0.262210, acc. : 53.12%] [G loss : 0.285980]\n",
            "1960 [D loss : 0.258900, acc. : 53.12%] [G loss : 0.250569]\n",
            "1961 [D loss : 0.257444, acc. : 53.12%] [G loss : 0.272274]\n",
            "1962 [D loss : 0.237431, acc. : 54.69%] [G loss : 0.276574]\n",
            "1963 [D loss : 0.248889, acc. : 46.88%] [G loss : 0.258899]\n",
            "1964 [D loss : 0.239317, acc. : 64.06%] [G loss : 0.304081]\n",
            "1965 [D loss : 0.245573, acc. : 54.69%] [G loss : 0.289586]\n",
            "1966 [D loss : 0.212374, acc. : 64.06%] [G loss : 0.303956]\n",
            "1967 [D loss : 0.235241, acc. : 60.94%] [G loss : 0.272329]\n",
            "1968 [D loss : 0.203792, acc. : 73.44%] [G loss : 0.288712]\n",
            "1969 [D loss : 0.242263, acc. : 59.38%] [G loss : 0.259718]\n",
            "1970 [D loss : 0.224850, acc. : 57.81%] [G loss : 0.252328]\n",
            "1971 [D loss : 0.219666, acc. : 65.62%] [G loss : 0.275451]\n",
            "1972 [D loss : 0.250643, acc. : 53.12%] [G loss : 0.271156]\n",
            "1973 [D loss : 0.210477, acc. : 59.38%] [G loss : 0.274057]\n",
            "1974 [D loss : 0.212394, acc. : 64.06%] [G loss : 0.277599]\n",
            "1975 [D loss : 0.232099, acc. : 67.19%] [G loss : 0.300407]\n",
            "1976 [D loss : 0.241669, acc. : 59.38%] [G loss : 0.284749]\n",
            "1977 [D loss : 0.226662, acc. : 62.50%] [G loss : 0.264493]\n",
            "1978 [D loss : 0.224952, acc. : 65.62%] [G loss : 0.278233]\n",
            "1979 [D loss : 0.200703, acc. : 71.88%] [G loss : 0.270710]\n",
            "1980 [D loss : 0.219710, acc. : 65.62%] [G loss : 0.278635]\n",
            "1981 [D loss : 0.194363, acc. : 71.88%] [G loss : 0.275554]\n",
            "1982 [D loss : 0.211756, acc. : 65.62%] [G loss : 0.267475]\n",
            "1983 [D loss : 0.219270, acc. : 62.50%] [G loss : 0.277037]\n",
            "1984 [D loss : 0.225330, acc. : 67.19%] [G loss : 0.276370]\n",
            "1985 [D loss : 0.188939, acc. : 75.00%] [G loss : 0.276300]\n",
            "1986 [D loss : 0.217054, acc. : 62.50%] [G loss : 0.276736]\n",
            "1987 [D loss : 0.222955, acc. : 59.38%] [G loss : 0.265167]\n",
            "1988 [D loss : 0.236575, acc. : 64.06%] [G loss : 0.257389]\n",
            "1989 [D loss : 0.207645, acc. : 71.88%] [G loss : 0.283985]\n",
            "1990 [D loss : 0.214640, acc. : 67.19%] [G loss : 0.290615]\n",
            "1991 [D loss : 0.265064, acc. : 51.56%] [G loss : 0.272053]\n",
            "1992 [D loss : 0.225013, acc. : 64.06%] [G loss : 0.291329]\n",
            "1993 [D loss : 0.225150, acc. : 57.81%] [G loss : 0.285652]\n",
            "1994 [D loss : 0.213555, acc. : 60.94%] [G loss : 0.274344]\n",
            "1995 [D loss : 0.230063, acc. : 65.62%] [G loss : 0.249114]\n",
            "1996 [D loss : 0.205807, acc. : 68.75%] [G loss : 0.248636]\n",
            "1997 [D loss : 0.225735, acc. : 64.06%] [G loss : 0.292628]\n",
            "1998 [D loss : 0.231304, acc. : 64.06%] [G loss : 0.272669]\n",
            "1999 [D loss : 0.218301, acc. : 65.62%] [G loss : 0.286573]\n",
            "2000 [D loss : 0.216007, acc. : 67.19%] [G loss : 0.276895]\n",
            "2001 [D loss : 0.258046, acc. : 50.00%] [G loss : 0.235094]\n",
            "2002 [D loss : 0.235963, acc. : 57.81%] [G loss : 0.282822]\n",
            "2003 [D loss : 0.243836, acc. : 56.25%] [G loss : 0.300364]\n",
            "2004 [D loss : 0.208936, acc. : 70.31%] [G loss : 0.292606]\n",
            "2005 [D loss : 0.209666, acc. : 67.19%] [G loss : 0.299534]\n",
            "2006 [D loss : 0.205119, acc. : 65.62%] [G loss : 0.283118]\n",
            "2007 [D loss : 0.206192, acc. : 67.19%] [G loss : 0.294677]\n",
            "2008 [D loss : 0.226831, acc. : 59.38%] [G loss : 0.304282]\n",
            "2009 [D loss : 0.238113, acc. : 60.94%] [G loss : 0.280215]\n",
            "2010 [D loss : 0.189931, acc. : 67.19%] [G loss : 0.269455]\n",
            "2011 [D loss : 0.204683, acc. : 73.44%] [G loss : 0.277292]\n",
            "2012 [D loss : 0.200223, acc. : 76.56%] [G loss : 0.277604]\n",
            "2013 [D loss : 0.255633, acc. : 64.06%] [G loss : 0.265436]\n",
            "2014 [D loss : 0.207940, acc. : 64.06%] [G loss : 0.278332]\n",
            "2015 [D loss : 0.208942, acc. : 68.75%] [G loss : 0.261050]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "2016 [D loss : 0.207313, acc. : 67.19%] [G loss : 0.274934]\n",
            "2017 [D loss : 0.200977, acc. : 73.44%] [G loss : 0.287962]\n",
            "2018 [D loss : 0.211794, acc. : 60.94%] [G loss : 0.275018]\n",
            "2019 [D loss : 0.232627, acc. : 62.50%] [G loss : 0.257774]\n",
            "2020 [D loss : 0.188388, acc. : 76.56%] [G loss : 0.293027]\n",
            "2021 [D loss : 0.240167, acc. : 60.94%] [G loss : 0.268347]\n",
            "2022 [D loss : 0.203246, acc. : 64.06%] [G loss : 0.252053]\n",
            "2023 [D loss : 0.209205, acc. : 65.62%] [G loss : 0.270336]\n",
            "2024 [D loss : 0.227681, acc. : 57.81%] [G loss : 0.250878]\n",
            "2025 [D loss : 0.260867, acc. : 43.75%] [G loss : 0.239034]\n",
            "2026 [D loss : 0.252486, acc. : 51.56%] [G loss : 0.263473]\n",
            "2027 [D loss : 0.241438, acc. : 56.25%] [G loss : 0.277516]\n",
            "2028 [D loss : 0.244867, acc. : 59.38%] [G loss : 0.250920]\n",
            "2029 [D loss : 0.258476, acc. : 57.81%] [G loss : 0.243063]\n",
            "2030 [D loss : 0.224638, acc. : 65.62%] [G loss : 0.265872]\n",
            "2031 [D loss : 0.224306, acc. : 60.94%] [G loss : 0.292288]\n",
            "2032 [D loss : 0.260567, acc. : 46.88%] [G loss : 0.253529]\n",
            "2033 [D loss : 0.255086, acc. : 46.88%] [G loss : 0.230253]\n",
            "2034 [D loss : 0.225379, acc. : 59.38%] [G loss : 0.245301]\n",
            "2035 [D loss : 0.245743, acc. : 57.81%] [G loss : 0.280443]\n",
            "2036 [D loss : 0.240762, acc. : 59.38%] [G loss : 0.286407]\n",
            "2037 [D loss : 0.256224, acc. : 54.69%] [G loss : 0.263527]\n",
            "2038 [D loss : 0.253307, acc. : 51.56%] [G loss : 0.251822]\n",
            "2039 [D loss : 0.251850, acc. : 53.12%] [G loss : 0.262111]\n",
            "2040 [D loss : 0.243582, acc. : 57.81%] [G loss : 0.301760]\n",
            "2041 [D loss : 0.278265, acc. : 48.44%] [G loss : 0.249363]\n",
            "2042 [D loss : 0.246083, acc. : 57.81%] [G loss : 0.246830]\n",
            "2043 [D loss : 0.219295, acc. : 68.75%] [G loss : 0.274929]\n",
            "2044 [D loss : 0.242403, acc. : 53.12%] [G loss : 0.295148]\n",
            "2045 [D loss : 0.225090, acc. : 65.62%] [G loss : 0.294133]\n",
            "2046 [D loss : 0.257688, acc. : 59.38%] [G loss : 0.257973]\n",
            "2047 [D loss : 0.239565, acc. : 57.81%] [G loss : 0.268451]\n",
            "2048 [D loss : 0.244901, acc. : 57.81%] [G loss : 0.233114]\n",
            "2049 [D loss : 0.280249, acc. : 42.19%] [G loss : 0.253481]\n",
            "2050 [D loss : 0.251845, acc. : 53.12%] [G loss : 0.257834]\n",
            "2051 [D loss : 0.260563, acc. : 46.88%] [G loss : 0.292425]\n",
            "2052 [D loss : 0.223512, acc. : 71.88%] [G loss : 0.301475]\n",
            "2053 [D loss : 0.219907, acc. : 60.94%] [G loss : 0.301638]\n",
            "2054 [D loss : 0.220988, acc. : 70.31%] [G loss : 0.271307]\n",
            "2055 [D loss : 0.229334, acc. : 65.62%] [G loss : 0.249010]\n",
            "2056 [D loss : 0.258824, acc. : 50.00%] [G loss : 0.243383]\n",
            "2057 [D loss : 0.232045, acc. : 60.94%] [G loss : 0.249084]\n",
            "2058 [D loss : 0.231101, acc. : 60.94%] [G loss : 0.285369]\n",
            "2059 [D loss : 0.251446, acc. : 64.06%] [G loss : 0.257230]\n",
            "2060 [D loss : 0.213280, acc. : 65.62%] [G loss : 0.267281]\n",
            "2061 [D loss : 0.227379, acc. : 68.75%] [G loss : 0.305295]\n",
            "2062 [D loss : 0.222957, acc. : 68.75%] [G loss : 0.309910]\n",
            "2063 [D loss : 0.201340, acc. : 75.00%] [G loss : 0.318277]\n",
            "2064 [D loss : 0.229974, acc. : 60.94%] [G loss : 0.286552]\n",
            "2065 [D loss : 0.191475, acc. : 67.19%] [G loss : 0.317025]\n",
            "2066 [D loss : 0.214908, acc. : 68.75%] [G loss : 0.279537]\n",
            "2067 [D loss : 0.201644, acc. : 70.31%] [G loss : 0.265574]\n",
            "2068 [D loss : 0.212156, acc. : 68.75%] [G loss : 0.315960]\n",
            "2069 [D loss : 0.203796, acc. : 65.62%] [G loss : 0.281167]\n",
            "2070 [D loss : 0.223597, acc. : 59.38%] [G loss : 0.272589]\n",
            "2071 [D loss : 0.204574, acc. : 65.62%] [G loss : 0.280849]\n",
            "2072 [D loss : 0.247955, acc. : 53.12%] [G loss : 0.257258]\n",
            "2073 [D loss : 0.244740, acc. : 62.50%] [G loss : 0.295560]\n",
            "2074 [D loss : 0.206457, acc. : 59.38%] [G loss : 0.303044]\n",
            "2075 [D loss : 0.238662, acc. : 51.56%] [G loss : 0.305798]\n",
            "2076 [D loss : 0.223072, acc. : 64.06%] [G loss : 0.260720]\n",
            "2077 [D loss : 0.239089, acc. : 60.94%] [G loss : 0.286528]\n",
            "2078 [D loss : 0.230633, acc. : 65.62%] [G loss : 0.280504]\n",
            "2079 [D loss : 0.215421, acc. : 62.50%] [G loss : 0.278913]\n",
            "2080 [D loss : 0.210170, acc. : 65.62%] [G loss : 0.269108]\n",
            "2081 [D loss : 0.194680, acc. : 70.31%] [G loss : 0.299675]\n",
            "2082 [D loss : 0.214107, acc. : 67.19%] [G loss : 0.277133]\n",
            "2083 [D loss : 0.197090, acc. : 67.19%] [G loss : 0.281428]\n",
            "2084 [D loss : 0.229599, acc. : 65.62%] [G loss : 0.281834]\n",
            "2085 [D loss : 0.203747, acc. : 68.75%] [G loss : 0.308224]\n",
            "2086 [D loss : 0.192218, acc. : 75.00%] [G loss : 0.279233]\n",
            "2087 [D loss : 0.228960, acc. : 59.38%] [G loss : 0.297842]\n",
            "2088 [D loss : 0.254244, acc. : 60.94%] [G loss : 0.274421]\n",
            "2089 [D loss : 0.241761, acc. : 64.06%] [G loss : 0.254829]\n",
            "2090 [D loss : 0.274548, acc. : 54.69%] [G loss : 0.287211]\n",
            "2091 [D loss : 0.228217, acc. : 57.81%] [G loss : 0.301826]\n",
            "2092 [D loss : 0.241790, acc. : 54.69%] [G loss : 0.278034]\n",
            "2093 [D loss : 0.222331, acc. : 59.38%] [G loss : 0.314886]\n",
            "2094 [D loss : 0.223670, acc. : 67.19%] [G loss : 0.274089]\n",
            "2095 [D loss : 0.242053, acc. : 59.38%] [G loss : 0.257580]\n",
            "2096 [D loss : 0.200764, acc. : 71.88%] [G loss : 0.245979]\n",
            "2097 [D loss : 0.219195, acc. : 62.50%] [G loss : 0.222969]\n",
            "2098 [D loss : 0.218202, acc. : 62.50%] [G loss : 0.275737]\n",
            "2099 [D loss : 0.227577, acc. : 60.94%] [G loss : 0.300023]\n",
            "2100 [D loss : 0.264406, acc. : 53.12%] [G loss : 0.282992]\n",
            "2101 [D loss : 0.205800, acc. : 68.75%] [G loss : 0.282043]\n",
            "2102 [D loss : 0.245684, acc. : 53.12%] [G loss : 0.282131]\n",
            "2103 [D loss : 0.255621, acc. : 51.56%] [G loss : 0.243294]\n",
            "2104 [D loss : 0.231293, acc. : 56.25%] [G loss : 0.266084]\n",
            "2105 [D loss : 0.194120, acc. : 71.88%] [G loss : 0.284307]\n",
            "2106 [D loss : 0.223306, acc. : 65.62%] [G loss : 0.291022]\n",
            "2107 [D loss : 0.250833, acc. : 50.00%] [G loss : 0.288505]\n",
            "2108 [D loss : 0.237002, acc. : 56.25%] [G loss : 0.304066]\n",
            "2109 [D loss : 0.229307, acc. : 62.50%] [G loss : 0.281578]\n",
            "2110 [D loss : 0.231914, acc. : 57.81%] [G loss : 0.294143]\n",
            "2111 [D loss : 0.237461, acc. : 62.50%] [G loss : 0.265502]\n",
            "2112 [D loss : 0.233319, acc. : 62.50%] [G loss : 0.271708]\n",
            "2113 [D loss : 0.188285, acc. : 68.75%] [G loss : 0.283942]\n",
            "2114 [D loss : 0.207535, acc. : 70.31%] [G loss : 0.297392]\n",
            "2115 [D loss : 0.211676, acc. : 65.62%] [G loss : 0.269456]\n",
            "2116 [D loss : 0.215361, acc. : 62.50%] [G loss : 0.293035]\n",
            "2117 [D loss : 0.208478, acc. : 75.00%] [G loss : 0.277726]\n",
            "2118 [D loss : 0.168476, acc. : 84.38%] [G loss : 0.290817]\n",
            "2119 [D loss : 0.219374, acc. : 64.06%] [G loss : 0.294777]\n",
            "2120 [D loss : 0.207068, acc. : 65.62%] [G loss : 0.281028]\n",
            "2121 [D loss : 0.227784, acc. : 59.38%] [G loss : 0.299597]\n",
            "2122 [D loss : 0.233775, acc. : 62.50%] [G loss : 0.262295]\n",
            "2123 [D loss : 0.248066, acc. : 56.25%] [G loss : 0.266144]\n",
            "2124 [D loss : 0.237647, acc. : 56.25%] [G loss : 0.235907]\n",
            "2125 [D loss : 0.223513, acc. : 67.19%] [G loss : 0.264037]\n",
            "2126 [D loss : 0.219933, acc. : 68.75%] [G loss : 0.263906]\n",
            "2127 [D loss : 0.238576, acc. : 51.56%] [G loss : 0.263536]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "2128 [D loss : 0.237114, acc. : 53.12%] [G loss : 0.233605]\n",
            "2129 [D loss : 0.245774, acc. : 54.69%] [G loss : 0.264314]\n",
            "2130 [D loss : 0.236720, acc. : 65.62%] [G loss : 0.289207]\n",
            "2131 [D loss : 0.218934, acc. : 62.50%] [G loss : 0.252902]\n",
            "2132 [D loss : 0.212831, acc. : 67.19%] [G loss : 0.265452]\n",
            "2133 [D loss : 0.228455, acc. : 60.94%] [G loss : 0.265455]\n",
            "2134 [D loss : 0.226219, acc. : 59.38%] [G loss : 0.269705]\n",
            "2135 [D loss : 0.223773, acc. : 67.19%] [G loss : 0.268899]\n",
            "2136 [D loss : 0.237574, acc. : 51.56%] [G loss : 0.248350]\n",
            "2137 [D loss : 0.211644, acc. : 62.50%] [G loss : 0.263378]\n",
            "2138 [D loss : 0.243749, acc. : 60.94%] [G loss : 0.259777]\n",
            "2139 [D loss : 0.263587, acc. : 51.56%] [G loss : 0.288267]\n",
            "2140 [D loss : 0.246064, acc. : 59.38%] [G loss : 0.265054]\n",
            "2141 [D loss : 0.227731, acc. : 64.06%] [G loss : 0.273731]\n",
            "2142 [D loss : 0.206879, acc. : 71.88%] [G loss : 0.307006]\n",
            "2143 [D loss : 0.251261, acc. : 57.81%] [G loss : 0.283484]\n",
            "2144 [D loss : 0.233671, acc. : 57.81%] [G loss : 0.270230]\n",
            "2145 [D loss : 0.236225, acc. : 53.12%] [G loss : 0.261531]\n",
            "2146 [D loss : 0.239287, acc. : 51.56%] [G loss : 0.258884]\n",
            "2147 [D loss : 0.239041, acc. : 59.38%] [G loss : 0.267151]\n",
            "2148 [D loss : 0.218671, acc. : 59.38%] [G loss : 0.291960]\n",
            "2149 [D loss : 0.239272, acc. : 59.38%] [G loss : 0.277908]\n",
            "2150 [D loss : 0.216232, acc. : 68.75%] [G loss : 0.272187]\n",
            "2151 [D loss : 0.243319, acc. : 57.81%] [G loss : 0.273808]\n",
            "2152 [D loss : 0.207812, acc. : 71.88%] [G loss : 0.289371]\n",
            "2153 [D loss : 0.212182, acc. : 67.19%] [G loss : 0.291362]\n",
            "2154 [D loss : 0.200426, acc. : 75.00%] [G loss : 0.303218]\n",
            "2155 [D loss : 0.253547, acc. : 54.69%] [G loss : 0.281865]\n",
            "2156 [D loss : 0.194889, acc. : 75.00%] [G loss : 0.268345]\n",
            "2157 [D loss : 0.212836, acc. : 65.62%] [G loss : 0.279734]\n",
            "2158 [D loss : 0.207098, acc. : 67.19%] [G loss : 0.259627]\n",
            "2159 [D loss : 0.207538, acc. : 68.75%] [G loss : 0.262476]\n",
            "2160 [D loss : 0.228562, acc. : 67.19%] [G loss : 0.278052]\n",
            "2161 [D loss : 0.197078, acc. : 70.31%] [G loss : 0.271319]\n",
            "2162 [D loss : 0.213967, acc. : 67.19%] [G loss : 0.287191]\n",
            "2163 [D loss : 0.207149, acc. : 71.88%] [G loss : 0.280835]\n",
            "2164 [D loss : 0.249407, acc. : 59.38%] [G loss : 0.248476]\n",
            "2165 [D loss : 0.228568, acc. : 62.50%] [G loss : 0.254580]\n",
            "2166 [D loss : 0.185586, acc. : 71.88%] [G loss : 0.285929]\n",
            "2167 [D loss : 0.222590, acc. : 70.31%] [G loss : 0.262269]\n",
            "2168 [D loss : 0.239311, acc. : 62.50%] [G loss : 0.249932]\n",
            "2169 [D loss : 0.210042, acc. : 70.31%] [G loss : 0.265604]\n",
            "2170 [D loss : 0.207999, acc. : 64.06%] [G loss : 0.257009]\n",
            "2171 [D loss : 0.215896, acc. : 64.06%] [G loss : 0.262637]\n",
            "2172 [D loss : 0.214712, acc. : 62.50%] [G loss : 0.296704]\n",
            "2173 [D loss : 0.200418, acc. : 70.31%] [G loss : 0.248304]\n",
            "2174 [D loss : 0.235548, acc. : 65.62%] [G loss : 0.264406]\n",
            "2175 [D loss : 0.223132, acc. : 68.75%] [G loss : 0.248826]\n",
            "2176 [D loss : 0.242724, acc. : 56.25%] [G loss : 0.259625]\n",
            "2177 [D loss : 0.216072, acc. : 68.75%] [G loss : 0.269660]\n",
            "2178 [D loss : 0.213634, acc. : 70.31%] [G loss : 0.277591]\n",
            "2179 [D loss : 0.191855, acc. : 71.88%] [G loss : 0.247499]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "2249 [D loss : 0.197201, acc. : 71.88%] [G loss : 0.258462]\n",
            "2250 [D loss : 0.288512, acc. : 56.25%] [G loss : 0.311219]\n",
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            "2257 [D loss : 0.250289, acc. : 57.81%] [G loss : 0.273718]\n",
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            "2260 [D loss : 0.210860, acc. : 57.81%] [G loss : 0.292474]\n",
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          "name": "stdout"
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          "name": "stdout"
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          "output_type": "stream",
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          "name": "stdout"
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        {
          "output_type": "stream",
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          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "2688 [D loss : 0.206343, acc. : 70.31%] [G loss : 0.261800]\n",
            "2689 [D loss : 0.241213, acc. : 51.56%] [G loss : 0.317022]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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          "name": "stdout"
        },
        {
          "output_type": "stream",
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            "2912 [D loss : 0.246605, acc. : 54.69%] [G loss : 0.227035]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "3024 [D loss : 0.213094, acc. : 65.62%] [G loss : 0.265886]\n",
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            "3111 [D loss : 0.272749, acc. : 53.12%] [G loss : 0.265342]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "3136 [D loss : 0.206627, acc. : 71.88%] [G loss : 0.249731]\n",
            "3137 [D loss : 0.213849, acc. : 67.19%] [G loss : 0.261456]\n",
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            "3141 [D loss : 0.244669, acc. : 53.12%] [G loss : 0.262748]\n",
            "3142 [D loss : 0.221108, acc. : 68.75%] [G loss : 0.271274]\n",
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            "3146 [D loss : 0.222717, acc. : 59.38%] [G loss : 0.257996]\n",
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            "3153 [D loss : 0.268900, acc. : 54.69%] [G loss : 0.239499]\n",
            "3154 [D loss : 0.261566, acc. : 51.56%] [G loss : 0.225020]\n",
            "3155 [D loss : 0.233896, acc. : 57.81%] [G loss : 0.238214]\n",
            "3156 [D loss : 0.212855, acc. : 65.62%] [G loss : 0.264163]\n",
            "3157 [D loss : 0.248972, acc. : 62.50%] [G loss : 0.242877]\n",
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            "3159 [D loss : 0.187060, acc. : 76.56%] [G loss : 0.257189]\n",
            "3160 [D loss : 0.244847, acc. : 62.50%] [G loss : 0.219098]\n",
            "3161 [D loss : 0.203052, acc. : 68.75%] [G loss : 0.231653]\n",
            "3162 [D loss : 0.239376, acc. : 54.69%] [G loss : 0.228633]\n",
            "3163 [D loss : 0.224756, acc. : 65.62%] [G loss : 0.251648]\n",
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            "3165 [D loss : 0.232567, acc. : 59.38%] [G loss : 0.214086]\n",
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            "3169 [D loss : 0.245699, acc. : 54.69%] [G loss : 0.258051]\n",
            "3170 [D loss : 0.248171, acc. : 50.00%] [G loss : 0.227151]\n",
            "3171 [D loss : 0.223434, acc. : 67.19%] [G loss : 0.241752]\n",
            "3172 [D loss : 0.257708, acc. : 48.44%] [G loss : 0.247244]\n",
            "3173 [D loss : 0.216315, acc. : 70.31%] [G loss : 0.301714]\n",
            "3174 [D loss : 0.213347, acc. : 62.50%] [G loss : 0.271425]\n",
            "3175 [D loss : 0.211272, acc. : 70.31%] [G loss : 0.257731]\n",
            "3176 [D loss : 0.211398, acc. : 65.62%] [G loss : 0.268632]\n",
            "3177 [D loss : 0.232905, acc. : 62.50%] [G loss : 0.246677]\n",
            "3178 [D loss : 0.227653, acc. : 64.06%] [G loss : 0.256619]\n",
            "3179 [D loss : 0.245941, acc. : 59.38%] [G loss : 0.254059]\n",
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            "3181 [D loss : 0.241260, acc. : 60.94%] [G loss : 0.263069]\n",
            "3182 [D loss : 0.180113, acc. : 79.69%] [G loss : 0.297558]\n",
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            "3185 [D loss : 0.170917, acc. : 78.12%] [G loss : 0.287709]\n",
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            "3192 [D loss : 0.200081, acc. : 75.00%] [G loss : 0.250596]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "3248 [D loss : 0.203439, acc. : 68.75%] [G loss : 0.277466]\n",
            "3249 [D loss : 0.246578, acc. : 56.25%] [G loss : 0.256702]\n",
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          "name": "stdout"
        },
        {
          "output_type": "stream",
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          "name": "stdout"
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        {
          "output_type": "stream",
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          "name": "stdout"
        },
        {
          "output_type": "stream",
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            "3584 [D loss : 0.234034, acc. : 60.94%] [G loss : 0.242270]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "3697 [D loss : 0.227101, acc. : 57.81%] [G loss : 0.248133]\n",
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            "3735 [D loss : 0.192061, acc. : 78.12%] [G loss : 0.256638]\n",
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          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "3808 [D loss : 0.221902, acc. : 62.50%] [G loss : 0.242212]\n",
            "3809 [D loss : 0.230062, acc. : 60.94%] [G loss : 0.254758]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "3921 [D loss : 0.213845, acc. : 67.19%] [G loss : 0.233998]\n",
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            "3923 [D loss : 0.229671, acc. : 62.50%] [G loss : 0.234536]\n",
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            "3926 [D loss : 0.213863, acc. : 62.50%] [G loss : 0.262530]\n",
            "3927 [D loss : 0.229309, acc. : 64.06%] [G loss : 0.273218]\n",
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            "3929 [D loss : 0.196712, acc. : 73.44%] [G loss : 0.259719]\n",
            "3930 [D loss : 0.256463, acc. : 51.56%] [G loss : 0.242096]\n",
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            "3958 [D loss : 0.232924, acc. : 57.81%] [G loss : 0.224929]\n",
            "3959 [D loss : 0.241060, acc. : 53.12%] [G loss : 0.238684]\n",
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            "3964 [D loss : 0.205401, acc. : 75.00%] [G loss : 0.264487]\n",
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            "4000 [D loss : 0.245287, acc. : 59.38%] [G loss : 0.246460]\n",
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          "name": "stdout"
        },
        {
          "output_type": "stream",
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            "4032 [D loss : 0.263430, acc. : 57.81%] [G loss : 0.272764]\n",
            "4033 [D loss : 0.247810, acc. : 54.69%] [G loss : 0.261437]\n",
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            "4039 [D loss : 0.194581, acc. : 70.31%] [G loss : 0.242827]\n",
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            "4041 [D loss : 0.206629, acc. : 65.62%] [G loss : 0.276531]\n",
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            "4043 [D loss : 0.212377, acc. : 68.75%] [G loss : 0.215088]\n",
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            "4048 [D loss : 0.193061, acc. : 76.56%] [G loss : 0.267867]\n",
            "4049 [D loss : 0.225238, acc. : 68.75%] [G loss : 0.218126]\n",
            "4050 [D loss : 0.253746, acc. : 50.00%] [G loss : 0.249890]\n",
            "4051 [D loss : 0.196694, acc. : 73.44%] [G loss : 0.255972]\n",
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            "4053 [D loss : 0.236101, acc. : 70.31%] [G loss : 0.245289]\n",
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            "4056 [D loss : 0.192202, acc. : 75.00%] [G loss : 0.278258]\n",
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            "4073 [D loss : 0.249149, acc. : 57.81%] [G loss : 0.257721]\n",
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            "4075 [D loss : 0.270929, acc. : 46.88%] [G loss : 0.239782]\n",
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            "4080 [D loss : 0.203438, acc. : 70.31%] [G loss : 0.283689]\n",
            "4081 [D loss : 0.242365, acc. : 53.12%] [G loss : 0.257750]\n",
            "4082 [D loss : 0.208632, acc. : 68.75%] [G loss : 0.258474]\n",
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            "4085 [D loss : 0.212863, acc. : 64.06%] [G loss : 0.264320]\n",
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            "4087 [D loss : 0.232259, acc. : 60.94%] [G loss : 0.266845]\n",
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            "4095 [D loss : 0.213366, acc. : 62.50%] [G loss : 0.251650]\n",
            "4096 [D loss : 0.210675, acc. : 70.31%] [G loss : 0.216578]\n",
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            "4102 [D loss : 0.217468, acc. : 59.38%] [G loss : 0.238968]\n",
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            "4107 [D loss : 0.270629, acc. : 48.44%] [G loss : 0.212996]\n",
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            "4113 [D loss : 0.251664, acc. : 57.81%] [G loss : 0.238541]\n",
            "4114 [D loss : 0.197706, acc. : 68.75%] [G loss : 0.245427]\n",
            "4115 [D loss : 0.237074, acc. : 50.00%] [G loss : 0.237933]\n",
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            "4119 [D loss : 0.247484, acc. : 59.38%] [G loss : 0.253320]\n",
            "4120 [D loss : 0.219441, acc. : 70.31%] [G loss : 0.276438]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "4144 [D loss : 0.234313, acc. : 56.25%] [G loss : 0.188976]\n",
            "4145 [D loss : 0.224080, acc. : 71.88%] [G loss : 0.217128]\n",
            "4146 [D loss : 0.238796, acc. : 57.81%] [G loss : 0.245207]\n",
            "4147 [D loss : 0.214346, acc. : 62.50%] [G loss : 0.224656]\n",
            "4148 [D loss : 0.252169, acc. : 57.81%] [G loss : 0.245977]\n",
            "4149 [D loss : 0.218678, acc. : 57.81%] [G loss : 0.264190]\n",
            "4150 [D loss : 0.277495, acc. : 43.75%] [G loss : 0.263571]\n",
            "4151 [D loss : 0.197807, acc. : 75.00%] [G loss : 0.257673]\n",
            "4152 [D loss : 0.220579, acc. : 62.50%] [G loss : 0.246039]\n",
            "4153 [D loss : 0.213144, acc. : 65.62%] [G loss : 0.265119]\n",
            "4154 [D loss : 0.245741, acc. : 46.88%] [G loss : 0.214910]\n",
            "4155 [D loss : 0.227599, acc. : 60.94%] [G loss : 0.239637]\n",
            "4156 [D loss : 0.197116, acc. : 67.19%] [G loss : 0.310113]\n",
            "4157 [D loss : 0.220487, acc. : 68.75%] [G loss : 0.277735]\n",
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            "4160 [D loss : 0.217279, acc. : 68.75%] [G loss : 0.261481]\n",
            "4161 [D loss : 0.199877, acc. : 71.88%] [G loss : 0.291305]\n",
            "4162 [D loss : 0.234645, acc. : 64.06%] [G loss : 0.256736]\n",
            "4163 [D loss : 0.173892, acc. : 82.81%] [G loss : 0.301769]\n",
            "4164 [D loss : 0.220987, acc. : 59.38%] [G loss : 0.275537]\n",
            "4165 [D loss : 0.180666, acc. : 79.69%] [G loss : 0.296716]\n",
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            "4167 [D loss : 0.220723, acc. : 68.75%] [G loss : 0.251498]\n",
            "4168 [D loss : 0.268041, acc. : 51.56%] [G loss : 0.252414]\n",
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            "4170 [D loss : 0.211632, acc. : 62.50%] [G loss : 0.249205]\n",
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            "4178 [D loss : 0.224196, acc. : 68.75%] [G loss : 0.278208]\n",
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            "4181 [D loss : 0.296893, acc. : 50.00%] [G loss : 0.247695]\n",
            "4182 [D loss : 0.230243, acc. : 68.75%] [G loss : 0.238319]\n",
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            "4197 [D loss : 0.219579, acc. : 64.06%] [G loss : 0.245596]\n",
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            "4232 [D loss : 0.196011, acc. : 76.56%] [G loss : 0.244763]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "4256 [D loss : 0.227238, acc. : 65.62%] [G loss : 0.216637]\n",
            "4257 [D loss : 0.248396, acc. : 56.25%] [G loss : 0.217735]\n",
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            "4259 [D loss : 0.215929, acc. : 70.31%] [G loss : 0.215852]\n",
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            "4261 [D loss : 0.241034, acc. : 57.81%] [G loss : 0.214479]\n",
            "4262 [D loss : 0.226563, acc. : 70.31%] [G loss : 0.235514]\n",
            "4263 [D loss : 0.222150, acc. : 64.06%] [G loss : 0.226176]\n",
            "4264 [D loss : 0.222158, acc. : 59.38%] [G loss : 0.232374]\n",
            "4265 [D loss : 0.218498, acc. : 68.75%] [G loss : 0.218020]\n",
            "4266 [D loss : 0.234495, acc. : 53.12%] [G loss : 0.226265]\n",
            "4267 [D loss : 0.249863, acc. : 56.25%] [G loss : 0.240873]\n",
            "4268 [D loss : 0.228703, acc. : 56.25%] [G loss : 0.248577]\n",
            "4269 [D loss : 0.246838, acc. : 59.38%] [G loss : 0.239880]\n",
            "4270 [D loss : 0.198297, acc. : 71.88%] [G loss : 0.215463]\n",
            "4271 [D loss : 0.209676, acc. : 60.94%] [G loss : 0.251552]\n",
            "4272 [D loss : 0.207036, acc. : 65.62%] [G loss : 0.255910]\n",
            "4273 [D loss : 0.243522, acc. : 50.00%] [G loss : 0.240690]\n",
            "4274 [D loss : 0.226931, acc. : 56.25%] [G loss : 0.252615]\n",
            "4275 [D loss : 0.237071, acc. : 57.81%] [G loss : 0.231163]\n",
            "4276 [D loss : 0.236448, acc. : 64.06%] [G loss : 0.232190]\n",
            "4277 [D loss : 0.206966, acc. : 68.75%] [G loss : 0.236278]\n",
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            "4280 [D loss : 0.243433, acc. : 48.44%] [G loss : 0.246603]\n",
            "4281 [D loss : 0.226660, acc. : 62.50%] [G loss : 0.286744]\n",
            "4282 [D loss : 0.239971, acc. : 59.38%] [G loss : 0.275152]\n",
            "4283 [D loss : 0.213164, acc. : 70.31%] [G loss : 0.260551]\n",
            "4284 [D loss : 0.211032, acc. : 73.44%] [G loss : 0.263868]\n",
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            "4286 [D loss : 0.214503, acc. : 71.88%] [G loss : 0.245527]\n",
            "4287 [D loss : 0.235683, acc. : 60.94%] [G loss : 0.220093]\n",
            "4288 [D loss : 0.233163, acc. : 59.38%] [G loss : 0.258616]\n",
            "4289 [D loss : 0.198604, acc. : 76.56%] [G loss : 0.266128]\n",
            "4290 [D loss : 0.196511, acc. : 73.44%] [G loss : 0.280407]\n",
            "4291 [D loss : 0.258502, acc. : 59.38%] [G loss : 0.253336]\n",
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            "4295 [D loss : 0.262464, acc. : 54.69%] [G loss : 0.205504]\n",
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            "4299 [D loss : 0.193567, acc. : 71.88%] [G loss : 0.222917]\n",
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            "4312 [D loss : 0.172462, acc. : 75.00%] [G loss : 0.234068]\n",
            "4313 [D loss : 0.248115, acc. : 62.50%] [G loss : 0.262269]\n",
            "4314 [D loss : 0.244736, acc. : 50.00%] [G loss : 0.206222]\n",
            "4315 [D loss : 0.251609, acc. : 57.81%] [G loss : 0.224607]\n",
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            "4319 [D loss : 0.236286, acc. : 56.25%] [G loss : 0.208340]\n",
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            "4327 [D loss : 0.213380, acc. : 68.75%] [G loss : 0.229904]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "4368 [D loss : 0.182262, acc. : 73.44%] [G loss : 0.213271]\n",
            "4369 [D loss : 0.228299, acc. : 60.94%] [G loss : 0.264256]\n",
            "4370 [D loss : 0.256112, acc. : 54.69%] [G loss : 0.268233]\n",
            "4371 [D loss : 0.255228, acc. : 53.12%] [G loss : 0.254044]\n",
            "4372 [D loss : 0.199401, acc. : 67.19%] [G loss : 0.263166]\n",
            "4373 [D loss : 0.240332, acc. : 59.38%] [G loss : 0.256649]\n",
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            "4379 [D loss : 0.263514, acc. : 43.75%] [G loss : 0.234314]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "4479 [D loss : 0.222873, acc. : 60.94%] [G loss : 0.234563]\n",
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            "4500 [D loss : 0.238068, acc. : 57.81%] [G loss : 0.220138]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "4591 [D loss : 0.220468, acc. : 60.94%] [G loss : 0.199399]\n",
            "4592 [D loss : 0.209161, acc. : 68.75%] [G loss : 0.256920]\n",
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            "4595 [D loss : 0.242304, acc. : 56.25%] [G loss : 0.230828]\n",
            "4596 [D loss : 0.213632, acc. : 68.75%] [G loss : 0.226777]\n",
            "4597 [D loss : 0.209564, acc. : 65.62%] [G loss : 0.262520]\n",
            "4598 [D loss : 0.220919, acc. : 62.50%] [G loss : 0.251706]\n",
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            "4627 [D loss : 0.227632, acc. : 59.38%] [G loss : 0.257553]\n",
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          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
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            "4704 [D loss : 0.223006, acc. : 57.81%] [G loss : 0.258514]\n",
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            "4707 [D loss : 0.203735, acc. : 73.44%] [G loss : 0.241431]\n",
            "4708 [D loss : 0.199747, acc. : 81.25%] [G loss : 0.272394]\n",
            "4709 [D loss : 0.243488, acc. : 60.94%] [G loss : 0.257098]\n",
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            "4721 [D loss : 0.235825, acc. : 59.38%] [G loss : 0.241912]\n",
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            "4723 [D loss : 0.234929, acc. : 56.25%] [G loss : 0.263445]\n",
            "4724 [D loss : 0.206678, acc. : 75.00%] [G loss : 0.244995]\n",
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            "4732 [D loss : 0.248640, acc. : 56.25%] [G loss : 0.171478]\n",
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            "4737 [D loss : 0.206540, acc. : 73.44%] [G loss : 0.266822]\n",
            "4738 [D loss : 0.228464, acc. : 64.06%] [G loss : 0.260060]\n",
            "4739 [D loss : 0.236019, acc. : 60.94%] [G loss : 0.248023]\n",
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            "4754 [D loss : 0.212700, acc. : 64.06%] [G loss : 0.265553]\n",
            "4755 [D loss : 0.207377, acc. : 71.88%] [G loss : 0.244546]\n",
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            "4757 [D loss : 0.178638, acc. : 79.69%] [G loss : 0.281363]\n",
            "4758 [D loss : 0.244113, acc. : 53.12%] [G loss : 0.219464]\n",
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            "4760 [D loss : 0.225314, acc. : 57.81%] [G loss : 0.246891]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "4815 [D loss : 0.193251, acc. : 68.75%] [G loss : 0.265114]\n",
            "4816 [D loss : 0.241096, acc. : 57.81%] [G loss : 0.251844]\n",
            "4817 [D loss : 0.218731, acc. : 68.75%] [G loss : 0.223713]\n",
            "4818 [D loss : 0.189789, acc. : 78.12%] [G loss : 0.267707]\n",
            "4819 [D loss : 0.214001, acc. : 67.19%] [G loss : 0.208285]\n",
            "4820 [D loss : 0.206567, acc. : 64.06%] [G loss : 0.250605]\n",
            "4821 [D loss : 0.230143, acc. : 54.69%] [G loss : 0.220929]\n",
            "4822 [D loss : 0.230766, acc. : 64.06%] [G loss : 0.243540]\n",
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            "4824 [D loss : 0.197655, acc. : 71.88%] [G loss : 0.266644]\n",
            "4825 [D loss : 0.238346, acc. : 56.25%] [G loss : 0.227607]\n",
            "4826 [D loss : 0.209450, acc. : 70.31%] [G loss : 0.243955]\n",
            "4827 [D loss : 0.227510, acc. : 60.94%] [G loss : 0.243110]\n",
            "4828 [D loss : 0.222823, acc. : 64.06%] [G loss : 0.273847]\n",
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            "4835 [D loss : 0.227429, acc. : 65.62%] [G loss : 0.217976]\n",
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            "4837 [D loss : 0.219050, acc. : 67.19%] [G loss : 0.261862]\n",
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            "4841 [D loss : 0.241841, acc. : 53.12%] [G loss : 0.270871]\n",
            "4842 [D loss : 0.192987, acc. : 73.44%] [G loss : 0.232478]\n",
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            "4844 [D loss : 0.182594, acc. : 79.69%] [G loss : 0.242986]\n",
            "4845 [D loss : 0.204381, acc. : 67.19%] [G loss : 0.266623]\n",
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            "4847 [D loss : 0.207007, acc. : 64.06%] [G loss : 0.253077]\n",
            "4848 [D loss : 0.249777, acc. : 54.69%] [G loss : 0.216215]\n",
            "4849 [D loss : 0.226058, acc. : 67.19%] [G loss : 0.252453]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "4927 [D loss : 0.192317, acc. : 68.75%] [G loss : 0.236635]\n",
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            "4990 [D loss : 0.161135, acc. : 81.25%] [G loss : 0.281608]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "5039 [D loss : 0.212803, acc. : 60.94%] [G loss : 0.227966]\n",
            "5040 [D loss : 0.195076, acc. : 70.31%] [G loss : 0.223135]\n",
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            "5051 [D loss : 0.160212, acc. : 76.56%] [G loss : 0.295582]\n",
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            "5075 [D loss : 0.222686, acc. : 65.62%] [G loss : 0.216100]\n",
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            "5080 [D loss : 0.262417, acc. : 50.00%] [G loss : 0.204943]\n",
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            "5090 [D loss : 0.235910, acc. : 56.25%] [G loss : 0.226570]\n",
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          "name": "stdout"
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            "5264 [D loss : 0.243101, acc. : 60.94%] [G loss : 0.261609]\n",
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          "name": "stdout"
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          "name": "stdout"
        },
        {
          "output_type": "stream",
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            "5488 [D loss : 0.249448, acc. : 56.25%] [G loss : 0.240265]\n",
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          ],
          "name": "stdout"
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        {
          "output_type": "stream",
          "text": [
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "5711 [D loss : 0.234460, acc. : 54.69%] [G loss : 0.205537]\n",
            "5712 [D loss : 0.207399, acc. : 68.75%] [G loss : 0.245366]\n",
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            "5728 [D loss : 0.229508, acc. : 59.38%] [G loss : 0.231890]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "5854 [D loss : 0.199439, acc. : 68.75%] [G loss : 0.266411]\n",
            "5855 [D loss : 0.203749, acc. : 78.12%] [G loss : 0.268642]\n",
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            "5859 [D loss : 0.177351, acc. : 82.81%] [G loss : 0.281350]\n",
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            "5864 [D loss : 0.179908, acc. : 76.56%] [G loss : 0.246381]\n",
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            "5869 [D loss : 0.201721, acc. : 65.62%] [G loss : 0.232066]\n",
            "5870 [D loss : 0.198825, acc. : 68.75%] [G loss : 0.248922]\n",
            "5871 [D loss : 0.205533, acc. : 68.75%] [G loss : 0.285576]\n",
            "5872 [D loss : 0.238215, acc. : 59.38%] [G loss : 0.276014]\n",
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            "5874 [D loss : 0.225439, acc. : 53.12%] [G loss : 0.222860]\n",
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          "name": "stdout"
        },
        {
          "output_type": "stream",
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            "5936 [D loss : 0.176507, acc. : 79.69%] [G loss : 0.295211]\n",
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            "5939 [D loss : 0.274570, acc. : 51.56%] [G loss : 0.197515]\n",
            "5940 [D loss : 0.206968, acc. : 68.75%] [G loss : 0.249017]\n",
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            "5950 [D loss : 0.176772, acc. : 81.25%] [G loss : 0.245765]\n",
            "5951 [D loss : 0.234109, acc. : 57.81%] [G loss : 0.222049]\n",
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          ],
          "name": "stdout"
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        {
          "output_type": "stream",
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            "6047 [D loss : 0.200027, acc. : 71.88%] [G loss : 0.260687]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "6160 [D loss : 0.222944, acc. : 60.94%] [G loss : 0.223409]\n",
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            "6170 [D loss : 0.196968, acc. : 70.31%] [G loss : 0.228788]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "6272 [D loss : 0.241627, acc. : 56.25%] [G loss : 0.221269]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "6384 [D loss : 0.239088, acc. : 53.12%] [G loss : 0.229422]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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          "name": "stdout"
        },
        {
          "output_type": "stream",
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            "6608 [D loss : 0.226483, acc. : 67.19%] [G loss : 0.251868]\n",
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            "6624 [D loss : 0.265719, acc. : 51.56%] [G loss : 0.193945]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "6720 [D loss : 0.176168, acc. : 78.12%] [G loss : 0.187054]\n",
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          "name": "stdout"
        },
        {
          "output_type": "stream",
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            "6832 [D loss : 0.217799, acc. : 64.06%] [G loss : 0.245632]\n",
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            "6862 [D loss : 0.234570, acc. : 64.06%] [G loss : 0.263355]\n",
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          "name": "stdout"
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          "output_type": "stream",
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            "6935 [D loss : 0.228330, acc. : 65.62%] [G loss : 0.208658]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "7047 [D loss : 0.210364, acc. : 62.50%] [G loss : 0.249029]\n",
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            "7059 [D loss : 0.214438, acc. : 62.50%] [G loss : 0.259530]\n",
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            "7064 [D loss : 0.175699, acc. : 81.25%] [G loss : 0.291296]\n",
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            "7066 [D loss : 0.211315, acc. : 59.38%] [G loss : 0.257313]\n",
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            "7069 [D loss : 0.180753, acc. : 75.00%] [G loss : 0.246038]\n",
            "7070 [D loss : 0.202146, acc. : 65.62%] [G loss : 0.261848]\n",
            "7071 [D loss : 0.170057, acc. : 81.25%] [G loss : 0.226772]\n",
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            "7087 [D loss : 0.222927, acc. : 62.50%] [G loss : 0.259102]\n",
            "7088 [D loss : 0.225515, acc. : 68.75%] [G loss : 0.262072]\n",
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            "7092 [D loss : 0.160638, acc. : 78.12%] [G loss : 0.277965]\n",
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            "7102 [D loss : 0.228031, acc. : 62.50%] [G loss : 0.247630]\n",
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            "7105 [D loss : 0.165418, acc. : 79.69%] [G loss : 0.259399]\n",
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          "name": "stdout"
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          "output_type": "stream",
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            "7159 [D loss : 0.160512, acc. : 79.69%] [G loss : 0.218658]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "7270 [D loss : 0.198798, acc. : 67.19%] [G loss : 0.214963]\n",
            "7271 [D loss : 0.190050, acc. : 73.44%] [G loss : 0.225037]\n",
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            "7275 [D loss : 0.233964, acc. : 57.81%] [G loss : 0.240834]\n",
            "7276 [D loss : 0.211173, acc. : 65.62%] [G loss : 0.217485]\n",
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            "7280 [D loss : 0.202992, acc. : 67.19%] [G loss : 0.229117]\n",
            "7281 [D loss : 0.197113, acc. : 64.06%] [G loss : 0.228839]\n",
            "7282 [D loss : 0.225465, acc. : 65.62%] [G loss : 0.206263]\n",
            "7283 [D loss : 0.241722, acc. : 56.25%] [G loss : 0.245431]\n",
            "7284 [D loss : 0.193450, acc. : 70.31%] [G loss : 0.251639]\n",
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            "7286 [D loss : 0.204676, acc. : 64.06%] [G loss : 0.247520]\n",
            "7287 [D loss : 0.210264, acc. : 67.19%] [G loss : 0.261780]\n",
            "7288 [D loss : 0.201935, acc. : 59.38%] [G loss : 0.264146]\n",
            "7289 [D loss : 0.212393, acc. : 64.06%] [G loss : 0.215746]\n",
            "7290 [D loss : 0.234377, acc. : 64.06%] [G loss : 0.220831]\n",
            "7291 [D loss : 0.215241, acc. : 62.50%] [G loss : 0.281000]\n",
            "7292 [D loss : 0.192594, acc. : 75.00%] [G loss : 0.224087]\n",
            "7293 [D loss : 0.202879, acc. : 71.88%] [G loss : 0.246066]\n",
            "7294 [D loss : 0.200073, acc. : 65.62%] [G loss : 0.224035]\n",
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            "7297 [D loss : 0.198096, acc. : 68.75%] [G loss : 0.251653]\n",
            "7298 [D loss : 0.208423, acc. : 59.38%] [G loss : 0.232225]\n",
            "7299 [D loss : 0.192719, acc. : 73.44%] [G loss : 0.246630]\n",
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            "7302 [D loss : 0.189312, acc. : 73.44%] [G loss : 0.257126]\n",
            "7303 [D loss : 0.200031, acc. : 64.06%] [G loss : 0.253292]\n",
            "7304 [D loss : 0.230097, acc. : 62.50%] [G loss : 0.241465]\n",
            "7305 [D loss : 0.156535, acc. : 76.56%] [G loss : 0.237958]\n",
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            "7307 [D loss : 0.211261, acc. : 67.19%] [G loss : 0.245433]\n",
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            "7309 [D loss : 0.166119, acc. : 75.00%] [G loss : 0.241499]\n",
            "7310 [D loss : 0.197817, acc. : 70.31%] [G loss : 0.205433]\n",
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            "7314 [D loss : 0.193730, acc. : 78.12%] [G loss : 0.283837]\n",
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            "7317 [D loss : 0.171203, acc. : 84.38%] [G loss : 0.254623]\n",
            "7318 [D loss : 0.261120, acc. : 53.12%] [G loss : 0.202538]\n",
            "7319 [D loss : 0.174502, acc. : 71.88%] [G loss : 0.296251]\n",
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            "7323 [D loss : 0.196404, acc. : 73.44%] [G loss : 0.257688]\n",
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            "7325 [D loss : 0.177375, acc. : 70.31%] [G loss : 0.260365]\n",
            "7326 [D loss : 0.189032, acc. : 68.75%] [G loss : 0.227030]\n",
            "7327 [D loss : 0.252090, acc. : 57.81%] [G loss : 0.249749]\n",
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            "7330 [D loss : 0.182611, acc. : 76.56%] [G loss : 0.249176]\n",
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            "7333 [D loss : 0.189492, acc. : 68.75%] [G loss : 0.202703]\n",
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            "7360 [D loss : 0.250354, acc. : 64.06%] [G loss : 0.260869]\n",
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          "name": "stdout"
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          "output_type": "stream",
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            "7383 [D loss : 0.173769, acc. : 71.88%] [G loss : 0.250691]\n",
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            "7385 [D loss : 0.192095, acc. : 73.44%] [G loss : 0.280002]\n",
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            "7468 [D loss : 0.173369, acc. : 79.69%] [G loss : 0.238110]\n",
            "7469 [D loss : 0.176501, acc. : 78.12%] [G loss : 0.247370]\n",
            "7470 [D loss : 0.216060, acc. : 67.19%] [G loss : 0.243511]\n",
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            "7474 [D loss : 0.204763, acc. : 73.44%] [G loss : 0.241054]\n",
            "7475 [D loss : 0.167432, acc. : 75.00%] [G loss : 0.255130]\n",
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          "name": "stdout"
        },
        {
          "output_type": "stream",
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            "7495 [D loss : 0.211455, acc. : 64.06%] [G loss : 0.258258]\n",
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            "7505 [D loss : 0.224379, acc. : 60.94%] [G loss : 0.276939]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "7607 [D loss : 0.214395, acc. : 70.31%] [G loss : 0.219478]\n",
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            "7640 [D loss : 0.242521, acc. : 57.81%] [G loss : 0.260399]\n",
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            "7669 [D loss : 0.170622, acc. : 79.69%] [G loss : 0.231432]\n",
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          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
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            "7719 [D loss : 0.274116, acc. : 59.38%] [G loss : 0.219804]\n",
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            "7728 [D loss : 0.252075, acc. : 50.00%] [G loss : 0.205432]\n",
            "7729 [D loss : 0.192655, acc. : 73.44%] [G loss : 0.264002]\n",
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            "7734 [D loss : 0.192342, acc. : 76.56%] [G loss : 0.230153]\n",
            "7735 [D loss : 0.216757, acc. : 60.94%] [G loss : 0.243500]\n",
            "7736 [D loss : 0.172273, acc. : 71.88%] [G loss : 0.266884]\n",
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            "7738 [D loss : 0.199814, acc. : 68.75%] [G loss : 0.191786]\n",
            "7739 [D loss : 0.176618, acc. : 73.44%] [G loss : 0.214825]\n",
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            "7741 [D loss : 0.181847, acc. : 78.12%] [G loss : 0.244498]\n",
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            "7785 [D loss : 0.170477, acc. : 78.12%] [G loss : 0.290630]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "7831 [D loss : 0.194695, acc. : 73.44%] [G loss : 0.230083]\n",
            "7832 [D loss : 0.217635, acc. : 67.19%] [G loss : 0.228658]\n",
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            "7840 [D loss : 0.214928, acc. : 65.62%] [G loss : 0.191627]\n",
            "7841 [D loss : 0.200432, acc. : 68.75%] [G loss : 0.210149]\n",
            "7842 [D loss : 0.221880, acc. : 64.06%] [G loss : 0.243529]\n",
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            "7860 [D loss : 0.173671, acc. : 73.44%] [G loss : 0.251158]\n",
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            "7862 [D loss : 0.227512, acc. : 57.81%] [G loss : 0.238960]\n",
            "7863 [D loss : 0.176381, acc. : 81.25%] [G loss : 0.253110]\n",
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            "7870 [D loss : 0.226886, acc. : 62.50%] [G loss : 0.234967]\n",
            "7871 [D loss : 0.180691, acc. : 78.12%] [G loss : 0.249472]\n",
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            "7874 [D loss : 0.209304, acc. : 65.62%] [G loss : 0.215634]\n",
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            "7879 [D loss : 0.201274, acc. : 68.75%] [G loss : 0.218356]\n",
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            "7882 [D loss : 0.216415, acc. : 62.50%] [G loss : 0.226710]\n",
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            "7884 [D loss : 0.235820, acc. : 54.69%] [G loss : 0.211423]\n",
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            "7886 [D loss : 0.177201, acc. : 73.44%] [G loss : 0.266025]\n",
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            "7888 [D loss : 0.263367, acc. : 50.00%] [G loss : 0.211555]\n",
            "7889 [D loss : 0.168124, acc. : 76.56%] [G loss : 0.238494]\n",
            "7890 [D loss : 0.202420, acc. : 68.75%] [G loss : 0.246789]\n",
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          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "7942 [D loss : 0.228110, acc. : 59.38%] [G loss : 0.273383]\n",
            "7943 [D loss : 0.200691, acc. : 65.62%] [G loss : 0.220084]\n",
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            "7953 [D loss : 0.190559, acc. : 70.31%] [G loss : 0.268988]\n",
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            "7968 [D loss : 0.171628, acc. : 79.69%] [G loss : 0.268776]\n",
            "7969 [D loss : 0.175767, acc. : 75.00%] [G loss : 0.266853]\n",
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            "7975 [D loss : 0.217741, acc. : 68.75%] [G loss : 0.218113]\n",
            "7976 [D loss : 0.177021, acc. : 67.19%] [G loss : 0.254399]\n",
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            "7979 [D loss : 0.229002, acc. : 64.06%] [G loss : 0.230531]\n",
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            "7984 [D loss : 0.245550, acc. : 56.25%] [G loss : 0.236625]\n",
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            "7990 [D loss : 0.256699, acc. : 56.25%] [G loss : 0.210595]\n",
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            "8000 [D loss : 0.211789, acc. : 65.62%] [G loss : 0.226545]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "8055 [D loss : 0.223404, acc. : 64.06%] [G loss : 0.302219]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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          "name": "stdout"
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            "8365 [D loss : 0.252109, acc. : 54.69%] [G loss : 0.235174]\n",
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          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "8390 [D loss : 0.183987, acc. : 73.44%] [G loss : 0.238121]\n",
            "8391 [D loss : 0.219338, acc. : 65.62%] [G loss : 0.249143]\n",
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            "8396 [D loss : 0.166872, acc. : 79.69%] [G loss : 0.260764]\n",
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            "8400 [D loss : 0.170360, acc. : 76.56%] [G loss : 0.271279]\n",
            "8401 [D loss : 0.202216, acc. : 62.50%] [G loss : 0.262302]\n",
            "8402 [D loss : 0.195064, acc. : 70.31%] [G loss : 0.231213]\n",
            "8403 [D loss : 0.222422, acc. : 62.50%] [G loss : 0.219109]\n",
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            "8406 [D loss : 0.169268, acc. : 78.12%] [G loss : 0.246536]\n",
            "8407 [D loss : 0.192337, acc. : 68.75%] [G loss : 0.198393]\n",
            "8408 [D loss : 0.163133, acc. : 76.56%] [G loss : 0.263398]\n",
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            "8410 [D loss : 0.200585, acc. : 73.44%] [G loss : 0.224686]\n",
            "8411 [D loss : 0.211012, acc. : 67.19%] [G loss : 0.257923]\n",
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            "8413 [D loss : 0.182670, acc. : 75.00%] [G loss : 0.205744]\n",
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            "8415 [D loss : 0.224960, acc. : 65.62%] [G loss : 0.242048]\n",
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            "8418 [D loss : 0.193629, acc. : 70.31%] [G loss : 0.230583]\n",
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            "8422 [D loss : 0.202855, acc. : 67.19%] [G loss : 0.233090]\n",
            "8423 [D loss : 0.163340, acc. : 81.25%] [G loss : 0.226296]\n",
            "8424 [D loss : 0.193558, acc. : 70.31%] [G loss : 0.223023]\n",
            "8425 [D loss : 0.219709, acc. : 60.94%] [G loss : 0.228694]\n",
            "8426 [D loss : 0.192843, acc. : 68.75%] [G loss : 0.217434]\n",
            "8427 [D loss : 0.201941, acc. : 68.75%] [G loss : 0.211626]\n",
            "8428 [D loss : 0.223578, acc. : 67.19%] [G loss : 0.241693]\n",
            "8429 [D loss : 0.200320, acc. : 68.75%] [G loss : 0.193337]\n",
            "8430 [D loss : 0.211139, acc. : 70.31%] [G loss : 0.203913]\n",
            "8431 [D loss : 0.178237, acc. : 82.81%] [G loss : 0.258703]\n",
            "8432 [D loss : 0.223426, acc. : 70.31%] [G loss : 0.250006]\n",
            "8433 [D loss : 0.196028, acc. : 73.44%] [G loss : 0.240110]\n",
            "8434 [D loss : 0.179947, acc. : 76.56%] [G loss : 0.245527]\n",
            "8435 [D loss : 0.222099, acc. : 62.50%] [G loss : 0.250391]\n",
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            "8437 [D loss : 0.199939, acc. : 67.19%] [G loss : 0.202538]\n",
            "8438 [D loss : 0.258783, acc. : 50.00%] [G loss : 0.209302]\n",
            "8439 [D loss : 0.255850, acc. : 51.56%] [G loss : 0.204986]\n",
            "8440 [D loss : 0.211269, acc. : 68.75%] [G loss : 0.279640]\n",
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            "8443 [D loss : 0.221110, acc. : 59.38%] [G loss : 0.236112]\n",
            "8444 [D loss : 0.181581, acc. : 75.00%] [G loss : 0.274101]\n",
            "8445 [D loss : 0.214249, acc. : 64.06%] [G loss : 0.219446]\n",
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            "8447 [D loss : 0.246238, acc. : 65.62%] [G loss : 0.251879]\n",
            "8448 [D loss : 0.219739, acc. : 64.06%] [G loss : 0.261070]\n",
            "8449 [D loss : 0.230320, acc. : 57.81%] [G loss : 0.287314]\n",
            "8450 [D loss : 0.209052, acc. : 71.88%] [G loss : 0.234138]\n",
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            "8457 [D loss : 0.214650, acc. : 65.62%] [G loss : 0.291081]\n",
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            "8460 [D loss : 0.198663, acc. : 68.75%] [G loss : 0.230886]\n",
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            "8462 [D loss : 0.207936, acc. : 75.00%] [G loss : 0.253049]\n",
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            "8464 [D loss : 0.275246, acc. : 51.56%] [G loss : 0.246118]\n",
            "8465 [D loss : 0.197717, acc. : 68.75%] [G loss : 0.267921]\n",
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            "8467 [D loss : 0.218714, acc. : 70.31%] [G loss : 0.233030]\n",
            "8468 [D loss : 0.187535, acc. : 73.44%] [G loss : 0.213722]\n",
            "8469 [D loss : 0.210759, acc. : 64.06%] [G loss : 0.280381]\n",
            "8470 [D loss : 0.212764, acc. : 64.06%] [G loss : 0.188414]\n",
            "8471 [D loss : 0.179890, acc. : 78.12%] [G loss : 0.223917]\n",
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            "8476 [D loss : 0.222973, acc. : 60.94%] [G loss : 0.206540]\n",
            "8477 [D loss : 0.179680, acc. : 73.44%] [G loss : 0.241512]\n",
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            "8485 [D loss : 0.169131, acc. : 75.00%] [G loss : 0.218701]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "8503 [D loss : 0.223631, acc. : 65.62%] [G loss : 0.249808]\n",
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            "8506 [D loss : 0.221099, acc. : 62.50%] [G loss : 0.253284]\n",
            "8507 [D loss : 0.172842, acc. : 73.44%] [G loss : 0.237840]\n",
            "8508 [D loss : 0.234160, acc. : 59.38%] [G loss : 0.198308]\n",
            "8509 [D loss : 0.208804, acc. : 71.88%] [G loss : 0.273758]\n",
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            "8538 [D loss : 0.218206, acc. : 64.06%] [G loss : 0.205120]\n",
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            "8540 [D loss : 0.187754, acc. : 73.44%] [G loss : 0.261751]\n",
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            "8542 [D loss : 0.174530, acc. : 79.69%] [G loss : 0.255763]\n",
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            "8554 [D loss : 0.168561, acc. : 81.25%] [G loss : 0.247330]\n",
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            "8584 [D loss : 0.183937, acc. : 73.44%] [G loss : 0.230768]\n",
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            "8587 [D loss : 0.237453, acc. : 56.25%] [G loss : 0.235825]\n",
            "8588 [D loss : 0.177324, acc. : 76.56%] [G loss : 0.270188]\n",
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          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "8614 [D loss : 0.161606, acc. : 79.69%] [G loss : 0.230395]\n",
            "8615 [D loss : 0.173243, acc. : 78.12%] [G loss : 0.193213]\n",
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            "8619 [D loss : 0.207164, acc. : 65.62%] [G loss : 0.246624]\n",
            "8620 [D loss : 0.193319, acc. : 71.88%] [G loss : 0.212813]\n",
            "8621 [D loss : 0.208924, acc. : 65.62%] [G loss : 0.246023]\n",
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            "8623 [D loss : 0.203052, acc. : 65.62%] [G loss : 0.225979]\n",
            "8624 [D loss : 0.227937, acc. : 65.62%] [G loss : 0.200145]\n",
            "8625 [D loss : 0.222140, acc. : 70.31%] [G loss : 0.241347]\n",
            "8626 [D loss : 0.162363, acc. : 76.56%] [G loss : 0.236272]\n",
            "8627 [D loss : 0.216607, acc. : 70.31%] [G loss : 0.211628]\n",
            "8628 [D loss : 0.168360, acc. : 76.56%] [G loss : 0.279492]\n",
            "8629 [D loss : 0.230673, acc. : 62.50%] [G loss : 0.216895]\n",
            "8630 [D loss : 0.201625, acc. : 67.19%] [G loss : 0.229953]\n",
            "8631 [D loss : 0.194162, acc. : 65.62%] [G loss : 0.220963]\n",
            "8632 [D loss : 0.197607, acc. : 71.88%] [G loss : 0.232918]\n",
            "8633 [D loss : 0.194274, acc. : 68.75%] [G loss : 0.260922]\n",
            "8634 [D loss : 0.228361, acc. : 56.25%] [G loss : 0.215165]\n",
            "8635 [D loss : 0.230228, acc. : 68.75%] [G loss : 0.234724]\n",
            "8636 [D loss : 0.203752, acc. : 67.19%] [G loss : 0.279582]\n",
            "8637 [D loss : 0.205134, acc. : 65.62%] [G loss : 0.235172]\n",
            "8638 [D loss : 0.180222, acc. : 73.44%] [G loss : 0.245392]\n",
            "8639 [D loss : 0.220612, acc. : 60.94%] [G loss : 0.201391]\n",
            "8640 [D loss : 0.178298, acc. : 78.12%] [G loss : 0.223201]\n",
            "8641 [D loss : 0.213006, acc. : 70.31%] [G loss : 0.215302]\n",
            "8642 [D loss : 0.192089, acc. : 67.19%] [G loss : 0.251826]\n",
            "8643 [D loss : 0.197338, acc. : 75.00%] [G loss : 0.245508]\n",
            "8644 [D loss : 0.205013, acc. : 67.19%] [G loss : 0.290760]\n",
            "8645 [D loss : 0.195343, acc. : 73.44%] [G loss : 0.283215]\n",
            "8646 [D loss : 0.232056, acc. : 67.19%] [G loss : 0.209497]\n",
            "8647 [D loss : 0.168719, acc. : 81.25%] [G loss : 0.295855]\n",
            "8648 [D loss : 0.205089, acc. : 68.75%] [G loss : 0.273598]\n",
            "8649 [D loss : 0.200456, acc. : 67.19%] [G loss : 0.238741]\n",
            "8650 [D loss : 0.227571, acc. : 60.94%] [G loss : 0.207909]\n",
            "8651 [D loss : 0.184599, acc. : 68.75%] [G loss : 0.220883]\n",
            "8652 [D loss : 0.221444, acc. : 68.75%] [G loss : 0.247537]\n",
            "8653 [D loss : 0.178284, acc. : 73.44%] [G loss : 0.262772]\n",
            "8654 [D loss : 0.209702, acc. : 67.19%] [G loss : 0.255513]\n",
            "8655 [D loss : 0.244957, acc. : 59.38%] [G loss : 0.237676]\n",
            "8656 [D loss : 0.224670, acc. : 60.94%] [G loss : 0.259037]\n",
            "8657 [D loss : 0.222819, acc. : 71.88%] [G loss : 0.226818]\n",
            "8658 [D loss : 0.196985, acc. : 67.19%] [G loss : 0.227985]\n",
            "8659 [D loss : 0.169381, acc. : 73.44%] [G loss : 0.243274]\n",
            "8660 [D loss : 0.197612, acc. : 68.75%] [G loss : 0.240477]\n",
            "8661 [D loss : 0.174324, acc. : 78.12%] [G loss : 0.220535]\n",
            "8662 [D loss : 0.232980, acc. : 62.50%] [G loss : 0.194155]\n",
            "8663 [D loss : 0.176071, acc. : 76.56%] [G loss : 0.252408]\n",
            "8664 [D loss : 0.179681, acc. : 73.44%] [G loss : 0.244455]\n",
            "8665 [D loss : 0.227458, acc. : 60.94%] [G loss : 0.215508]\n",
            "8666 [D loss : 0.197345, acc. : 65.62%] [G loss : 0.302036]\n",
            "8667 [D loss : 0.225314, acc. : 70.31%] [G loss : 0.243216]\n",
            "8668 [D loss : 0.205916, acc. : 68.75%] [G loss : 0.229939]\n",
            "8669 [D loss : 0.173011, acc. : 76.56%] [G loss : 0.228190]\n",
            "8670 [D loss : 0.216312, acc. : 68.75%] [G loss : 0.210465]\n",
            "8671 [D loss : 0.201948, acc. : 65.62%] [G loss : 0.206124]\n",
            "8672 [D loss : 0.215457, acc. : 67.19%] [G loss : 0.244134]\n",
            "8673 [D loss : 0.185373, acc. : 76.56%] [G loss : 0.256376]\n",
            "8674 [D loss : 0.189306, acc. : 75.00%] [G loss : 0.260617]\n",
            "8675 [D loss : 0.199471, acc. : 70.31%] [G loss : 0.266131]\n",
            "8676 [D loss : 0.212090, acc. : 62.50%] [G loss : 0.275679]\n",
            "8677 [D loss : 0.204914, acc. : 67.19%] [G loss : 0.295694]\n",
            "8678 [D loss : 0.210505, acc. : 62.50%] [G loss : 0.266848]\n",
            "8679 [D loss : 0.171874, acc. : 71.88%] [G loss : 0.266745]\n",
            "8680 [D loss : 0.213211, acc. : 68.75%] [G loss : 0.271851]\n",
            "8681 [D loss : 0.182628, acc. : 73.44%] [G loss : 0.280900]\n",
            "8682 [D loss : 0.201628, acc. : 67.19%] [G loss : 0.276906]\n",
            "8683 [D loss : 0.160954, acc. : 79.69%] [G loss : 0.272667]\n",
            "8684 [D loss : 0.216976, acc. : 70.31%] [G loss : 0.197300]\n",
            "8685 [D loss : 0.185555, acc. : 71.88%] [G loss : 0.243482]\n",
            "8686 [D loss : 0.186411, acc. : 78.12%] [G loss : 0.240230]\n",
            "8687 [D loss : 0.165254, acc. : 76.56%] [G loss : 0.297262]\n",
            "8688 [D loss : 0.165864, acc. : 78.12%] [G loss : 0.232002]\n",
            "8689 [D loss : 0.203200, acc. : 68.75%] [G loss : 0.224268]\n",
            "8690 [D loss : 0.180941, acc. : 81.25%] [G loss : 0.228158]\n",
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            "8695 [D loss : 0.205317, acc. : 65.62%] [G loss : 0.255721]\n",
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            "8700 [D loss : 0.259530, acc. : 50.00%] [G loss : 0.251440]\n",
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            "8702 [D loss : 0.198695, acc. : 75.00%] [G loss : 0.228333]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "8727 [D loss : 0.181963, acc. : 68.75%] [G loss : 0.288354]\n",
            "8728 [D loss : 0.203148, acc. : 73.44%] [G loss : 0.242374]\n",
            "8729 [D loss : 0.199940, acc. : 70.31%] [G loss : 0.259397]\n",
            "8730 [D loss : 0.188564, acc. : 68.75%] [G loss : 0.280879]\n",
            "8731 [D loss : 0.183880, acc. : 71.88%] [G loss : 0.270407]\n",
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            "8736 [D loss : 0.203592, acc. : 62.50%] [G loss : 0.246918]\n",
            "8737 [D loss : 0.233793, acc. : 65.62%] [G loss : 0.262468]\n",
            "8738 [D loss : 0.234273, acc. : 59.38%] [G loss : 0.245105]\n",
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            "8741 [D loss : 0.179055, acc. : 75.00%] [G loss : 0.252709]\n",
            "8742 [D loss : 0.195856, acc. : 70.31%] [G loss : 0.218866]\n",
            "8743 [D loss : 0.175489, acc. : 78.12%] [G loss : 0.275869]\n",
            "8744 [D loss : 0.184410, acc. : 75.00%] [G loss : 0.221944]\n",
            "8745 [D loss : 0.211245, acc. : 68.75%] [G loss : 0.234349]\n",
            "8746 [D loss : 0.163452, acc. : 73.44%] [G loss : 0.221741]\n",
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            "8748 [D loss : 0.178809, acc. : 75.00%] [G loss : 0.243714]\n",
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            "8750 [D loss : 0.211495, acc. : 68.75%] [G loss : 0.220466]\n",
            "8751 [D loss : 0.173498, acc. : 75.00%] [G loss : 0.204207]\n",
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            "8753 [D loss : 0.226474, acc. : 60.94%] [G loss : 0.216633]\n",
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            "8756 [D loss : 0.182048, acc. : 76.56%] [G loss : 0.227930]\n",
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            "8759 [D loss : 0.204606, acc. : 57.81%] [G loss : 0.235683]\n",
            "8760 [D loss : 0.199592, acc. : 70.31%] [G loss : 0.224279]\n",
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            "8763 [D loss : 0.203147, acc. : 64.06%] [G loss : 0.233158]\n",
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          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "8838 [D loss : 0.179123, acc. : 71.88%] [G loss : 0.289456]\n",
            "8839 [D loss : 0.215706, acc. : 70.31%] [G loss : 0.245245]\n",
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            "8849 [D loss : 0.176361, acc. : 81.25%] [G loss : 0.253942]\n",
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            "8854 [D loss : 0.206062, acc. : 62.50%] [G loss : 0.241407]\n",
            "8855 [D loss : 0.218613, acc. : 65.62%] [G loss : 0.236466]\n",
            "8856 [D loss : 0.190640, acc. : 78.12%] [G loss : 0.230128]\n",
            "8857 [D loss : 0.186824, acc. : 68.75%] [G loss : 0.238032]\n",
            "8858 [D loss : 0.223054, acc. : 60.94%] [G loss : 0.212211]\n",
            "8859 [D loss : 0.198720, acc. : 73.44%] [G loss : 0.252300]\n",
            "8860 [D loss : 0.189818, acc. : 70.31%] [G loss : 0.218847]\n",
            "8861 [D loss : 0.196478, acc. : 67.19%] [G loss : 0.214009]\n",
            "8862 [D loss : 0.239249, acc. : 62.50%] [G loss : 0.210847]\n",
            "8863 [D loss : 0.185586, acc. : 73.44%] [G loss : 0.192996]\n",
            "8864 [D loss : 0.194282, acc. : 70.31%] [G loss : 0.249769]\n",
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            "8866 [D loss : 0.202166, acc. : 67.19%] [G loss : 0.240538]\n",
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            "8868 [D loss : 0.209628, acc. : 67.19%] [G loss : 0.242472]\n",
            "8869 [D loss : 0.230849, acc. : 56.25%] [G loss : 0.226243]\n",
            "8870 [D loss : 0.180509, acc. : 76.56%] [G loss : 0.245133]\n",
            "8871 [D loss : 0.174741, acc. : 78.12%] [G loss : 0.220863]\n",
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            "8873 [D loss : 0.198862, acc. : 64.06%] [G loss : 0.192311]\n",
            "8874 [D loss : 0.188313, acc. : 67.19%] [G loss : 0.229753]\n",
            "8875 [D loss : 0.177632, acc. : 78.12%] [G loss : 0.260619]\n",
            "8876 [D loss : 0.227847, acc. : 59.38%] [G loss : 0.210811]\n",
            "8877 [D loss : 0.202694, acc. : 65.62%] [G loss : 0.216776]\n",
            "8878 [D loss : 0.180671, acc. : 76.56%] [G loss : 0.277725]\n",
            "8879 [D loss : 0.179608, acc. : 75.00%] [G loss : 0.176196]\n",
            "8880 [D loss : 0.217684, acc. : 60.94%] [G loss : 0.186253]\n",
            "8881 [D loss : 0.194390, acc. : 68.75%] [G loss : 0.210727]\n",
            "8882 [D loss : 0.250951, acc. : 54.69%] [G loss : 0.201885]\n",
            "8883 [D loss : 0.214618, acc. : 68.75%] [G loss : 0.221294]\n",
            "8884 [D loss : 0.227950, acc. : 59.38%] [G loss : 0.192659]\n",
            "8885 [D loss : 0.189370, acc. : 64.06%] [G loss : 0.220481]\n",
            "8886 [D loss : 0.218123, acc. : 56.25%] [G loss : 0.247139]\n",
            "8887 [D loss : 0.205925, acc. : 65.62%] [G loss : 0.250113]\n",
            "8888 [D loss : 0.210607, acc. : 67.19%] [G loss : 0.238263]\n",
            "8889 [D loss : 0.182750, acc. : 73.44%] [G loss : 0.228016]\n",
            "8890 [D loss : 0.187385, acc. : 79.69%] [G loss : 0.264621]\n",
            "8891 [D loss : 0.195388, acc. : 73.44%] [G loss : 0.238825]\n",
            "8892 [D loss : 0.192723, acc. : 79.69%] [G loss : 0.248797]\n",
            "8893 [D loss : 0.226195, acc. : 68.75%] [G loss : 0.195502]\n",
            "8894 [D loss : 0.221476, acc. : 64.06%] [G loss : 0.219579]\n",
            "8895 [D loss : 0.236813, acc. : 62.50%] [G loss : 0.214053]\n",
            "8896 [D loss : 0.215653, acc. : 65.62%] [G loss : 0.178464]\n",
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            "8898 [D loss : 0.166317, acc. : 82.81%] [G loss : 0.215288]\n",
            "8899 [D loss : 0.224809, acc. : 65.62%] [G loss : 0.217255]\n",
            "8900 [D loss : 0.196479, acc. : 75.00%] [G loss : 0.278906]\n",
            "8901 [D loss : 0.203706, acc. : 70.31%] [G loss : 0.276975]\n",
            "8902 [D loss : 0.206509, acc. : 70.31%] [G loss : 0.235713]\n",
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            "8904 [D loss : 0.170021, acc. : 73.44%] [G loss : 0.268539]\n",
            "8905 [D loss : 0.174084, acc. : 78.12%] [G loss : 0.269558]\n",
            "8906 [D loss : 0.234286, acc. : 56.25%] [G loss : 0.222926]\n",
            "8907 [D loss : 0.171870, acc. : 75.00%] [G loss : 0.270142]\n",
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            "8909 [D loss : 0.173993, acc. : 78.12%] [G loss : 0.215981]\n",
            "8910 [D loss : 0.180916, acc. : 73.44%] [G loss : 0.259810]\n",
            "8911 [D loss : 0.206148, acc. : 64.06%] [G loss : 0.235944]\n",
            "8912 [D loss : 0.239879, acc. : 64.06%] [G loss : 0.257656]\n",
            "8913 [D loss : 0.159361, acc. : 84.38%] [G loss : 0.246417]\n",
            "8914 [D loss : 0.148633, acc. : 75.00%] [G loss : 0.281712]\n",
            "8915 [D loss : 0.182409, acc. : 71.88%] [G loss : 0.261896]\n",
            "8916 [D loss : 0.189959, acc. : 67.19%] [G loss : 0.273573]\n",
            "8917 [D loss : 0.204292, acc. : 73.44%] [G loss : 0.220545]\n",
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            "8920 [D loss : 0.204611, acc. : 67.19%] [G loss : 0.227529]\n",
            "8921 [D loss : 0.164957, acc. : 75.00%] [G loss : 0.244120]\n",
            "8922 [D loss : 0.215438, acc. : 65.62%] [G loss : 0.257248]\n",
            "8923 [D loss : 0.207205, acc. : 73.44%] [G loss : 0.207243]\n",
            "8924 [D loss : 0.204221, acc. : 65.62%] [G loss : 0.215822]\n",
            "8925 [D loss : 0.225418, acc. : 62.50%] [G loss : 0.239172]\n",
            "8926 [D loss : 0.239228, acc. : 56.25%] [G loss : 0.197854]\n",
            "8927 [D loss : 0.223864, acc. : 67.19%] [G loss : 0.219226]\n",
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            "8929 [D loss : 0.202129, acc. : 70.31%] [G loss : 0.215619]\n",
            "8930 [D loss : 0.221988, acc. : 62.50%] [G loss : 0.249789]\n",
            "8931 [D loss : 0.215638, acc. : 68.75%] [G loss : 0.237772]\n",
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            "8935 [D loss : 0.195889, acc. : 70.31%] [G loss : 0.273738]\n",
            "8936 [D loss : 0.176710, acc. : 76.56%] [G loss : 0.224292]\n",
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            "8940 [D loss : 0.184895, acc. : 70.31%] [G loss : 0.268797]\n",
            "8941 [D loss : 0.174973, acc. : 78.12%] [G loss : 0.234907]\n",
            "8942 [D loss : 0.187097, acc. : 68.75%] [G loss : 0.277527]\n",
            "8943 [D loss : 0.192920, acc. : 73.44%] [G loss : 0.242545]\n",
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            "8945 [D loss : 0.216014, acc. : 68.75%] [G loss : 0.229642]\n",
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            "8947 [D loss : 0.249143, acc. : 67.19%] [G loss : 0.238984]\n",
            "8948 [D loss : 0.213435, acc. : 64.06%] [G loss : 0.239100]\n",
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          ],
          "name": "stdout"
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        {
          "output_type": "stream",
          "text": [
            "8950 [D loss : 0.224799, acc. : 70.31%] [G loss : 0.276054]\n",
            "8951 [D loss : 0.190452, acc. : 73.44%] [G loss : 0.262614]\n",
            "8952 [D loss : 0.164656, acc. : 79.69%] [G loss : 0.275164]\n",
            "8953 [D loss : 0.207375, acc. : 68.75%] [G loss : 0.266637]\n",
            "8954 [D loss : 0.191079, acc. : 79.69%] [G loss : 0.224467]\n",
            "8955 [D loss : 0.232468, acc. : 60.94%] [G loss : 0.231285]\n",
            "8956 [D loss : 0.209764, acc. : 67.19%] [G loss : 0.282603]\n",
            "8957 [D loss : 0.192118, acc. : 65.62%] [G loss : 0.276051]\n",
            "8958 [D loss : 0.235167, acc. : 59.38%] [G loss : 0.247267]\n",
            "8959 [D loss : 0.205766, acc. : 70.31%] [G loss : 0.238787]\n",
            "8960 [D loss : 0.206561, acc. : 71.88%] [G loss : 0.225295]\n",
            "8961 [D loss : 0.191376, acc. : 73.44%] [G loss : 0.281929]\n",
            "8962 [D loss : 0.230334, acc. : 62.50%] [G loss : 0.198047]\n",
            "8963 [D loss : 0.220117, acc. : 64.06%] [G loss : 0.205021]\n",
            "8964 [D loss : 0.199911, acc. : 64.06%] [G loss : 0.207114]\n",
            "8965 [D loss : 0.228366, acc. : 57.81%] [G loss : 0.186932]\n",
            "8966 [D loss : 0.205094, acc. : 64.06%] [G loss : 0.226549]\n",
            "8967 [D loss : 0.182554, acc. : 68.75%] [G loss : 0.255213]\n",
            "8968 [D loss : 0.215712, acc. : 70.31%] [G loss : 0.183800]\n",
            "8969 [D loss : 0.213080, acc. : 64.06%] [G loss : 0.218385]\n",
            "8970 [D loss : 0.191030, acc. : 68.75%] [G loss : 0.264759]\n",
            "8971 [D loss : 0.203312, acc. : 73.44%] [G loss : 0.295088]\n",
            "8972 [D loss : 0.217544, acc. : 60.94%] [G loss : 0.265007]\n",
            "8973 [D loss : 0.231217, acc. : 51.56%] [G loss : 0.222982]\n",
            "8974 [D loss : 0.179527, acc. : 73.44%] [G loss : 0.215094]\n",
            "8975 [D loss : 0.186586, acc. : 71.88%] [G loss : 0.250150]\n",
            "8976 [D loss : 0.208262, acc. : 75.00%] [G loss : 0.211348]\n",
            "8977 [D loss : 0.205820, acc. : 64.06%] [G loss : 0.199349]\n",
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            "8979 [D loss : 0.225395, acc. : 62.50%] [G loss : 0.200620]\n",
            "8980 [D loss : 0.213061, acc. : 67.19%] [G loss : 0.198576]\n",
            "8981 [D loss : 0.192208, acc. : 62.50%] [G loss : 0.250703]\n",
            "8982 [D loss : 0.199478, acc. : 70.31%] [G loss : 0.227011]\n",
            "8983 [D loss : 0.195906, acc. : 76.56%] [G loss : 0.224013]\n",
            "8984 [D loss : 0.189263, acc. : 73.44%] [G loss : 0.226900]\n",
            "8985 [D loss : 0.231407, acc. : 62.50%] [G loss : 0.202284]\n",
            "8986 [D loss : 0.218792, acc. : 59.38%] [G loss : 0.219741]\n",
            "8987 [D loss : 0.199386, acc. : 68.75%] [G loss : 0.262781]\n",
            "8988 [D loss : 0.184298, acc. : 75.00%] [G loss : 0.261646]\n",
            "8989 [D loss : 0.230074, acc. : 57.81%] [G loss : 0.251159]\n",
            "8990 [D loss : 0.173015, acc. : 79.69%] [G loss : 0.217762]\n",
            "8991 [D loss : 0.235668, acc. : 65.62%] [G loss : 0.234082]\n",
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            "8994 [D loss : 0.188668, acc. : 70.31%] [G loss : 0.264790]\n",
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            "8996 [D loss : 0.174490, acc. : 71.88%] [G loss : 0.272120]\n",
            "8997 [D loss : 0.189726, acc. : 81.25%] [G loss : 0.239856]\n",
            "8998 [D loss : 0.174488, acc. : 79.69%] [G loss : 0.259274]\n",
            "8999 [D loss : 0.182603, acc. : 73.44%] [G loss : 0.242075]\n",
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            "9002 [D loss : 0.218090, acc. : 67.19%] [G loss : 0.222341]\n",
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            "9039 [D loss : 0.172033, acc. : 81.25%] [G loss : 0.221895]\n",
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          "name": "stdout"
        },
        {
          "output_type": "stream",
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            "9062 [D loss : 0.230072, acc. : 65.62%] [G loss : 0.238060]\n",
            "9063 [D loss : 0.251741, acc. : 56.25%] [G loss : 0.236605]\n",
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            "9068 [D loss : 0.181539, acc. : 68.75%] [G loss : 0.209614]\n",
            "9069 [D loss : 0.227696, acc. : 62.50%] [G loss : 0.236488]\n",
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            "9071 [D loss : 0.182235, acc. : 75.00%] [G loss : 0.314192]\n",
            "9072 [D loss : 0.180516, acc. : 73.44%] [G loss : 0.216603]\n",
            "9073 [D loss : 0.187204, acc. : 70.31%] [G loss : 0.245441]\n",
            "9074 [D loss : 0.266109, acc. : 57.81%] [G loss : 0.224928]\n",
            "9075 [D loss : 0.172259, acc. : 67.19%] [G loss : 0.200864]\n",
            "9076 [D loss : 0.232381, acc. : 51.56%] [G loss : 0.196881]\n",
            "9077 [D loss : 0.175526, acc. : 75.00%] [G loss : 0.266572]\n",
            "9078 [D loss : 0.213159, acc. : 70.31%] [G loss : 0.263701]\n",
            "9079 [D loss : 0.248171, acc. : 59.38%] [G loss : 0.200186]\n",
            "9080 [D loss : 0.157642, acc. : 82.81%] [G loss : 0.210593]\n",
            "9081 [D loss : 0.230083, acc. : 60.94%] [G loss : 0.221665]\n",
            "9082 [D loss : 0.185647, acc. : 78.12%] [G loss : 0.217747]\n",
            "9083 [D loss : 0.184363, acc. : 75.00%] [G loss : 0.259732]\n",
            "9084 [D loss : 0.168439, acc. : 76.56%] [G loss : 0.264332]\n",
            "9085 [D loss : 0.195258, acc. : 71.88%] [G loss : 0.234684]\n",
            "9086 [D loss : 0.168367, acc. : 76.56%] [G loss : 0.250244]\n",
            "9087 [D loss : 0.244681, acc. : 65.62%] [G loss : 0.245871]\n",
            "9088 [D loss : 0.182923, acc. : 78.12%] [G loss : 0.222284]\n",
            "9089 [D loss : 0.182469, acc. : 81.25%] [G loss : 0.172969]\n",
            "9090 [D loss : 0.223918, acc. : 64.06%] [G loss : 0.195994]\n",
            "9091 [D loss : 0.189207, acc. : 67.19%] [G loss : 0.186334]\n",
            "9092 [D loss : 0.194963, acc. : 67.19%] [G loss : 0.249352]\n",
            "9093 [D loss : 0.224918, acc. : 64.06%] [G loss : 0.228035]\n",
            "9094 [D loss : 0.184220, acc. : 76.56%] [G loss : 0.225249]\n",
            "9095 [D loss : 0.154931, acc. : 79.69%] [G loss : 0.225927]\n",
            "9096 [D loss : 0.205694, acc. : 71.88%] [G loss : 0.211574]\n",
            "9097 [D loss : 0.202008, acc. : 64.06%] [G loss : 0.242740]\n",
            "9098 [D loss : 0.221795, acc. : 62.50%] [G loss : 0.211257]\n",
            "9099 [D loss : 0.186870, acc. : 71.88%] [G loss : 0.231554]\n",
            "9100 [D loss : 0.202353, acc. : 78.12%] [G loss : 0.258228]\n",
            "9101 [D loss : 0.204692, acc. : 67.19%] [G loss : 0.194160]\n",
            "9102 [D loss : 0.163010, acc. : 76.56%] [G loss : 0.220766]\n",
            "9103 [D loss : 0.226415, acc. : 68.75%] [G loss : 0.218217]\n",
            "9104 [D loss : 0.206741, acc. : 70.31%] [G loss : 0.212841]\n",
            "9105 [D loss : 0.207502, acc. : 57.81%] [G loss : 0.214450]\n",
            "9106 [D loss : 0.160962, acc. : 78.12%] [G loss : 0.228425]\n",
            "9107 [D loss : 0.194890, acc. : 76.56%] [G loss : 0.219729]\n",
            "9108 [D loss : 0.207587, acc. : 67.19%] [G loss : 0.214669]\n",
            "9109 [D loss : 0.198789, acc. : 70.31%] [G loss : 0.213282]\n",
            "9110 [D loss : 0.212285, acc. : 62.50%] [G loss : 0.216980]\n",
            "9111 [D loss : 0.190413, acc. : 71.88%] [G loss : 0.219817]\n",
            "9112 [D loss : 0.253856, acc. : 56.25%] [G loss : 0.215032]\n",
            "9113 [D loss : 0.213210, acc. : 62.50%] [G loss : 0.268428]\n",
            "9114 [D loss : 0.182482, acc. : 73.44%] [G loss : 0.234628]\n",
            "9115 [D loss : 0.186781, acc. : 68.75%] [G loss : 0.240047]\n",
            "9116 [D loss : 0.231945, acc. : 68.75%] [G loss : 0.236626]\n",
            "9117 [D loss : 0.180269, acc. : 78.12%] [G loss : 0.270129]\n",
            "9118 [D loss : 0.191282, acc. : 67.19%] [G loss : 0.224915]\n",
            "9119 [D loss : 0.198451, acc. : 67.19%] [G loss : 0.273016]\n",
            "9120 [D loss : 0.228782, acc. : 60.94%] [G loss : 0.232649]\n",
            "9121 [D loss : 0.214810, acc. : 64.06%] [G loss : 0.255605]\n",
            "9122 [D loss : 0.210997, acc. : 75.00%] [G loss : 0.254211]\n",
            "9123 [D loss : 0.201679, acc. : 67.19%] [G loss : 0.219963]\n",
            "9124 [D loss : 0.197347, acc. : 73.44%] [G loss : 0.274427]\n",
            "9125 [D loss : 0.183774, acc. : 73.44%] [G loss : 0.269406]\n",
            "9126 [D loss : 0.157513, acc. : 76.56%] [G loss : 0.270092]\n",
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            "9128 [D loss : 0.232813, acc. : 64.06%] [G loss : 0.214907]\n",
            "9129 [D loss : 0.178717, acc. : 73.44%] [G loss : 0.215626]\n",
            "9130 [D loss : 0.222668, acc. : 68.75%] [G loss : 0.218791]\n",
            "9131 [D loss : 0.200342, acc. : 73.44%] [G loss : 0.217731]\n",
            "9132 [D loss : 0.209233, acc. : 65.62%] [G loss : 0.207361]\n",
            "9133 [D loss : 0.200291, acc. : 71.88%] [G loss : 0.264821]\n",
            "9134 [D loss : 0.182335, acc. : 73.44%] [G loss : 0.259168]\n",
            "9135 [D loss : 0.230102, acc. : 68.75%] [G loss : 0.188184]\n",
            "9136 [D loss : 0.222593, acc. : 64.06%] [G loss : 0.232571]\n",
            "9137 [D loss : 0.202719, acc. : 68.75%] [G loss : 0.219823]\n",
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            "9139 [D loss : 0.172964, acc. : 78.12%] [G loss : 0.264495]\n",
            "9140 [D loss : 0.186914, acc. : 78.12%] [G loss : 0.258632]\n",
            "9141 [D loss : 0.177866, acc. : 68.75%] [G loss : 0.250447]\n",
            "9142 [D loss : 0.203772, acc. : 68.75%] [G loss : 0.223129]\n",
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            "9145 [D loss : 0.136778, acc. : 87.50%] [G loss : 0.280728]\n",
            "9146 [D loss : 0.201120, acc. : 68.75%] [G loss : 0.241531]\n",
            "9147 [D loss : 0.214378, acc. : 65.62%] [G loss : 0.254096]\n",
            "9148 [D loss : 0.172592, acc. : 78.12%] [G loss : 0.241198]\n",
            "9149 [D loss : 0.192815, acc. : 76.56%] [G loss : 0.245997]\n",
            "9150 [D loss : 0.210227, acc. : 70.31%] [G loss : 0.220491]\n",
            "9151 [D loss : 0.187667, acc. : 71.88%] [G loss : 0.207166]\n",
            "9152 [D loss : 0.185646, acc. : 75.00%] [G loss : 0.247568]\n",
            "9153 [D loss : 0.241690, acc. : 62.50%] [G loss : 0.220953]\n",
            "9154 [D loss : 0.180124, acc. : 75.00%] [G loss : 0.218129]\n",
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            "9156 [D loss : 0.178915, acc. : 73.44%] [G loss : 0.217506]\n",
            "9157 [D loss : 0.229381, acc. : 60.94%] [G loss : 0.194731]\n",
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            "9160 [D loss : 0.228864, acc. : 67.19%] [G loss : 0.253220]\n",
            "9161 [D loss : 0.192318, acc. : 71.88%] [G loss : 0.254959]\n",
            "9162 [D loss : 0.172406, acc. : 79.69%] [G loss : 0.220483]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "9175 [D loss : 0.206124, acc. : 64.06%] [G loss : 0.236757]\n",
            "9176 [D loss : 0.207083, acc. : 65.62%] [G loss : 0.251194]\n",
            "9177 [D loss : 0.203126, acc. : 71.88%] [G loss : 0.251611]\n",
            "9178 [D loss : 0.220770, acc. : 64.06%] [G loss : 0.265976]\n",
            "9179 [D loss : 0.195579, acc. : 70.31%] [G loss : 0.285902]\n",
            "9180 [D loss : 0.159322, acc. : 81.25%] [G loss : 0.241943]\n",
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            "9183 [D loss : 0.222873, acc. : 68.75%] [G loss : 0.180992]\n",
            "9184 [D loss : 0.188928, acc. : 76.56%] [G loss : 0.274351]\n",
            "9185 [D loss : 0.240665, acc. : 64.06%] [G loss : 0.247712]\n",
            "9186 [D loss : 0.206791, acc. : 67.19%] [G loss : 0.202615]\n",
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            "9189 [D loss : 0.172931, acc. : 81.25%] [G loss : 0.237054]\n",
            "9190 [D loss : 0.226868, acc. : 65.62%] [G loss : 0.221905]\n",
            "9191 [D loss : 0.196542, acc. : 65.62%] [G loss : 0.233895]\n",
            "9192 [D loss : 0.236200, acc. : 60.94%] [G loss : 0.250878]\n",
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            "9194 [D loss : 0.187667, acc. : 68.75%] [G loss : 0.251313]\n",
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            "9196 [D loss : 0.223482, acc. : 68.75%] [G loss : 0.211463]\n",
            "9197 [D loss : 0.178973, acc. : 76.56%] [G loss : 0.225901]\n",
            "9198 [D loss : 0.168273, acc. : 84.38%] [G loss : 0.228641]\n",
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            "9200 [D loss : 0.196975, acc. : 68.75%] [G loss : 0.254007]\n",
            "9201 [D loss : 0.211747, acc. : 67.19%] [G loss : 0.279995]\n",
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            "9203 [D loss : 0.215696, acc. : 62.50%] [G loss : 0.211093]\n",
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            "9205 [D loss : 0.224955, acc. : 71.88%] [G loss : 0.213242]\n",
            "9206 [D loss : 0.166833, acc. : 79.69%] [G loss : 0.215211]\n",
            "9207 [D loss : 0.257406, acc. : 56.25%] [G loss : 0.246875]\n",
            "9208 [D loss : 0.202238, acc. : 59.38%] [G loss : 0.209047]\n",
            "9209 [D loss : 0.179257, acc. : 73.44%] [G loss : 0.199381]\n",
            "9210 [D loss : 0.186800, acc. : 75.00%] [G loss : 0.208646]\n",
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            "9215 [D loss : 0.222436, acc. : 64.06%] [G loss : 0.222753]\n",
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            "9240 [D loss : 0.172947, acc. : 78.12%] [G loss : 0.225622]\n",
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          "name": "stdout"
        },
        {
          "output_type": "stream",
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            "9286 [D loss : 0.197726, acc. : 68.75%] [G loss : 0.253719]\n",
            "9287 [D loss : 0.207751, acc. : 62.50%] [G loss : 0.244417]\n",
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            "9292 [D loss : 0.198089, acc. : 70.31%] [G loss : 0.264467]\n",
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            "9295 [D loss : 0.241405, acc. : 51.56%] [G loss : 0.233959]\n",
            "9296 [D loss : 0.160814, acc. : 82.81%] [G loss : 0.258878]\n",
            "9297 [D loss : 0.175151, acc. : 73.44%] [G loss : 0.234865]\n",
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            "9302 [D loss : 0.172440, acc. : 79.69%] [G loss : 0.273132]\n",
            "9303 [D loss : 0.230928, acc. : 64.06%] [G loss : 0.245793]\n",
            "9304 [D loss : 0.189692, acc. : 68.75%] [G loss : 0.260570]\n",
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            "9307 [D loss : 0.205247, acc. : 64.06%] [G loss : 0.233350]\n",
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            "9309 [D loss : 0.239772, acc. : 59.38%] [G loss : 0.204421]\n",
            "9310 [D loss : 0.184496, acc. : 79.69%] [G loss : 0.247214]\n",
            "9311 [D loss : 0.181229, acc. : 76.56%] [G loss : 0.217963]\n",
            "9312 [D loss : 0.179173, acc. : 64.06%] [G loss : 0.272058]\n",
            "9313 [D loss : 0.262962, acc. : 56.25%] [G loss : 0.214391]\n",
            "9314 [D loss : 0.212775, acc. : 60.94%] [G loss : 0.224254]\n",
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            "9318 [D loss : 0.172410, acc. : 75.00%] [G loss : 0.222225]\n",
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            "9320 [D loss : 0.178131, acc. : 76.56%] [G loss : 0.270726]\n",
            "9321 [D loss : 0.161207, acc. : 79.69%] [G loss : 0.251346]\n",
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            "9324 [D loss : 0.199226, acc. : 68.75%] [G loss : 0.239064]\n",
            "9325 [D loss : 0.229180, acc. : 60.94%] [G loss : 0.192733]\n",
            "9326 [D loss : 0.211083, acc. : 70.31%] [G loss : 0.241445]\n",
            "9327 [D loss : 0.190906, acc. : 68.75%] [G loss : 0.261770]\n",
            "9328 [D loss : 0.180511, acc. : 70.31%] [G loss : 0.259607]\n",
            "9329 [D loss : 0.178989, acc. : 75.00%] [G loss : 0.280439]\n",
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            "9333 [D loss : 0.204319, acc. : 64.06%] [G loss : 0.221623]\n",
            "9334 [D loss : 0.212663, acc. : 62.50%] [G loss : 0.214027]\n",
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            "9336 [D loss : 0.205375, acc. : 68.75%] [G loss : 0.271664]\n",
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            "9340 [D loss : 0.200875, acc. : 67.19%] [G loss : 0.241712]\n",
            "9341 [D loss : 0.234155, acc. : 64.06%] [G loss : 0.268900]\n",
            "9342 [D loss : 0.212444, acc. : 56.25%] [G loss : 0.208977]\n",
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            "9344 [D loss : 0.182700, acc. : 75.00%] [G loss : 0.232167]\n",
            "9345 [D loss : 0.214282, acc. : 68.75%] [G loss : 0.215632]\n",
            "9346 [D loss : 0.191520, acc. : 70.31%] [G loss : 0.256274]\n",
            "9347 [D loss : 0.224240, acc. : 62.50%] [G loss : 0.243446]\n",
            "9348 [D loss : 0.221547, acc. : 57.81%] [G loss : 0.204715]\n",
            "9349 [D loss : 0.195500, acc. : 68.75%] [G loss : 0.241869]\n",
            "9350 [D loss : 0.181062, acc. : 71.88%] [G loss : 0.240365]\n",
            "9351 [D loss : 0.168706, acc. : 76.56%] [G loss : 0.258918]\n",
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            "9357 [D loss : 0.168958, acc. : 73.44%] [G loss : 0.227851]\n",
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            "9359 [D loss : 0.189903, acc. : 76.56%] [G loss : 0.302290]\n",
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            "9361 [D loss : 0.264902, acc. : 54.69%] [G loss : 0.179199]\n",
            "9362 [D loss : 0.218440, acc. : 65.62%] [G loss : 0.247963]\n",
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            "9364 [D loss : 0.207187, acc. : 64.06%] [G loss : 0.269186]\n",
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            "9366 [D loss : 0.174616, acc. : 79.69%] [G loss : 0.251751]\n",
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            "9368 [D loss : 0.213927, acc. : 67.19%] [G loss : 0.255400]\n",
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            "9370 [D loss : 0.229211, acc. : 59.38%] [G loss : 0.261703]\n",
            "9371 [D loss : 0.165757, acc. : 76.56%] [G loss : 0.232746]\n",
            "9372 [D loss : 0.187979, acc. : 78.12%] [G loss : 0.259233]\n",
            "9373 [D loss : 0.209762, acc. : 68.75%] [G loss : 0.249552]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "9399 [D loss : 0.237109, acc. : 54.69%] [G loss : 0.241779]\n",
            "9400 [D loss : 0.202312, acc. : 70.31%] [G loss : 0.220820]\n",
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            "9402 [D loss : 0.166760, acc. : 76.56%] [G loss : 0.238078]\n",
            "9403 [D loss : 0.201297, acc. : 65.62%] [G loss : 0.199119]\n",
            "9404 [D loss : 0.215850, acc. : 62.50%] [G loss : 0.224355]\n",
            "9405 [D loss : 0.179826, acc. : 76.56%] [G loss : 0.247575]\n",
            "9406 [D loss : 0.192536, acc. : 70.31%] [G loss : 0.225691]\n",
            "9407 [D loss : 0.222684, acc. : 59.38%] [G loss : 0.235187]\n",
            "9408 [D loss : 0.179726, acc. : 67.19%] [G loss : 0.226973]\n",
            "9409 [D loss : 0.236454, acc. : 62.50%] [G loss : 0.255921]\n",
            "9410 [D loss : 0.200687, acc. : 64.06%] [G loss : 0.240617]\n",
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            "9415 [D loss : 0.251437, acc. : 59.38%] [G loss : 0.229987]\n",
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            "9422 [D loss : 0.190939, acc. : 71.88%] [G loss : 0.288387]\n",
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            "9424 [D loss : 0.239086, acc. : 65.62%] [G loss : 0.187666]\n",
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            "9427 [D loss : 0.186446, acc. : 76.56%] [G loss : 0.285719]\n",
            "9428 [D loss : 0.211071, acc. : 65.62%] [G loss : 0.235060]\n",
            "9429 [D loss : 0.188009, acc. : 68.75%] [G loss : 0.222588]\n",
            "9430 [D loss : 0.195673, acc. : 71.88%] [G loss : 0.213640]\n",
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            "9434 [D loss : 0.212856, acc. : 65.62%] [G loss : 0.202934]\n",
            "9435 [D loss : 0.205198, acc. : 67.19%] [G loss : 0.255444]\n",
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          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
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            "9511 [D loss : 0.180109, acc. : 78.12%] [G loss : 0.261712]\n",
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            "9531 [D loss : 0.208672, acc. : 62.50%] [G loss : 0.252782]\n",
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            "9548 [D loss : 0.169146, acc. : 78.12%] [G loss : 0.227577]\n",
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            "9565 [D loss : 0.194542, acc. : 75.00%] [G loss : 0.270815]\n",
            "9566 [D loss : 0.173958, acc. : 76.56%] [G loss : 0.247527]\n",
            "9567 [D loss : 0.224145, acc. : 62.50%] [G loss : 0.264739]\n",
            "9568 [D loss : 0.180712, acc. : 76.56%] [G loss : 0.271173]\n",
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            "9580 [D loss : 0.192326, acc. : 73.44%] [G loss : 0.275968]\n",
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            "9585 [D loss : 0.207999, acc. : 67.19%] [G loss : 0.238434]\n",
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            "9587 [D loss : 0.207518, acc. : 70.31%] [G loss : 0.214700]\n",
            "9588 [D loss : 0.169716, acc. : 75.00%] [G loss : 0.224929]\n",
            "9589 [D loss : 0.207847, acc. : 67.19%] [G loss : 0.235918]\n",
            "9590 [D loss : 0.245488, acc. : 59.38%] [G loss : 0.231969]\n",
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            "9595 [D loss : 0.176882, acc. : 78.12%] [G loss : 0.213350]\n",
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            "9602 [D loss : 0.172264, acc. : 75.00%] [G loss : 0.223055]\n",
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          "name": "stdout"
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        {
          "output_type": "stream",
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            "9622 [D loss : 0.185556, acc. : 73.44%] [G loss : 0.208553]\n",
            "9623 [D loss : 0.196658, acc. : 71.88%] [G loss : 0.209525]\n",
            "9624 [D loss : 0.140258, acc. : 84.38%] [G loss : 0.281878]\n",
            "9625 [D loss : 0.205888, acc. : 73.44%] [G loss : 0.232568]\n",
            "9626 [D loss : 0.167700, acc. : 79.69%] [G loss : 0.237049]\n",
            "9627 [D loss : 0.202805, acc. : 67.19%] [G loss : 0.205109]\n",
            "9628 [D loss : 0.185989, acc. : 75.00%] [G loss : 0.230268]\n",
            "9629 [D loss : 0.244165, acc. : 51.56%] [G loss : 0.230645]\n",
            "9630 [D loss : 0.186955, acc. : 68.75%] [G loss : 0.221025]\n",
            "9631 [D loss : 0.214263, acc. : 71.88%] [G loss : 0.208178]\n",
            "9632 [D loss : 0.201063, acc. : 71.88%] [G loss : 0.224709]\n",
            "9633 [D loss : 0.198801, acc. : 68.75%] [G loss : 0.219211]\n",
            "9634 [D loss : 0.189904, acc. : 76.56%] [G loss : 0.250230]\n",
            "9635 [D loss : 0.218773, acc. : 54.69%] [G loss : 0.238617]\n",
            "9636 [D loss : 0.215040, acc. : 65.62%] [G loss : 0.233385]\n",
            "9637 [D loss : 0.198982, acc. : 67.19%] [G loss : 0.249373]\n",
            "9638 [D loss : 0.184472, acc. : 71.88%] [G loss : 0.252894]\n",
            "9639 [D loss : 0.170739, acc. : 82.81%] [G loss : 0.220633]\n",
            "9640 [D loss : 0.222899, acc. : 57.81%] [G loss : 0.236715]\n",
            "9641 [D loss : 0.177660, acc. : 78.12%] [G loss : 0.280264]\n",
            "9642 [D loss : 0.224032, acc. : 64.06%] [G loss : 0.248593]\n",
            "9643 [D loss : 0.211409, acc. : 65.62%] [G loss : 0.256278]\n",
            "9644 [D loss : 0.191581, acc. : 71.88%] [G loss : 0.245409]\n",
            "9645 [D loss : 0.218027, acc. : 67.19%] [G loss : 0.204737]\n",
            "9646 [D loss : 0.172147, acc. : 78.12%] [G loss : 0.264955]\n",
            "9647 [D loss : 0.219942, acc. : 68.75%] [G loss : 0.210712]\n",
            "9648 [D loss : 0.159384, acc. : 81.25%] [G loss : 0.291826]\n",
            "9649 [D loss : 0.205070, acc. : 67.19%] [G loss : 0.230015]\n",
            "9650 [D loss : 0.193792, acc. : 65.62%] [G loss : 0.226219]\n",
            "9651 [D loss : 0.195133, acc. : 65.62%] [G loss : 0.261896]\n",
            "9652 [D loss : 0.204436, acc. : 68.75%] [G loss : 0.213899]\n",
            "9653 [D loss : 0.159435, acc. : 81.25%] [G loss : 0.245259]\n",
            "9654 [D loss : 0.222412, acc. : 62.50%] [G loss : 0.238892]\n",
            "9655 [D loss : 0.180278, acc. : 76.56%] [G loss : 0.283431]\n",
            "9656 [D loss : 0.189662, acc. : 73.44%] [G loss : 0.236022]\n",
            "9657 [D loss : 0.165578, acc. : 71.88%] [G loss : 0.265526]\n",
            "9658 [D loss : 0.202378, acc. : 64.06%] [G loss : 0.240244]\n",
            "9659 [D loss : 0.195637, acc. : 73.44%] [G loss : 0.242280]\n",
            "9660 [D loss : 0.230812, acc. : 59.38%] [G loss : 0.210960]\n",
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            "9662 [D loss : 0.234078, acc. : 62.50%] [G loss : 0.238271]\n",
            "9663 [D loss : 0.241723, acc. : 56.25%] [G loss : 0.224763]\n",
            "9664 [D loss : 0.167361, acc. : 75.00%] [G loss : 0.228878]\n",
            "9665 [D loss : 0.214778, acc. : 71.88%] [G loss : 0.227355]\n",
            "9666 [D loss : 0.171394, acc. : 75.00%] [G loss : 0.269130]\n",
            "9667 [D loss : 0.206950, acc. : 68.75%] [G loss : 0.208730]\n",
            "9668 [D loss : 0.218902, acc. : 64.06%] [G loss : 0.239173]\n",
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            "9670 [D loss : 0.195823, acc. : 70.31%] [G loss : 0.232379]\n",
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            "9676 [D loss : 0.206679, acc. : 62.50%] [G loss : 0.188346]\n",
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            "9680 [D loss : 0.171155, acc. : 73.44%] [G loss : 0.231256]\n",
            "9681 [D loss : 0.237895, acc. : 54.69%] [G loss : 0.283849]\n",
            "9682 [D loss : 0.206610, acc. : 68.75%] [G loss : 0.279094]\n",
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            "9684 [D loss : 0.229606, acc. : 62.50%] [G loss : 0.244821]\n",
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            "9688 [D loss : 0.205720, acc. : 65.62%] [G loss : 0.209350]\n",
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          "name": "stdout"
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            "9769 [D loss : 0.185716, acc. : 70.31%] [G loss : 0.238515]\n",
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            "9774 [D loss : 0.211027, acc. : 57.81%] [G loss : 0.217979]\n",
            "9775 [D loss : 0.221561, acc. : 62.50%] [G loss : 0.242778]\n",
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          "name": "stdout"
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            "9847 [D loss : 0.223808, acc. : 67.19%] [G loss : 0.266544]\n",
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            "9871 [D loss : 0.197372, acc. : 70.31%] [G loss : 0.191362]\n",
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          "name": "stdout"
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          "output_type": "stream",
          "text": [
            "9957 [D loss : 0.205765, acc. : 68.75%] [G loss : 0.235543]\n",
            "9958 [D loss : 0.225569, acc. : 57.81%] [G loss : 0.208092]\n",
            "9959 [D loss : 0.207700, acc. : 64.06%] [G loss : 0.197032]\n",
            "9960 [D loss : 0.228638, acc. : 64.06%] [G loss : 0.208383]\n",
            "9961 [D loss : 0.221557, acc. : 60.94%] [G loss : 0.215086]\n",
            "9962 [D loss : 0.211694, acc. : 67.19%] [G loss : 0.185924]\n",
            "9963 [D loss : 0.239927, acc. : 56.25%] [G loss : 0.225470]\n",
            "9964 [D loss : 0.191141, acc. : 70.31%] [G loss : 0.246899]\n",
            "9965 [D loss : 0.194421, acc. : 70.31%] [G loss : 0.228225]\n",
            "9966 [D loss : 0.192638, acc. : 67.19%] [G loss : 0.236905]\n",
            "9967 [D loss : 0.194296, acc. : 67.19%] [G loss : 0.214007]\n",
            "9968 [D loss : 0.204888, acc. : 65.62%] [G loss : 0.214375]\n",
            "9969 [D loss : 0.206159, acc. : 64.06%] [G loss : 0.223085]\n",
            "9970 [D loss : 0.217030, acc. : 64.06%] [G loss : 0.247603]\n",
            "9971 [D loss : 0.226776, acc. : 65.62%] [G loss : 0.255416]\n",
            "9972 [D loss : 0.187269, acc. : 67.19%] [G loss : 0.223861]\n",
            "9973 [D loss : 0.195251, acc. : 68.75%] [G loss : 0.228011]\n",
            "9974 [D loss : 0.193596, acc. : 70.31%] [G loss : 0.273682]\n",
            "9975 [D loss : 0.178968, acc. : 71.88%] [G loss : 0.261650]\n",
            "9976 [D loss : 0.191383, acc. : 71.88%] [G loss : 0.271012]\n",
            "9977 [D loss : 0.201461, acc. : 67.19%] [G loss : 0.284396]\n",
            "9978 [D loss : 0.210289, acc. : 65.62%] [G loss : 0.260996]\n",
            "9979 [D loss : 0.200474, acc. : 67.19%] [G loss : 0.231234]\n",
            "9980 [D loss : 0.182720, acc. : 73.44%] [G loss : 0.220851]\n",
            "9981 [D loss : 0.226983, acc. : 62.50%] [G loss : 0.214140]\n",
            "9982 [D loss : 0.198258, acc. : 67.19%] [G loss : 0.260962]\n",
            "9983 [D loss : 0.180258, acc. : 71.88%] [G loss : 0.239848]\n",
            "9984 [D loss : 0.201391, acc. : 67.19%] [G loss : 0.229698]\n",
            "9985 [D loss : 0.182249, acc. : 76.56%] [G loss : 0.226045]\n",
            "9986 [D loss : 0.184366, acc. : 64.06%] [G loss : 0.238404]\n",
            "9987 [D loss : 0.205746, acc. : 64.06%] [G loss : 0.234618]\n",
            "9988 [D loss : 0.186923, acc. : 73.44%] [G loss : 0.279484]\n",
            "9989 [D loss : 0.217380, acc. : 62.50%] [G loss : 0.233358]\n",
            "9990 [D loss : 0.194035, acc. : 70.31%] [G loss : 0.290305]\n",
            "9991 [D loss : 0.177479, acc. : 78.12%] [G loss : 0.272566]\n",
            "9992 [D loss : 0.198786, acc. : 71.88%] [G loss : 0.258917]\n",
            "9993 [D loss : 0.209459, acc. : 73.44%] [G loss : 0.235736]\n",
            "9994 [D loss : 0.170494, acc. : 73.44%] [G loss : 0.257418]\n",
            "9995 [D loss : 0.230217, acc. : 67.19%] [G loss : 0.251845]\n",
            "9996 [D loss : 0.209250, acc. : 68.75%] [G loss : 0.266101]\n",
            "9997 [D loss : 0.199126, acc. : 71.88%] [G loss : 0.240127]\n",
            "9998 [D loss : 0.213380, acc. : 65.62%] [G loss : 0.310642]\n",
            "9999 [D loss : 0.170034, acc. : 78.12%] [G loss : 0.235556]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "-jAkwL-iKDkA",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 53
        },
        "outputId": "29b264c2-f020-4669-d081-d6a0812b8a6d"
      },
      "cell_type": "code",
      "source": [
        "(X_train, _), (_, _) =mnist.load_data()\n",
        "np.unique((X_train.astype(np.float32)- 127.5))\n",
        "print(X_train.shape)\n",
        "X_train = np.expand_dims(X_train, axis=3)\n",
        "print(X_train.shape)"
      ],
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(60000, 28, 28)\n",
            "(60000, 28, 28, 1)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "aK5UolJeKDnZ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "311758e5-caa5-47ed-d79b-912d296d0140"
      },
      "cell_type": "code",
      "source": [
        "np.prod((28,28,1))"
      ],
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "784"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 38
        }
      ]
    },
    {
      "metadata": {
        "id": "RkZbIylvKDqY",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "7aa8698e-44d1-40ee-be3d-fd73b10eabba"
      },
      "cell_type": "code",
      "source": [
        ""
      ],
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "8"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 37
        }
      ]
    },
    {
      "metadata": {
        "id": "6vp_cGI9KDth",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "2G0IsFzjKDwo",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "9dN8B17GKDzg",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "o1LWQMV2KD2o",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "geAkYzqHKD56",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "X-FJcEEoKD9D",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "oLSWo8roKEAZ",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "MAQkTYEpKEDc",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "Ig-EN3aKKEGb",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "_USWyyN7KEJr",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "VVKTSseXKENJ",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}