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Writing your first Generative Adversarial Network with Keras.ipynb
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"name": "Writing your first Generative Adversarial Network with Keras.ipynb",
"provenance": [],
"collapsed_sections": []
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
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"accelerator": "GPU"
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"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "YwjXDgq4p0r2",
"colab_type": "text"
},
"source": [
"[Writing your first Generative Adversarial Network with Keras](https://towardsdatascience.com/writing-your-first-generative-adversarial-network-with-keras-2d16fd8d4889)"
]
},
{
"cell_type": "code",
"metadata": {
"id": "jXhDXE2zpJMt",
"colab_type": "code",
"colab": {}
},
"source": [
"!mkdir images"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "knjdc8xTpqEm",
"colab_type": "code",
"outputId": "364a5dce-02e4-41c1-ef2d-833de81a1702",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"from __future__ import print_function, division\n",
"\n",
"from keras.datasets import mnist\n",
"from keras.layers import Input, Dense, Reshape, Flatten, Dropout\n",
"from keras.layers import BatchNormalization, Activation\n",
"from keras.layers.advanced_activations import LeakyReLU\n",
"\n",
"from keras.models import Sequential, Model\n",
"from keras.optimizers import Adam\n",
"\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import sys\n",
"\n",
"import numpy as np"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"Using TensorFlow backend.\n"
],
"name": "stderr"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "f1KrhjWGo6zi",
"colab_type": "code",
"colab": {}
},
"source": [
"class GAN():\n",
" def __init__(self):\n",
" self.img_rows = 28\n",
" self.img_cols = 28\n",
" self.channels = 1\n",
" self.img_shape = (self.img_rows, self.img_cols, self.channels)\n",
" self.latent_dim = 100\n",
"\n",
" optimizer = Adam(0.0002, 0.5)\n",
"\n",
" self.discriminator = self.build_discriminator()\n",
" self.discriminator.compile(loss='binary_crossentropy',\n",
" optimizer=optimizer,\n",
" metrics=['accuracy'])\n",
"\n",
" self.generator = self.build_generator()\n",
"\n",
" z = Input(shape=(self.latent_dim,))\n",
" img = self.generator(z)\n",
"\n",
" self.discriminator.trainable = False\n",
"\n",
" validity = self.discriminator(img)\n",
"\n",
" self.combined = Model(z, validity)\n",
" self.combined.compile(loss='binary_crossentropy', optimizer=optimizer)\n",
"\n",
"\n",
" def build_generator(self):\n",
"\n",
" model = Sequential()\n",
"\n",
" model.add(Dense(256, input_dim=self.latent_dim))\n",
" model.add(LeakyReLU(alpha=0.2))\n",
" model.add(BatchNormalization(momentum=0.8))\n",
" model.add(Dense(512))\n",
" model.add(LeakyReLU(alpha=0.2))\n",
" model.add(BatchNormalization(momentum=0.8))\n",
" model.add(Dense(1024))\n",
" model.add(LeakyReLU(alpha=0.2))\n",
" model.add(BatchNormalization(momentum=0.8))\n",
" model.add(Dense(np.prod(self.img_shape), activation='tanh'))\n",
" model.add(Reshape(self.img_shape))\n",
"\n",
" model.summary()\n",
"\n",
" noise = Input(shape=(self.latent_dim,))\n",
" img = model(noise)\n",
"\n",
" return Model(noise, img)\n",
"\n",
" def build_discriminator(self):\n",
"\n",
" model = Sequential()\n",
"\n",
" model.add(Flatten(input_shape=self.img_shape))\n",
" model.add(Dense(512))\n",
" model.add(LeakyReLU(alpha=0.2))\n",
" model.add(Dense(256))\n",
" model.add(LeakyReLU(alpha=0.2))\n",
" model.add(Dense(1, activation='sigmoid'))\n",
" model.summary()\n",
"\n",
" img = Input(shape=self.img_shape)\n",
" validity = model(img)\n",
"\n",
" return Model(img, validity)\n",
"\n",
" def train(self, epochs, batch_size=128, sample_interval=50):\n",
"\n",
" (X_train, _), (_, _) = mnist.load_data()\n",
"\n",
" X_train = X_train / 127.5 - 1.\n",
" X_train = np.expand_dims(X_train, axis=3)\n",
"\n",
" valid = np.ones((batch_size, 1))\n",
" fake = np.zeros((batch_size, 1))\n",
"\n",
" for epoch in range(epochs):\n",
"\n",
" idx = np.random.randint(0, X_train.shape[0], batch_size)\n",
" imgs = X_train[idx]\n",
"\n",
" noise = np.random.normal(0, 1, (batch_size, self.latent_dim))\n",
"\n",
" 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",
" \n",
"\n",
" noise = np.random.normal(0, 1, (batch_size, self.latent_dim))\n",
"\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",
" 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",
" 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/%d.png\" % epoch)\n",
" plt.close()\n"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "jGkUOFRYo_Rx",
"colab_type": "code",
"outputId": "237f0767-cbab-41d1-cec8-1f840ac3c161",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
}
},
"source": [
"if __name__ == '__main__':\n",
" gan = GAN()\n",
" gan.train(epochs=100000, batch_size=132, sample_interval=10000)"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:66: The name tf.get_default_graph is deprecated. Please use tf.compat.v1.get_default_graph instead.\n",
"\n",
"WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:541: The name tf.placeholder is deprecated. Please use tf.compat.v1.placeholder instead.\n",
"\n",
"WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:4432: The name tf.random_uniform is deprecated. Please use tf.random.uniform instead.\n",
"\n",
"Model: \"sequential_1\"\n",
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
"=================================================================\n",
"flatten_1 (Flatten) (None, 784) 0 \n",
"_________________________________________________________________\n",
"dense_1 (Dense) (None, 512) 401920 \n",
"_________________________________________________________________\n",
"leaky_re_lu_1 (LeakyReLU) (None, 512) 0 \n",
"_________________________________________________________________\n",
"dense_2 (Dense) (None, 256) 131328 \n",
"_________________________________________________________________\n",
"leaky_re_lu_2 (LeakyReLU) (None, 256) 0 \n",
"_________________________________________________________________\n",
"dense_3 (Dense) (None, 1) 257 \n",
"=================================================================\n",
"Total params: 533,505\n",
"Trainable params: 533,505\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n",
"WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/optimizers.py:793: The name tf.train.Optimizer is deprecated. Please use tf.compat.v1.train.Optimizer instead.\n",
"\n",
"WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:3657: The name tf.log is deprecated. Please use tf.math.log instead.\n",
"\n",
"WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/python/ops/nn_impl.py:180: add_dispatch_support.<locals>.wrapper (from tensorflow.python.ops.array_ops) is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"Use tf.where in 2.0, which has the same broadcast rule as np.where\n",
"WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:148: The name tf.placeholder_with_default is deprecated. Please use tf.compat.v1.placeholder_with_default instead.\n",
"\n",
"Model: \"sequential_2\"\n",
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
"=================================================================\n",
"dense_4 (Dense) (None, 256) 25856 \n",
"_________________________________________________________________\n",
"leaky_re_lu_3 (LeakyReLU) (None, 256) 0 \n",
"_________________________________________________________________\n",
"batch_normalization_1 (Batch (None, 256) 1024 \n",
"_________________________________________________________________\n",
"dense_5 (Dense) (None, 512) 131584 \n",
"_________________________________________________________________\n",
"leaky_re_lu_4 (LeakyReLU) (None, 512) 0 \n",
"_________________________________________________________________\n",
"batch_normalization_2 (Batch (None, 512) 2048 \n",
"_________________________________________________________________\n",
"dense_6 (Dense) (None, 1024) 525312 \n",
"_________________________________________________________________\n",
"leaky_re_lu_5 (LeakyReLU) (None, 1024) 0 \n",
"_________________________________________________________________\n",
"batch_normalization_3 (Batch (None, 1024) 4096 \n",
"_________________________________________________________________\n",
"dense_7 (Dense) (None, 784) 803600 \n",
"_________________________________________________________________\n",
"reshape_1 (Reshape) (None, 28, 28, 1) 0 \n",
"=================================================================\n",
"Total params: 1,493,520\n",
"Trainable params: 1,489,936\n",
"Non-trainable params: 3,584\n",
"_________________________________________________________________\n",
"Downloading data from https://s3.amazonaws.com/img-datasets/mnist.npz\n",
"11493376/11490434 [==============================] - 2s 0us/step\n"
],
"name": "stdout"
},
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/keras/engine/training.py:493: 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: 0.441749, acc.: 65.15%] [G loss: 0.516760]\n"
],
"name": "stdout"
},
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/keras/engine/training.py:493: 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": [
"1 [D loss: 0.500031, acc.: 57.58%] [G loss: 0.629461]\n",
"2 [D loss: 0.407993, acc.: 69.70%] [G loss: 0.775326]\n",
"3 [D loss: 0.321801, acc.: 81.06%] [G loss: 0.945628]\n",
"4 [D loss: 0.273962, acc.: 92.42%] [G loss: 1.100434]\n",
"5 [D loss: 0.229377, acc.: 95.83%] [G loss: 1.249883]\n",
"6 [D loss: 0.196037, acc.: 98.86%] [G loss: 1.387201]\n",
"7 [D loss: 0.175702, acc.: 99.62%] [G loss: 1.494003]\n",
"8 [D loss: 0.154220, acc.: 99.62%] [G loss: 1.614513]\n",
"9 [D loss: 0.132927, acc.: 100.00%] [G loss: 1.746934]\n",
"10 [D loss: 0.122011, acc.: 100.00%] [G loss: 1.787117]\n",
"11 [D loss: 0.113577, acc.: 100.00%] [G loss: 1.884456]\n",
"12 [D loss: 0.101803, acc.: 100.00%] [G loss: 1.969980]\n",
"13 [D loss: 0.088940, acc.: 100.00%] [G loss: 2.069680]\n",
"14 [D loss: 0.079784, acc.: 100.00%] [G loss: 2.120056]\n",
"15 [D loss: 0.075369, acc.: 100.00%] [G loss: 2.207497]\n",
"16 [D loss: 0.067888, acc.: 100.00%] [G loss: 2.300647]\n",
"17 [D loss: 0.066398, acc.: 100.00%] [G loss: 2.307978]\n",
"18 [D loss: 0.059562, acc.: 100.00%] [G loss: 2.347108]\n",
"19 [D loss: 0.061959, acc.: 100.00%] [G loss: 2.465820]\n",
"20 [D loss: 0.052301, acc.: 100.00%] [G loss: 2.574400]\n",
"21 [D loss: 0.047897, acc.: 100.00%] [G loss: 2.563021]\n",
"22 [D loss: 0.052207, acc.: 100.00%] [G loss: 2.722623]\n",
"23 [D loss: 0.041407, acc.: 100.00%] [G loss: 2.786294]\n",
"24 [D loss: 0.042842, acc.: 100.00%] [G loss: 2.818573]\n",
"25 [D loss: 0.039559, acc.: 100.00%] [G loss: 2.846231]\n",
"26 [D loss: 0.039934, acc.: 100.00%] [G loss: 2.910269]\n",
"27 [D loss: 0.034117, acc.: 100.00%] [G loss: 2.940721]\n",
"28 [D loss: 0.034998, acc.: 100.00%] [G loss: 2.998592]\n",
"29 [D loss: 0.036154, acc.: 100.00%] [G loss: 3.078300]\n",
"30 [D loss: 0.032628, acc.: 100.00%] [G loss: 3.093084]\n",
"31 [D loss: 0.030535, acc.: 100.00%] [G loss: 3.212638]\n",
"32 [D loss: 0.033275, acc.: 100.00%] [G loss: 3.289062]\n",
"33 [D loss: 0.028371, acc.: 100.00%] [G loss: 3.258544]\n",
"34 [D loss: 0.026858, acc.: 100.00%] [G loss: 3.294963]\n",
"35 [D loss: 0.025942, acc.: 100.00%] [G loss: 3.333349]\n",
"36 [D loss: 0.028473, acc.: 100.00%] [G loss: 3.368785]\n",
"37 [D loss: 0.022513, acc.: 100.00%] [G loss: 3.414575]\n",
"38 [D loss: 0.023605, acc.: 100.00%] [G loss: 3.421389]\n",
"39 [D loss: 0.023166, acc.: 100.00%] [G loss: 3.421139]\n",
"40 [D loss: 0.023279, acc.: 100.00%] [G loss: 3.494780]\n",
"41 [D loss: 0.020832, acc.: 100.00%] [G loss: 3.481084]\n",
"42 [D loss: 0.021624, acc.: 100.00%] [G loss: 3.484004]\n",
"43 [D loss: 0.023841, acc.: 100.00%] [G loss: 3.601944]\n",
"44 [D loss: 0.021513, acc.: 100.00%] [G loss: 3.573115]\n",
"45 [D loss: 0.020301, acc.: 100.00%] [G loss: 3.565298]\n",
"46 [D loss: 0.021420, acc.: 100.00%] [G loss: 3.652083]\n",
"47 [D loss: 0.020708, acc.: 100.00%] [G loss: 3.676243]\n",
"48 [D loss: 0.023762, acc.: 100.00%] [G loss: 3.686665]\n",
"49 [D loss: 0.022985, acc.: 100.00%] [G loss: 3.733017]\n",
"50 [D loss: 0.021109, acc.: 100.00%] [G loss: 3.738862]\n",
"51 [D loss: 0.024584, acc.: 100.00%] [G loss: 3.815399]\n",
"52 [D loss: 0.019806, acc.: 100.00%] [G loss: 3.776654]\n",
"53 [D loss: 0.022198, acc.: 100.00%] [G loss: 3.821979]\n",
"54 [D loss: 0.020120, acc.: 100.00%] [G loss: 3.838634]\n",
"55 [D loss: 0.018979, acc.: 100.00%] [G loss: 3.847167]\n",
"56 [D loss: 0.025523, acc.: 100.00%] [G loss: 3.833384]\n",
"57 [D loss: 0.020474, acc.: 100.00%] [G loss: 3.946081]\n",
"58 [D loss: 0.023277, acc.: 100.00%] [G loss: 3.911815]\n",
"59 [D loss: 0.019972, acc.: 100.00%] [G loss: 3.891248]\n",
"60 [D loss: 0.020245, acc.: 100.00%] [G loss: 3.846167]\n",
"61 [D loss: 0.020257, acc.: 100.00%] [G loss: 3.879116]\n",
"62 [D loss: 0.022743, acc.: 100.00%] [G loss: 3.951622]\n",
"63 [D loss: 0.021840, acc.: 100.00%] [G loss: 3.923699]\n",
"64 [D loss: 0.022233, acc.: 100.00%] [G loss: 3.935167]\n",
"65 [D loss: 0.023722, acc.: 100.00%] [G loss: 3.943310]\n",
"66 [D loss: 0.023524, acc.: 100.00%] [G loss: 4.076478]\n",
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"72 [D loss: 0.037002, acc.: 99.62%] [G loss: 4.066571]\n",
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"77 [D loss: 0.280272, acc.: 92.05%] [G loss: 3.671454]\n",
"78 [D loss: 0.077357, acc.: 96.97%] [G loss: 4.247621]\n",
"79 [D loss: 0.023070, acc.: 100.00%] [G loss: 4.323034]\n",
"80 [D loss: 0.076265, acc.: 97.73%] [G loss: 3.724320]\n",
"81 [D loss: 0.072432, acc.: 97.73%] [G loss: 4.014102]\n",
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"83 [D loss: 0.142980, acc.: 94.70%] [G loss: 3.813261]\n",
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"85 [D loss: 0.831464, acc.: 71.97%] [G loss: 3.177799]\n",
"86 [D loss: 0.464386, acc.: 85.61%] [G loss: 2.633959]\n",
"87 [D loss: 0.254875, acc.: 85.23%] [G loss: 2.610739]\n",
"88 [D loss: 0.113238, acc.: 96.97%] [G loss: 3.042090]\n",
"89 [D loss: 0.084207, acc.: 97.35%] [G loss: 3.268654]\n",
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"100 [D loss: 0.115870, acc.: 96.21%] [G loss: 3.011918]\n",
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"103 [D loss: 0.102090, acc.: 96.21%] [G loss: 3.237459]\n",
"104 [D loss: 0.474471, acc.: 79.55%] [G loss: 2.604181]\n",
"105 [D loss: 0.125559, acc.: 94.70%] [G loss: 3.320861]\n",
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"107 [D loss: 0.142474, acc.: 94.32%] [G loss: 3.337750]\n",
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"109 [D loss: 0.129880, acc.: 94.32%] [G loss: 3.169474]\n",
"110 [D loss: 0.185754, acc.: 93.56%] [G loss: 2.723739]\n",
"111 [D loss: 0.132078, acc.: 95.45%] [G loss: 3.124206]\n",
"112 [D loss: 0.392282, acc.: 84.09%] [G loss: 2.462688]\n",
"113 [D loss: 0.127008, acc.: 95.08%] [G loss: 3.259478]\n",
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"115 [D loss: 0.153323, acc.: 93.56%] [G loss: 3.339905]\n",
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"117 [D loss: 0.312594, acc.: 83.71%] [G loss: 3.159001]\n",
"118 [D loss: 0.469960, acc.: 82.58%] [G loss: 2.370725]\n",
"119 [D loss: 0.180846, acc.: 92.05%] [G loss: 3.123946]\n",
"120 [D loss: 0.392470, acc.: 82.20%] [G loss: 2.449968]\n",
"121 [D loss: 0.172196, acc.: 92.80%] [G loss: 3.199280]\n",
"122 [D loss: 0.599233, acc.: 74.24%] [G loss: 1.865435]\n",
"123 [D loss: 0.330284, acc.: 81.82%] [G loss: 2.451650]\n",
"124 [D loss: 0.097053, acc.: 99.62%] [G loss: 3.129209]\n",
"125 [D loss: 0.525039, acc.: 75.76%] [G loss: 1.929562]\n",
"126 [D loss: 0.248875, acc.: 87.88%] [G loss: 2.806360]\n",
"127 [D loss: 0.164116, acc.: 95.45%] [G loss: 3.006580]\n",
"128 [D loss: 0.315729, acc.: 87.50%] [G loss: 2.370783]\n",
"129 [D loss: 0.212773, acc.: 89.39%] [G loss: 2.924305]\n",
"130 [D loss: 0.365725, acc.: 83.33%] [G loss: 2.452263]\n",
"131 [D loss: 0.197165, acc.: 90.53%] [G loss: 3.081548]\n",
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"133 [D loss: 0.254580, acc.: 86.74%] [G loss: 2.603552]\n",
"134 [D loss: 0.186417, acc.: 96.59%] [G loss: 2.971623]\n",
"135 [D loss: 0.430163, acc.: 79.17%] [G loss: 2.182555]\n",
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"137 [D loss: 0.693329, acc.: 68.94%] [G loss: 1.734885]\n",
"138 [D loss: 0.364542, acc.: 78.03%] [G loss: 2.465854]\n",
"139 [D loss: 0.139776, acc.: 99.24%] [G loss: 2.853908]\n",
"140 [D loss: 0.498880, acc.: 75.00%] [G loss: 1.945406]\n",
"141 [D loss: 0.231601, acc.: 86.74%] [G loss: 2.659992]\n",
"142 [D loss: 0.360199, acc.: 81.06%] [G loss: 2.104974]\n",
"143 [D loss: 0.225950, acc.: 89.77%] [G loss: 2.750313]\n",
"144 [D loss: 0.531956, acc.: 77.65%] [G loss: 1.733664]\n",
"145 [D loss: 0.261373, acc.: 85.61%] [G loss: 2.531813]\n",
"146 [D loss: 0.178981, acc.: 97.35%] [G loss: 2.777763]\n",
"147 [D loss: 0.364819, acc.: 85.23%] [G loss: 2.220202]\n",
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"149 [D loss: 0.603240, acc.: 70.08%] [G loss: 1.824161]\n",
"150 [D loss: 0.323877, acc.: 80.68%] [G loss: 2.786574]\n",
"151 [D loss: 0.220198, acc.: 95.83%] [G loss: 2.876757]\n",
"152 [D loss: 0.471399, acc.: 76.14%] [G loss: 1.911303]\n",
"153 [D loss: 0.267648, acc.: 83.33%] [G loss: 2.816866]\n",
"154 [D loss: 0.456622, acc.: 75.00%] [G loss: 2.022270]\n",
"155 [D loss: 0.250709, acc.: 86.36%] [G loss: 2.770990]\n",
"156 [D loss: 0.363865, acc.: 81.82%] [G loss: 2.409257]\n",
"157 [D loss: 0.262576, acc.: 84.47%] [G loss: 2.957853]\n",
"158 [D loss: 0.388542, acc.: 82.95%] [G loss: 2.272096]\n",
"159 [D loss: 0.283997, acc.: 85.61%] [G loss: 2.978253]\n",
"160 [D loss: 0.557779, acc.: 71.97%] [G loss: 2.049743]\n",
"161 [D loss: 0.228620, acc.: 87.88%] [G loss: 2.890206]\n",
"162 [D loss: 0.438430, acc.: 77.27%] [G loss: 2.221611]\n",
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"164 [D loss: 0.561017, acc.: 68.94%] [G loss: 2.032132]\n",
"165 [D loss: 0.324329, acc.: 81.44%] [G loss: 2.851485]\n",
"166 [D loss: 0.437510, acc.: 76.52%] [G loss: 2.201615]\n",
"167 [D loss: 0.332945, acc.: 80.30%] [G loss: 2.931025]\n",
"168 [D loss: 0.543977, acc.: 70.83%] [G loss: 2.111185]\n",
"169 [D loss: 0.256281, acc.: 86.74%] [G loss: 2.953852]\n",
"170 [D loss: 0.564665, acc.: 71.59%] [G loss: 1.886760]\n",
"171 [D loss: 0.330466, acc.: 79.17%] [G loss: 2.924352]\n",
"172 [D loss: 0.454600, acc.: 76.52%] [G loss: 2.353964]\n",
"173 [D loss: 0.321503, acc.: 85.98%] [G loss: 2.634752]\n",
"174 [D loss: 0.423094, acc.: 76.89%] [G loss: 2.423013]\n",
"175 [D loss: 0.371778, acc.: 79.92%] [G loss: 2.668885]\n",
"176 [D loss: 0.470619, acc.: 74.62%] [G loss: 2.269570]\n",
"177 [D loss: 0.338896, acc.: 84.85%] [G loss: 2.458113]\n",
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"179 [D loss: 0.549015, acc.: 70.08%] [G loss: 2.091605]\n",
"180 [D loss: 0.266583, acc.: 87.12%] [G loss: 3.060121]\n",
"181 [D loss: 0.607230, acc.: 66.29%] [G loss: 1.733404]\n",
"182 [D loss: 0.323607, acc.: 78.79%] [G loss: 3.035494]\n",
"183 [D loss: 0.346652, acc.: 85.61%] [G loss: 2.694693]\n",
"184 [D loss: 0.362111, acc.: 81.44%] [G loss: 2.725057]\n",
"185 [D loss: 0.394113, acc.: 79.92%] [G loss: 2.531341]\n",
"186 [D loss: 0.524403, acc.: 71.97%] [G loss: 2.387999]\n",
"187 [D loss: 0.420196, acc.: 77.65%] [G loss: 2.547892]\n",
"188 [D loss: 0.485421, acc.: 73.86%] [G loss: 2.261432]\n",
"189 [D loss: 0.335431, acc.: 81.82%] [G loss: 3.127244]\n",
"190 [D loss: 0.866532, acc.: 52.65%] [G loss: 1.424364]\n",
"191 [D loss: 0.395640, acc.: 73.48%] [G loss: 2.583751]\n",
"192 [D loss: 0.330697, acc.: 86.36%] [G loss: 2.619158]\n",
"193 [D loss: 0.404598, acc.: 79.55%] [G loss: 2.370725]\n",
"194 [D loss: 0.382664, acc.: 81.82%] [G loss: 2.383324]\n",
"195 [D loss: 0.503418, acc.: 71.59%] [G loss: 2.133333]\n",
"196 [D loss: 0.473267, acc.: 73.11%] [G loss: 2.383712]\n",
"197 [D loss: 0.399896, acc.: 79.92%] [G loss: 2.379396]\n",
"198 [D loss: 0.439075, acc.: 77.65%] [G loss: 2.524731]\n",
"199 [D loss: 0.570020, acc.: 68.56%] [G loss: 2.213290]\n",
"200 [D loss: 0.472637, acc.: 73.48%] [G loss: 2.558042]\n",
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"202 [D loss: 0.400471, acc.: 78.79%] [G loss: 2.554119]\n",
"203 [D loss: 0.552623, acc.: 67.05%] [G loss: 2.209402]\n",
"204 [D loss: 0.425358, acc.: 77.27%] [G loss: 2.315410]\n",
"205 [D loss: 0.528622, acc.: 68.94%] [G loss: 2.244497]\n",
"206 [D loss: 0.400337, acc.: 77.65%] [G loss: 2.507049]\n",
"207 [D loss: 0.622597, acc.: 66.29%] [G loss: 1.991481]\n",
"208 [D loss: 0.383468, acc.: 78.79%] [G loss: 2.639208]\n",
"209 [D loss: 0.629161, acc.: 63.64%] [G loss: 1.890545]\n",
"210 [D loss: 0.366021, acc.: 81.06%] [G loss: 2.813839]\n",
"211 [D loss: 0.628592, acc.: 65.15%] [G loss: 1.787453]\n",
"212 [D loss: 0.332073, acc.: 85.61%] [G loss: 2.529972]\n",
"213 [D loss: 0.704163, acc.: 60.61%] [G loss: 1.787912]\n",
"214 [D loss: 0.427965, acc.: 72.73%] [G loss: 2.542536]\n",
"215 [D loss: 0.652247, acc.: 63.64%] [G loss: 1.841473]\n",
"216 [D loss: 0.515813, acc.: 70.45%] [G loss: 2.199168]\n",
"217 [D loss: 0.600481, acc.: 62.88%] [G loss: 1.886627]\n",
"218 [D loss: 0.481710, acc.: 72.73%] [G loss: 2.139133]\n",
"219 [D loss: 0.705709, acc.: 57.20%] [G loss: 1.620586]\n",
"220 [D loss: 0.409605, acc.: 77.65%] [G loss: 2.367804]\n",
"221 [D loss: 0.705653, acc.: 59.47%] [G loss: 1.371856]\n",
"222 [D loss: 0.459120, acc.: 70.45%] [G loss: 2.112808]\n",
"223 [D loss: 0.690834, acc.: 57.95%] [G loss: 1.497086]\n",
"224 [D loss: 0.662220, acc.: 55.30%] [G loss: 1.595419]\n",
"225 [D loss: 0.601292, acc.: 62.50%] [G loss: 1.749613]\n",
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"227 [D loss: 0.611021, acc.: 62.12%] [G loss: 1.643765]\n",
"228 [D loss: 0.649445, acc.: 58.71%] [G loss: 1.431070]\n",
"229 [D loss: 0.585289, acc.: 66.67%] [G loss: 1.662269]\n",
"230 [D loss: 0.782879, acc.: 45.08%] [G loss: 1.221737]\n",
"231 [D loss: 0.589392, acc.: 64.39%] [G loss: 1.627366]\n",
"232 [D loss: 0.737764, acc.: 50.00%] [G loss: 1.348944]\n",
"233 [D loss: 0.633459, acc.: 56.82%] [G loss: 1.407429]\n",
"234 [D loss: 0.661557, acc.: 59.85%] [G loss: 1.439508]\n",
"235 [D loss: 0.715661, acc.: 51.14%] [G loss: 1.218189]\n",
"236 [D loss: 0.643179, acc.: 57.95%] [G loss: 1.384203]\n",
"237 [D loss: 0.690868, acc.: 52.65%] [G loss: 1.173285]\n",
"238 [D loss: 0.653637, acc.: 57.58%] [G loss: 1.203832]\n",
"239 [D loss: 0.686287, acc.: 51.14%] [G loss: 1.266187]\n",
"240 [D loss: 0.671859, acc.: 54.92%] [G loss: 1.195934]\n",
"241 [D loss: 0.661634, acc.: 57.95%] [G loss: 1.251176]\n",
"242 [D loss: 0.699282, acc.: 52.27%] [G loss: 1.129365]\n",
"243 [D loss: 0.662940, acc.: 54.55%] [G loss: 1.176141]\n",
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"245 [D loss: 0.733675, acc.: 43.56%] [G loss: 0.940132]\n",
"246 [D loss: 0.679516, acc.: 46.59%] [G loss: 1.004841]\n",
"247 [D loss: 0.731544, acc.: 41.67%] [G loss: 0.880930]\n",
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"251 [D loss: 0.739246, acc.: 44.32%] [G loss: 0.843079]\n",
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"420 [D loss: 0.629737, acc.: 53.79%] [G loss: 0.712211]\n",
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"620 [D loss: 0.641945, acc.: 58.33%] [G loss: 0.775435]\n",
"621 [D loss: 0.652890, acc.: 61.74%] [G loss: 0.755995]\n",
"622 [D loss: 0.643671, acc.: 64.39%] [G loss: 0.763063]\n",
"623 [D loss: 0.625984, acc.: 65.91%] [G loss: 0.765298]\n",
"624 [D loss: 0.634383, acc.: 64.77%] [G loss: 0.774411]\n",
"625 [D loss: 0.632093, acc.: 64.39%] [G loss: 0.788220]\n",
"626 [D loss: 0.634023, acc.: 63.64%] [G loss: 0.790703]\n",
"627 [D loss: 0.646039, acc.: 55.68%] [G loss: 0.772707]\n",
"628 [D loss: 0.632321, acc.: 56.44%] [G loss: 0.781758]\n",
"629 [D loss: 0.639227, acc.: 57.20%] [G loss: 0.782049]\n",
"630 [D loss: 0.631064, acc.: 60.61%] [G loss: 0.765052]\n",
"631 [D loss: 0.629964, acc.: 59.09%] [G loss: 0.770980]\n",
"632 [D loss: 0.631223, acc.: 57.95%] [G loss: 0.795827]\n",
"633 [D loss: 0.608886, acc.: 71.97%] [G loss: 0.810993]\n",
"634 [D loss: 0.617072, acc.: 68.56%] [G loss: 0.797585]\n",
"635 [D loss: 0.605225, acc.: 70.08%] [G loss: 0.799057]\n",
"636 [D loss: 0.624443, acc.: 64.39%] [G loss: 0.789559]\n",
"637 [D loss: 0.608090, acc.: 71.21%] [G loss: 0.789514]\n",
"638 [D loss: 0.619785, acc.: 64.77%] [G loss: 0.791263]\n",
"639 [D loss: 0.609947, acc.: 64.77%] [G loss: 0.789616]\n",
"640 [D loss: 0.606540, acc.: 66.29%] [G loss: 0.799093]\n",
"641 [D loss: 0.621234, acc.: 60.98%] [G loss: 0.793075]\n",
"642 [D loss: 0.615283, acc.: 62.50%] [G loss: 0.803166]\n",
"643 [D loss: 0.626283, acc.: 64.02%] [G loss: 0.791659]\n",
"644 [D loss: 0.649738, acc.: 62.12%] [G loss: 0.772848]\n",
"645 [D loss: 0.630073, acc.: 61.36%] [G loss: 0.786253]\n",
"646 [D loss: 0.646939, acc.: 65.15%] [G loss: 0.775996]\n",
"647 [D loss: 0.644442, acc.: 62.12%] [G loss: 0.789796]\n",
"648 [D loss: 0.655455, acc.: 59.09%] [G loss: 0.845311]\n",
"649 [D loss: 0.639152, acc.: 59.09%] [G loss: 0.850981]\n",
"650 [D loss: 0.651325, acc.: 61.74%] [G loss: 0.837872]\n",
"651 [D loss: 0.636240, acc.: 65.91%] [G loss: 0.855123]\n",
"652 [D loss: 0.611801, acc.: 68.94%] [G loss: 0.858604]\n",
"653 [D loss: 0.627473, acc.: 71.59%] [G loss: 0.853090]\n",
"654 [D loss: 0.603010, acc.: 69.70%] [G loss: 0.859311]\n",
"655 [D loss: 0.627600, acc.: 68.56%] [G loss: 0.854009]\n",
"656 [D loss: 0.637541, acc.: 61.36%] [G loss: 0.855123]\n",
"657 [D loss: 0.622979, acc.: 61.36%] [G loss: 0.869227]\n",
"658 [D loss: 0.633562, acc.: 61.74%] [G loss: 0.857550]\n",
"659 [D loss: 0.632699, acc.: 64.39%] [G loss: 0.859815]\n",
"660 [D loss: 0.653677, acc.: 56.44%] [G loss: 0.814052]\n",
"661 [D loss: 0.637633, acc.: 56.44%] [G loss: 0.809484]\n",
"662 [D loss: 0.653918, acc.: 53.79%] [G loss: 0.812588]\n",
"663 [D loss: 0.620702, acc.: 67.05%] [G loss: 0.861296]\n",
"664 [D loss: 0.608031, acc.: 73.48%] [G loss: 0.866157]\n",
"665 [D loss: 0.617497, acc.: 68.94%] [G loss: 0.847149]\n",
"666 [D loss: 0.615508, acc.: 71.59%] [G loss: 0.857286]\n",
"667 [D loss: 0.601343, acc.: 69.70%] [G loss: 0.865552]\n",
"668 [D loss: 0.590841, acc.: 71.21%] [G loss: 0.864757]\n",
"669 [D loss: 0.602891, acc.: 71.59%] [G loss: 0.875262]\n",
"670 [D loss: 0.603528, acc.: 72.73%] [G loss: 0.859075]\n",
"671 [D loss: 0.602602, acc.: 69.70%] [G loss: 0.850396]\n",
"672 [D loss: 0.602438, acc.: 70.08%] [G loss: 0.861917]\n",
"673 [D loss: 0.592433, acc.: 75.00%] [G loss: 0.836474]\n",
"674 [D loss: 0.589608, acc.: 70.08%] [G loss: 0.837098]\n",
"675 [D loss: 0.597836, acc.: 69.70%] [G loss: 0.841285]\n",
"676 [D loss: 0.583291, acc.: 70.83%] [G loss: 0.832483]\n",
"677 [D loss: 0.581297, acc.: 70.08%] [G loss: 0.841182]\n",
"678 [D loss: 0.596254, acc.: 67.05%] [G loss: 0.842758]\n",
"679 [D loss: 0.591874, acc.: 66.67%] [G loss: 0.829308]\n",
"680 [D loss: 0.598719, acc.: 68.56%] [G loss: 0.838810]\n",
"681 [D loss: 0.589468, acc.: 69.70%] [G loss: 0.852175]\n",
"682 [D loss: 0.615538, acc.: 68.56%] [G loss: 0.840198]\n",
"683 [D loss: 0.616537, acc.: 66.29%] [G loss: 0.856635]\n",
"684 [D loss: 0.643380, acc.: 56.06%] [G loss: 0.867203]\n",
"685 [D loss: 0.610720, acc.: 67.42%] [G loss: 0.894420]\n",
"686 [D loss: 0.657559, acc.: 56.44%] [G loss: 0.875146]\n",
"687 [D loss: 0.643221, acc.: 62.88%] [G loss: 0.875513]\n",
"688 [D loss: 0.639737, acc.: 65.91%] [G loss: 0.871312]\n",
"689 [D loss: 0.644671, acc.: 58.33%] [G loss: 0.899394]\n",
"690 [D loss: 0.642985, acc.: 66.29%] [G loss: 0.889048]\n",
"691 [D loss: 0.648196, acc.: 65.53%] [G loss: 0.871983]\n",
"692 [D loss: 0.648047, acc.: 59.09%] [G loss: 0.867231]\n",
"693 [D loss: 0.656781, acc.: 62.88%] [G loss: 0.877559]\n",
"694 [D loss: 0.638241, acc.: 69.32%] [G loss: 0.908522]\n",
"695 [D loss: 0.648135, acc.: 64.77%] [G loss: 0.853095]\n",
"696 [D loss: 0.673499, acc.: 54.92%] [G loss: 0.807430]\n",
"697 [D loss: 0.645310, acc.: 63.26%] [G loss: 0.814753]\n",
"698 [D loss: 0.623704, acc.: 69.70%] [G loss: 0.835401]\n",
"699 [D loss: 0.637507, acc.: 64.39%] [G loss: 0.853577]\n",
"700 [D loss: 0.643733, acc.: 58.71%] [G loss: 0.858543]\n",
"701 [D loss: 0.628792, acc.: 65.53%] [G loss: 0.830940]\n",
"702 [D loss: 0.635007, acc.: 63.64%] [G loss: 0.819878]\n",
"703 [D loss: 0.600046, acc.: 69.70%] [G loss: 0.813761]\n",
"704 [D loss: 0.603794, acc.: 68.94%] [G loss: 0.832321]\n",
"705 [D loss: 0.610983, acc.: 73.48%] [G loss: 0.811264]\n",
"706 [D loss: 0.631480, acc.: 60.61%] [G loss: 0.804897]\n",
"707 [D loss: 0.600275, acc.: 68.94%] [G loss: 0.816382]\n",
"708 [D loss: 0.612830, acc.: 70.08%] [G loss: 0.830591]\n",
"709 [D loss: 0.600838, acc.: 71.97%] [G loss: 0.827502]\n",
"710 [D loss: 0.611800, acc.: 67.42%] [G loss: 0.810967]\n",
"711 [D loss: 0.612887, acc.: 66.67%] [G loss: 0.825555]\n",
"712 [D loss: 0.610551, acc.: 67.42%] [G loss: 0.836647]\n",
"713 [D loss: 0.608413, acc.: 68.94%] [G loss: 0.847265]\n",
"714 [D loss: 0.610537, acc.: 65.15%] [G loss: 0.826822]\n",
"715 [D loss: 0.620588, acc.: 63.64%] [G loss: 0.807047]\n",
"716 [D loss: 0.617343, acc.: 67.05%] [G loss: 0.782147]\n",
"717 [D loss: 0.600748, acc.: 65.15%] [G loss: 0.801995]\n",
"718 [D loss: 0.615014, acc.: 68.94%] [G loss: 0.832586]\n",
"719 [D loss: 0.607023, acc.: 67.80%] [G loss: 0.858051]\n",
"720 [D loss: 0.604172, acc.: 70.08%] [G loss: 0.866900]\n",
"721 [D loss: 0.599385, acc.: 69.70%] [G loss: 0.840991]\n",
"722 [D loss: 0.616203, acc.: 67.42%] [G loss: 0.838164]\n",
"723 [D loss: 0.628883, acc.: 67.42%] [G loss: 0.832806]\n",
"724 [D loss: 0.619369, acc.: 72.35%] [G loss: 0.829613]\n",
"725 [D loss: 0.594290, acc.: 76.52%] [G loss: 0.857655]\n",
"726 [D loss: 0.611140, acc.: 70.45%] [G loss: 0.850163]\n",
"727 [D loss: 0.613463, acc.: 66.67%] [G loss: 0.850826]\n",
"728 [D loss: 0.619527, acc.: 65.53%] [G loss: 0.860059]\n",
"729 [D loss: 0.592372, acc.: 74.62%] [G loss: 0.868698]\n",
"730 [D loss: 0.625708, acc.: 70.08%] [G loss: 0.856593]\n",
"731 [D loss: 0.612957, acc.: 65.91%] [G loss: 0.873436]\n",
"732 [D loss: 0.604717, acc.: 64.02%] [G loss: 0.877415]\n",
"733 [D loss: 0.598650, acc.: 71.97%] [G loss: 0.865070]\n",
"734 [D loss: 0.614439, acc.: 68.18%] [G loss: 0.859492]\n",
"735 [D loss: 0.602660, acc.: 72.35%] [G loss: 0.842657]\n",
"736 [D loss: 0.588808, acc.: 73.11%] [G loss: 0.854139]\n",
"737 [D loss: 0.607894, acc.: 72.73%] [G loss: 0.854279]\n",
"738 [D loss: 0.597453, acc.: 72.35%] [G loss: 0.880045]\n",
"739 [D loss: 0.584914, acc.: 76.52%] [G loss: 0.900449]\n",
"740 [D loss: 0.611950, acc.: 70.83%] [G loss: 0.853293]\n",
"741 [D loss: 0.610581, acc.: 67.42%] [G loss: 0.849848]\n",
"742 [D loss: 0.617897, acc.: 70.83%] [G loss: 0.845518]\n",
"743 [D loss: 0.602463, acc.: 73.48%] [G loss: 0.844129]\n",
"744 [D loss: 0.619832, acc.: 69.32%] [G loss: 0.822840]\n",
"745 [D loss: 0.606579, acc.: 65.91%] [G loss: 0.863236]\n",
"746 [D loss: 0.625063, acc.: 63.64%] [G loss: 0.876109]\n",
"747 [D loss: 0.610939, acc.: 61.74%] [G loss: 0.892104]\n",
"748 [D loss: 0.622207, acc.: 62.12%] [G loss: 0.896464]\n",
"749 [D loss: 0.629427, acc.: 64.77%] [G loss: 0.894901]\n",
"750 [D loss: 0.629055, acc.: 61.36%] [G loss: 0.897922]\n",
"751 [D loss: 0.652754, acc.: 60.98%] [G loss: 0.880362]\n",
"752 [D loss: 0.651596, acc.: 61.74%] [G loss: 0.836542]\n",
"753 [D loss: 0.643050, acc.: 63.64%] [G loss: 0.858362]\n",
"754 [D loss: 0.653639, acc.: 60.23%] [G loss: 0.846814]\n",
"755 [D loss: 0.679153, acc.: 53.79%] [G loss: 0.895805]\n",
"756 [D loss: 0.652687, acc.: 59.09%] [G loss: 0.897767]\n",
"757 [D loss: 0.649359, acc.: 61.36%] [G loss: 0.874186]\n",
"758 [D loss: 0.647926, acc.: 64.02%] [G loss: 0.882272]\n",
"759 [D loss: 0.628307, acc.: 66.29%] [G loss: 0.896719]\n",
"760 [D loss: 0.634838, acc.: 64.77%] [G loss: 0.932859]\n",
"761 [D loss: 0.624722, acc.: 68.56%] [G loss: 0.930533]\n",
"762 [D loss: 0.647595, acc.: 62.12%] [G loss: 0.879688]\n",
"763 [D loss: 0.645144, acc.: 59.85%] [G loss: 0.877490]\n",
"764 [D loss: 0.647922, acc.: 57.58%] [G loss: 0.850810]\n",
"765 [D loss: 0.649634, acc.: 56.82%] [G loss: 0.846880]\n",
"766 [D loss: 0.614624, acc.: 64.39%] [G loss: 0.892345]\n",
"767 [D loss: 0.626003, acc.: 64.77%] [G loss: 0.913768]\n",
"768 [D loss: 0.630858, acc.: 67.42%] [G loss: 0.925024]\n",
"769 [D loss: 0.606351, acc.: 72.35%] [G loss: 0.944947]\n",
"770 [D loss: 0.619763, acc.: 66.29%] [G loss: 0.908345]\n",
"771 [D loss: 0.641848, acc.: 54.92%] [G loss: 0.885200]\n",
"772 [D loss: 0.624966, acc.: 60.98%] [G loss: 0.896309]\n",
"773 [D loss: 0.638525, acc.: 55.30%] [G loss: 0.891733]\n",
"774 [D loss: 0.634375, acc.: 60.61%] [G loss: 0.868693]\n",
"775 [D loss: 0.643908, acc.: 59.09%] [G loss: 0.846522]\n",
"776 [D loss: 0.637657, acc.: 57.95%] [G loss: 0.837958]\n",
"777 [D loss: 0.628430, acc.: 61.74%] [G loss: 0.858339]\n",
"778 [D loss: 0.628435, acc.: 62.50%] [G loss: 0.854520]\n",
"779 [D loss: 0.629368, acc.: 62.50%] [G loss: 0.874239]\n",
"780 [D loss: 0.630420, acc.: 61.74%] [G loss: 0.892117]\n",
"781 [D loss: 0.623703, acc.: 67.05%] [G loss: 0.888389]\n",
"782 [D loss: 0.626289, acc.: 62.88%] [G loss: 0.859847]\n",
"783 [D loss: 0.615179, acc.: 64.77%] [G loss: 0.878857]\n",
"784 [D loss: 0.613305, acc.: 66.29%] [G loss: 0.903117]\n",
"785 [D loss: 0.610806, acc.: 71.59%] [G loss: 0.906642]\n",
"786 [D loss: 0.620536, acc.: 64.39%] [G loss: 0.913650]\n",
"787 [D loss: 0.614206, acc.: 64.77%] [G loss: 0.932599]\n",
"788 [D loss: 0.626523, acc.: 64.77%] [G loss: 0.914647]\n",
"789 [D loss: 0.630638, acc.: 63.26%] [G loss: 0.879431]\n",
"790 [D loss: 0.618629, acc.: 62.88%] [G loss: 0.869915]\n",
"791 [D loss: 0.644306, acc.: 59.85%] [G loss: 0.874074]\n",
"792 [D loss: 0.608784, acc.: 67.42%] [G loss: 0.882825]\n",
"793 [D loss: 0.627394, acc.: 62.12%] [G loss: 0.907387]\n",
"794 [D loss: 0.627126, acc.: 62.50%] [G loss: 0.912754]\n",
"795 [D loss: 0.636516, acc.: 62.12%] [G loss: 0.908549]\n",
"796 [D loss: 0.632805, acc.: 59.47%] [G loss: 0.886891]\n",
"797 [D loss: 0.624770, acc.: 64.39%] [G loss: 0.933026]\n",
"798 [D loss: 0.615521, acc.: 68.94%] [G loss: 0.917110]\n",
"799 [D loss: 0.621226, acc.: 65.15%] [G loss: 0.896532]\n",
"800 [D loss: 0.618638, acc.: 64.02%] [G loss: 0.906101]\n",
"801 [D loss: 0.619332, acc.: 64.39%] [G loss: 0.883614]\n",
"802 [D loss: 0.614532, acc.: 62.88%] [G loss: 0.878709]\n",
"803 [D loss: 0.616594, acc.: 61.36%] [G loss: 0.869464]\n",
"804 [D loss: 0.613446, acc.: 65.53%] [G loss: 0.873271]\n",
"805 [D loss: 0.622125, acc.: 61.36%] [G loss: 0.859778]\n",
"806 [D loss: 0.598815, acc.: 71.59%] [G loss: 0.869630]\n",
"807 [D loss: 0.618903, acc.: 64.02%] [G loss: 0.866486]\n",
"808 [D loss: 0.611993, acc.: 65.91%] [G loss: 0.878353]\n",
"809 [D loss: 0.602093, acc.: 66.67%] [G loss: 0.898857]\n",
"810 [D loss: 0.616563, acc.: 70.08%] [G loss: 0.885821]\n",
"811 [D loss: 0.608183, acc.: 67.80%] [G loss: 0.908355]\n",
"812 [D loss: 0.606414, acc.: 70.45%] [G loss: 0.894061]\n",
"813 [D loss: 0.599623, acc.: 75.00%] [G loss: 0.900442]\n",
"814 [D loss: 0.602518, acc.: 71.59%] [G loss: 0.884003]\n",
"815 [D loss: 0.615584, acc.: 68.56%] [G loss: 0.890297]\n",
"816 [D loss: 0.603289, acc.: 73.48%] [G loss: 0.882945]\n",
"817 [D loss: 0.587470, acc.: 80.30%] [G loss: 0.892755]\n",
"818 [D loss: 0.582784, acc.: 79.17%] [G loss: 0.892184]\n",
"819 [D loss: 0.593139, acc.: 74.62%] [G loss: 0.884382]\n",
"820 [D loss: 0.598983, acc.: 71.21%] [G loss: 0.881973]\n",
"821 [D loss: 0.616003, acc.: 65.91%] [G loss: 0.886466]\n",
"822 [D loss: 0.593006, acc.: 76.14%] [G loss: 0.886105]\n",
"823 [D loss: 0.576662, acc.: 77.65%] [G loss: 0.903953]\n",
"824 [D loss: 0.568343, acc.: 79.92%] [G loss: 0.944860]\n",
"825 [D loss: 0.587686, acc.: 77.65%] [G loss: 0.911657]\n",
"826 [D loss: 0.612274, acc.: 72.35%] [G loss: 0.875234]\n",
"827 [D loss: 0.594664, acc.: 73.11%] [G loss: 0.877421]\n",
"828 [D loss: 0.583391, acc.: 76.89%] [G loss: 0.861750]\n",
"829 [D loss: 0.587149, acc.: 76.14%] [G loss: 0.827756]\n",
"830 [D loss: 0.597596, acc.: 73.48%] [G loss: 0.862853]\n",
"831 [D loss: 0.597803, acc.: 70.08%] [G loss: 0.881625]\n",
"832 [D loss: 0.598344, acc.: 75.76%] [G loss: 0.872874]\n",
"833 [D loss: 0.588103, acc.: 70.83%] [G loss: 0.890908]\n",
"834 [D loss: 0.590382, acc.: 70.08%] [G loss: 0.913554]\n",
"835 [D loss: 0.591167, acc.: 71.59%] [G loss: 0.906755]\n",
"836 [D loss: 0.608388, acc.: 63.64%] [G loss: 0.910585]\n",
"837 [D loss: 0.618419, acc.: 64.02%] [G loss: 0.901314]\n",
"838 [D loss: 0.609375, acc.: 67.42%] [G loss: 0.903732]\n",
"839 [D loss: 0.623472, acc.: 61.74%] [G loss: 0.936768]\n",
"840 [D loss: 0.628126, acc.: 63.26%] [G loss: 0.932939]\n",
"841 [D loss: 0.645336, acc.: 58.71%] [G loss: 0.932866]\n",
"842 [D loss: 0.674227, acc.: 52.65%] [G loss: 0.895740]\n",
"843 [D loss: 0.655633, acc.: 60.23%] [G loss: 0.898627]\n",
"844 [D loss: 0.637367, acc.: 59.47%] [G loss: 0.952791]\n",
"845 [D loss: 0.640247, acc.: 67.42%] [G loss: 0.935615]\n",
"846 [D loss: 0.643727, acc.: 63.64%] [G loss: 0.944773]\n",
"847 [D loss: 0.632395, acc.: 57.20%] [G loss: 0.982844]\n",
"848 [D loss: 0.615184, acc.: 67.05%] [G loss: 1.030910]\n",
"849 [D loss: 0.624012, acc.: 63.26%] [G loss: 1.018296]\n",
"850 [D loss: 0.639332, acc.: 57.95%] [G loss: 0.960101]\n",
"851 [D loss: 0.648278, acc.: 53.79%] [G loss: 0.937205]\n",
"852 [D loss: 0.662706, acc.: 53.79%] [G loss: 0.928605]\n",
"853 [D loss: 0.627054, acc.: 65.91%] [G loss: 0.947312]\n",
"854 [D loss: 0.627941, acc.: 62.88%] [G loss: 0.930027]\n",
"855 [D loss: 0.633051, acc.: 59.09%] [G loss: 0.961688]\n",
"856 [D loss: 0.623638, acc.: 65.53%] [G loss: 0.954753]\n",
"857 [D loss: 0.633657, acc.: 63.64%] [G loss: 0.987062]\n",
"858 [D loss: 0.591523, acc.: 72.35%] [G loss: 1.002842]\n",
"859 [D loss: 0.619216, acc.: 71.59%] [G loss: 0.960388]\n",
"860 [D loss: 0.622733, acc.: 65.91%] [G loss: 0.965756]\n",
"861 [D loss: 0.610232, acc.: 68.18%] [G loss: 0.942945]\n",
"862 [D loss: 0.606975, acc.: 66.29%] [G loss: 0.967655]\n",
"863 [D loss: 0.605990, acc.: 69.32%] [G loss: 0.953236]\n",
"864 [D loss: 0.596437, acc.: 70.08%] [G loss: 0.947020]\n",
"865 [D loss: 0.591402, acc.: 77.65%] [G loss: 0.940112]\n",
"866 [D loss: 0.608911, acc.: 70.45%] [G loss: 0.930621]\n",
"867 [D loss: 0.602288, acc.: 69.32%] [G loss: 0.913825]\n",
"868 [D loss: 0.614579, acc.: 66.67%] [G loss: 0.890364]\n",
"869 [D loss: 0.621630, acc.: 67.05%] [G loss: 0.890561]\n",
"870 [D loss: 0.615934, acc.: 65.53%] [G loss: 0.886106]\n",
"871 [D loss: 0.608691, acc.: 65.91%] [G loss: 0.918527]\n",
"872 [D loss: 0.615890, acc.: 67.42%] [G loss: 0.914075]\n",
"873 [D loss: 0.603760, acc.: 77.27%] [G loss: 0.899790]\n",
"874 [D loss: 0.612536, acc.: 70.45%] [G loss: 0.903922]\n",
"875 [D loss: 0.584791, acc.: 77.27%] [G loss: 0.907417]\n",
"876 [D loss: 0.623304, acc.: 67.42%] [G loss: 0.935971]\n",
"877 [D loss: 0.589606, acc.: 75.00%] [G loss: 0.926140]\n",
"878 [D loss: 0.603588, acc.: 71.59%] [G loss: 0.937347]\n",
"879 [D loss: 0.611228, acc.: 65.15%] [G loss: 0.951098]\n",
"880 [D loss: 0.586435, acc.: 75.38%] [G loss: 0.953680]\n",
"881 [D loss: 0.600563, acc.: 73.86%] [G loss: 0.900879]\n",
"882 [D loss: 0.616024, acc.: 65.91%] [G loss: 0.892253]\n",
"883 [D loss: 0.593862, acc.: 69.32%] [G loss: 0.903727]\n",
"884 [D loss: 0.586736, acc.: 70.08%] [G loss: 0.894859]\n",
"885 [D loss: 0.629075, acc.: 63.64%] [G loss: 0.918398]\n",
"886 [D loss: 0.623752, acc.: 63.64%] [G loss: 0.934884]\n",
"887 [D loss: 0.598656, acc.: 71.21%] [G loss: 0.942048]\n",
"888 [D loss: 0.591179, acc.: 72.35%] [G loss: 0.927607]\n",
"889 [D loss: 0.600583, acc.: 67.80%] [G loss: 0.975604]\n",
"890 [D loss: 0.599302, acc.: 71.59%] [G loss: 0.954173]\n",
"891 [D loss: 0.571752, acc.: 75.00%] [G loss: 0.967696]\n",
"892 [D loss: 0.564648, acc.: 77.27%] [G loss: 0.961975]\n",
"893 [D loss: 0.583727, acc.: 70.08%] [G loss: 0.964889]\n",
"894 [D loss: 0.593436, acc.: 73.11%] [G loss: 0.952062]\n",
"895 [D loss: 0.595743, acc.: 74.62%] [G loss: 0.958725]\n",
"896 [D loss: 0.597948, acc.: 73.11%] [G loss: 0.981992]\n",
"897 [D loss: 0.613650, acc.: 71.21%] [G loss: 0.959537]\n",
"898 [D loss: 0.623240, acc.: 68.18%] [G loss: 0.945013]\n",
"899 [D loss: 0.642740, acc.: 64.02%] [G loss: 0.944285]\n",
"900 [D loss: 0.608114, acc.: 69.70%] [G loss: 0.960126]\n",
"901 [D loss: 0.602532, acc.: 71.97%] [G loss: 0.943520]\n",
"902 [D loss: 0.586925, acc.: 73.11%] [G loss: 0.953326]\n",
"903 [D loss: 0.605018, acc.: 72.35%] [G loss: 0.951591]\n",
"904 [D loss: 0.591259, acc.: 75.76%] [G loss: 0.954979]\n",
"905 [D loss: 0.591353, acc.: 76.89%] [G loss: 0.944779]\n",
"906 [D loss: 0.558489, acc.: 80.30%] [G loss: 0.947166]\n",
"907 [D loss: 0.575052, acc.: 77.65%] [G loss: 0.935561]\n",
"908 [D loss: 0.580635, acc.: 74.24%] [G loss: 0.952378]\n",
"909 [D loss: 0.575097, acc.: 81.06%] [G loss: 0.945904]\n",
"910 [D loss: 0.570008, acc.: 75.38%] [G loss: 0.952554]\n",
"911 [D loss: 0.569077, acc.: 77.65%] [G loss: 0.960407]\n",
"912 [D loss: 0.554416, acc.: 78.79%] [G loss: 0.977083]\n",
"913 [D loss: 0.597786, acc.: 71.21%] [G loss: 0.951371]\n",
"914 [D loss: 0.580646, acc.: 76.14%] [G loss: 0.954505]\n",
"915 [D loss: 0.580083, acc.: 75.38%] [G loss: 0.948008]\n",
"916 [D loss: 0.585151, acc.: 68.18%] [G loss: 0.950024]\n",
"917 [D loss: 0.578708, acc.: 73.48%] [G loss: 0.933856]\n",
"918 [D loss: 0.593124, acc.: 70.45%] [G loss: 0.926692]\n",
"919 [D loss: 0.620413, acc.: 63.26%] [G loss: 0.928801]\n",
"920 [D loss: 0.595137, acc.: 69.32%] [G loss: 0.955043]\n",
"921 [D loss: 0.613918, acc.: 63.64%] [G loss: 0.963922]\n",
"922 [D loss: 0.623923, acc.: 69.70%] [G loss: 0.949950]\n",
"923 [D loss: 0.610706, acc.: 70.08%] [G loss: 0.953848]\n",
"924 [D loss: 0.587443, acc.: 71.21%] [G loss: 0.970969]\n",
"925 [D loss: 0.622839, acc.: 64.02%] [G loss: 0.961577]\n",
"926 [D loss: 0.597345, acc.: 70.08%] [G loss: 0.967820]\n",
"927 [D loss: 0.628105, acc.: 64.77%] [G loss: 0.957071]\n",
"928 [D loss: 0.607347, acc.: 67.80%] [G loss: 0.953721]\n",
"929 [D loss: 0.615138, acc.: 67.80%] [G loss: 0.953590]\n",
"930 [D loss: 0.629324, acc.: 62.50%] [G loss: 0.954759]\n",
"931 [D loss: 0.605649, acc.: 68.56%] [G loss: 0.982290]\n",
"932 [D loss: 0.583912, acc.: 74.62%] [G loss: 0.953203]\n",
"933 [D loss: 0.593721, acc.: 73.86%] [G loss: 0.973442]\n",
"934 [D loss: 0.554974, acc.: 82.95%] [G loss: 1.013334]\n",
"935 [D loss: 0.599420, acc.: 73.11%] [G loss: 0.977661]\n",
"936 [D loss: 0.587388, acc.: 79.17%] [G loss: 0.961607]\n",
"937 [D loss: 0.588836, acc.: 72.35%] [G loss: 0.957244]\n",
"938 [D loss: 0.569614, acc.: 77.65%] [G loss: 0.968864]\n",
"939 [D loss: 0.585048, acc.: 73.48%] [G loss: 0.976768]\n",
"940 [D loss: 0.565896, acc.: 80.30%] [G loss: 0.955401]\n",
"941 [D loss: 0.588822, acc.: 75.38%] [G loss: 0.941341]\n",
"942 [D loss: 0.584719, acc.: 77.65%] [G loss: 0.960499]\n",
"943 [D loss: 0.577731, acc.: 77.27%] [G loss: 0.960726]\n",
"944 [D loss: 0.576937, acc.: 76.89%] [G loss: 0.979272]\n",
"945 [D loss: 0.552085, acc.: 78.79%] [G loss: 0.996409]\n",
"946 [D loss: 0.539929, acc.: 84.85%] [G loss: 1.020838]\n",
"947 [D loss: 0.543661, acc.: 85.61%] [G loss: 1.001895]\n",
"948 [D loss: 0.580231, acc.: 76.14%] [G loss: 0.991403]\n",
"949 [D loss: 0.600831, acc.: 70.45%] [G loss: 1.016013]\n",
"950 [D loss: 0.580294, acc.: 75.38%] [G loss: 1.029208]\n",
"951 [D loss: 0.600226, acc.: 70.45%] [G loss: 0.996149]\n",
"952 [D loss: 0.581079, acc.: 74.62%] [G loss: 0.986222]\n",
"953 [D loss: 0.576734, acc.: 74.62%] [G loss: 1.039985]\n",
"954 [D loss: 0.586180, acc.: 75.00%] [G loss: 1.051060]\n",
"955 [D loss: 0.611619, acc.: 67.05%] [G loss: 1.045494]\n",
"956 [D loss: 0.594505, acc.: 68.56%] [G loss: 1.078900]\n",
"957 [D loss: 0.594109, acc.: 70.45%] [G loss: 0.984757]\n",
"958 [D loss: 0.586803, acc.: 68.18%] [G loss: 1.024372]\n",
"959 [D loss: 0.580567, acc.: 76.52%] [G loss: 1.000018]\n",
"960 [D loss: 0.571975, acc.: 76.89%] [G loss: 1.044739]\n",
"961 [D loss: 0.585979, acc.: 73.11%] [G loss: 0.998865]\n",
"962 [D loss: 0.576531, acc.: 74.62%] [G loss: 0.975835]\n",
"963 [D loss: 0.572165, acc.: 73.11%] [G loss: 0.989915]\n",
"964 [D loss: 0.575463, acc.: 77.27%] [G loss: 0.979849]\n",
"965 [D loss: 0.575507, acc.: 77.27%] [G loss: 0.950481]\n",
"966 [D loss: 0.573523, acc.: 75.38%] [G loss: 0.972939]\n",
"967 [D loss: 0.580381, acc.: 74.24%] [G loss: 0.941993]\n",
"968 [D loss: 0.582058, acc.: 71.21%] [G loss: 0.961333]\n",
"969 [D loss: 0.578746, acc.: 71.97%] [G loss: 0.994278]\n",
"970 [D loss: 0.573330, acc.: 78.79%] [G loss: 0.964262]\n",
"971 [D loss: 0.614593, acc.: 68.94%] [G loss: 0.937576]\n",
"972 [D loss: 0.587001, acc.: 74.24%] [G loss: 0.952552]\n",
"973 [D loss: 0.593107, acc.: 66.29%] [G loss: 0.951132]\n",
"974 [D loss: 0.579721, acc.: 71.21%] [G loss: 0.917190]\n",
"975 [D loss: 0.618636, acc.: 61.36%] [G loss: 0.948133]\n",
"976 [D loss: 0.587168, acc.: 73.11%] [G loss: 0.952405]\n",
"977 [D loss: 0.587265, acc.: 71.97%] [G loss: 0.942988]\n",
"978 [D loss: 0.591808, acc.: 74.62%] [G loss: 0.936173]\n",
"979 [D loss: 0.569647, acc.: 73.11%] [G loss: 0.944153]\n",
"980 [D loss: 0.604597, acc.: 65.15%] [G loss: 0.919497]\n",
"981 [D loss: 0.619457, acc.: 61.74%] [G loss: 0.910625]\n",
"982 [D loss: 0.575784, acc.: 74.24%] [G loss: 0.942606]\n",
"983 [D loss: 0.616577, acc.: 65.53%] [G loss: 0.937221]\n",
"984 [D loss: 0.592708, acc.: 73.48%] [G loss: 0.911271]\n",
"985 [D loss: 0.600513, acc.: 70.45%] [G loss: 0.893615]\n",
"986 [D loss: 0.582327, acc.: 73.86%] [G loss: 0.890997]\n",
"987 [D loss: 0.600596, acc.: 69.70%] [G loss: 0.891503]\n",
"988 [D loss: 0.638203, acc.: 65.53%] [G loss: 0.893791]\n",
"989 [D loss: 0.596475, acc.: 67.05%] [G loss: 0.918233]\n",
"990 [D loss: 0.626268, acc.: 62.88%] [G loss: 0.935543]\n",
"991 [D loss: 0.609215, acc.: 70.08%] [G loss: 0.910135]\n",
"992 [D loss: 0.631991, acc.: 62.50%] [G loss: 0.917437]\n",
"993 [D loss: 0.638120, acc.: 63.26%] [G loss: 0.910399]\n",
"994 [D loss: 0.618964, acc.: 66.29%] [G loss: 0.940373]\n",
"995 [D loss: 0.602963, acc.: 68.56%] [G loss: 0.927993]\n",
"996 [D loss: 0.618332, acc.: 66.29%] [G loss: 0.929834]\n",
"997 [D loss: 0.604360, acc.: 71.59%] [G loss: 0.928424]\n",
"998 [D loss: 0.615037, acc.: 67.05%] [G loss: 0.942190]\n",
"999 [D loss: 0.573395, acc.: 79.55%] [G loss: 0.962167]\n",
"1000 [D loss: 0.578110, acc.: 75.00%] [G loss: 0.967928]\n",
"1001 [D loss: 0.578304, acc.: 75.76%] [G loss: 0.993200]\n",
"1002 [D loss: 0.591047, acc.: 71.97%] [G loss: 0.900121]\n",
"1003 [D loss: 0.588103, acc.: 75.76%] [G loss: 0.900455]\n",
"1004 [D loss: 0.591727, acc.: 73.11%] [G loss: 0.919136]\n",
"1005 [D loss: 0.565026, acc.: 75.38%] [G loss: 0.932573]\n",
"1006 [D loss: 0.593623, acc.: 73.48%] [G loss: 0.922537]\n",
"1007 [D loss: 0.576368, acc.: 76.89%] [G loss: 0.967782]\n",
"1008 [D loss: 0.579976, acc.: 74.62%] [G loss: 0.934921]\n",
"1009 [D loss: 0.580566, acc.: 71.97%] [G loss: 0.919770]\n",
"1010 [D loss: 0.596047, acc.: 71.59%] [G loss: 0.889651]\n",
"1011 [D loss: 0.599730, acc.: 67.42%] [G loss: 0.908645]\n",
"1012 [D loss: 0.565279, acc.: 79.17%] [G loss: 0.962665]\n",
"1013 [D loss: 0.568980, acc.: 80.30%] [G loss: 0.945495]\n",
"1014 [D loss: 0.592890, acc.: 71.21%] [G loss: 0.910915]\n",
"1015 [D loss: 0.578754, acc.: 76.52%] [G loss: 0.891924]\n",
"1016 [D loss: 0.602968, acc.: 65.91%] [G loss: 0.910204]\n",
"1017 [D loss: 0.595593, acc.: 67.80%] [G loss: 0.918105]\n",
"1018 [D loss: 0.591410, acc.: 71.59%] [G loss: 0.936828]\n",
"1019 [D loss: 0.618056, acc.: 63.26%] [G loss: 0.951751]\n",
"1020 [D loss: 0.620911, acc.: 65.53%] [G loss: 0.953433]\n",
"1021 [D loss: 0.618869, acc.: 67.42%] [G loss: 0.939777]\n",
"1022 [D loss: 0.612859, acc.: 71.59%] [G loss: 0.944985]\n",
"1023 [D loss: 0.614384, acc.: 68.94%] [G loss: 0.949872]\n",
"1024 [D loss: 0.620295, acc.: 65.15%] [G loss: 0.935642]\n",
"1025 [D loss: 0.600293, acc.: 71.21%] [G loss: 0.936307]\n",
"1026 [D loss: 0.630367, acc.: 60.61%] [G loss: 0.924742]\n",
"1027 [D loss: 0.582032, acc.: 70.08%] [G loss: 0.974623]\n",
"1028 [D loss: 0.587730, acc.: 76.89%] [G loss: 0.950205]\n",
"1029 [D loss: 0.608361, acc.: 67.80%] [G loss: 0.935152]\n",
"1030 [D loss: 0.612907, acc.: 65.91%] [G loss: 0.922656]\n",
"1031 [D loss: 0.611883, acc.: 62.12%] [G loss: 0.941352]\n",
"1032 [D loss: 0.676308, acc.: 56.06%] [G loss: 0.938782]\n",
"1033 [D loss: 0.649402, acc.: 61.36%] [G loss: 0.932774]\n",
"1034 [D loss: 0.621688, acc.: 63.26%] [G loss: 0.927373]\n",
"1035 [D loss: 0.650339, acc.: 59.47%] [G loss: 0.905696]\n",
"1036 [D loss: 0.634430, acc.: 63.64%] [G loss: 0.894336]\n",
"1037 [D loss: 0.643637, acc.: 60.98%] [G loss: 0.876340]\n",
"1038 [D loss: 0.588650, acc.: 75.00%] [G loss: 0.925519]\n",
"1039 [D loss: 0.618271, acc.: 67.05%] [G loss: 0.898799]\n",
"1040 [D loss: 0.655368, acc.: 55.68%] [G loss: 0.893708]\n",
"1041 [D loss: 0.602446, acc.: 69.70%] [G loss: 0.935824]\n",
"1042 [D loss: 0.607500, acc.: 73.11%] [G loss: 0.926944]\n",
"1043 [D loss: 0.616706, acc.: 65.91%] [G loss: 0.934272]\n",
"1044 [D loss: 0.595295, acc.: 70.45%] [G loss: 0.947512]\n",
"1045 [D loss: 0.603472, acc.: 68.94%] [G loss: 0.943357]\n",
"1046 [D loss: 0.599490, acc.: 76.14%] [G loss: 0.922882]\n",
"1047 [D loss: 0.592259, acc.: 71.59%] [G loss: 0.924670]\n",
"1048 [D loss: 0.589201, acc.: 76.89%] [G loss: 0.910204]\n",
"1049 [D loss: 0.569508, acc.: 76.14%] [G loss: 0.951837]\n",
"1050 [D loss: 0.572543, acc.: 78.03%] [G loss: 0.984707]\n",
"1051 [D loss: 0.588551, acc.: 75.38%] [G loss: 0.974893]\n",
"1052 [D loss: 0.593982, acc.: 74.62%] [G loss: 0.915735]\n",
"1053 [D loss: 0.598127, acc.: 69.70%] [G loss: 0.920918]\n",
"1054 [D loss: 0.570526, acc.: 75.76%] [G loss: 0.941173]\n",
"1055 [D loss: 0.588259, acc.: 72.35%] [G loss: 0.953343]\n",
"1056 [D loss: 0.603638, acc.: 69.32%] [G loss: 0.973556]\n",
"1057 [D loss: 0.594560, acc.: 73.86%] [G loss: 0.917163]\n",
"1058 [D loss: 0.580689, acc.: 75.76%] [G loss: 0.933061]\n",
"1059 [D loss: 0.606655, acc.: 68.18%] [G loss: 0.921111]\n",
"1060 [D loss: 0.606424, acc.: 68.94%] [G loss: 0.937756]\n",
"1061 [D loss: 0.615293, acc.: 70.45%] [G loss: 0.934493]\n",
"1062 [D loss: 0.605257, acc.: 70.83%] [G loss: 0.900618]\n",
"1063 [D loss: 0.619114, acc.: 65.53%] [G loss: 0.898535]\n",
"1064 [D loss: 0.590509, acc.: 72.73%] [G loss: 0.932609]\n",
"1065 [D loss: 0.612601, acc.: 67.42%] [G loss: 0.955412]\n",
"1066 [D loss: 0.601628, acc.: 71.59%] [G loss: 0.903540]\n",
"1067 [D loss: 0.623771, acc.: 64.77%] [G loss: 0.913680]\n",
"1068 [D loss: 0.594998, acc.: 69.32%] [G loss: 0.922417]\n",
"1069 [D loss: 0.594348, acc.: 67.80%] [G loss: 0.930724]\n",
"1070 [D loss: 0.579104, acc.: 71.97%] [G loss: 0.923576]\n",
"1071 [D loss: 0.590913, acc.: 70.83%] [G loss: 0.929952]\n",
"1072 [D loss: 0.575784, acc.: 70.45%] [G loss: 0.957353]\n",
"1073 [D loss: 0.598512, acc.: 67.42%] [G loss: 0.958298]\n",
"1074 [D loss: 0.615442, acc.: 63.64%] [G loss: 0.934756]\n",
"1075 [D loss: 0.626233, acc.: 61.74%] [G loss: 0.939720]\n",
"1076 [D loss: 0.634469, acc.: 60.98%] [G loss: 0.973672]\n",
"1077 [D loss: 0.637795, acc.: 63.26%] [G loss: 0.937687]\n",
"1078 [D loss: 0.649365, acc.: 57.20%] [G loss: 0.922446]\n",
"1079 [D loss: 0.609251, acc.: 67.80%] [G loss: 0.928728]\n",
"1080 [D loss: 0.609653, acc.: 70.08%] [G loss: 0.948829]\n",
"1081 [D loss: 0.618018, acc.: 66.67%] [G loss: 0.963529]\n",
"1082 [D loss: 0.607189, acc.: 68.94%] [G loss: 0.964885]\n",
"1083 [D loss: 0.625723, acc.: 65.15%] [G loss: 0.927872]\n",
"1084 [D loss: 0.604127, acc.: 70.45%] [G loss: 0.906931]\n",
"1085 [D loss: 0.592395, acc.: 71.97%] [G loss: 0.957602]\n",
"1086 [D loss: 0.593960, acc.: 78.79%] [G loss: 0.989469]\n",
"1087 [D loss: 0.616016, acc.: 70.45%] [G loss: 0.955882]\n",
"1088 [D loss: 0.591563, acc.: 79.17%] [G loss: 0.933402]\n",
"1089 [D loss: 0.601925, acc.: 70.83%] [G loss: 0.955063]\n",
"1090 [D loss: 0.576527, acc.: 76.14%] [G loss: 0.930253]\n",
"1091 [D loss: 0.596642, acc.: 72.73%] [G loss: 0.961205]\n",
"1092 [D loss: 0.575990, acc.: 79.92%] [G loss: 0.965307]\n",
"1093 [D loss: 0.562941, acc.: 78.79%] [G loss: 0.973429]\n",
"1094 [D loss: 0.572962, acc.: 76.89%] [G loss: 0.942878]\n",
"1095 [D loss: 0.600782, acc.: 73.48%] [G loss: 0.952845]\n",
"1096 [D loss: 0.564904, acc.: 76.89%] [G loss: 0.939732]\n",
"1097 [D loss: 0.595549, acc.: 73.11%] [G loss: 0.967491]\n",
"1098 [D loss: 0.585606, acc.: 75.38%] [G loss: 0.953583]\n",
"1099 [D loss: 0.598983, acc.: 70.45%] [G loss: 0.954556]\n",
"1100 [D loss: 0.637460, acc.: 64.39%] [G loss: 0.925390]\n",
"1101 [D loss: 0.614551, acc.: 68.56%] [G loss: 0.885466]\n",
"1102 [D loss: 0.626325, acc.: 64.02%] [G loss: 0.899118]\n",
"1103 [D loss: 0.603058, acc.: 70.83%] [G loss: 0.929986]\n",
"1104 [D loss: 0.616687, acc.: 63.26%] [G loss: 0.936773]\n",
"1105 [D loss: 0.633417, acc.: 61.74%] [G loss: 0.957970]\n",
"1106 [D loss: 0.615313, acc.: 62.88%] [G loss: 0.947681]\n",
"1107 [D loss: 0.624434, acc.: 62.50%] [G loss: 0.960215]\n",
"1108 [D loss: 0.610088, acc.: 68.94%] [G loss: 0.971459]\n",
"1109 [D loss: 0.618454, acc.: 66.67%] [G loss: 0.943040]\n",
"1110 [D loss: 0.609194, acc.: 65.53%] [G loss: 0.943891]\n",
"1111 [D loss: 0.628103, acc.: 70.08%] [G loss: 0.914624]\n",
"1112 [D loss: 0.618720, acc.: 66.29%] [G loss: 0.973080]\n",
"1113 [D loss: 0.610349, acc.: 66.67%] [G loss: 0.982031]\n",
"1114 [D loss: 0.603241, acc.: 67.05%] [G loss: 0.998300]\n",
"1115 [D loss: 0.610595, acc.: 71.21%] [G loss: 0.983927]\n",
"1116 [D loss: 0.592530, acc.: 76.14%] [G loss: 0.960279]\n",
"1117 [D loss: 0.618969, acc.: 65.53%] [G loss: 0.938407]\n",
"1118 [D loss: 0.589258, acc.: 71.97%] [G loss: 0.952135]\n",
"1119 [D loss: 0.607379, acc.: 69.32%] [G loss: 0.965392]\n",
"1120 [D loss: 0.597213, acc.: 70.08%] [G loss: 0.937802]\n",
"1121 [D loss: 0.632810, acc.: 65.15%] [G loss: 0.979076]\n",
"1122 [D loss: 0.609305, acc.: 67.80%] [G loss: 0.966532]\n",
"1123 [D loss: 0.600840, acc.: 69.32%] [G loss: 1.002705]\n",
"1124 [D loss: 0.611135, acc.: 67.05%] [G loss: 0.963186]\n",
"1125 [D loss: 0.560860, acc.: 77.27%] [G loss: 0.951037]\n",
"1126 [D loss: 0.603470, acc.: 69.32%] [G loss: 0.959576]\n",
"1127 [D loss: 0.605608, acc.: 68.18%] [G loss: 0.960933]\n",
"1128 [D loss: 0.568232, acc.: 73.86%] [G loss: 0.972149]\n",
"1129 [D loss: 0.552046, acc.: 81.06%] [G loss: 0.948751]\n",
"1130 [D loss: 0.584159, acc.: 73.86%] [G loss: 0.988935]\n",
"1131 [D loss: 0.595711, acc.: 72.73%] [G loss: 0.996685]\n",
"1132 [D loss: 0.563064, acc.: 81.82%] [G loss: 0.991808]\n",
"1133 [D loss: 0.577905, acc.: 75.38%] [G loss: 1.003733]\n",
"1134 [D loss: 0.575823, acc.: 78.03%] [G loss: 1.004133]\n",
"1135 [D loss: 0.581362, acc.: 78.79%] [G loss: 0.984958]\n",
"1136 [D loss: 0.601788, acc.: 73.86%] [G loss: 0.951557]\n",
"1137 [D loss: 0.584485, acc.: 75.00%] [G loss: 0.936346]\n",
"1138 [D loss: 0.607183, acc.: 69.70%] [G loss: 0.922282]\n",
"1139 [D loss: 0.562431, acc.: 76.52%] [G loss: 0.912488]\n",
"1140 [D loss: 0.584375, acc.: 74.24%] [G loss: 0.938997]\n",
"1141 [D loss: 0.569081, acc.: 79.92%] [G loss: 0.969215]\n",
"1142 [D loss: 0.570141, acc.: 78.79%] [G loss: 0.957318]\n",
"1143 [D loss: 0.587338, acc.: 75.38%] [G loss: 0.951923]\n",
"1144 [D loss: 0.572630, acc.: 75.76%] [G loss: 0.910095]\n",
"1145 [D loss: 0.590848, acc.: 68.56%] [G loss: 0.913288]\n",
"1146 [D loss: 0.578205, acc.: 71.97%] [G loss: 0.934317]\n",
"1147 [D loss: 0.608370, acc.: 67.80%] [G loss: 0.931703]\n",
"1148 [D loss: 0.582316, acc.: 69.70%] [G loss: 0.919955]\n",
"1149 [D loss: 0.564118, acc.: 74.62%] [G loss: 0.916751]\n",
"1150 [D loss: 0.604051, acc.: 65.15%] [G loss: 0.913111]\n",
"1151 [D loss: 0.579478, acc.: 74.62%] [G loss: 0.934655]\n",
"1152 [D loss: 0.593713, acc.: 71.59%] [G loss: 0.934275]\n",
"1153 [D loss: 0.587766, acc.: 71.21%] [G loss: 0.955513]\n",
"1154 [D loss: 0.571872, acc.: 74.24%] [G loss: 0.972969]\n",
"1155 [D loss: 0.579886, acc.: 76.89%] [G loss: 0.942334]\n",
"1156 [D loss: 0.603633, acc.: 69.32%] [G loss: 0.924715]\n",
"1157 [D loss: 0.571069, acc.: 75.00%] [G loss: 0.919175]\n",
"1158 [D loss: 0.605343, acc.: 65.91%] [G loss: 0.922936]\n",
"1159 [D loss: 0.604368, acc.: 66.29%] [G loss: 0.932044]\n",
"1160 [D loss: 0.587585, acc.: 66.29%] [G loss: 0.933719]\n",
"1161 [D loss: 0.577762, acc.: 75.38%] [G loss: 0.932125]\n",
"1162 [D loss: 0.581881, acc.: 74.24%] [G loss: 0.951218]\n",
"1163 [D loss: 0.565212, acc.: 72.73%] [G loss: 0.925623]\n",
"1164 [D loss: 0.582816, acc.: 75.76%] [G loss: 0.932058]\n",
"1165 [D loss: 0.592030, acc.: 73.11%] [G loss: 0.940486]\n",
"1166 [D loss: 0.607312, acc.: 65.91%] [G loss: 0.922903]\n",
"1167 [D loss: 0.558457, acc.: 75.00%] [G loss: 0.935604]\n",
"1168 [D loss: 0.584550, acc.: 68.18%] [G loss: 0.908505]\n",
"1169 [D loss: 0.573638, acc.: 72.35%] [G loss: 0.942536]\n",
"1170 [D loss: 0.556455, acc.: 75.00%] [G loss: 0.924693]\n",
"1171 [D loss: 0.598557, acc.: 68.18%] [G loss: 0.921415]\n",
"1172 [D loss: 0.577509, acc.: 75.00%] [G loss: 0.948401]\n",
"1173 [D loss: 0.583759, acc.: 73.11%] [G loss: 0.956735]\n",
"1174 [D loss: 0.589134, acc.: 73.48%] [G loss: 0.934675]\n",
"1175 [D loss: 0.581512, acc.: 71.21%] [G loss: 0.968933]\n",
"1176 [D loss: 0.578856, acc.: 77.27%] [G loss: 0.921916]\n",
"1177 [D loss: 0.595404, acc.: 73.86%] [G loss: 0.896801]\n",
"1178 [D loss: 0.552492, acc.: 79.55%] [G loss: 0.933599]\n",
"1179 [D loss: 0.601784, acc.: 69.32%] [G loss: 0.935360]\n",
"1180 [D loss: 0.593280, acc.: 71.21%] [G loss: 0.910074]\n",
"1181 [D loss: 0.589213, acc.: 70.08%] [G loss: 0.945293]\n",
"1182 [D loss: 0.584345, acc.: 71.97%] [G loss: 0.919623]\n",
"1183 [D loss: 0.559146, acc.: 78.79%] [G loss: 0.953896]\n",
"1184 [D loss: 0.585793, acc.: 68.56%] [G loss: 0.939717]\n",
"1185 [D loss: 0.554506, acc.: 76.14%] [G loss: 0.968899]\n",
"1186 [D loss: 0.570548, acc.: 73.86%] [G loss: 0.978444]\n",
"1187 [D loss: 0.547659, acc.: 81.82%] [G loss: 0.994202]\n",
"1188 [D loss: 0.555202, acc.: 79.17%] [G loss: 0.963194]\n",
"1189 [D loss: 0.606411, acc.: 65.91%] [G loss: 0.950076]\n",
"1190 [D loss: 0.557345, acc.: 76.14%] [G loss: 0.965604]\n",
"1191 [D loss: 0.565510, acc.: 78.41%] [G loss: 0.955396]\n",
"1192 [D loss: 0.598993, acc.: 70.08%] [G loss: 0.927750]\n",
"1193 [D loss: 0.569046, acc.: 75.00%] [G loss: 0.934977]\n",
"1194 [D loss: 0.586844, acc.: 72.35%] [G loss: 0.953020]\n",
"1195 [D loss: 0.596472, acc.: 70.83%] [G loss: 0.939613]\n",
"1196 [D loss: 0.578835, acc.: 71.21%] [G loss: 0.955239]\n",
"1197 [D loss: 0.557958, acc.: 78.03%] [G loss: 0.966936]\n",
"1198 [D loss: 0.589797, acc.: 69.32%] [G loss: 0.950365]\n",
"1199 [D loss: 0.586345, acc.: 68.94%] [G loss: 0.993941]\n",
"1200 [D loss: 0.582965, acc.: 74.62%] [G loss: 0.993291]\n",
"1201 [D loss: 0.584489, acc.: 74.62%] [G loss: 0.977669]\n",
"1202 [D loss: 0.613465, acc.: 66.67%] [G loss: 0.954876]\n",
"1203 [D loss: 0.613853, acc.: 67.80%] [G loss: 0.972419]\n",
"1204 [D loss: 0.570576, acc.: 76.52%] [G loss: 0.976937]\n",
"1205 [D loss: 0.593506, acc.: 70.83%] [G loss: 0.982720]\n",
"1206 [D loss: 0.593905, acc.: 71.97%] [G loss: 0.976140]\n",
"1207 [D loss: 0.590240, acc.: 72.73%] [G loss: 0.903493]\n",
"1208 [D loss: 0.590030, acc.: 71.21%] [G loss: 0.929581]\n",
"1209 [D loss: 0.579407, acc.: 72.35%] [G loss: 0.990836]\n",
"1210 [D loss: 0.581248, acc.: 75.00%] [G loss: 1.004605]\n",
"1211 [D loss: 0.570112, acc.: 76.14%] [G loss: 0.959247]\n",
"1212 [D loss: 0.584179, acc.: 74.62%] [G loss: 0.938719]\n",
"1213 [D loss: 0.579535, acc.: 70.83%] [G loss: 0.972325]\n",
"1214 [D loss: 0.570633, acc.: 74.24%] [G loss: 0.976806]\n",
"1215 [D loss: 0.570905, acc.: 69.70%] [G loss: 1.040163]\n",
"1216 [D loss: 0.599064, acc.: 69.32%] [G loss: 0.968125]\n",
"1217 [D loss: 0.581928, acc.: 73.11%] [G loss: 0.974402]\n",
"1218 [D loss: 0.561358, acc.: 78.03%] [G loss: 0.969240]\n",
"1219 [D loss: 0.570743, acc.: 75.76%] [G loss: 0.969244]\n",
"1220 [D loss: 0.589645, acc.: 71.97%] [G loss: 0.947233]\n",
"1221 [D loss: 0.621143, acc.: 64.77%] [G loss: 0.936415]\n",
"1222 [D loss: 0.595851, acc.: 71.21%] [G loss: 0.918728]\n",
"1223 [D loss: 0.587826, acc.: 70.83%] [G loss: 0.945531]\n",
"1224 [D loss: 0.556314, acc.: 74.62%] [G loss: 0.953404]\n",
"1225 [D loss: 0.559418, acc.: 75.76%] [G loss: 0.945913]\n",
"1226 [D loss: 0.596119, acc.: 68.94%] [G loss: 0.937010]\n",
"1227 [D loss: 0.541866, acc.: 78.41%] [G loss: 0.968948]\n",
"1228 [D loss: 0.573322, acc.: 72.35%] [G loss: 0.967038]\n",
"1229 [D loss: 0.593454, acc.: 69.70%] [G loss: 0.956527]\n",
"1230 [D loss: 0.598347, acc.: 68.18%] [G loss: 0.953426]\n",
"1231 [D loss: 0.578088, acc.: 72.35%] [G loss: 0.959569]\n",
"1232 [D loss: 0.605506, acc.: 65.53%] [G loss: 0.926445]\n",
"1233 [D loss: 0.575528, acc.: 69.32%] [G loss: 0.986761]\n",
"1234 [D loss: 0.585227, acc.: 70.83%] [G loss: 0.962631]\n",
"1235 [D loss: 0.588311, acc.: 69.70%] [G loss: 0.954547]\n",
"1236 [D loss: 0.595406, acc.: 70.83%] [G loss: 0.999712]\n",
"1237 [D loss: 0.606831, acc.: 65.53%] [G loss: 0.976805]\n",
"1238 [D loss: 0.558426, acc.: 75.76%] [G loss: 1.005253]\n",
"1239 [D loss: 0.592104, acc.: 70.08%] [G loss: 0.968051]\n",
"1240 [D loss: 0.594043, acc.: 73.48%] [G loss: 0.928729]\n",
"1241 [D loss: 0.569038, acc.: 75.76%] [G loss: 0.959430]\n",
"1242 [D loss: 0.596004, acc.: 70.83%] [G loss: 0.963419]\n",
"1243 [D loss: 0.594406, acc.: 67.05%] [G loss: 0.947537]\n",
"1244 [D loss: 0.584675, acc.: 71.97%] [G loss: 0.932120]\n",
"1245 [D loss: 0.589471, acc.: 67.80%] [G loss: 0.982807]\n",
"1246 [D loss: 0.618563, acc.: 63.26%] [G loss: 0.972078]\n",
"1247 [D loss: 0.608394, acc.: 71.21%] [G loss: 0.964125]\n",
"1248 [D loss: 0.600820, acc.: 68.56%] [G loss: 0.917527]\n",
"1249 [D loss: 0.595838, acc.: 65.53%] [G loss: 0.924373]\n",
"1250 [D loss: 0.598858, acc.: 69.70%] [G loss: 0.938823]\n",
"1251 [D loss: 0.592659, acc.: 68.94%] [G loss: 0.967357]\n",
"1252 [D loss: 0.573283, acc.: 72.35%] [G loss: 0.961425]\n",
"1253 [D loss: 0.599260, acc.: 66.67%] [G loss: 1.029579]\n",
"1254 [D loss: 0.576865, acc.: 75.00%] [G loss: 0.988075]\n",
"1255 [D loss: 0.570861, acc.: 76.14%] [G loss: 1.001707]\n",
"1256 [D loss: 0.607157, acc.: 66.29%] [G loss: 0.981032]\n",
"1257 [D loss: 0.568175, acc.: 72.35%] [G loss: 1.043847]\n",
"1258 [D loss: 0.586165, acc.: 70.83%] [G loss: 1.024468]\n",
"1259 [D loss: 0.571870, acc.: 71.21%] [G loss: 1.017746]\n",
"1260 [D loss: 0.567293, acc.: 73.11%] [G loss: 1.043239]\n",
"1261 [D loss: 0.591519, acc.: 70.08%] [G loss: 0.956532]\n",
"1262 [D loss: 0.581177, acc.: 70.83%] [G loss: 0.945368]\n",
"1263 [D loss: 0.600906, acc.: 65.53%] [G loss: 0.983033]\n",
"1264 [D loss: 0.611698, acc.: 58.71%] [G loss: 1.000866]\n",
"1265 [D loss: 0.607980, acc.: 66.67%] [G loss: 0.982314]\n",
"1266 [D loss: 0.612145, acc.: 66.29%] [G loss: 0.958359]\n",
"1267 [D loss: 0.614234, acc.: 66.29%] [G loss: 0.952485]\n",
"1268 [D loss: 0.589038, acc.: 70.83%] [G loss: 0.990318]\n",
"1269 [D loss: 0.574882, acc.: 74.24%] [G loss: 0.976796]\n",
"1270 [D loss: 0.600562, acc.: 70.08%] [G loss: 0.960269]\n",
"1271 [D loss: 0.623138, acc.: 65.15%] [G loss: 1.017026]\n",
"1272 [D loss: 0.622667, acc.: 67.05%] [G loss: 0.950247]\n",
"1273 [D loss: 0.597902, acc.: 70.08%] [G loss: 0.995997]\n",
"1274 [D loss: 0.598959, acc.: 67.05%] [G loss: 0.976675]\n",
"1275 [D loss: 0.573825, acc.: 71.21%] [G loss: 1.007851]\n",
"1276 [D loss: 0.576053, acc.: 74.24%] [G loss: 0.974413]\n",
"1277 [D loss: 0.581164, acc.: 72.35%] [G loss: 0.973768]\n",
"1278 [D loss: 0.579242, acc.: 70.45%] [G loss: 0.985865]\n",
"1279 [D loss: 0.573784, acc.: 72.73%] [G loss: 1.004622]\n",
"1280 [D loss: 0.600372, acc.: 65.15%] [G loss: 0.942454]\n",
"1281 [D loss: 0.589159, acc.: 69.70%] [G loss: 0.915919]\n",
"1282 [D loss: 0.567180, acc.: 73.48%] [G loss: 0.954730]\n",
"1283 [D loss: 0.572902, acc.: 68.18%] [G loss: 1.002935]\n",
"1284 [D loss: 0.553633, acc.: 75.76%] [G loss: 0.993429]\n",
"1285 [D loss: 0.596761, acc.: 69.32%] [G loss: 0.952901]\n",
"1286 [D loss: 0.601055, acc.: 65.53%] [G loss: 0.954676]\n",
"1287 [D loss: 0.582618, acc.: 72.35%] [G loss: 0.973264]\n",
"1288 [D loss: 0.556067, acc.: 75.38%] [G loss: 0.986923]\n",
"1289 [D loss: 0.609370, acc.: 65.53%] [G loss: 0.918600]\n",
"1290 [D loss: 0.607124, acc.: 66.29%] [G loss: 0.905780]\n",
"1291 [D loss: 0.565580, acc.: 72.73%] [G loss: 0.986232]\n",
"1292 [D loss: 0.567727, acc.: 75.38%] [G loss: 0.960184]\n",
"1293 [D loss: 0.590941, acc.: 70.83%] [G loss: 0.972383]\n",
"1294 [D loss: 0.542003, acc.: 78.79%] [G loss: 0.951123]\n",
"1295 [D loss: 0.551211, acc.: 75.76%] [G loss: 0.978735]\n",
"1296 [D loss: 0.542370, acc.: 76.89%] [G loss: 1.005505]\n",
"1297 [D loss: 0.566083, acc.: 77.65%] [G loss: 0.989725]\n",
"1298 [D loss: 0.555343, acc.: 78.03%] [G loss: 0.978948]\n",
"1299 [D loss: 0.577840, acc.: 75.76%] [G loss: 0.952885]\n",
"1300 [D loss: 0.580825, acc.: 71.21%] [G loss: 0.924888]\n",
"1301 [D loss: 0.587721, acc.: 71.97%] [G loss: 0.993640]\n",
"1302 [D loss: 0.534372, acc.: 78.41%] [G loss: 0.980070]\n",
"1303 [D loss: 0.541293, acc.: 79.17%] [G loss: 1.012502]\n",
"1304 [D loss: 0.599467, acc.: 68.56%] [G loss: 0.964061]\n",
"1305 [D loss: 0.565658, acc.: 71.59%] [G loss: 0.956893]\n",
"1306 [D loss: 0.556389, acc.: 73.48%] [G loss: 1.008352]\n",
"1307 [D loss: 0.585836, acc.: 72.35%] [G loss: 0.972822]\n",
"1308 [D loss: 0.559507, acc.: 75.00%] [G loss: 0.925888]\n",
"1309 [D loss: 0.571914, acc.: 71.59%] [G loss: 0.957862]\n",
"1310 [D loss: 0.547204, acc.: 75.38%] [G loss: 0.948014]\n",
"1311 [D loss: 0.583741, acc.: 68.94%] [G loss: 0.977566]\n",
"1312 [D loss: 0.564975, acc.: 74.62%] [G loss: 0.984564]\n",
"1313 [D loss: 0.570342, acc.: 75.38%] [G loss: 0.973816]\n",
"1314 [D loss: 0.602261, acc.: 69.32%] [G loss: 0.970479]\n",
"1315 [D loss: 0.577455, acc.: 67.80%] [G loss: 0.961210]\n",
"1316 [D loss: 0.585704, acc.: 70.08%] [G loss: 0.945012]\n",
"1317 [D loss: 0.577237, acc.: 71.59%] [G loss: 0.923457]\n",
"1318 [D loss: 0.601229, acc.: 69.70%] [G loss: 0.932952]\n",
"1319 [D loss: 0.554367, acc.: 77.65%] [G loss: 0.935914]\n",
"1320 [D loss: 0.599200, acc.: 69.70%] [G loss: 0.960155]\n",
"1321 [D loss: 0.591563, acc.: 71.59%] [G loss: 0.968235]\n",
"1322 [D loss: 0.580621, acc.: 73.86%] [G loss: 0.946607]\n",
"1323 [D loss: 0.572455, acc.: 73.48%] [G loss: 0.943365]\n",
"1324 [D loss: 0.600709, acc.: 66.67%] [G loss: 0.923010]\n",
"1325 [D loss: 0.598331, acc.: 65.15%] [G loss: 0.928439]\n",
"1326 [D loss: 0.602185, acc.: 64.77%] [G loss: 0.977020]\n",
"1327 [D loss: 0.600765, acc.: 67.05%] [G loss: 0.966909]\n",
"1328 [D loss: 0.594908, acc.: 68.18%] [G loss: 0.957950]\n",
"1329 [D loss: 0.590726, acc.: 71.21%] [G loss: 0.928357]\n",
"1330 [D loss: 0.583108, acc.: 68.18%] [G loss: 0.988892]\n",
"1331 [D loss: 0.613971, acc.: 66.67%] [G loss: 0.974130]\n",
"1332 [D loss: 0.575314, acc.: 71.97%] [G loss: 0.993271]\n",
"1333 [D loss: 0.605534, acc.: 69.70%] [G loss: 0.976139]\n",
"1334 [D loss: 0.600941, acc.: 69.32%] [G loss: 0.951103]\n",
"1335 [D loss: 0.589733, acc.: 70.45%] [G loss: 0.936794]\n",
"1336 [D loss: 0.607068, acc.: 66.67%] [G loss: 0.940446]\n",
"1337 [D loss: 0.609719, acc.: 68.56%] [G loss: 0.935122]\n",
"1338 [D loss: 0.597725, acc.: 67.80%] [G loss: 0.944127]\n",
"1339 [D loss: 0.599291, acc.: 68.56%] [G loss: 0.959750]\n",
"1340 [D loss: 0.578213, acc.: 74.62%] [G loss: 0.928128]\n",
"1341 [D loss: 0.585658, acc.: 72.35%] [G loss: 0.950858]\n",
"1342 [D loss: 0.633598, acc.: 62.50%] [G loss: 0.938406]\n",
"1343 [D loss: 0.569338, acc.: 72.35%] [G loss: 0.983845]\n",
"1344 [D loss: 0.582401, acc.: 70.83%] [G loss: 0.967400]\n",
"1345 [D loss: 0.623398, acc.: 64.39%] [G loss: 0.934533]\n",
"1346 [D loss: 0.572154, acc.: 73.11%] [G loss: 0.941941]\n",
"1347 [D loss: 0.619956, acc.: 65.91%] [G loss: 0.938078]\n",
"1348 [D loss: 0.568441, acc.: 75.00%] [G loss: 0.990786]\n",
"1349 [D loss: 0.569418, acc.: 74.24%] [G loss: 1.019240]\n",
"1350 [D loss: 0.572290, acc.: 77.65%] [G loss: 0.967690]\n",
"1351 [D loss: 0.573225, acc.: 74.24%] [G loss: 0.959794]\n",
"1352 [D loss: 0.568506, acc.: 71.97%] [G loss: 0.943332]\n",
"1353 [D loss: 0.595665, acc.: 67.80%] [G loss: 0.926963]\n",
"1354 [D loss: 0.601030, acc.: 70.45%] [G loss: 0.945939]\n",
"1355 [D loss: 0.585155, acc.: 70.83%] [G loss: 0.952210]\n",
"1356 [D loss: 0.559949, acc.: 77.27%] [G loss: 0.972541]\n",
"1357 [D loss: 0.596907, acc.: 68.18%] [G loss: 0.964875]\n",
"1358 [D loss: 0.578141, acc.: 75.76%] [G loss: 0.958907]\n",
"1359 [D loss: 0.583313, acc.: 70.83%] [G loss: 0.989590]\n",
"1360 [D loss: 0.594563, acc.: 70.45%] [G loss: 0.966264]\n",
"1361 [D loss: 0.572247, acc.: 74.62%] [G loss: 0.939213]\n",
"1362 [D loss: 0.574582, acc.: 75.38%] [G loss: 0.979987]\n",
"1363 [D loss: 0.570719, acc.: 74.24%] [G loss: 0.947073]\n",
"1364 [D loss: 0.567505, acc.: 71.97%] [G loss: 0.956993]\n",
"1365 [D loss: 0.578498, acc.: 74.24%] [G loss: 0.997554]\n",
"1366 [D loss: 0.551421, acc.: 78.03%] [G loss: 0.970320]\n",
"1367 [D loss: 0.562365, acc.: 72.73%] [G loss: 1.009324]\n",
"1368 [D loss: 0.586100, acc.: 72.73%] [G loss: 1.007351]\n",
"1369 [D loss: 0.571808, acc.: 75.00%] [G loss: 0.940852]\n",
"1370 [D loss: 0.562549, acc.: 76.89%] [G loss: 0.951862]\n",
"1371 [D loss: 0.531369, acc.: 83.71%] [G loss: 0.947697]\n",
"1372 [D loss: 0.537340, acc.: 80.30%] [G loss: 0.992869]\n",
"1373 [D loss: 0.545645, acc.: 78.03%] [G loss: 0.963957]\n",
"1374 [D loss: 0.557981, acc.: 77.65%] [G loss: 0.980493]\n",
"1375 [D loss: 0.575990, acc.: 72.35%] [G loss: 0.958688]\n",
"1376 [D loss: 0.559276, acc.: 75.38%] [G loss: 0.977221]\n",
"1377 [D loss: 0.549048, acc.: 78.79%] [G loss: 0.996486]\n",
"1378 [D loss: 0.576634, acc.: 73.86%] [G loss: 0.968257]\n",
"1379 [D loss: 0.582177, acc.: 71.59%] [G loss: 0.941667]\n",
"1380 [D loss: 0.587810, acc.: 69.70%] [G loss: 0.943852]\n",
"1381 [D loss: 0.580357, acc.: 73.11%] [G loss: 0.944340]\n",
"1382 [D loss: 0.562312, acc.: 75.76%] [G loss: 0.950004]\n",
"1383 [D loss: 0.562730, acc.: 75.00%] [G loss: 0.954367]\n",
"1384 [D loss: 0.508882, acc.: 85.98%] [G loss: 1.012766]\n",
"1385 [D loss: 0.562124, acc.: 75.00%] [G loss: 1.031640]\n",
"1386 [D loss: 0.590849, acc.: 72.35%] [G loss: 0.999835]\n",
"1387 [D loss: 0.571559, acc.: 79.17%] [G loss: 0.979488]\n",
"1388 [D loss: 0.541645, acc.: 78.03%] [G loss: 0.947800]\n",
"1389 [D loss: 0.554885, acc.: 75.76%] [G loss: 0.982337]\n",
"1390 [D loss: 0.576210, acc.: 74.24%] [G loss: 0.965337]\n",
"1391 [D loss: 0.581055, acc.: 71.97%] [G loss: 0.952750]\n",
"1392 [D loss: 0.584503, acc.: 70.08%] [G loss: 0.960541]\n",
"1393 [D loss: 0.580936, acc.: 75.00%] [G loss: 0.965938]\n",
"1394 [D loss: 0.563944, acc.: 74.62%] [G loss: 0.959525]\n",
"1395 [D loss: 0.560075, acc.: 76.89%] [G loss: 0.954238]\n",
"1396 [D loss: 0.563875, acc.: 77.65%] [G loss: 0.991419]\n",
"1397 [D loss: 0.557958, acc.: 74.24%] [G loss: 0.985553]\n",
"1398 [D loss: 0.587318, acc.: 74.62%] [G loss: 0.955188]\n",
"1399 [D loss: 0.564765, acc.: 73.11%] [G loss: 0.973318]\n",
"1400 [D loss: 0.572665, acc.: 73.11%] [G loss: 1.012195]\n",
"1401 [D loss: 0.576205, acc.: 72.73%] [G loss: 0.983992]\n",
"1402 [D loss: 0.557863, acc.: 78.03%] [G loss: 0.975902]\n",
"1403 [D loss: 0.598338, acc.: 69.32%] [G loss: 0.954096]\n",
"1404 [D loss: 0.593324, acc.: 71.59%] [G loss: 0.980618]\n",
"1405 [D loss: 0.585732, acc.: 73.86%] [G loss: 0.953259]\n",
"1406 [D loss: 0.556198, acc.: 79.92%] [G loss: 1.006565]\n",
"1407 [D loss: 0.579267, acc.: 73.48%] [G loss: 0.974129]\n",
"1408 [D loss: 0.577177, acc.: 71.21%] [G loss: 0.949495]\n",
"1409 [D loss: 0.589486, acc.: 71.59%] [G loss: 0.970001]\n",
"1410 [D loss: 0.575963, acc.: 71.21%] [G loss: 0.952054]\n",
"1411 [D loss: 0.577748, acc.: 73.48%] [G loss: 1.001212]\n",
"1412 [D loss: 0.606007, acc.: 68.18%] [G loss: 0.976503]\n",
"1413 [D loss: 0.578704, acc.: 73.11%] [G loss: 0.989099]\n",
"1414 [D loss: 0.561990, acc.: 75.38%] [G loss: 1.003875]\n",
"1415 [D loss: 0.570711, acc.: 70.83%] [G loss: 0.973945]\n",
"1416 [D loss: 0.587285, acc.: 68.18%] [G loss: 0.971699]\n",
"1417 [D loss: 0.593473, acc.: 66.29%] [G loss: 0.992459]\n",
"1418 [D loss: 0.576445, acc.: 71.21%] [G loss: 1.010428]\n",
"1419 [D loss: 0.586730, acc.: 68.18%] [G loss: 0.995682]\n",
"1420 [D loss: 0.584813, acc.: 70.83%] [G loss: 0.954886]\n",
"1421 [D loss: 0.622518, acc.: 65.15%] [G loss: 0.938769]\n",
"1422 [D loss: 0.586160, acc.: 68.18%] [G loss: 0.954983]\n",
"1423 [D loss: 0.583099, acc.: 69.70%] [G loss: 1.012129]\n",
"1424 [D loss: 0.601173, acc.: 70.08%] [G loss: 1.017479]\n",
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"1426 [D loss: 0.568452, acc.: 76.52%] [G loss: 1.010569]\n",
"1427 [D loss: 0.546243, acc.: 79.55%] [G loss: 1.015939]\n",
"1428 [D loss: 0.557859, acc.: 75.76%] [G loss: 1.008402]\n",
"1429 [D loss: 0.556957, acc.: 77.27%] [G loss: 1.015220]\n",
"1430 [D loss: 0.571893, acc.: 73.11%] [G loss: 0.993224]\n",
"1431 [D loss: 0.586383, acc.: 71.97%] [G loss: 0.976188]\n",
"1432 [D loss: 0.542553, acc.: 77.65%] [G loss: 0.956675]\n",
"1433 [D loss: 0.550663, acc.: 75.76%] [G loss: 0.973195]\n",
"1434 [D loss: 0.571761, acc.: 71.97%] [G loss: 0.971673]\n",
"1435 [D loss: 0.562841, acc.: 72.73%] [G loss: 0.981651]\n",
"1436 [D loss: 0.573827, acc.: 74.24%] [G loss: 0.975835]\n",
"1437 [D loss: 0.549238, acc.: 75.38%] [G loss: 0.951000]\n",
"1438 [D loss: 0.533282, acc.: 78.03%] [G loss: 0.961442]\n",
"1439 [D loss: 0.557078, acc.: 72.35%] [G loss: 0.970231]\n",
"1440 [D loss: 0.560413, acc.: 73.48%] [G loss: 0.977575]\n",
"1441 [D loss: 0.575791, acc.: 70.45%] [G loss: 0.978432]\n",
"1442 [D loss: 0.538986, acc.: 76.52%] [G loss: 0.989812]\n",
"1443 [D loss: 0.588659, acc.: 72.73%] [G loss: 1.013983]\n",
"1444 [D loss: 0.580021, acc.: 71.97%] [G loss: 0.964193]\n",
"1445 [D loss: 0.570523, acc.: 73.48%] [G loss: 0.966548]\n",
"1446 [D loss: 0.550052, acc.: 76.52%] [G loss: 0.986313]\n",
"1447 [D loss: 0.568994, acc.: 73.48%] [G loss: 0.993850]\n",
"1448 [D loss: 0.584962, acc.: 65.53%] [G loss: 0.983970]\n",
"1449 [D loss: 0.598392, acc.: 66.67%] [G loss: 0.966304]\n",
"1450 [D loss: 0.581313, acc.: 69.32%] [G loss: 0.953566]\n",
"1451 [D loss: 0.622224, acc.: 67.80%] [G loss: 0.978056]\n",
"1452 [D loss: 0.611930, acc.: 71.21%] [G loss: 0.924016]\n",
"1453 [D loss: 0.572757, acc.: 71.59%] [G loss: 0.983936]\n",
"1454 [D loss: 0.570874, acc.: 73.48%] [G loss: 0.993086]\n",
"1455 [D loss: 0.554120, acc.: 77.65%] [G loss: 1.026465]\n",
"1456 [D loss: 0.581984, acc.: 72.73%] [G loss: 1.015475]\n",
"1457 [D loss: 0.597647, acc.: 70.83%] [G loss: 0.971084]\n",
"1458 [D loss: 0.531439, acc.: 74.24%] [G loss: 0.989370]\n",
"1459 [D loss: 0.587664, acc.: 68.56%] [G loss: 1.003377]\n",
"1460 [D loss: 0.570420, acc.: 73.86%] [G loss: 0.984618]\n",
"1461 [D loss: 0.556939, acc.: 72.35%] [G loss: 1.010147]\n",
"1462 [D loss: 0.625051, acc.: 64.77%] [G loss: 0.970277]\n",
"1463 [D loss: 0.559379, acc.: 76.89%] [G loss: 1.005022]\n",
"1464 [D loss: 0.573743, acc.: 76.89%] [G loss: 0.983671]\n",
"1465 [D loss: 0.576219, acc.: 75.00%] [G loss: 0.979738]\n",
"1466 [D loss: 0.572978, acc.: 71.59%] [G loss: 1.037534]\n",
"1467 [D loss: 0.558495, acc.: 74.62%] [G loss: 1.025481]\n",
"1468 [D loss: 0.597521, acc.: 68.56%] [G loss: 0.963596]\n",
"1469 [D loss: 0.624184, acc.: 61.74%] [G loss: 0.945313]\n",
"1470 [D loss: 0.590395, acc.: 67.42%] [G loss: 0.975209]\n",
"1471 [D loss: 0.582882, acc.: 71.59%] [G loss: 0.930308]\n",
"1472 [D loss: 0.573295, acc.: 70.45%] [G loss: 0.918009]\n",
"1473 [D loss: 0.636016, acc.: 65.53%] [G loss: 0.981734]\n",
"1474 [D loss: 0.583879, acc.: 73.86%] [G loss: 0.991948]\n",
"1475 [D loss: 0.586368, acc.: 71.97%] [G loss: 0.983798]\n",
"1476 [D loss: 0.633690, acc.: 60.98%] [G loss: 0.932419]\n",
"1477 [D loss: 0.596552, acc.: 69.70%] [G loss: 0.945738]\n",
"1478 [D loss: 0.600015, acc.: 65.53%] [G loss: 0.984851]\n",
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"1480 [D loss: 0.597855, acc.: 70.08%] [G loss: 0.993411]\n",
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"1489 [D loss: 0.614427, acc.: 67.80%] [G loss: 0.919890]\n",
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"1491 [D loss: 0.608309, acc.: 68.56%] [G loss: 0.961473]\n",
"1492 [D loss: 0.590886, acc.: 69.70%] [G loss: 0.913548]\n",
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"1494 [D loss: 0.610498, acc.: 64.77%] [G loss: 0.918933]\n",
"1495 [D loss: 0.582845, acc.: 71.59%] [G loss: 0.936120]\n",
"1496 [D loss: 0.584290, acc.: 70.45%] [G loss: 0.954775]\n",
"1497 [D loss: 0.605719, acc.: 65.15%] [G loss: 0.957154]\n",
"1498 [D loss: 0.605764, acc.: 67.42%] [G loss: 0.958332]\n",
"1499 [D loss: 0.608742, acc.: 70.08%] [G loss: 0.937675]\n",
"1500 [D loss: 0.554108, acc.: 78.41%] [G loss: 0.963205]\n",
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"1503 [D loss: 0.582411, acc.: 72.35%] [G loss: 0.958417]\n",
"1504 [D loss: 0.557456, acc.: 76.89%] [G loss: 0.934599]\n",
"1505 [D loss: 0.580031, acc.: 71.21%] [G loss: 0.936163]\n",
"1506 [D loss: 0.557311, acc.: 72.73%] [G loss: 0.991906]\n",
"1507 [D loss: 0.603699, acc.: 66.29%] [G loss: 0.979517]\n",
"1508 [D loss: 0.586577, acc.: 70.08%] [G loss: 0.942427]\n",
"1509 [D loss: 0.584624, acc.: 75.00%] [G loss: 0.936113]\n",
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"1511 [D loss: 0.597481, acc.: 68.94%] [G loss: 0.962519]\n",
"1512 [D loss: 0.569332, acc.: 73.86%] [G loss: 0.984074]\n",
"1513 [D loss: 0.602228, acc.: 68.18%] [G loss: 0.913128]\n",
"1514 [D loss: 0.559863, acc.: 75.38%] [G loss: 0.951734]\n",
"1515 [D loss: 0.569860, acc.: 73.86%] [G loss: 0.985973]\n",
"1516 [D loss: 0.569750, acc.: 76.14%] [G loss: 0.967311]\n",
"1517 [D loss: 0.588670, acc.: 71.21%] [G loss: 0.927261]\n",
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"1520 [D loss: 0.590013, acc.: 68.56%] [G loss: 0.980675]\n",
"1521 [D loss: 0.576879, acc.: 70.83%] [G loss: 1.003934]\n",
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"1527 [D loss: 0.593123, acc.: 71.21%] [G loss: 0.929315]\n",
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"1531 [D loss: 0.605755, acc.: 66.67%] [G loss: 0.944216]\n",
"1532 [D loss: 0.615292, acc.: 65.91%] [G loss: 0.940149]\n",
"1533 [D loss: 0.613047, acc.: 69.70%] [G loss: 0.950634]\n",
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"1535 [D loss: 0.584284, acc.: 71.97%] [G loss: 0.985002]\n",
"1536 [D loss: 0.599290, acc.: 73.86%] [G loss: 0.990146]\n",
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"1593 [D loss: 0.568612, acc.: 76.14%] [G loss: 0.977558]\n",
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"1600 [D loss: 0.555958, acc.: 76.89%] [G loss: 0.999858]\n",
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"1603 [D loss: 0.583894, acc.: 67.80%] [G loss: 1.008916]\n",
"1604 [D loss: 0.532689, acc.: 78.79%] [G loss: 1.016434]\n",
"1605 [D loss: 0.571968, acc.: 73.48%] [G loss: 0.989071]\n",
"1606 [D loss: 0.565595, acc.: 77.65%] [G loss: 0.996320]\n",
"1607 [D loss: 0.576524, acc.: 74.24%] [G loss: 1.000293]\n",
"1608 [D loss: 0.580620, acc.: 70.83%] [G loss: 0.997073]\n",
"1609 [D loss: 0.572135, acc.: 72.35%] [G loss: 0.993754]\n",
"1610 [D loss: 0.564914, acc.: 73.48%] [G loss: 1.011544]\n",
"1611 [D loss: 0.586055, acc.: 70.45%] [G loss: 1.003869]\n",
"1612 [D loss: 0.566118, acc.: 71.59%] [G loss: 0.986894]\n",
"1613 [D loss: 0.580508, acc.: 70.83%] [G loss: 0.986123]\n",
"1614 [D loss: 0.572217, acc.: 72.35%] [G loss: 1.026276]\n",
"1615 [D loss: 0.561769, acc.: 75.00%] [G loss: 1.055628]\n",
"1616 [D loss: 0.589530, acc.: 71.59%] [G loss: 1.009460]\n",
"1617 [D loss: 0.587904, acc.: 72.35%] [G loss: 0.956183]\n",
"1618 [D loss: 0.598360, acc.: 71.59%] [G loss: 0.971389]\n",
"1619 [D loss: 0.594447, acc.: 66.29%] [G loss: 0.927828]\n",
"1620 [D loss: 0.556519, acc.: 78.41%] [G loss: 0.997842]\n",
"1621 [D loss: 0.595306, acc.: 70.83%] [G loss: 0.986694]\n",
"1622 [D loss: 0.597826, acc.: 70.08%] [G loss: 1.002268]\n",
"1623 [D loss: 0.580891, acc.: 73.86%] [G loss: 0.947928]\n",
"1624 [D loss: 0.606606, acc.: 65.91%] [G loss: 1.006600]\n",
"1625 [D loss: 0.564065, acc.: 74.24%] [G loss: 0.971946]\n",
"1626 [D loss: 0.608715, acc.: 64.39%] [G loss: 0.966635]\n",
"1627 [D loss: 0.608245, acc.: 69.32%] [G loss: 0.906024]\n",
"1628 [D loss: 0.597165, acc.: 68.18%] [G loss: 0.984507]\n",
"1629 [D loss: 0.573863, acc.: 70.83%] [G loss: 0.970434]\n",
"1630 [D loss: 0.595940, acc.: 66.67%] [G loss: 1.029511]\n",
"1631 [D loss: 0.585086, acc.: 72.35%] [G loss: 0.964518]\n",
"1632 [D loss: 0.587733, acc.: 71.59%] [G loss: 0.959471]\n",
"1633 [D loss: 0.603479, acc.: 65.91%] [G loss: 0.939980]\n",
"1634 [D loss: 0.561350, acc.: 72.73%] [G loss: 0.969346]\n",
"1635 [D loss: 0.602285, acc.: 67.80%] [G loss: 1.004771]\n",
"1636 [D loss: 0.587402, acc.: 72.35%] [G loss: 0.965544]\n",
"1637 [D loss: 0.632053, acc.: 64.77%] [G loss: 0.951051]\n",
"1638 [D loss: 0.612793, acc.: 69.32%] [G loss: 0.976585]\n",
"1639 [D loss: 0.597176, acc.: 69.32%] [G loss: 0.993923]\n",
"1640 [D loss: 0.583438, acc.: 73.86%] [G loss: 1.002524]\n",
"1641 [D loss: 0.608717, acc.: 70.08%] [G loss: 0.961468]\n",
"1642 [D loss: 0.619120, acc.: 67.05%] [G loss: 0.974020]\n",
"1643 [D loss: 0.545566, acc.: 77.27%] [G loss: 0.973559]\n",
"1644 [D loss: 0.596552, acc.: 70.08%] [G loss: 0.994670]\n",
"1645 [D loss: 0.585424, acc.: 74.24%] [G loss: 0.951744]\n",
"1646 [D loss: 0.605884, acc.: 65.53%] [G loss: 0.971312]\n",
"1647 [D loss: 0.584824, acc.: 75.00%] [G loss: 0.972953]\n",
"1648 [D loss: 0.599071, acc.: 70.08%] [G loss: 0.935869]\n",
"1649 [D loss: 0.603945, acc.: 67.42%] [G loss: 0.955029]\n",
"1650 [D loss: 0.569066, acc.: 73.86%] [G loss: 0.973477]\n",
"1651 [D loss: 0.584862, acc.: 70.45%] [G loss: 0.938323]\n",
"1652 [D loss: 0.561710, acc.: 72.35%] [G loss: 1.006657]\n",
"1653 [D loss: 0.613168, acc.: 64.39%] [G loss: 0.985658]\n",
"1654 [D loss: 0.583662, acc.: 72.73%] [G loss: 0.980431]\n",
"1655 [D loss: 0.614279, acc.: 67.05%] [G loss: 1.003468]\n",
"1656 [D loss: 0.606243, acc.: 68.56%] [G loss: 0.988726]\n",
"1657 [D loss: 0.582300, acc.: 70.08%] [G loss: 1.012346]\n",
"1658 [D loss: 0.581038, acc.: 73.86%] [G loss: 0.986434]\n",
"1659 [D loss: 0.577370, acc.: 71.21%] [G loss: 0.999266]\n",
"1660 [D loss: 0.564769, acc.: 75.76%] [G loss: 0.964487]\n",
"1661 [D loss: 0.585554, acc.: 73.86%] [G loss: 0.957673]\n",
"1662 [D loss: 0.574847, acc.: 74.24%] [G loss: 0.992329]\n",
"1663 [D loss: 0.567922, acc.: 73.48%] [G loss: 1.006659]\n",
"1664 [D loss: 0.581347, acc.: 73.11%] [G loss: 0.988464]\n",
"1665 [D loss: 0.568229, acc.: 77.27%] [G loss: 0.959998]\n",
"1666 [D loss: 0.555797, acc.: 77.65%] [G loss: 0.950366]\n",
"1667 [D loss: 0.589993, acc.: 72.35%] [G loss: 0.921158]\n",
"1668 [D loss: 0.569302, acc.: 71.21%] [G loss: 0.939546]\n",
"1669 [D loss: 0.583521, acc.: 70.45%] [G loss: 0.953313]\n",
"1670 [D loss: 0.591769, acc.: 72.35%] [G loss: 0.985419]\n",
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"1672 [D loss: 0.598639, acc.: 68.18%] [G loss: 0.986623]\n",
"1673 [D loss: 0.598805, acc.: 68.56%] [G loss: 0.972639]\n",
"1674 [D loss: 0.590205, acc.: 70.08%] [G loss: 0.997052]\n",
"1675 [D loss: 0.583528, acc.: 69.32%] [G loss: 0.970079]\n",
"1676 [D loss: 0.579703, acc.: 72.35%] [G loss: 0.949000]\n",
"1677 [D loss: 0.575038, acc.: 74.24%] [G loss: 0.996455]\n",
"1678 [D loss: 0.568102, acc.: 75.38%] [G loss: 0.996234]\n",
"1679 [D loss: 0.581105, acc.: 72.35%] [G loss: 0.974447]\n",
"1680 [D loss: 0.603992, acc.: 68.18%] [G loss: 1.002146]\n",
"1681 [D loss: 0.582154, acc.: 75.00%] [G loss: 0.935935]\n",
"1682 [D loss: 0.591981, acc.: 69.32%] [G loss: 0.966184]\n",
"1683 [D loss: 0.588705, acc.: 71.59%] [G loss: 0.989906]\n",
"1684 [D loss: 0.543793, acc.: 75.76%] [G loss: 0.966501]\n",
"1685 [D loss: 0.597408, acc.: 69.70%] [G loss: 0.956019]\n",
"1686 [D loss: 0.621044, acc.: 69.32%] [G loss: 0.943945]\n",
"1687 [D loss: 0.594484, acc.: 66.67%] [G loss: 0.960470]\n",
"1688 [D loss: 0.595476, acc.: 70.83%] [G loss: 0.947495]\n",
"1689 [D loss: 0.586788, acc.: 70.83%] [G loss: 0.942958]\n",
"1690 [D loss: 0.585339, acc.: 73.48%] [G loss: 0.920001]\n",
"1691 [D loss: 0.583586, acc.: 72.73%] [G loss: 0.884934]\n",
"1692 [D loss: 0.592197, acc.: 71.97%] [G loss: 0.963359]\n",
"1693 [D loss: 0.606595, acc.: 66.29%] [G loss: 0.919329]\n",
"1694 [D loss: 0.585265, acc.: 74.24%] [G loss: 0.948957]\n",
"1695 [D loss: 0.567995, acc.: 77.65%] [G loss: 0.976616]\n",
"1696 [D loss: 0.586397, acc.: 70.08%] [G loss: 0.986640]\n",
"1697 [D loss: 0.578215, acc.: 74.24%] [G loss: 0.972691]\n",
"1698 [D loss: 0.579736, acc.: 71.97%] [G loss: 0.975579]\n",
"1699 [D loss: 0.565949, acc.: 75.76%] [G loss: 0.968307]\n",
"1700 [D loss: 0.598505, acc.: 70.83%] [G loss: 0.999135]\n",
"1701 [D loss: 0.594639, acc.: 67.05%] [G loss: 0.989663]\n",
"1702 [D loss: 0.569601, acc.: 76.14%] [G loss: 0.973997]\n",
"1703 [D loss: 0.606068, acc.: 69.32%] [G loss: 0.934600]\n",
"1704 [D loss: 0.573426, acc.: 76.89%] [G loss: 0.960175]\n",
"1705 [D loss: 0.595867, acc.: 70.08%] [G loss: 0.949048]\n",
"1706 [D loss: 0.571632, acc.: 76.52%] [G loss: 0.985019]\n",
"1707 [D loss: 0.587023, acc.: 69.70%] [G loss: 0.925124]\n",
"1708 [D loss: 0.547670, acc.: 77.27%] [G loss: 0.967726]\n",
"1709 [D loss: 0.593470, acc.: 73.48%] [G loss: 0.945649]\n",
"1710 [D loss: 0.589943, acc.: 70.08%] [G loss: 1.002092]\n",
"1711 [D loss: 0.576843, acc.: 75.38%] [G loss: 0.940235]\n",
"1712 [D loss: 0.585657, acc.: 69.32%] [G loss: 0.971613]\n",
"1713 [D loss: 0.604474, acc.: 70.83%] [G loss: 0.963090]\n",
"1714 [D loss: 0.614822, acc.: 67.05%] [G loss: 0.934697]\n",
"1715 [D loss: 0.597116, acc.: 67.80%] [G loss: 0.968081]\n",
"1716 [D loss: 0.601572, acc.: 69.70%] [G loss: 0.923664]\n",
"1717 [D loss: 0.574642, acc.: 72.35%] [G loss: 0.900432]\n",
"1718 [D loss: 0.584115, acc.: 74.62%] [G loss: 0.925494]\n",
"1719 [D loss: 0.578148, acc.: 74.62%] [G loss: 0.941033]\n",
"1720 [D loss: 0.552806, acc.: 75.00%] [G loss: 0.967484]\n",
"1721 [D loss: 0.609189, acc.: 65.91%] [G loss: 0.968604]\n",
"1722 [D loss: 0.575944, acc.: 70.83%] [G loss: 0.929997]\n",
"1723 [D loss: 0.585023, acc.: 72.35%] [G loss: 0.985214]\n",
"1724 [D loss: 0.618864, acc.: 67.42%] [G loss: 0.951816]\n",
"1725 [D loss: 0.598972, acc.: 70.83%] [G loss: 0.953327]\n",
"1726 [D loss: 0.606181, acc.: 67.80%] [G loss: 0.952863]\n",
"1727 [D loss: 0.598202, acc.: 70.08%] [G loss: 0.968643]\n",
"1728 [D loss: 0.610083, acc.: 67.05%] [G loss: 0.943914]\n",
"1729 [D loss: 0.582911, acc.: 68.18%] [G loss: 0.971970]\n",
"1730 [D loss: 0.587173, acc.: 70.45%] [G loss: 0.986236]\n",
"1731 [D loss: 0.580396, acc.: 70.83%] [G loss: 0.966325]\n",
"1732 [D loss: 0.610225, acc.: 66.67%] [G loss: 0.956261]\n",
"1733 [D loss: 0.607848, acc.: 66.29%] [G loss: 0.960983]\n",
"1734 [D loss: 0.605210, acc.: 71.97%] [G loss: 0.950879]\n",
"1735 [D loss: 0.570598, acc.: 74.24%] [G loss: 0.959915]\n",
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"1737 [D loss: 0.588180, acc.: 68.94%] [G loss: 0.970382]\n",
"1738 [D loss: 0.571435, acc.: 71.97%] [G loss: 0.940198]\n",
"1739 [D loss: 0.608225, acc.: 67.80%] [G loss: 0.990905]\n",
"1740 [D loss: 0.589114, acc.: 68.94%] [G loss: 0.954067]\n",
"1741 [D loss: 0.589729, acc.: 70.83%] [G loss: 0.979369]\n",
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"1743 [D loss: 0.574964, acc.: 73.48%] [G loss: 0.987772]\n",
"1744 [D loss: 0.559477, acc.: 77.65%] [G loss: 1.002650]\n",
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"1747 [D loss: 0.572538, acc.: 74.62%] [G loss: 1.002069]\n",
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"1750 [D loss: 0.621569, acc.: 67.05%] [G loss: 0.960868]\n",
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"1758 [D loss: 0.585951, acc.: 71.59%] [G loss: 0.986077]\n",
"1759 [D loss: 0.561805, acc.: 79.17%] [G loss: 1.030049]\n",
"1760 [D loss: 0.609674, acc.: 65.53%] [G loss: 0.997254]\n",
"1761 [D loss: 0.600956, acc.: 68.56%] [G loss: 0.986536]\n",
"1762 [D loss: 0.591399, acc.: 71.97%] [G loss: 0.975873]\n",
"1763 [D loss: 0.562252, acc.: 76.14%] [G loss: 1.045095]\n",
"1764 [D loss: 0.555457, acc.: 75.76%] [G loss: 1.026413]\n",
"1765 [D loss: 0.549306, acc.: 78.41%] [G loss: 0.999366]\n",
"1766 [D loss: 0.585995, acc.: 70.45%] [G loss: 1.047829]\n",
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"1768 [D loss: 0.530967, acc.: 80.30%] [G loss: 1.002826]\n",
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"1777 [D loss: 0.549521, acc.: 79.17%] [G loss: 0.996028]\n",
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"1787 [D loss: 0.567941, acc.: 74.62%] [G loss: 0.974183]\n",
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"1789 [D loss: 0.607031, acc.: 68.18%] [G loss: 0.905633]\n",
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"1791 [D loss: 0.565217, acc.: 71.59%] [G loss: 0.983147]\n",
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"1793 [D loss: 0.588596, acc.: 68.56%] [G loss: 1.054934]\n",
"1794 [D loss: 0.616412, acc.: 68.94%] [G loss: 1.019889]\n",
"1795 [D loss: 0.566570, acc.: 74.24%] [G loss: 0.954676]\n",
"1796 [D loss: 0.582874, acc.: 70.45%] [G loss: 0.990938]\n",
"1797 [D loss: 0.558090, acc.: 75.00%] [G loss: 1.001096]\n",
"1798 [D loss: 0.588723, acc.: 70.08%] [G loss: 0.973040]\n",
"1799 [D loss: 0.572902, acc.: 75.76%] [G loss: 0.964690]\n",
"1800 [D loss: 0.569843, acc.: 76.89%] [G loss: 0.961198]\n",
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"1803 [D loss: 0.599575, acc.: 68.18%] [G loss: 0.951148]\n",
"1804 [D loss: 0.584545, acc.: 72.35%] [G loss: 0.962596]\n",
"1805 [D loss: 0.579374, acc.: 68.56%] [G loss: 0.981785]\n",
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"1807 [D loss: 0.564261, acc.: 75.76%] [G loss: 0.943322]\n",
"1808 [D loss: 0.575985, acc.: 67.80%] [G loss: 0.970158]\n",
"1809 [D loss: 0.585570, acc.: 68.94%] [G loss: 0.977632]\n",
"1810 [D loss: 0.598717, acc.: 71.59%] [G loss: 0.964923]\n",
"1811 [D loss: 0.611035, acc.: 64.39%] [G loss: 0.934723]\n",
"1812 [D loss: 0.581886, acc.: 71.59%] [G loss: 0.940591]\n",
"1813 [D loss: 0.563174, acc.: 75.38%] [G loss: 0.935497]\n",
"1814 [D loss: 0.558199, acc.: 75.76%] [G loss: 0.984384]\n",
"1815 [D loss: 0.560445, acc.: 74.62%] [G loss: 0.977224]\n",
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"1817 [D loss: 0.592355, acc.: 68.94%] [G loss: 0.932853]\n",
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"1821 [D loss: 0.563473, acc.: 76.52%] [G loss: 0.987081]\n",
"1822 [D loss: 0.569683, acc.: 75.00%] [G loss: 0.996151]\n",
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"1824 [D loss: 0.582057, acc.: 71.21%] [G loss: 1.013073]\n",
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"1826 [D loss: 0.583070, acc.: 73.11%] [G loss: 0.961913]\n",
"1827 [D loss: 0.573219, acc.: 75.38%] [G loss: 0.943989]\n",
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"1830 [D loss: 0.566439, acc.: 75.00%] [G loss: 0.981693]\n",
"1831 [D loss: 0.547017, acc.: 73.86%] [G loss: 0.960971]\n",
"1832 [D loss: 0.589239, acc.: 71.59%] [G loss: 0.981143]\n",
"1833 [D loss: 0.545882, acc.: 77.27%] [G loss: 0.973180]\n",
"1834 [D loss: 0.540210, acc.: 75.76%] [G loss: 0.999358]\n",
"1835 [D loss: 0.589464, acc.: 70.83%] [G loss: 0.990973]\n",
"1836 [D loss: 0.579973, acc.: 73.48%] [G loss: 1.002362]\n",
"1837 [D loss: 0.549743, acc.: 75.00%] [G loss: 1.006812]\n",
"1838 [D loss: 0.587894, acc.: 73.48%] [G loss: 0.978896]\n",
"1839 [D loss: 0.562725, acc.: 73.11%] [G loss: 1.030911]\n",
"1840 [D loss: 0.568950, acc.: 70.45%] [G loss: 1.021217]\n",
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"1842 [D loss: 0.583739, acc.: 72.35%] [G loss: 0.982833]\n",
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"1845 [D loss: 0.567869, acc.: 73.48%] [G loss: 0.992912]\n",
"1846 [D loss: 0.604121, acc.: 68.56%] [G loss: 0.990895]\n",
"1847 [D loss: 0.563886, acc.: 73.11%] [G loss: 0.986065]\n",
"1848 [D loss: 0.554942, acc.: 75.00%] [G loss: 0.974114]\n",
"1849 [D loss: 0.555869, acc.: 73.11%] [G loss: 1.016293]\n",
"1850 [D loss: 0.556497, acc.: 75.76%] [G loss: 0.998140]\n",
"1851 [D loss: 0.607773, acc.: 66.29%] [G loss: 0.976993]\n",
"1852 [D loss: 0.623888, acc.: 67.05%] [G loss: 0.936240]\n",
"1853 [D loss: 0.602460, acc.: 65.15%] [G loss: 0.973172]\n",
"1854 [D loss: 0.583158, acc.: 69.32%] [G loss: 1.039285]\n",
"1855 [D loss: 0.563710, acc.: 74.24%] [G loss: 1.077101]\n",
"1856 [D loss: 0.564074, acc.: 71.59%] [G loss: 1.042414]\n",
"1857 [D loss: 0.603336, acc.: 66.29%] [G loss: 0.989124]\n",
"1858 [D loss: 0.601649, acc.: 68.18%] [G loss: 0.958279]\n",
"1859 [D loss: 0.608340, acc.: 65.91%] [G loss: 0.965211]\n",
"1860 [D loss: 0.586825, acc.: 70.45%] [G loss: 1.009307]\n",
"1861 [D loss: 0.577401, acc.: 71.97%] [G loss: 1.018144]\n",
"1862 [D loss: 0.588177, acc.: 67.42%] [G loss: 1.036393]\n",
"1863 [D loss: 0.595189, acc.: 70.45%] [G loss: 0.954794]\n",
"1864 [D loss: 0.550330, acc.: 74.62%] [G loss: 0.968167]\n",
"1865 [D loss: 0.590394, acc.: 67.05%] [G loss: 0.943933]\n",
"1866 [D loss: 0.588411, acc.: 69.32%] [G loss: 0.978483]\n",
"1867 [D loss: 0.597315, acc.: 67.80%] [G loss: 0.960180]\n",
"1868 [D loss: 0.558240, acc.: 75.76%] [G loss: 1.009237]\n",
"1869 [D loss: 0.529344, acc.: 79.17%] [G loss: 0.972423]\n",
"1870 [D loss: 0.597263, acc.: 69.70%] [G loss: 1.001314]\n",
"1871 [D loss: 0.572985, acc.: 70.08%] [G loss: 0.992893]\n",
"1872 [D loss: 0.569438, acc.: 70.83%] [G loss: 0.992491]\n",
"1873 [D loss: 0.596439, acc.: 68.18%] [G loss: 0.989431]\n",
"1874 [D loss: 0.568102, acc.: 75.38%] [G loss: 0.977413]\n",
"1875 [D loss: 0.562665, acc.: 70.83%] [G loss: 1.015203]\n",
"1876 [D loss: 0.592873, acc.: 71.21%] [G loss: 1.007483]\n",
"1877 [D loss: 0.555924, acc.: 79.17%] [G loss: 0.952917]\n",
"1878 [D loss: 0.567272, acc.: 73.86%] [G loss: 0.978550]\n",
"1879 [D loss: 0.594033, acc.: 71.59%] [G loss: 0.961231]\n",
"1880 [D loss: 0.554648, acc.: 77.27%] [G loss: 0.995856]\n",
"1881 [D loss: 0.598930, acc.: 68.94%] [G loss: 0.964744]\n",
"1882 [D loss: 0.594732, acc.: 69.32%] [G loss: 0.940692]\n",
"1883 [D loss: 0.606672, acc.: 67.42%] [G loss: 0.967111]\n",
"1884 [D loss: 0.637548, acc.: 60.98%] [G loss: 0.928640]\n",
"1885 [D loss: 0.594974, acc.: 70.08%] [G loss: 0.965528]\n",
"1886 [D loss: 0.618614, acc.: 63.64%] [G loss: 0.919744]\n",
"1887 [D loss: 0.602319, acc.: 70.08%] [G loss: 0.925249]\n",
"1888 [D loss: 0.593167, acc.: 72.35%] [G loss: 0.959853]\n",
"1889 [D loss: 0.582072, acc.: 70.45%] [G loss: 0.957824]\n",
"1890 [D loss: 0.603338, acc.: 68.18%] [G loss: 0.993113]\n",
"1891 [D loss: 0.601160, acc.: 67.80%] [G loss: 0.950434]\n",
"1892 [D loss: 0.606935, acc.: 67.42%] [G loss: 0.978041]\n",
"1893 [D loss: 0.592767, acc.: 69.32%] [G loss: 0.957580]\n",
"1894 [D loss: 0.607626, acc.: 66.29%] [G loss: 0.942031]\n",
"1895 [D loss: 0.588021, acc.: 67.80%] [G loss: 0.961437]\n",
"1896 [D loss: 0.598082, acc.: 67.80%] [G loss: 0.930317]\n",
"1897 [D loss: 0.620924, acc.: 62.12%] [G loss: 0.979068]\n",
"1898 [D loss: 0.619284, acc.: 65.15%] [G loss: 0.975175]\n",
"1899 [D loss: 0.590997, acc.: 71.59%] [G loss: 0.925394]\n",
"1900 [D loss: 0.614974, acc.: 67.80%] [G loss: 0.915479]\n",
"1901 [D loss: 0.584667, acc.: 71.97%] [G loss: 0.920647]\n",
"1902 [D loss: 0.559593, acc.: 76.14%] [G loss: 0.968751]\n",
"1903 [D loss: 0.621185, acc.: 67.05%] [G loss: 0.953258]\n",
"1904 [D loss: 0.605004, acc.: 67.80%] [G loss: 0.925616]\n",
"1905 [D loss: 0.586670, acc.: 68.94%] [G loss: 0.952098]\n",
"1906 [D loss: 0.611277, acc.: 67.80%] [G loss: 0.930326]\n",
"1907 [D loss: 0.592658, acc.: 66.67%] [G loss: 0.937551]\n",
"1908 [D loss: 0.556118, acc.: 76.14%] [G loss: 0.943846]\n",
"1909 [D loss: 0.589979, acc.: 72.35%] [G loss: 0.928484]\n",
"1910 [D loss: 0.595752, acc.: 69.70%] [G loss: 0.957671]\n",
"1911 [D loss: 0.579476, acc.: 74.24%] [G loss: 0.954962]\n",
"1912 [D loss: 0.637258, acc.: 63.64%] [G loss: 0.939603]\n",
"1913 [D loss: 0.578027, acc.: 75.76%] [G loss: 0.940901]\n",
"1914 [D loss: 0.576112, acc.: 72.73%] [G loss: 0.931085]\n",
"1915 [D loss: 0.585563, acc.: 71.21%] [G loss: 0.925135]\n",
"1916 [D loss: 0.614262, acc.: 66.67%] [G loss: 0.917127]\n",
"1917 [D loss: 0.573152, acc.: 72.35%] [G loss: 0.939356]\n",
"1918 [D loss: 0.592200, acc.: 73.48%] [G loss: 0.937333]\n",
"1919 [D loss: 0.605361, acc.: 67.80%] [G loss: 0.975760]\n",
"1920 [D loss: 0.568308, acc.: 74.62%] [G loss: 0.988580]\n",
"1921 [D loss: 0.610822, acc.: 65.53%] [G loss: 0.985621]\n",
"1922 [D loss: 0.569560, acc.: 72.73%] [G loss: 0.968850]\n",
"1923 [D loss: 0.575151, acc.: 71.59%] [G loss: 0.927684]\n",
"1924 [D loss: 0.550162, acc.: 71.97%] [G loss: 0.960722]\n",
"1925 [D loss: 0.575507, acc.: 73.11%] [G loss: 0.987638]\n",
"1926 [D loss: 0.587254, acc.: 71.97%] [G loss: 1.014933]\n",
"1927 [D loss: 0.594814, acc.: 71.97%] [G loss: 0.956004]\n",
"1928 [D loss: 0.567039, acc.: 74.62%] [G loss: 0.961730]\n",
"1929 [D loss: 0.579872, acc.: 73.86%] [G loss: 0.927548]\n",
"1930 [D loss: 0.586344, acc.: 71.97%] [G loss: 0.937106]\n",
"1931 [D loss: 0.561891, acc.: 76.89%] [G loss: 0.945087]\n",
"1932 [D loss: 0.593560, acc.: 71.97%] [G loss: 0.941815]\n",
"1933 [D loss: 0.591165, acc.: 72.73%] [G loss: 0.939161]\n",
"1934 [D loss: 0.575206, acc.: 73.86%] [G loss: 0.944942]\n",
"1935 [D loss: 0.607305, acc.: 68.18%] [G loss: 0.979670]\n",
"1936 [D loss: 0.585505, acc.: 72.73%] [G loss: 1.029404]\n",
"1937 [D loss: 0.587923, acc.: 73.48%] [G loss: 0.954664]\n",
"1938 [D loss: 0.635340, acc.: 67.05%] [G loss: 0.941924]\n",
"1939 [D loss: 0.606311, acc.: 69.32%] [G loss: 0.936272]\n",
"1940 [D loss: 0.566943, acc.: 76.52%] [G loss: 0.947197]\n",
"1941 [D loss: 0.608324, acc.: 69.32%] [G loss: 0.956756]\n",
"1942 [D loss: 0.601337, acc.: 74.62%] [G loss: 0.928303]\n",
"1943 [D loss: 0.619655, acc.: 66.67%] [G loss: 0.974671]\n",
"1944 [D loss: 0.603353, acc.: 68.56%] [G loss: 0.968169]\n",
"1945 [D loss: 0.603169, acc.: 71.59%] [G loss: 0.923863]\n",
"1946 [D loss: 0.596060, acc.: 70.08%] [G loss: 0.939945]\n",
"1947 [D loss: 0.635569, acc.: 62.12%] [G loss: 0.999987]\n",
"1948 [D loss: 0.590274, acc.: 73.11%] [G loss: 0.962538]\n",
"1949 [D loss: 0.599458, acc.: 67.05%] [G loss: 0.999028]\n",
"1950 [D loss: 0.564598, acc.: 76.89%] [G loss: 0.978987]\n",
"1951 [D loss: 0.550788, acc.: 78.79%] [G loss: 0.974274]\n",
"1952 [D loss: 0.586262, acc.: 71.97%] [G loss: 0.976528]\n",
"1953 [D loss: 0.586069, acc.: 71.97%] [G loss: 0.986745]\n",
"1954 [D loss: 0.578516, acc.: 75.00%] [G loss: 0.964007]\n",
"1955 [D loss: 0.574750, acc.: 72.73%] [G loss: 0.988293]\n",
"1956 [D loss: 0.571337, acc.: 73.11%] [G loss: 0.999428]\n",
"1957 [D loss: 0.566072, acc.: 76.14%] [G loss: 0.945995]\n",
"1958 [D loss: 0.581987, acc.: 70.83%] [G loss: 0.938719]\n",
"1959 [D loss: 0.578362, acc.: 72.73%] [G loss: 0.982074]\n",
"1960 [D loss: 0.613114, acc.: 68.18%] [G loss: 0.992545]\n",
"1961 [D loss: 0.589738, acc.: 70.83%] [G loss: 0.993458]\n",
"1962 [D loss: 0.583226, acc.: 73.11%] [G loss: 0.966295]\n",
"1963 [D loss: 0.560329, acc.: 76.14%] [G loss: 0.959830]\n",
"1964 [D loss: 0.560307, acc.: 76.52%] [G loss: 0.973352]\n",
"1965 [D loss: 0.582050, acc.: 72.73%] [G loss: 0.960541]\n",
"1966 [D loss: 0.582211, acc.: 72.35%] [G loss: 0.924970]\n",
"1967 [D loss: 0.593906, acc.: 72.73%] [G loss: 0.948769]\n",
"1968 [D loss: 0.591053, acc.: 70.83%] [G loss: 0.965243]\n",
"1969 [D loss: 0.566309, acc.: 75.76%] [G loss: 0.991907]\n",
"1970 [D loss: 0.576598, acc.: 73.11%] [G loss: 0.986545]\n",
"1971 [D loss: 0.585746, acc.: 72.35%] [G loss: 0.986437]\n",
"1972 [D loss: 0.609061, acc.: 67.80%] [G loss: 0.929737]\n",
"1973 [D loss: 0.589889, acc.: 68.18%] [G loss: 0.941557]\n",
"1974 [D loss: 0.578721, acc.: 74.62%] [G loss: 0.986637]\n",
"1975 [D loss: 0.609287, acc.: 67.42%] [G loss: 0.959540]\n",
"1976 [D loss: 0.581740, acc.: 72.73%] [G loss: 0.956091]\n",
"1977 [D loss: 0.609680, acc.: 68.94%] [G loss: 0.974663]\n",
"1978 [D loss: 0.611078, acc.: 67.42%] [G loss: 0.949051]\n",
"1979 [D loss: 0.581740, acc.: 72.35%] [G loss: 0.952232]\n",
"1980 [D loss: 0.595581, acc.: 68.56%] [G loss: 0.939743]\n",
"1981 [D loss: 0.569166, acc.: 75.76%] [G loss: 0.928643]\n",
"1982 [D loss: 0.573277, acc.: 73.11%] [G loss: 0.974003]\n",
"1983 [D loss: 0.573616, acc.: 74.62%] [G loss: 0.968521]\n",
"1984 [D loss: 0.587898, acc.: 70.45%] [G loss: 0.934216]\n",
"1985 [D loss: 0.568278, acc.: 75.76%] [G loss: 0.927175]\n",
"1986 [D loss: 0.605781, acc.: 71.21%] [G loss: 0.929432]\n",
"1987 [D loss: 0.620820, acc.: 67.42%] [G loss: 0.949466]\n",
"1988 [D loss: 0.587464, acc.: 71.59%] [G loss: 0.982050]\n",
"1989 [D loss: 0.601401, acc.: 70.45%] [G loss: 0.931598]\n",
"1990 [D loss: 0.603414, acc.: 70.08%] [G loss: 0.950913]\n",
"1991 [D loss: 0.612307, acc.: 68.56%] [G loss: 0.924998]\n",
"1992 [D loss: 0.587972, acc.: 70.83%] [G loss: 0.922147]\n",
"1993 [D loss: 0.592158, acc.: 73.48%] [G loss: 0.957200]\n",
"1994 [D loss: 0.592108, acc.: 71.59%] [G loss: 0.909211]\n",
"1995 [D loss: 0.591630, acc.: 70.45%] [G loss: 0.908452]\n",
"1996 [D loss: 0.624091, acc.: 65.91%] [G loss: 0.895056]\n",
"1997 [D loss: 0.605279, acc.: 67.42%] [G loss: 0.927220]\n",
"1998 [D loss: 0.573638, acc.: 68.18%] [G loss: 0.955039]\n",
"1999 [D loss: 0.628430, acc.: 64.77%] [G loss: 0.940729]\n",
"2000 [D loss: 0.599416, acc.: 68.18%] [G loss: 0.939488]\n",
"2001 [D loss: 0.594636, acc.: 73.86%] [G loss: 0.907946]\n",
"2002 [D loss: 0.578207, acc.: 72.35%] [G loss: 0.923335]\n",
"2003 [D loss: 0.610676, acc.: 69.32%] [G loss: 0.946087]\n",
"2004 [D loss: 0.598906, acc.: 70.08%] [G loss: 0.964374]\n",
"2005 [D loss: 0.623312, acc.: 67.42%] [G loss: 0.947481]\n",
"2006 [D loss: 0.594141, acc.: 70.45%] [G loss: 0.961411]\n",
"2007 [D loss: 0.576030, acc.: 75.38%] [G loss: 0.929573]\n",
"2008 [D loss: 0.602781, acc.: 69.32%] [G loss: 0.923784]\n",
"2009 [D loss: 0.586234, acc.: 72.73%] [G loss: 0.894259]\n",
"2010 [D loss: 0.582925, acc.: 71.59%] [G loss: 0.937759]\n",
"2011 [D loss: 0.564080, acc.: 76.14%] [G loss: 0.965766]\n",
"2012 [D loss: 0.582151, acc.: 69.70%] [G loss: 0.981871]\n",
"2013 [D loss: 0.551029, acc.: 75.76%] [G loss: 0.966857]\n",
"2014 [D loss: 0.580683, acc.: 73.48%] [G loss: 0.929520]\n",
"2015 [D loss: 0.570976, acc.: 72.73%] [G loss: 0.986648]\n",
"2016 [D loss: 0.582772, acc.: 73.86%] [G loss: 0.936788]\n",
"2017 [D loss: 0.587192, acc.: 73.48%] [G loss: 0.906336]\n",
"2018 [D loss: 0.602934, acc.: 69.70%] [G loss: 0.933635]\n",
"2019 [D loss: 0.556345, acc.: 76.14%] [G loss: 0.965290]\n",
"2020 [D loss: 0.579982, acc.: 72.35%] [G loss: 0.937539]\n",
"2021 [D loss: 0.588551, acc.: 66.67%] [G loss: 0.933005]\n",
"2022 [D loss: 0.594249, acc.: 72.35%] [G loss: 0.948094]\n",
"2023 [D loss: 0.577917, acc.: 71.59%] [G loss: 0.934122]\n",
"2024 [D loss: 0.630295, acc.: 64.02%] [G loss: 0.935460]\n",
"2025 [D loss: 0.589720, acc.: 70.08%] [G loss: 0.992151]\n",
"2026 [D loss: 0.592432, acc.: 70.83%] [G loss: 0.973139]\n",
"2027 [D loss: 0.608991, acc.: 67.05%] [G loss: 0.924310]\n",
"2028 [D loss: 0.618800, acc.: 64.02%] [G loss: 0.914498]\n",
"2029 [D loss: 0.616618, acc.: 65.91%] [G loss: 0.953332]\n",
"2030 [D loss: 0.607525, acc.: 66.29%] [G loss: 0.917822]\n",
"2031 [D loss: 0.607677, acc.: 69.70%] [G loss: 0.971869]\n",
"2032 [D loss: 0.581897, acc.: 75.76%] [G loss: 0.953411]\n",
"2033 [D loss: 0.620425, acc.: 65.15%] [G loss: 0.926795]\n",
"2034 [D loss: 0.613206, acc.: 70.83%] [G loss: 0.952199]\n",
"2035 [D loss: 0.592157, acc.: 69.70%] [G loss: 0.916286]\n",
"2036 [D loss: 0.577565, acc.: 74.62%] [G loss: 0.948399]\n",
"2037 [D loss: 0.587924, acc.: 72.35%] [G loss: 0.955940]\n",
"2038 [D loss: 0.620382, acc.: 65.91%] [G loss: 0.935232]\n",
"2039 [D loss: 0.601942, acc.: 70.08%] [G loss: 0.936904]\n",
"2040 [D loss: 0.589954, acc.: 68.56%] [G loss: 0.969037]\n",
"2041 [D loss: 0.605707, acc.: 71.21%] [G loss: 0.957279]\n",
"2042 [D loss: 0.617492, acc.: 65.91%] [G loss: 0.913842]\n",
"2043 [D loss: 0.595702, acc.: 71.97%] [G loss: 0.937515]\n",
"2044 [D loss: 0.610438, acc.: 67.80%] [G loss: 0.941752]\n",
"2045 [D loss: 0.602758, acc.: 69.32%] [G loss: 0.950863]\n",
"2046 [D loss: 0.558754, acc.: 74.24%] [G loss: 0.923287]\n",
"2047 [D loss: 0.634985, acc.: 64.02%] [G loss: 0.935574]\n",
"2048 [D loss: 0.598974, acc.: 67.05%] [G loss: 0.945317]\n",
"2049 [D loss: 0.580960, acc.: 70.83%] [G loss: 0.961625]\n",
"2050 [D loss: 0.610898, acc.: 68.94%] [G loss: 0.952801]\n",
"2051 [D loss: 0.611289, acc.: 65.91%] [G loss: 0.959713]\n",
"2052 [D loss: 0.589200, acc.: 71.59%] [G loss: 0.968654]\n",
"2053 [D loss: 0.585619, acc.: 75.00%] [G loss: 0.945216]\n",
"2054 [D loss: 0.619938, acc.: 67.42%] [G loss: 0.927839]\n",
"2055 [D loss: 0.592275, acc.: 70.08%] [G loss: 0.888158]\n",
"2056 [D loss: 0.603441, acc.: 70.83%] [G loss: 0.935193]\n",
"2057 [D loss: 0.623682, acc.: 63.64%] [G loss: 0.962636]\n",
"2058 [D loss: 0.584060, acc.: 73.11%] [G loss: 0.964543]\n",
"2059 [D loss: 0.614575, acc.: 68.94%] [G loss: 0.938706]\n",
"2060 [D loss: 0.575810, acc.: 71.21%] [G loss: 0.978752]\n",
"2061 [D loss: 0.582609, acc.: 70.83%] [G loss: 0.927754]\n",
"2062 [D loss: 0.619384, acc.: 68.18%] [G loss: 0.926147]\n",
"2063 [D loss: 0.601039, acc.: 69.70%] [G loss: 0.983853]\n",
"2064 [D loss: 0.606767, acc.: 68.94%] [G loss: 0.904435]\n",
"2065 [D loss: 0.562826, acc.: 76.52%] [G loss: 0.952281]\n",
"2066 [D loss: 0.592606, acc.: 70.83%] [G loss: 0.936209]\n",
"2067 [D loss: 0.579740, acc.: 71.59%] [G loss: 0.920426]\n",
"2068 [D loss: 0.591896, acc.: 68.56%] [G loss: 0.901448]\n",
"2069 [D loss: 0.587142, acc.: 71.97%] [G loss: 0.881978]\n",
"2070 [D loss: 0.608755, acc.: 64.39%] [G loss: 0.906302]\n",
"2071 [D loss: 0.610716, acc.: 69.32%] [G loss: 0.919587]\n",
"2072 [D loss: 0.608006, acc.: 67.42%] [G loss: 0.958157]\n",
"2073 [D loss: 0.617106, acc.: 66.29%] [G loss: 0.999610]\n",
"2074 [D loss: 0.620183, acc.: 69.32%] [G loss: 0.951249]\n",
"2075 [D loss: 0.624212, acc.: 66.29%] [G loss: 0.946303]\n",
"2076 [D loss: 0.606883, acc.: 68.56%] [G loss: 0.966753]\n",
"2077 [D loss: 0.631340, acc.: 65.15%] [G loss: 0.947875]\n",
"2078 [D loss: 0.649559, acc.: 63.64%] [G loss: 0.896708]\n",
"2079 [D loss: 0.593473, acc.: 70.83%] [G loss: 0.954629]\n",
"2080 [D loss: 0.597915, acc.: 72.35%] [G loss: 0.903925]\n",
"2081 [D loss: 0.577959, acc.: 75.38%] [G loss: 0.931024]\n",
"2082 [D loss: 0.629851, acc.: 68.94%] [G loss: 0.925748]\n",
"2083 [D loss: 0.597407, acc.: 73.11%] [G loss: 0.902925]\n",
"2084 [D loss: 0.587497, acc.: 70.08%] [G loss: 0.899966]\n",
"2085 [D loss: 0.601722, acc.: 69.70%] [G loss: 0.895030]\n",
"2086 [D loss: 0.593829, acc.: 74.62%] [G loss: 0.946645]\n",
"2087 [D loss: 0.655679, acc.: 60.98%] [G loss: 0.958132]\n",
"2088 [D loss: 0.605818, acc.: 68.18%] [G loss: 0.958577]\n",
"2089 [D loss: 0.589869, acc.: 75.76%] [G loss: 0.972093]\n",
"2090 [D loss: 0.614103, acc.: 68.18%] [G loss: 0.939184]\n",
"2091 [D loss: 0.602524, acc.: 69.70%] [G loss: 0.927019]\n",
"2092 [D loss: 0.585627, acc.: 72.73%] [G loss: 0.907743]\n",
"2093 [D loss: 0.621906, acc.: 66.29%] [G loss: 0.928640]\n",
"2094 [D loss: 0.593706, acc.: 71.97%] [G loss: 0.895503]\n",
"2095 [D loss: 0.589425, acc.: 73.86%] [G loss: 0.971441]\n",
"2096 [D loss: 0.592598, acc.: 73.48%] [G loss: 0.936546]\n",
"2097 [D loss: 0.622456, acc.: 70.08%] [G loss: 0.949321]\n",
"2098 [D loss: 0.623358, acc.: 70.83%] [G loss: 0.928510]\n",
"2099 [D loss: 0.595111, acc.: 71.21%] [G loss: 0.964360]\n",
"2100 [D loss: 0.597237, acc.: 70.83%] [G loss: 0.930091]\n",
"2101 [D loss: 0.608597, acc.: 70.45%] [G loss: 0.932157]\n",
"2102 [D loss: 0.589391, acc.: 71.97%] [G loss: 0.919689]\n",
"2103 [D loss: 0.597863, acc.: 72.35%] [G loss: 0.912007]\n",
"2104 [D loss: 0.614267, acc.: 68.56%] [G loss: 0.912036]\n",
"2105 [D loss: 0.604379, acc.: 70.83%] [G loss: 0.935929]\n",
"2106 [D loss: 0.604088, acc.: 69.32%] [G loss: 0.939148]\n",
"2107 [D loss: 0.594537, acc.: 72.73%] [G loss: 0.920827]\n",
"2108 [D loss: 0.624931, acc.: 64.02%] [G loss: 0.937375]\n",
"2109 [D loss: 0.628516, acc.: 67.80%] [G loss: 0.945191]\n",
"2110 [D loss: 0.620012, acc.: 67.42%] [G loss: 0.918508]\n",
"2111 [D loss: 0.591919, acc.: 71.21%] [G loss: 0.905167]\n",
"2112 [D loss: 0.611790, acc.: 69.32%] [G loss: 0.934035]\n",
"2113 [D loss: 0.625392, acc.: 65.53%] [G loss: 0.913918]\n",
"2114 [D loss: 0.629324, acc.: 66.29%] [G loss: 0.920545]\n",
"2115 [D loss: 0.590183, acc.: 73.11%] [G loss: 0.913860]\n",
"2116 [D loss: 0.594739, acc.: 70.83%] [G loss: 0.914642]\n",
"2117 [D loss: 0.622450, acc.: 69.32%] [G loss: 0.946701]\n",
"2118 [D loss: 0.592182, acc.: 71.97%] [G loss: 0.961597]\n",
"2119 [D loss: 0.618195, acc.: 70.45%] [G loss: 0.959719]\n",
"2120 [D loss: 0.622667, acc.: 70.08%] [G loss: 0.949265]\n",
"2121 [D loss: 0.591760, acc.: 68.56%] [G loss: 0.926890]\n",
"2122 [D loss: 0.607415, acc.: 70.45%] [G loss: 0.950146]\n",
"2123 [D loss: 0.619756, acc.: 66.67%] [G loss: 0.937346]\n",
"2124 [D loss: 0.633140, acc.: 66.29%] [G loss: 0.942153]\n",
"2125 [D loss: 0.592617, acc.: 71.97%] [G loss: 0.921278]\n",
"2126 [D loss: 0.586567, acc.: 68.56%] [G loss: 0.888437]\n",
"2127 [D loss: 0.633369, acc.: 63.64%] [G loss: 0.902804]\n",
"2128 [D loss: 0.606587, acc.: 70.83%] [G loss: 0.902959]\n",
"2129 [D loss: 0.618608, acc.: 64.39%] [G loss: 0.908877]\n",
"2130 [D loss: 0.597497, acc.: 68.18%] [G loss: 0.950925]\n",
"2131 [D loss: 0.612723, acc.: 63.26%] [G loss: 0.942054]\n",
"2132 [D loss: 0.626370, acc.: 65.53%] [G loss: 0.936282]\n",
"2133 [D loss: 0.630409, acc.: 64.39%] [G loss: 0.904072]\n",
"2134 [D loss: 0.606095, acc.: 68.56%] [G loss: 0.944514]\n",
"2135 [D loss: 0.596830, acc.: 70.08%] [G loss: 0.871623]\n",
"2136 [D loss: 0.594387, acc.: 71.59%] [G loss: 0.904194]\n",
"2137 [D loss: 0.581486, acc.: 72.35%] [G loss: 0.916843]\n",
"2138 [D loss: 0.575823, acc.: 74.62%] [G loss: 0.901033]\n",
"2139 [D loss: 0.602177, acc.: 72.35%] [G loss: 0.924528]\n",
"2140 [D loss: 0.601948, acc.: 68.94%] [G loss: 0.932329]\n",
"2141 [D loss: 0.632243, acc.: 69.32%] [G loss: 0.918493]\n",
"2142 [D loss: 0.595130, acc.: 68.18%] [G loss: 0.922138]\n",
"2143 [D loss: 0.596218, acc.: 70.08%] [G loss: 0.943029]\n",
"2144 [D loss: 0.600741, acc.: 68.56%] [G loss: 0.912062]\n",
"2145 [D loss: 0.593436, acc.: 71.97%] [G loss: 0.928883]\n",
"2146 [D loss: 0.620152, acc.: 68.94%] [G loss: 0.864287]\n",
"2147 [D loss: 0.613848, acc.: 67.05%] [G loss: 0.901675]\n",
"2148 [D loss: 0.618889, acc.: 65.91%] [G loss: 0.902245]\n",
"2149 [D loss: 0.604357, acc.: 68.56%] [G loss: 0.940977]\n",
"2150 [D loss: 0.601955, acc.: 69.32%] [G loss: 0.909247]\n",
"2151 [D loss: 0.609656, acc.: 71.97%] [G loss: 0.935004]\n",
"2152 [D loss: 0.630303, acc.: 68.56%] [G loss: 0.902230]\n",
"2153 [D loss: 0.614750, acc.: 70.08%] [G loss: 0.914071]\n",
"2154 [D loss: 0.641354, acc.: 62.50%] [G loss: 0.886690]\n",
"2155 [D loss: 0.606361, acc.: 68.18%] [G loss: 0.899167]\n",
"2156 [D loss: 0.611358, acc.: 65.91%] [G loss: 0.924427]\n",
"2157 [D loss: 0.638741, acc.: 64.39%] [G loss: 0.947626]\n",
"2158 [D loss: 0.590667, acc.: 74.62%] [G loss: 0.954382]\n",
"2159 [D loss: 0.606897, acc.: 71.21%] [G loss: 0.931232]\n",
"2160 [D loss: 0.622353, acc.: 64.77%] [G loss: 0.907939]\n",
"2161 [D loss: 0.592312, acc.: 71.21%] [G loss: 0.895980]\n",
"2162 [D loss: 0.602317, acc.: 69.32%] [G loss: 0.962620]\n",
"2163 [D loss: 0.589299, acc.: 73.48%] [G loss: 0.886921]\n",
"2164 [D loss: 0.606968, acc.: 72.73%] [G loss: 0.917636]\n",
"2165 [D loss: 0.590987, acc.: 70.45%] [G loss: 0.897285]\n",
"2166 [D loss: 0.616202, acc.: 68.18%] [G loss: 0.900744]\n",
"2167 [D loss: 0.627841, acc.: 63.64%] [G loss: 0.947251]\n",
"2168 [D loss: 0.635101, acc.: 69.32%] [G loss: 0.868486]\n",
"2169 [D loss: 0.608056, acc.: 71.59%] [G loss: 0.915443]\n",
"2170 [D loss: 0.592517, acc.: 70.83%] [G loss: 0.905865]\n",
"2171 [D loss: 0.627908, acc.: 62.50%] [G loss: 0.891346]\n",
"2172 [D loss: 0.608157, acc.: 67.80%] [G loss: 0.895268]\n",
"2173 [D loss: 0.597956, acc.: 70.08%] [G loss: 0.921707]\n",
"2174 [D loss: 0.591237, acc.: 72.73%] [G loss: 0.880807]\n",
"2175 [D loss: 0.619621, acc.: 67.42%] [G loss: 0.921100]\n",
"2176 [D loss: 0.624320, acc.: 65.53%] [G loss: 0.915093]\n",
"2177 [D loss: 0.622409, acc.: 62.12%] [G loss: 0.916167]\n",
"2178 [D loss: 0.623627, acc.: 67.80%] [G loss: 0.894640]\n",
"2179 [D loss: 0.607870, acc.: 70.08%] [G loss: 0.892461]\n",
"2180 [D loss: 0.617321, acc.: 66.29%] [G loss: 0.915573]\n",
"2181 [D loss: 0.622354, acc.: 65.91%] [G loss: 0.923085]\n",
"2182 [D loss: 0.626776, acc.: 68.56%] [G loss: 0.939439]\n",
"2183 [D loss: 0.603150, acc.: 73.86%] [G loss: 0.918503]\n",
"2184 [D loss: 0.607984, acc.: 71.59%] [G loss: 0.897565]\n",
"2185 [D loss: 0.604167, acc.: 69.32%] [G loss: 0.896019]\n",
"2186 [D loss: 0.617728, acc.: 66.29%] [G loss: 0.885647]\n",
"2187 [D loss: 0.594156, acc.: 71.97%] [G loss: 0.928070]\n",
"2188 [D loss: 0.605798, acc.: 67.80%] [G loss: 0.874383]\n",
"2189 [D loss: 0.590088, acc.: 72.73%] [G loss: 0.941760]\n",
"2190 [D loss: 0.632610, acc.: 65.15%] [G loss: 0.896487]\n",
"2191 [D loss: 0.618689, acc.: 70.08%] [G loss: 0.916296]\n",
"2192 [D loss: 0.591970, acc.: 73.48%] [G loss: 0.901465]\n",
"2193 [D loss: 0.643449, acc.: 62.12%] [G loss: 0.866984]\n",
"2194 [D loss: 0.635801, acc.: 64.02%] [G loss: 0.846281]\n",
"2195 [D loss: 0.610373, acc.: 69.70%] [G loss: 0.912853]\n",
"2196 [D loss: 0.628465, acc.: 65.91%] [G loss: 0.912883]\n",
"2197 [D loss: 0.628889, acc.: 68.56%] [G loss: 0.896171]\n",
"2198 [D loss: 0.593879, acc.: 72.35%] [G loss: 0.909570]\n",
"2199 [D loss: 0.607817, acc.: 68.18%] [G loss: 0.885808]\n",
"2200 [D loss: 0.604327, acc.: 71.59%] [G loss: 0.909992]\n",
"2201 [D loss: 0.600567, acc.: 68.18%] [G loss: 0.891246]\n",
"2202 [D loss: 0.597227, acc.: 68.18%] [G loss: 0.883180]\n",
"2203 [D loss: 0.583177, acc.: 74.62%] [G loss: 0.894148]\n",
"2204 [D loss: 0.606841, acc.: 68.94%] [G loss: 0.913492]\n",
"2205 [D loss: 0.611903, acc.: 67.42%] [G loss: 0.947467]\n",
"2206 [D loss: 0.613454, acc.: 70.45%] [G loss: 0.896841]\n",
"2207 [D loss: 0.633065, acc.: 62.88%] [G loss: 0.889173]\n",
"2208 [D loss: 0.607106, acc.: 69.70%] [G loss: 0.936354]\n",
"2209 [D loss: 0.599596, acc.: 71.97%] [G loss: 0.924197]\n",
"2210 [D loss: 0.634313, acc.: 68.18%] [G loss: 0.872553]\n",
"2211 [D loss: 0.623652, acc.: 69.70%] [G loss: 0.892468]\n",
"2212 [D loss: 0.609658, acc.: 70.45%] [G loss: 0.891097]\n",
"2213 [D loss: 0.617724, acc.: 69.32%] [G loss: 0.927422]\n",
"2214 [D loss: 0.588657, acc.: 70.83%] [G loss: 0.927512]\n",
"2215 [D loss: 0.612870, acc.: 70.45%] [G loss: 0.928843]\n",
"2216 [D loss: 0.607157, acc.: 69.70%] [G loss: 0.898280]\n",
"2217 [D loss: 0.611297, acc.: 73.11%] [G loss: 0.903006]\n",
"2218 [D loss: 0.624136, acc.: 69.32%] [G loss: 0.875099]\n",
"2219 [D loss: 0.626064, acc.: 66.29%] [G loss: 0.875185]\n",
"2220 [D loss: 0.606946, acc.: 71.59%] [G loss: 0.880432]\n",
"2221 [D loss: 0.613800, acc.: 68.56%] [G loss: 0.896174]\n",
"2222 [D loss: 0.600694, acc.: 73.11%] [G loss: 0.862343]\n",
"2223 [D loss: 0.611504, acc.: 69.32%] [G loss: 0.875495]\n",
"2224 [D loss: 0.633784, acc.: 66.29%] [G loss: 0.880614]\n",
"2225 [D loss: 0.596267, acc.: 72.73%] [G loss: 0.895060]\n",
"2226 [D loss: 0.620650, acc.: 65.15%] [G loss: 0.879940]\n",
"2227 [D loss: 0.606041, acc.: 69.70%] [G loss: 0.879278]\n",
"2228 [D loss: 0.632273, acc.: 61.36%] [G loss: 0.904449]\n",
"2229 [D loss: 0.580919, acc.: 73.11%] [G loss: 0.906465]\n",
"2230 [D loss: 0.589992, acc.: 72.73%] [G loss: 0.899580]\n",
"2231 [D loss: 0.619277, acc.: 65.53%] [G loss: 0.896941]\n",
"2232 [D loss: 0.635568, acc.: 62.88%] [G loss: 0.874605]\n",
"2233 [D loss: 0.597160, acc.: 67.80%] [G loss: 0.880826]\n",
"2234 [D loss: 0.596583, acc.: 69.32%] [G loss: 0.916984]\n",
"2235 [D loss: 0.585869, acc.: 72.35%] [G loss: 0.923357]\n",
"2236 [D loss: 0.622696, acc.: 65.53%] [G loss: 0.911447]\n",
"2237 [D loss: 0.623628, acc.: 64.02%] [G loss: 0.895259]\n",
"2238 [D loss: 0.585262, acc.: 72.35%] [G loss: 0.940905]\n",
"2239 [D loss: 0.595561, acc.: 70.45%] [G loss: 0.927659]\n",
"2240 [D loss: 0.594453, acc.: 68.18%] [G loss: 0.910195]\n",
"2241 [D loss: 0.601645, acc.: 67.80%] [G loss: 0.923993]\n",
"2242 [D loss: 0.595227, acc.: 67.80%] [G loss: 0.933208]\n",
"2243 [D loss: 0.622459, acc.: 65.91%] [G loss: 0.891515]\n",
"2244 [D loss: 0.614399, acc.: 67.80%] [G loss: 0.914169]\n",
"2245 [D loss: 0.601364, acc.: 69.70%] [G loss: 0.903650]\n",
"2246 [D loss: 0.614386, acc.: 66.67%] [G loss: 0.890880]\n",
"2247 [D loss: 0.609980, acc.: 68.94%] [G loss: 0.915158]\n",
"2248 [D loss: 0.607588, acc.: 66.67%] [G loss: 0.885965]\n",
"2249 [D loss: 0.578924, acc.: 73.11%] [G loss: 0.899244]\n",
"2250 [D loss: 0.608988, acc.: 66.67%] [G loss: 0.887037]\n",
"2251 [D loss: 0.638282, acc.: 60.61%] [G loss: 0.914985]\n",
"2252 [D loss: 0.591245, acc.: 67.42%] [G loss: 0.916489]\n",
"2253 [D loss: 0.609580, acc.: 67.80%] [G loss: 0.915879]\n",
"2254 [D loss: 0.584705, acc.: 70.08%] [G loss: 0.921773]\n",
"2255 [D loss: 0.625395, acc.: 66.67%] [G loss: 0.885320]\n",
"2256 [D loss: 0.620727, acc.: 67.42%] [G loss: 0.940835]\n",
"2257 [D loss: 0.603069, acc.: 68.94%] [G loss: 0.930030]\n",
"2258 [D loss: 0.616346, acc.: 67.42%] [G loss: 0.889977]\n",
"2259 [D loss: 0.601758, acc.: 67.80%] [G loss: 0.877313]\n",
"2260 [D loss: 0.611437, acc.: 70.45%] [G loss: 0.878596]\n",
"2261 [D loss: 0.615060, acc.: 69.32%] [G loss: 0.901146]\n",
"2262 [D loss: 0.614426, acc.: 67.05%] [G loss: 0.891894]\n",
"2263 [D loss: 0.614149, acc.: 65.91%] [G loss: 0.895159]\n",
"2264 [D loss: 0.643059, acc.: 64.39%] [G loss: 0.921515]\n",
"2265 [D loss: 0.648387, acc.: 64.39%] [G loss: 0.887410]\n",
"2266 [D loss: 0.637091, acc.: 65.15%] [G loss: 0.849054]\n",
"2267 [D loss: 0.591436, acc.: 72.73%] [G loss: 0.897331]\n",
"2268 [D loss: 0.608604, acc.: 69.70%] [G loss: 0.893211]\n",
"2269 [D loss: 0.624377, acc.: 63.64%] [G loss: 0.851571]\n",
"2270 [D loss: 0.625647, acc.: 67.80%] [G loss: 0.859187]\n",
"2271 [D loss: 0.620196, acc.: 67.05%] [G loss: 0.866963]\n",
"2272 [D loss: 0.616761, acc.: 68.94%] [G loss: 0.894422]\n",
"2273 [D loss: 0.600355, acc.: 71.97%] [G loss: 0.912460]\n",
"2274 [D loss: 0.639479, acc.: 64.77%] [G loss: 0.890698]\n",
"2275 [D loss: 0.637079, acc.: 65.53%] [G loss: 0.896948]\n",
"2276 [D loss: 0.604700, acc.: 71.97%] [G loss: 0.906721]\n",
"2277 [D loss: 0.596886, acc.: 70.83%] [G loss: 0.920530]\n",
"2278 [D loss: 0.625603, acc.: 65.91%] [G loss: 0.917807]\n",
"2279 [D loss: 0.620475, acc.: 67.80%] [G loss: 0.904023]\n",
"2280 [D loss: 0.585306, acc.: 76.14%] [G loss: 0.914464]\n",
"2281 [D loss: 0.634092, acc.: 67.05%] [G loss: 0.927355]\n",
"2282 [D loss: 0.640201, acc.: 62.88%] [G loss: 0.877879]\n",
"2283 [D loss: 0.614977, acc.: 67.05%] [G loss: 0.880813]\n",
"2284 [D loss: 0.614214, acc.: 68.18%] [G loss: 0.855182]\n",
"2285 [D loss: 0.612566, acc.: 69.32%] [G loss: 0.859789]\n",
"2286 [D loss: 0.614251, acc.: 65.53%] [G loss: 0.893482]\n",
"2287 [D loss: 0.603529, acc.: 67.42%] [G loss: 0.937280]\n",
"2288 [D loss: 0.616586, acc.: 67.80%] [G loss: 0.893517]\n",
"2289 [D loss: 0.607056, acc.: 71.97%] [G loss: 0.926354]\n",
"2290 [D loss: 0.585666, acc.: 76.52%] [G loss: 0.887754]\n",
"2291 [D loss: 0.620139, acc.: 66.29%] [G loss: 0.898058]\n",
"2292 [D loss: 0.600916, acc.: 71.97%] [G loss: 0.910505]\n",
"2293 [D loss: 0.632183, acc.: 68.56%] [G loss: 0.907681]\n",
"2294 [D loss: 0.593969, acc.: 74.24%] [G loss: 0.870469]\n",
"2295 [D loss: 0.609300, acc.: 68.94%] [G loss: 0.940670]\n",
"2296 [D loss: 0.607109, acc.: 68.18%] [G loss: 0.897372]\n",
"2297 [D loss: 0.612038, acc.: 73.48%] [G loss: 0.913549]\n",
"2298 [D loss: 0.635710, acc.: 64.77%] [G loss: 0.895819]\n",
"2299 [D loss: 0.615303, acc.: 68.18%] [G loss: 0.943581]\n",
"2300 [D loss: 0.612430, acc.: 68.94%] [G loss: 0.924140]\n",
"2301 [D loss: 0.603449, acc.: 72.35%] [G loss: 0.894764]\n",
"2302 [D loss: 0.622746, acc.: 70.08%] [G loss: 0.877522]\n",
"2303 [D loss: 0.619419, acc.: 65.53%] [G loss: 0.869192]\n",
"2304 [D loss: 0.588135, acc.: 73.48%] [G loss: 0.885158]\n",
"2305 [D loss: 0.605889, acc.: 69.70%] [G loss: 0.906124]\n",
"2306 [D loss: 0.643378, acc.: 62.50%] [G loss: 0.931506]\n",
"2307 [D loss: 0.587484, acc.: 71.21%] [G loss: 0.928674]\n",
"2308 [D loss: 0.588314, acc.: 75.38%] [G loss: 0.963238]\n",
"2309 [D loss: 0.612210, acc.: 68.18%] [G loss: 0.901150]\n",
"2310 [D loss: 0.651771, acc.: 62.88%] [G loss: 0.876983]\n",
"2311 [D loss: 0.608373, acc.: 68.94%] [G loss: 0.887544]\n",
"2312 [D loss: 0.626202, acc.: 67.42%] [G loss: 0.901082]\n",
"2313 [D loss: 0.613673, acc.: 65.53%] [G loss: 0.931135]\n",
"2314 [D loss: 0.611869, acc.: 69.70%] [G loss: 0.888829]\n",
"2315 [D loss: 0.616042, acc.: 64.77%] [G loss: 0.925388]\n",
"2316 [D loss: 0.608090, acc.: 67.42%] [G loss: 0.931367]\n",
"2317 [D loss: 0.615474, acc.: 68.18%] [G loss: 0.900082]\n",
"2318 [D loss: 0.628008, acc.: 65.91%] [G loss: 0.890417]\n",
"2319 [D loss: 0.623564, acc.: 67.42%] [G loss: 0.928805]\n",
"2320 [D loss: 0.597048, acc.: 68.18%] [G loss: 0.947881]\n",
"2321 [D loss: 0.630387, acc.: 65.53%] [G loss: 0.919763]\n",
"2322 [D loss: 0.617880, acc.: 68.56%] [G loss: 0.902172]\n",
"2323 [D loss: 0.623773, acc.: 68.18%] [G loss: 0.916182]\n",
"2324 [D loss: 0.611871, acc.: 68.94%] [G loss: 0.929096]\n",
"2325 [D loss: 0.629506, acc.: 64.39%] [G loss: 0.904362]\n",
"2326 [D loss: 0.611721, acc.: 70.08%] [G loss: 0.916041]\n",
"2327 [D loss: 0.585756, acc.: 76.89%] [G loss: 0.895869]\n",
"2328 [D loss: 0.634094, acc.: 68.94%] [G loss: 0.896579]\n",
"2329 [D loss: 0.617397, acc.: 68.18%] [G loss: 0.879718]\n",
"2330 [D loss: 0.604580, acc.: 71.97%] [G loss: 0.878498]\n",
"2331 [D loss: 0.585039, acc.: 73.11%] [G loss: 0.917846]\n",
"2332 [D loss: 0.591341, acc.: 73.86%] [G loss: 0.907148]\n",
"2333 [D loss: 0.619411, acc.: 67.42%] [G loss: 0.904428]\n",
"2334 [D loss: 0.609419, acc.: 71.59%] [G loss: 0.907943]\n",
"2335 [D loss: 0.576717, acc.: 73.11%] [G loss: 0.926799]\n",
"2336 [D loss: 0.614240, acc.: 69.70%] [G loss: 0.937384]\n",
"2337 [D loss: 0.570668, acc.: 77.65%] [G loss: 0.968200]\n",
"2338 [D loss: 0.581355, acc.: 72.73%] [G loss: 0.912055]\n",
"2339 [D loss: 0.615400, acc.: 67.42%] [G loss: 0.931754]\n",
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"2341 [D loss: 0.623907, acc.: 64.39%] [G loss: 0.950209]\n",
"2342 [D loss: 0.565617, acc.: 71.59%] [G loss: 0.943888]\n",
"2343 [D loss: 0.600575, acc.: 68.94%] [G loss: 0.914858]\n",
"2344 [D loss: 0.588122, acc.: 74.62%] [G loss: 0.968542]\n",
"2345 [D loss: 0.577061, acc.: 73.11%] [G loss: 0.933793]\n",
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"2349 [D loss: 0.594359, acc.: 74.62%] [G loss: 0.929610]\n",
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"2351 [D loss: 0.599349, acc.: 71.21%] [G loss: 0.897534]\n",
"2352 [D loss: 0.584965, acc.: 72.35%] [G loss: 0.921296]\n",
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"2357 [D loss: 0.585484, acc.: 67.42%] [G loss: 0.910570]\n",
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"2359 [D loss: 0.569555, acc.: 73.48%] [G loss: 0.941048]\n",
"2360 [D loss: 0.592311, acc.: 69.70%] [G loss: 0.973577]\n",
"2361 [D loss: 0.590742, acc.: 72.35%] [G loss: 0.926032]\n",
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"2369 [D loss: 0.577169, acc.: 71.97%] [G loss: 0.945354]\n",
"2370 [D loss: 0.616556, acc.: 68.18%] [G loss: 0.919359]\n",
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"2373 [D loss: 0.612036, acc.: 68.94%] [G loss: 0.933663]\n",
"2374 [D loss: 0.587607, acc.: 72.35%] [G loss: 0.909095]\n",
"2375 [D loss: 0.616181, acc.: 67.05%] [G loss: 0.977637]\n",
"2376 [D loss: 0.617076, acc.: 69.32%] [G loss: 0.935039]\n",
"2377 [D loss: 0.583744, acc.: 72.73%] [G loss: 0.923197]\n",
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"2380 [D loss: 0.598301, acc.: 70.45%] [G loss: 0.910474]\n",
"2381 [D loss: 0.558070, acc.: 78.41%] [G loss: 0.904093]\n",
"2382 [D loss: 0.586130, acc.: 75.38%] [G loss: 0.942341]\n",
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"2385 [D loss: 0.600964, acc.: 72.73%] [G loss: 0.965740]\n",
"2386 [D loss: 0.600761, acc.: 70.83%] [G loss: 0.972988]\n",
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"2388 [D loss: 0.584736, acc.: 71.59%] [G loss: 0.941964]\n",
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"2391 [D loss: 0.575645, acc.: 73.48%] [G loss: 0.918357]\n",
"2392 [D loss: 0.601160, acc.: 69.32%] [G loss: 0.951470]\n",
"2393 [D loss: 0.607959, acc.: 67.42%] [G loss: 0.903791]\n",
"2394 [D loss: 0.635831, acc.: 63.26%] [G loss: 0.939406]\n",
"2395 [D loss: 0.572455, acc.: 74.24%] [G loss: 0.913005]\n",
"2396 [D loss: 0.611120, acc.: 65.53%] [G loss: 0.949692]\n",
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"2399 [D loss: 0.602678, acc.: 69.32%] [G loss: 0.912064]\n",
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"2404 [D loss: 0.609566, acc.: 64.77%] [G loss: 0.914024]\n",
"2405 [D loss: 0.610593, acc.: 68.18%] [G loss: 0.939242]\n",
"2406 [D loss: 0.594706, acc.: 71.21%] [G loss: 0.945743]\n",
"2407 [D loss: 0.616763, acc.: 66.29%] [G loss: 0.929967]\n",
"2408 [D loss: 0.594649, acc.: 69.32%] [G loss: 0.892696]\n",
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"2410 [D loss: 0.596229, acc.: 73.11%] [G loss: 0.940048]\n",
"2411 [D loss: 0.603508, acc.: 71.97%] [G loss: 0.919394]\n",
"2412 [D loss: 0.594838, acc.: 74.62%] [G loss: 0.874511]\n",
"2413 [D loss: 0.619253, acc.: 66.67%] [G loss: 0.872336]\n",
"2414 [D loss: 0.615907, acc.: 66.29%] [G loss: 0.901347]\n",
"2415 [D loss: 0.576333, acc.: 71.97%] [G loss: 0.912054]\n",
"2416 [D loss: 0.599525, acc.: 70.83%] [G loss: 0.928543]\n",
"2417 [D loss: 0.590683, acc.: 71.59%] [G loss: 0.908206]\n",
"2418 [D loss: 0.602065, acc.: 69.70%] [G loss: 0.950488]\n",
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"2420 [D loss: 0.626022, acc.: 67.05%] [G loss: 0.896251]\n",
"2421 [D loss: 0.624901, acc.: 62.50%] [G loss: 0.902033]\n",
"2422 [D loss: 0.623585, acc.: 64.39%] [G loss: 0.899523]\n",
"2423 [D loss: 0.610604, acc.: 67.42%] [G loss: 0.915946]\n",
"2424 [D loss: 0.620267, acc.: 65.15%] [G loss: 0.887985]\n",
"2425 [D loss: 0.609816, acc.: 66.67%] [G loss: 0.869323]\n",
"2426 [D loss: 0.596933, acc.: 71.21%] [G loss: 0.909142]\n",
"2427 [D loss: 0.614818, acc.: 65.15%] [G loss: 0.902642]\n",
"2428 [D loss: 0.605736, acc.: 68.94%] [G loss: 0.915483]\n",
"2429 [D loss: 0.619114, acc.: 68.56%] [G loss: 0.894250]\n",
"2430 [D loss: 0.601567, acc.: 71.97%] [G loss: 0.855387]\n",
"2431 [D loss: 0.610845, acc.: 70.83%] [G loss: 0.912967]\n",
"2432 [D loss: 0.598898, acc.: 70.45%] [G loss: 0.894092]\n",
"2433 [D loss: 0.631951, acc.: 67.42%] [G loss: 0.896636]\n",
"2434 [D loss: 0.640171, acc.: 63.26%] [G loss: 0.900599]\n",
"2435 [D loss: 0.597430, acc.: 70.83%] [G loss: 0.897314]\n",
"2436 [D loss: 0.600885, acc.: 72.35%] [G loss: 0.915475]\n",
"2437 [D loss: 0.619886, acc.: 67.05%] [G loss: 0.861187]\n",
"2438 [D loss: 0.588740, acc.: 68.94%] [G loss: 0.902465]\n",
"2439 [D loss: 0.610634, acc.: 67.05%] [G loss: 0.878608]\n",
"2440 [D loss: 0.639420, acc.: 64.77%] [G loss: 0.895379]\n",
"2441 [D loss: 0.602249, acc.: 68.94%] [G loss: 0.891281]\n",
"2442 [D loss: 0.618406, acc.: 69.70%] [G loss: 0.854371]\n",
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"2450 [D loss: 0.628807, acc.: 69.32%] [G loss: 0.911584]\n",
"2451 [D loss: 0.604423, acc.: 72.73%] [G loss: 0.880483]\n",
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"2457 [D loss: 0.637687, acc.: 63.64%] [G loss: 0.876901]\n",
"2458 [D loss: 0.598915, acc.: 71.21%] [G loss: 0.876336]\n",
"2459 [D loss: 0.623309, acc.: 65.91%] [G loss: 0.914400]\n",
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"2522 [D loss: 0.603470, acc.: 70.08%] [G loss: 0.893914]\n",
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"2577 [D loss: 0.615670, acc.: 65.53%] [G loss: 0.896800]\n",
"2578 [D loss: 0.595888, acc.: 74.24%] [G loss: 0.898860]\n",
"2579 [D loss: 0.602732, acc.: 70.83%] [G loss: 0.914286]\n",
"2580 [D loss: 0.607590, acc.: 70.08%] [G loss: 0.899633]\n",
"2581 [D loss: 0.600622, acc.: 73.86%] [G loss: 0.879580]\n",
"2582 [D loss: 0.609471, acc.: 65.91%] [G loss: 0.945521]\n",
"2583 [D loss: 0.627085, acc.: 64.39%] [G loss: 0.918244]\n",
"2584 [D loss: 0.619555, acc.: 68.94%] [G loss: 0.877670]\n",
"2585 [D loss: 0.620336, acc.: 68.94%] [G loss: 0.901088]\n",
"2586 [D loss: 0.582686, acc.: 78.79%] [G loss: 0.900220]\n",
"2587 [D loss: 0.600733, acc.: 69.32%] [G loss: 0.893055]\n",
"2588 [D loss: 0.628687, acc.: 62.50%] [G loss: 0.904674]\n",
"2589 [D loss: 0.615149, acc.: 69.32%] [G loss: 0.873481]\n",
"2590 [D loss: 0.587266, acc.: 74.62%] [G loss: 0.910497]\n",
"2591 [D loss: 0.605210, acc.: 69.32%] [G loss: 0.934118]\n",
"2592 [D loss: 0.616667, acc.: 70.08%] [G loss: 0.869639]\n",
"2593 [D loss: 0.621800, acc.: 67.05%] [G loss: 0.909418]\n",
"2594 [D loss: 0.606520, acc.: 72.35%] [G loss: 0.867468]\n",
"2595 [D loss: 0.606795, acc.: 71.59%] [G loss: 0.858118]\n",
"2596 [D loss: 0.630758, acc.: 68.56%] [G loss: 0.864638]\n",
"2597 [D loss: 0.630086, acc.: 67.05%] [G loss: 0.882082]\n",
"2598 [D loss: 0.609020, acc.: 73.11%] [G loss: 0.891777]\n",
"2599 [D loss: 0.617774, acc.: 67.80%] [G loss: 0.907199]\n",
"2600 [D loss: 0.636966, acc.: 65.91%] [G loss: 0.905698]\n",
"2601 [D loss: 0.604037, acc.: 70.83%] [G loss: 0.918271]\n",
"2602 [D loss: 0.621345, acc.: 69.70%] [G loss: 0.905750]\n",
"2603 [D loss: 0.620603, acc.: 67.05%] [G loss: 0.939753]\n",
"2604 [D loss: 0.624358, acc.: 66.29%] [G loss: 0.885926]\n",
"2605 [D loss: 0.611896, acc.: 68.56%] [G loss: 0.904242]\n",
"2606 [D loss: 0.613346, acc.: 69.32%] [G loss: 0.925115]\n",
"2607 [D loss: 0.610601, acc.: 70.83%] [G loss: 0.890517]\n",
"2608 [D loss: 0.632955, acc.: 66.29%] [G loss: 0.919702]\n",
"2609 [D loss: 0.617880, acc.: 70.08%] [G loss: 0.894423]\n",
"2610 [D loss: 0.640307, acc.: 67.05%] [G loss: 0.859573]\n",
"2611 [D loss: 0.620716, acc.: 67.80%] [G loss: 0.866208]\n",
"2612 [D loss: 0.645210, acc.: 65.91%] [G loss: 0.877980]\n",
"2613 [D loss: 0.634921, acc.: 68.56%] [G loss: 0.877601]\n",
"2614 [D loss: 0.616583, acc.: 68.18%] [G loss: 0.892942]\n",
"2615 [D loss: 0.618923, acc.: 67.80%] [G loss: 0.886048]\n",
"2616 [D loss: 0.604399, acc.: 72.35%] [G loss: 0.860125]\n",
"2617 [D loss: 0.626981, acc.: 69.32%] [G loss: 0.916414]\n",
"2618 [D loss: 0.602468, acc.: 69.70%] [G loss: 0.905149]\n",
"2619 [D loss: 0.584578, acc.: 75.00%] [G loss: 0.909143]\n",
"2620 [D loss: 0.604146, acc.: 67.80%] [G loss: 0.857258]\n",
"2621 [D loss: 0.608554, acc.: 70.45%] [G loss: 0.868135]\n",
"2622 [D loss: 0.606557, acc.: 67.80%] [G loss: 0.916982]\n",
"2623 [D loss: 0.621014, acc.: 67.05%] [G loss: 0.900010]\n",
"2624 [D loss: 0.635936, acc.: 68.18%] [G loss: 0.906213]\n",
"2625 [D loss: 0.635994, acc.: 67.05%] [G loss: 0.873869]\n",
"2626 [D loss: 0.615352, acc.: 67.42%] [G loss: 0.892198]\n",
"2627 [D loss: 0.626392, acc.: 69.32%] [G loss: 0.817287]\n",
"2628 [D loss: 0.626147, acc.: 67.42%] [G loss: 0.889709]\n",
"2629 [D loss: 0.608209, acc.: 66.67%] [G loss: 0.905554]\n",
"2630 [D loss: 0.637214, acc.: 65.91%] [G loss: 0.916992]\n",
"2631 [D loss: 0.593373, acc.: 73.86%] [G loss: 0.938914]\n",
"2632 [D loss: 0.642732, acc.: 63.64%] [G loss: 0.924220]\n",
"2633 [D loss: 0.584396, acc.: 75.00%] [G loss: 0.894397]\n",
"2634 [D loss: 0.635729, acc.: 62.12%] [G loss: 0.917331]\n",
"2635 [D loss: 0.621707, acc.: 66.67%] [G loss: 0.868434]\n",
"2636 [D loss: 0.611414, acc.: 72.73%] [G loss: 0.911383]\n",
"2637 [D loss: 0.588490, acc.: 73.48%] [G loss: 0.906360]\n",
"2638 [D loss: 0.620218, acc.: 68.56%] [G loss: 0.906572]\n",
"2639 [D loss: 0.589818, acc.: 73.48%] [G loss: 0.905572]\n",
"2640 [D loss: 0.630740, acc.: 65.15%] [G loss: 0.907721]\n",
"2641 [D loss: 0.614279, acc.: 69.70%] [G loss: 0.895847]\n",
"2642 [D loss: 0.613953, acc.: 64.39%] [G loss: 0.903686]\n",
"2643 [D loss: 0.612337, acc.: 72.35%] [G loss: 0.904982]\n",
"2644 [D loss: 0.630919, acc.: 69.32%] [G loss: 0.911753]\n",
"2645 [D loss: 0.627767, acc.: 63.64%] [G loss: 0.897473]\n",
"2646 [D loss: 0.614869, acc.: 72.35%] [G loss: 0.921568]\n",
"2647 [D loss: 0.620691, acc.: 66.67%] [G loss: 0.925737]\n",
"2648 [D loss: 0.622556, acc.: 64.39%] [G loss: 0.912901]\n",
"2649 [D loss: 0.622824, acc.: 69.70%] [G loss: 0.885046]\n",
"2650 [D loss: 0.621468, acc.: 64.02%] [G loss: 0.888413]\n",
"2651 [D loss: 0.633230, acc.: 67.42%] [G loss: 0.873618]\n",
"2652 [D loss: 0.624491, acc.: 67.42%] [G loss: 0.888734]\n",
"2653 [D loss: 0.625002, acc.: 64.77%] [G loss: 0.853409]\n",
"2654 [D loss: 0.627486, acc.: 67.05%] [G loss: 0.939436]\n",
"2655 [D loss: 0.625259, acc.: 64.77%] [G loss: 0.899398]\n",
"2656 [D loss: 0.621892, acc.: 67.80%] [G loss: 0.856850]\n",
"2657 [D loss: 0.595698, acc.: 71.59%] [G loss: 0.890451]\n",
"2658 [D loss: 0.631662, acc.: 62.88%] [G loss: 0.857972]\n",
"2659 [D loss: 0.626428, acc.: 69.32%] [G loss: 0.921068]\n",
"2660 [D loss: 0.609537, acc.: 66.29%] [G loss: 0.910996]\n",
"2661 [D loss: 0.610267, acc.: 70.08%] [G loss: 0.914989]\n",
"2662 [D loss: 0.630345, acc.: 62.50%] [G loss: 0.926419]\n",
"2663 [D loss: 0.595037, acc.: 72.35%] [G loss: 0.889859]\n",
"2664 [D loss: 0.618418, acc.: 68.94%] [G loss: 0.910890]\n",
"2665 [D loss: 0.605091, acc.: 71.59%] [G loss: 0.885324]\n",
"2666 [D loss: 0.600458, acc.: 68.56%] [G loss: 0.858615]\n",
"2667 [D loss: 0.588606, acc.: 75.00%] [G loss: 0.947028]\n",
"2668 [D loss: 0.620046, acc.: 67.80%] [G loss: 0.883815]\n",
"2669 [D loss: 0.613232, acc.: 67.05%] [G loss: 0.918021]\n",
"2670 [D loss: 0.606628, acc.: 67.80%] [G loss: 0.920397]\n",
"2671 [D loss: 0.601816, acc.: 70.83%] [G loss: 0.919289]\n",
"2672 [D loss: 0.595985, acc.: 71.97%] [G loss: 0.921105]\n",
"2673 [D loss: 0.615277, acc.: 67.05%] [G loss: 0.924791]\n",
"2674 [D loss: 0.617113, acc.: 67.42%] [G loss: 0.903965]\n",
"2675 [D loss: 0.609181, acc.: 70.83%] [G loss: 0.870558]\n",
"2676 [D loss: 0.646208, acc.: 64.02%] [G loss: 0.912171]\n",
"2677 [D loss: 0.615789, acc.: 67.05%] [G loss: 0.900781]\n",
"2678 [D loss: 0.621752, acc.: 67.80%] [G loss: 0.920568]\n",
"2679 [D loss: 0.589220, acc.: 72.73%] [G loss: 0.905796]\n",
"2680 [D loss: 0.590074, acc.: 70.45%] [G loss: 0.911393]\n",
"2681 [D loss: 0.613044, acc.: 68.18%] [G loss: 0.911070]\n",
"2682 [D loss: 0.620053, acc.: 66.67%] [G loss: 0.910111]\n",
"2683 [D loss: 0.607992, acc.: 68.94%] [G loss: 0.913458]\n",
"2684 [D loss: 0.618016, acc.: 66.29%] [G loss: 0.899453]\n",
"2685 [D loss: 0.620739, acc.: 66.67%] [G loss: 0.915785]\n",
"2686 [D loss: 0.637308, acc.: 67.42%] [G loss: 0.902619]\n",
"2687 [D loss: 0.610079, acc.: 65.91%] [G loss: 0.904507]\n",
"2688 [D loss: 0.591353, acc.: 71.21%] [G loss: 0.929296]\n",
"2689 [D loss: 0.612401, acc.: 68.56%] [G loss: 0.871855]\n",
"2690 [D loss: 0.627110, acc.: 64.39%] [G loss: 0.907990]\n",
"2691 [D loss: 0.635141, acc.: 64.02%] [G loss: 0.876152]\n",
"2692 [D loss: 0.604211, acc.: 69.70%] [G loss: 0.905252]\n",
"2693 [D loss: 0.608207, acc.: 69.32%] [G loss: 0.889248]\n",
"2694 [D loss: 0.614603, acc.: 66.67%] [G loss: 0.942408]\n",
"2695 [D loss: 0.617003, acc.: 65.53%] [G loss: 0.935730]\n",
"2696 [D loss: 0.602094, acc.: 69.32%] [G loss: 0.891327]\n",
"2697 [D loss: 0.623840, acc.: 66.29%] [G loss: 0.913660]\n",
"2698 [D loss: 0.619460, acc.: 63.64%] [G loss: 0.914325]\n",
"2699 [D loss: 0.649533, acc.: 61.36%] [G loss: 0.904168]\n",
"2700 [D loss: 0.648479, acc.: 60.98%] [G loss: 0.896955]\n",
"2701 [D loss: 0.608696, acc.: 67.80%] [G loss: 0.906451]\n",
"2702 [D loss: 0.605806, acc.: 67.80%] [G loss: 0.926287]\n",
"2703 [D loss: 0.601007, acc.: 67.80%] [G loss: 0.888709]\n",
"2704 [D loss: 0.632748, acc.: 65.53%] [G loss: 0.842083]\n",
"2705 [D loss: 0.620232, acc.: 66.29%] [G loss: 0.869891]\n",
"2706 [D loss: 0.625488, acc.: 66.67%] [G loss: 0.851587]\n",
"2707 [D loss: 0.600745, acc.: 69.70%] [G loss: 0.863846]\n",
"2708 [D loss: 0.615296, acc.: 67.42%] [G loss: 0.897443]\n",
"2709 [D loss: 0.610781, acc.: 66.29%] [G loss: 0.880163]\n",
"2710 [D loss: 0.590869, acc.: 73.86%] [G loss: 0.887704]\n",
"2711 [D loss: 0.603249, acc.: 72.73%] [G loss: 0.897665]\n",
"2712 [D loss: 0.609540, acc.: 71.21%] [G loss: 0.889376]\n",
"2713 [D loss: 0.599766, acc.: 71.21%] [G loss: 0.925851]\n",
"2714 [D loss: 0.598692, acc.: 71.21%] [G loss: 0.905276]\n",
"2715 [D loss: 0.625066, acc.: 63.64%] [G loss: 0.902060]\n",
"2716 [D loss: 0.596426, acc.: 71.59%] [G loss: 0.891098]\n",
"2717 [D loss: 0.636389, acc.: 62.12%] [G loss: 0.877645]\n",
"2718 [D loss: 0.597105, acc.: 70.83%] [G loss: 0.910041]\n",
"2719 [D loss: 0.593804, acc.: 71.97%] [G loss: 0.907792]\n",
"2720 [D loss: 0.645630, acc.: 64.02%] [G loss: 0.880329]\n",
"2721 [D loss: 0.618956, acc.: 67.42%] [G loss: 0.896048]\n",
"2722 [D loss: 0.601528, acc.: 70.83%] [G loss: 0.875438]\n",
"2723 [D loss: 0.623870, acc.: 67.05%] [G loss: 0.916201]\n",
"2724 [D loss: 0.603322, acc.: 70.83%] [G loss: 0.939154]\n",
"2725 [D loss: 0.613392, acc.: 66.29%] [G loss: 0.882324]\n",
"2726 [D loss: 0.616400, acc.: 65.53%] [G loss: 0.915566]\n",
"2727 [D loss: 0.622669, acc.: 70.08%] [G loss: 0.899710]\n",
"2728 [D loss: 0.593383, acc.: 73.48%] [G loss: 0.896141]\n",
"2729 [D loss: 0.637746, acc.: 64.39%] [G loss: 0.915155]\n",
"2730 [D loss: 0.620256, acc.: 67.80%] [G loss: 0.934549]\n",
"2731 [D loss: 0.654673, acc.: 63.26%] [G loss: 0.909736]\n",
"2732 [D loss: 0.618466, acc.: 67.80%] [G loss: 0.877294]\n",
"2733 [D loss: 0.655127, acc.: 59.85%] [G loss: 0.883362]\n",
"2734 [D loss: 0.609569, acc.: 70.83%] [G loss: 0.894332]\n",
"2735 [D loss: 0.602265, acc.: 70.45%] [G loss: 0.907911]\n",
"2736 [D loss: 0.599267, acc.: 74.24%] [G loss: 0.899348]\n",
"2737 [D loss: 0.638835, acc.: 64.77%] [G loss: 0.894811]\n",
"2738 [D loss: 0.629406, acc.: 68.56%] [G loss: 0.914213]\n",
"2739 [D loss: 0.607160, acc.: 70.83%] [G loss: 0.886642]\n",
"2740 [D loss: 0.646776, acc.: 58.71%] [G loss: 0.879036]\n",
"2741 [D loss: 0.585083, acc.: 73.11%] [G loss: 0.894971]\n",
"2742 [D loss: 0.625108, acc.: 67.80%] [G loss: 0.879268]\n",
"2743 [D loss: 0.620435, acc.: 69.32%] [G loss: 0.889770]\n",
"2744 [D loss: 0.618924, acc.: 67.05%] [G loss: 0.898836]\n",
"2745 [D loss: 0.617509, acc.: 69.32%] [G loss: 0.890656]\n",
"2746 [D loss: 0.619842, acc.: 65.91%] [G loss: 0.905106]\n",
"2747 [D loss: 0.607548, acc.: 69.70%] [G loss: 0.903214]\n",
"2748 [D loss: 0.629183, acc.: 63.26%] [G loss: 0.863573]\n",
"2749 [D loss: 0.630140, acc.: 64.77%] [G loss: 0.893347]\n",
"2750 [D loss: 0.638041, acc.: 64.77%] [G loss: 0.913006]\n",
"2751 [D loss: 0.624180, acc.: 69.70%] [G loss: 0.913763]\n",
"2752 [D loss: 0.600126, acc.: 72.73%] [G loss: 0.890543]\n",
"2753 [D loss: 0.634268, acc.: 65.15%] [G loss: 0.922313]\n",
"2754 [D loss: 0.603026, acc.: 70.83%] [G loss: 0.914929]\n",
"2755 [D loss: 0.613062, acc.: 71.97%] [G loss: 0.924294]\n",
"2756 [D loss: 0.624990, acc.: 68.94%] [G loss: 0.935234]\n",
"2757 [D loss: 0.629812, acc.: 65.53%] [G loss: 0.902113]\n",
"2758 [D loss: 0.633717, acc.: 62.12%] [G loss: 0.912377]\n",
"2759 [D loss: 0.612173, acc.: 67.05%] [G loss: 0.902039]\n",
"2760 [D loss: 0.621410, acc.: 66.67%] [G loss: 0.909607]\n",
"2761 [D loss: 0.636114, acc.: 63.64%] [G loss: 0.918205]\n",
"2762 [D loss: 0.619190, acc.: 67.80%] [G loss: 0.877211]\n",
"2763 [D loss: 0.626409, acc.: 68.56%] [G loss: 0.918384]\n",
"2764 [D loss: 0.629347, acc.: 66.29%] [G loss: 0.906477]\n",
"2765 [D loss: 0.620487, acc.: 67.42%] [G loss: 0.910063]\n",
"2766 [D loss: 0.655907, acc.: 60.23%] [G loss: 0.899774]\n",
"2767 [D loss: 0.601731, acc.: 71.59%] [G loss: 0.888806]\n",
"2768 [D loss: 0.607261, acc.: 71.59%] [G loss: 0.907601]\n",
"2769 [D loss: 0.645811, acc.: 59.47%] [G loss: 0.886131]\n",
"2770 [D loss: 0.612639, acc.: 70.83%] [G loss: 0.861069]\n",
"2771 [D loss: 0.620646, acc.: 69.32%] [G loss: 0.898667]\n",
"2772 [D loss: 0.620571, acc.: 66.29%] [G loss: 0.919070]\n",
"2773 [D loss: 0.609509, acc.: 68.18%] [G loss: 0.922648]\n",
"2774 [D loss: 0.639938, acc.: 62.88%] [G loss: 0.906504]\n",
"2775 [D loss: 0.614518, acc.: 68.18%] [G loss: 0.913178]\n",
"2776 [D loss: 0.627634, acc.: 65.53%] [G loss: 0.928193]\n",
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"2778 [D loss: 0.605664, acc.: 71.59%] [G loss: 0.889710]\n",
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"2780 [D loss: 0.607970, acc.: 68.56%] [G loss: 0.870269]\n",
"2781 [D loss: 0.618750, acc.: 65.53%] [G loss: 0.903755]\n",
"2782 [D loss: 0.624190, acc.: 67.80%] [G loss: 0.903117]\n",
"2783 [D loss: 0.583772, acc.: 72.35%] [G loss: 0.898727]\n",
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"2785 [D loss: 0.600029, acc.: 73.11%] [G loss: 0.895240]\n",
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"2787 [D loss: 0.641805, acc.: 62.88%] [G loss: 0.899891]\n",
"2788 [D loss: 0.606770, acc.: 68.56%] [G loss: 0.876519]\n",
"2789 [D loss: 0.635409, acc.: 64.39%] [G loss: 0.900608]\n",
"2790 [D loss: 0.625614, acc.: 69.70%] [G loss: 0.857706]\n",
"2791 [D loss: 0.590364, acc.: 74.62%] [G loss: 0.898480]\n",
"2792 [D loss: 0.606947, acc.: 68.56%] [G loss: 0.912039]\n",
"2793 [D loss: 0.640987, acc.: 64.02%] [G loss: 0.947996]\n",
"2794 [D loss: 0.615037, acc.: 68.56%] [G loss: 0.887246]\n",
"2795 [D loss: 0.645982, acc.: 65.53%] [G loss: 0.864308]\n",
"2796 [D loss: 0.625933, acc.: 66.67%] [G loss: 0.909303]\n",
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"2798 [D loss: 0.647566, acc.: 62.12%] [G loss: 0.936758]\n",
"2799 [D loss: 0.612040, acc.: 64.77%] [G loss: 0.916147]\n",
"2800 [D loss: 0.621226, acc.: 68.18%] [G loss: 0.929464]\n",
"2801 [D loss: 0.611230, acc.: 70.08%] [G loss: 0.881656]\n",
"2802 [D loss: 0.611404, acc.: 67.80%] [G loss: 0.907539]\n",
"2803 [D loss: 0.617152, acc.: 69.32%] [G loss: 0.874580]\n",
"2804 [D loss: 0.611953, acc.: 68.56%] [G loss: 0.890198]\n",
"2805 [D loss: 0.640996, acc.: 60.61%] [G loss: 0.916438]\n",
"2806 [D loss: 0.638888, acc.: 64.77%] [G loss: 0.915433]\n",
"2807 [D loss: 0.626003, acc.: 68.18%] [G loss: 0.902051]\n",
"2808 [D loss: 0.612314, acc.: 69.32%] [G loss: 0.880973]\n",
"2809 [D loss: 0.596203, acc.: 69.70%] [G loss: 0.881785]\n",
"2810 [D loss: 0.598194, acc.: 69.32%] [G loss: 0.924138]\n",
"2811 [D loss: 0.624217, acc.: 67.05%] [G loss: 0.842128]\n",
"2812 [D loss: 0.602477, acc.: 69.32%] [G loss: 0.851362]\n",
"2813 [D loss: 0.631906, acc.: 65.91%] [G loss: 0.873122]\n",
"2814 [D loss: 0.654993, acc.: 61.36%] [G loss: 0.858583]\n",
"2815 [D loss: 0.622494, acc.: 67.05%] [G loss: 0.877428]\n",
"2816 [D loss: 0.615070, acc.: 67.42%] [G loss: 0.874705]\n",
"2817 [D loss: 0.638869, acc.: 62.50%] [G loss: 0.866944]\n",
"2818 [D loss: 0.626661, acc.: 67.42%] [G loss: 0.898945]\n",
"2819 [D loss: 0.646214, acc.: 65.15%] [G loss: 0.901657]\n",
"2820 [D loss: 0.638484, acc.: 63.64%] [G loss: 0.906350]\n",
"2821 [D loss: 0.624703, acc.: 66.29%] [G loss: 0.909341]\n",
"2822 [D loss: 0.606473, acc.: 70.08%] [G loss: 0.909930]\n",
"2823 [D loss: 0.640951, acc.: 61.36%] [G loss: 0.919915]\n",
"2824 [D loss: 0.640732, acc.: 66.67%] [G loss: 0.909205]\n",
"2825 [D loss: 0.624784, acc.: 65.15%] [G loss: 0.927538]\n",
"2826 [D loss: 0.632683, acc.: 68.94%] [G loss: 0.882393]\n",
"2827 [D loss: 0.625712, acc.: 68.94%] [G loss: 0.887385]\n",
"2828 [D loss: 0.615852, acc.: 67.42%] [G loss: 0.882169]\n",
"2829 [D loss: 0.611416, acc.: 69.32%] [G loss: 0.890096]\n",
"2830 [D loss: 0.618282, acc.: 66.29%] [G loss: 0.875985]\n",
"2831 [D loss: 0.594803, acc.: 74.62%] [G loss: 0.912005]\n",
"2832 [D loss: 0.594894, acc.: 73.11%] [G loss: 0.908338]\n",
"2833 [D loss: 0.614875, acc.: 68.94%] [G loss: 0.913458]\n",
"2834 [D loss: 0.615648, acc.: 64.77%] [G loss: 0.910371]\n",
"2835 [D loss: 0.642198, acc.: 63.26%] [G loss: 0.903754]\n",
"2836 [D loss: 0.626868, acc.: 66.67%] [G loss: 0.913175]\n",
"2837 [D loss: 0.621556, acc.: 66.29%] [G loss: 0.924497]\n",
"2838 [D loss: 0.642338, acc.: 60.98%] [G loss: 0.901005]\n",
"2839 [D loss: 0.614675, acc.: 69.32%] [G loss: 0.884904]\n",
"2840 [D loss: 0.594768, acc.: 74.24%] [G loss: 0.924379]\n",
"2841 [D loss: 0.653948, acc.: 62.50%] [G loss: 0.860565]\n",
"2842 [D loss: 0.638170, acc.: 64.77%] [G loss: 0.892106]\n",
"2843 [D loss: 0.622705, acc.: 67.42%] [G loss: 0.871488]\n",
"2844 [D loss: 0.615948, acc.: 68.18%] [G loss: 0.882991]\n",
"2845 [D loss: 0.631840, acc.: 66.29%] [G loss: 0.878070]\n",
"2846 [D loss: 0.619816, acc.: 69.70%] [G loss: 0.913085]\n",
"2847 [D loss: 0.624187, acc.: 68.56%] [G loss: 0.898793]\n",
"2848 [D loss: 0.620472, acc.: 67.80%] [G loss: 0.902556]\n",
"2849 [D loss: 0.621474, acc.: 64.77%] [G loss: 0.869757]\n",
"2850 [D loss: 0.621163, acc.: 69.70%] [G loss: 0.856049]\n",
"2851 [D loss: 0.619362, acc.: 68.56%] [G loss: 0.923888]\n",
"2852 [D loss: 0.600755, acc.: 68.94%] [G loss: 0.911043]\n",
"2853 [D loss: 0.631267, acc.: 62.50%] [G loss: 0.933214]\n",
"2854 [D loss: 0.619594, acc.: 65.53%] [G loss: 0.934044]\n",
"2855 [D loss: 0.601786, acc.: 70.83%] [G loss: 0.928583]\n",
"2856 [D loss: 0.636365, acc.: 66.67%] [G loss: 0.873168]\n",
"2857 [D loss: 0.623754, acc.: 68.18%] [G loss: 0.873451]\n",
"2858 [D loss: 0.615975, acc.: 68.94%] [G loss: 0.894003]\n",
"2859 [D loss: 0.631837, acc.: 64.39%] [G loss: 0.874677]\n",
"2860 [D loss: 0.610453, acc.: 71.97%] [G loss: 0.868787]\n",
"2861 [D loss: 0.603612, acc.: 70.45%] [G loss: 0.896287]\n",
"2862 [D loss: 0.619516, acc.: 66.29%] [G loss: 0.935277]\n",
"2863 [D loss: 0.600087, acc.: 70.08%] [G loss: 0.907878]\n",
"2864 [D loss: 0.645897, acc.: 59.85%] [G loss: 0.884402]\n",
"2865 [D loss: 0.627147, acc.: 61.74%] [G loss: 0.869948]\n",
"2866 [D loss: 0.604582, acc.: 70.08%] [G loss: 0.857566]\n",
"2867 [D loss: 0.616023, acc.: 69.70%] [G loss: 0.871277]\n",
"2868 [D loss: 0.613423, acc.: 68.94%] [G loss: 0.838170]\n",
"2869 [D loss: 0.610308, acc.: 68.56%] [G loss: 0.856653]\n",
"2870 [D loss: 0.620081, acc.: 67.80%] [G loss: 0.904529]\n",
"2871 [D loss: 0.615560, acc.: 67.42%] [G loss: 0.852422]\n",
"2872 [D loss: 0.639062, acc.: 62.50%] [G loss: 0.891250]\n",
"2873 [D loss: 0.622942, acc.: 67.80%] [G loss: 0.893014]\n",
"2874 [D loss: 0.616561, acc.: 68.18%] [G loss: 0.896661]\n",
"2875 [D loss: 0.608111, acc.: 69.32%] [G loss: 0.887226]\n",
"2876 [D loss: 0.625966, acc.: 67.80%] [G loss: 0.929099]\n",
"2877 [D loss: 0.637822, acc.: 64.39%] [G loss: 0.900149]\n",
"2878 [D loss: 0.622233, acc.: 65.53%] [G loss: 0.873554]\n",
"2879 [D loss: 0.617773, acc.: 67.05%] [G loss: 0.886098]\n",
"2880 [D loss: 0.630152, acc.: 67.80%] [G loss: 0.881012]\n",
"2881 [D loss: 0.627827, acc.: 68.18%] [G loss: 0.937894]\n",
"2882 [D loss: 0.611764, acc.: 71.59%] [G loss: 0.884971]\n",
"2883 [D loss: 0.595747, acc.: 71.97%] [G loss: 0.890162]\n",
"2884 [D loss: 0.626559, acc.: 67.42%] [G loss: 0.898538]\n",
"2885 [D loss: 0.618659, acc.: 68.56%] [G loss: 0.875948]\n",
"2886 [D loss: 0.608760, acc.: 69.32%] [G loss: 0.887192]\n",
"2887 [D loss: 0.616009, acc.: 65.53%] [G loss: 0.878541]\n",
"2888 [D loss: 0.651872, acc.: 61.74%] [G loss: 0.893779]\n",
"2889 [D loss: 0.600363, acc.: 71.21%] [G loss: 0.880706]\n",
"2890 [D loss: 0.627085, acc.: 64.77%] [G loss: 0.930020]\n",
"2891 [D loss: 0.643360, acc.: 66.67%] [G loss: 0.869309]\n",
"2892 [D loss: 0.637192, acc.: 67.42%] [G loss: 0.878963]\n",
"2893 [D loss: 0.631956, acc.: 65.91%] [G loss: 0.851917]\n",
"2894 [D loss: 0.607237, acc.: 67.42%] [G loss: 0.882235]\n",
"2895 [D loss: 0.641248, acc.: 61.74%] [G loss: 0.874844]\n",
"2896 [D loss: 0.604822, acc.: 71.59%] [G loss: 0.895091]\n",
"2897 [D loss: 0.651798, acc.: 64.02%] [G loss: 0.917117]\n",
"2898 [D loss: 0.620489, acc.: 65.53%] [G loss: 0.920632]\n",
"2899 [D loss: 0.618556, acc.: 70.08%] [G loss: 0.888647]\n",
"2900 [D loss: 0.619693, acc.: 68.56%] [G loss: 0.908017]\n",
"2901 [D loss: 0.598960, acc.: 70.83%] [G loss: 0.913767]\n",
"2902 [D loss: 0.614953, acc.: 71.59%] [G loss: 0.934125]\n",
"2903 [D loss: 0.632191, acc.: 67.80%] [G loss: 0.926023]\n",
"2904 [D loss: 0.625969, acc.: 67.80%] [G loss: 0.929371]\n",
"2905 [D loss: 0.612051, acc.: 69.32%] [G loss: 0.872998]\n",
"2906 [D loss: 0.608486, acc.: 70.08%] [G loss: 0.927154]\n",
"2907 [D loss: 0.629582, acc.: 67.05%] [G loss: 0.920136]\n",
"2908 [D loss: 0.630604, acc.: 64.39%] [G loss: 0.895839]\n",
"2909 [D loss: 0.612155, acc.: 68.94%] [G loss: 0.881643]\n",
"2910 [D loss: 0.618010, acc.: 68.56%] [G loss: 0.914102]\n",
"2911 [D loss: 0.602139, acc.: 68.56%] [G loss: 0.892458]\n",
"2912 [D loss: 0.594202, acc.: 70.83%] [G loss: 0.917638]\n",
"2913 [D loss: 0.624207, acc.: 67.05%] [G loss: 0.894662]\n",
"2914 [D loss: 0.619871, acc.: 69.70%] [G loss: 0.897581]\n",
"2915 [D loss: 0.631837, acc.: 65.91%] [G loss: 0.896174]\n",
"2916 [D loss: 0.616151, acc.: 66.67%] [G loss: 0.867571]\n",
"2917 [D loss: 0.609486, acc.: 70.45%] [G loss: 0.865802]\n",
"2918 [D loss: 0.594098, acc.: 71.97%] [G loss: 0.896039]\n",
"2919 [D loss: 0.662242, acc.: 61.74%] [G loss: 0.889726]\n",
"2920 [D loss: 0.624042, acc.: 68.18%] [G loss: 0.867240]\n",
"2921 [D loss: 0.644928, acc.: 60.61%] [G loss: 0.920268]\n",
"2922 [D loss: 0.628685, acc.: 67.80%] [G loss: 0.887486]\n",
"2923 [D loss: 0.629705, acc.: 65.91%] [G loss: 0.867439]\n",
"2924 [D loss: 0.621081, acc.: 68.56%] [G loss: 0.845590]\n",
"2925 [D loss: 0.625719, acc.: 66.29%] [G loss: 0.888273]\n",
"2926 [D loss: 0.634578, acc.: 64.77%] [G loss: 0.912300]\n",
"2927 [D loss: 0.641742, acc.: 61.74%] [G loss: 0.889444]\n",
"2928 [D loss: 0.616342, acc.: 71.59%] [G loss: 0.913797]\n",
"2929 [D loss: 0.624483, acc.: 66.29%] [G loss: 0.918149]\n",
"2930 [D loss: 0.636506, acc.: 66.67%] [G loss: 0.912079]\n",
"2931 [D loss: 0.628807, acc.: 67.42%] [G loss: 0.901487]\n",
"2932 [D loss: 0.621002, acc.: 66.67%] [G loss: 0.896682]\n",
"2933 [D loss: 0.637013, acc.: 61.36%] [G loss: 0.859629]\n",
"2934 [D loss: 0.620075, acc.: 68.18%] [G loss: 0.874004]\n",
"2935 [D loss: 0.636995, acc.: 61.36%] [G loss: 0.873746]\n",
"2936 [D loss: 0.631853, acc.: 67.05%] [G loss: 0.893344]\n",
"2937 [D loss: 0.602480, acc.: 68.56%] [G loss: 0.901224]\n",
"2938 [D loss: 0.602967, acc.: 68.56%] [G loss: 0.914700]\n",
"2939 [D loss: 0.613183, acc.: 68.94%] [G loss: 0.890794]\n",
"2940 [D loss: 0.615438, acc.: 71.97%] [G loss: 0.900012]\n",
"2941 [D loss: 0.635015, acc.: 64.39%] [G loss: 0.850732]\n",
"2942 [D loss: 0.597483, acc.: 73.48%] [G loss: 0.886207]\n",
"2943 [D loss: 0.621201, acc.: 65.15%] [G loss: 0.875787]\n",
"2944 [D loss: 0.612706, acc.: 69.32%] [G loss: 0.879303]\n",
"2945 [D loss: 0.616253, acc.: 65.91%] [G loss: 0.849894]\n",
"2946 [D loss: 0.631501, acc.: 62.12%] [G loss: 0.875101]\n",
"2947 [D loss: 0.631212, acc.: 63.64%] [G loss: 0.892917]\n",
"2948 [D loss: 0.606059, acc.: 71.59%] [G loss: 0.886781]\n",
"2949 [D loss: 0.618875, acc.: 65.15%] [G loss: 0.911083]\n",
"2950 [D loss: 0.631631, acc.: 65.15%] [G loss: 0.881201]\n",
"2951 [D loss: 0.628521, acc.: 66.67%] [G loss: 0.897898]\n",
"2952 [D loss: 0.621942, acc.: 67.42%] [G loss: 0.868657]\n",
"2953 [D loss: 0.621249, acc.: 65.91%] [G loss: 0.878932]\n",
"2954 [D loss: 0.622889, acc.: 67.42%] [G loss: 0.872712]\n",
"2955 [D loss: 0.636598, acc.: 67.05%] [G loss: 0.886828]\n",
"2956 [D loss: 0.614965, acc.: 68.56%] [G loss: 0.906877]\n",
"2957 [D loss: 0.599358, acc.: 70.83%] [G loss: 0.883960]\n",
"2958 [D loss: 0.632280, acc.: 65.91%] [G loss: 0.885682]\n",
"2959 [D loss: 0.624817, acc.: 65.91%] [G loss: 0.857587]\n",
"2960 [D loss: 0.649054, acc.: 61.36%] [G loss: 0.901052]\n",
"2961 [D loss: 0.628947, acc.: 63.26%] [G loss: 0.927340]\n",
"2962 [D loss: 0.637700, acc.: 65.15%] [G loss: 0.869210]\n",
"2963 [D loss: 0.608587, acc.: 67.80%] [G loss: 0.879151]\n",
"2964 [D loss: 0.646691, acc.: 61.74%] [G loss: 0.876317]\n",
"2965 [D loss: 0.604300, acc.: 69.32%] [G loss: 0.895316]\n",
"2966 [D loss: 0.642105, acc.: 67.05%] [G loss: 0.920101]\n",
"2967 [D loss: 0.621871, acc.: 69.70%] [G loss: 0.887317]\n",
"2968 [D loss: 0.619496, acc.: 69.70%] [G loss: 0.886899]\n",
"2969 [D loss: 0.624782, acc.: 66.67%] [G loss: 0.902843]\n",
"2970 [D loss: 0.612402, acc.: 67.05%] [G loss: 0.866905]\n",
"2971 [D loss: 0.615526, acc.: 67.42%] [G loss: 0.882292]\n",
"2972 [D loss: 0.601999, acc.: 69.32%] [G loss: 0.899766]\n",
"2973 [D loss: 0.619202, acc.: 67.80%] [G loss: 0.878516]\n",
"2974 [D loss: 0.661661, acc.: 60.61%] [G loss: 0.902771]\n",
"2975 [D loss: 0.645762, acc.: 60.23%] [G loss: 0.889687]\n",
"2976 [D loss: 0.590484, acc.: 75.38%] [G loss: 0.881308]\n",
"2977 [D loss: 0.640726, acc.: 63.26%] [G loss: 0.864188]\n",
"2978 [D loss: 0.611921, acc.: 69.70%] [G loss: 0.879111]\n",
"2979 [D loss: 0.601285, acc.: 74.62%] [G loss: 0.925595]\n",
"2980 [D loss: 0.609348, acc.: 71.59%] [G loss: 0.880184]\n",
"2981 [D loss: 0.625440, acc.: 68.94%] [G loss: 0.879214]\n",
"2982 [D loss: 0.630697, acc.: 66.29%] [G loss: 0.947222]\n",
"2983 [D loss: 0.620395, acc.: 69.32%] [G loss: 0.892412]\n",
"2984 [D loss: 0.616148, acc.: 70.45%] [G loss: 0.914756]\n",
"2985 [D loss: 0.633805, acc.: 64.39%] [G loss: 0.944737]\n",
"2986 [D loss: 0.627028, acc.: 70.45%] [G loss: 0.915185]\n",
"2987 [D loss: 0.622544, acc.: 68.94%] [G loss: 0.920044]\n",
"2988 [D loss: 0.601724, acc.: 69.70%] [G loss: 0.886730]\n",
"2989 [D loss: 0.603101, acc.: 71.59%] [G loss: 0.881334]\n",
"2990 [D loss: 0.647387, acc.: 67.05%] [G loss: 0.874223]\n",
"2991 [D loss: 0.596508, acc.: 73.11%] [G loss: 0.898063]\n",
"2992 [D loss: 0.620122, acc.: 71.21%] [G loss: 0.859270]\n",
"2993 [D loss: 0.607160, acc.: 71.21%] [G loss: 0.886969]\n",
"2994 [D loss: 0.627437, acc.: 65.91%] [G loss: 0.831641]\n",
"2995 [D loss: 0.636244, acc.: 63.64%] [G loss: 0.909773]\n",
"2996 [D loss: 0.649463, acc.: 61.74%] [G loss: 0.961775]\n",
"2997 [D loss: 0.619545, acc.: 66.29%] [G loss: 0.927494]\n",
"2998 [D loss: 0.625641, acc.: 67.42%] [G loss: 0.923879]\n",
"2999 [D loss: 0.650747, acc.: 59.85%] [G loss: 0.914554]\n",
"3000 [D loss: 0.628662, acc.: 68.94%] [G loss: 0.912320]\n",
"3001 [D loss: 0.618340, acc.: 67.05%] [G loss: 0.888264]\n",
"3002 [D loss: 0.656772, acc.: 62.88%] [G loss: 0.935310]\n",
"3003 [D loss: 0.624625, acc.: 66.29%] [G loss: 0.926437]\n",
"3004 [D loss: 0.651587, acc.: 62.88%] [G loss: 0.887466]\n",
"3005 [D loss: 0.632229, acc.: 65.53%] [G loss: 0.908823]\n",
"3006 [D loss: 0.618151, acc.: 69.32%] [G loss: 0.905895]\n",
"3007 [D loss: 0.603448, acc.: 71.97%] [G loss: 0.892822]\n",
"3008 [D loss: 0.641251, acc.: 65.53%] [G loss: 0.930468]\n",
"3009 [D loss: 0.623990, acc.: 63.26%] [G loss: 0.890665]\n",
"3010 [D loss: 0.618104, acc.: 66.67%] [G loss: 0.876906]\n",
"3011 [D loss: 0.637744, acc.: 68.18%] [G loss: 0.898382]\n",
"3012 [D loss: 0.630997, acc.: 63.64%] [G loss: 0.897890]\n",
"3013 [D loss: 0.629394, acc.: 66.67%] [G loss: 0.863387]\n",
"3014 [D loss: 0.635647, acc.: 65.53%] [G loss: 0.894883]\n",
"3015 [D loss: 0.635450, acc.: 67.05%] [G loss: 0.891531]\n",
"3016 [D loss: 0.626157, acc.: 67.42%] [G loss: 0.852308]\n",
"3017 [D loss: 0.635273, acc.: 65.15%] [G loss: 0.890687]\n",
"3018 [D loss: 0.614302, acc.: 67.42%] [G loss: 0.865345]\n",
"3019 [D loss: 0.633993, acc.: 67.42%] [G loss: 0.897801]\n",
"3020 [D loss: 0.603876, acc.: 70.83%] [G loss: 0.858851]\n",
"3021 [D loss: 0.627401, acc.: 65.53%] [G loss: 0.890776]\n",
"3022 [D loss: 0.626331, acc.: 66.67%] [G loss: 0.848386]\n",
"3023 [D loss: 0.624064, acc.: 70.45%] [G loss: 0.891194]\n",
"3024 [D loss: 0.615737, acc.: 68.18%] [G loss: 0.869982]\n",
"3025 [D loss: 0.631794, acc.: 65.91%] [G loss: 0.875922]\n",
"3026 [D loss: 0.615652, acc.: 66.29%] [G loss: 0.881056]\n",
"3027 [D loss: 0.634751, acc.: 65.53%] [G loss: 0.925512]\n",
"3028 [D loss: 0.613916, acc.: 68.18%] [G loss: 0.918368]\n",
"3029 [D loss: 0.614802, acc.: 68.18%] [G loss: 0.873794]\n",
"3030 [D loss: 0.634392, acc.: 64.39%] [G loss: 0.892219]\n",
"3031 [D loss: 0.622493, acc.: 68.94%] [G loss: 0.880625]\n",
"3032 [D loss: 0.620991, acc.: 69.32%] [G loss: 0.883951]\n",
"3033 [D loss: 0.635214, acc.: 68.18%] [G loss: 0.884030]\n",
"3034 [D loss: 0.620146, acc.: 72.35%] [G loss: 0.897800]\n",
"3035 [D loss: 0.625585, acc.: 68.94%] [G loss: 0.887805]\n",
"3036 [D loss: 0.630131, acc.: 65.15%] [G loss: 0.863748]\n",
"3037 [D loss: 0.620233, acc.: 65.15%] [G loss: 0.881554]\n",
"3038 [D loss: 0.613203, acc.: 68.56%] [G loss: 0.873595]\n",
"3039 [D loss: 0.632652, acc.: 65.91%] [G loss: 0.877616]\n",
"3040 [D loss: 0.619016, acc.: 68.18%] [G loss: 0.868562]\n",
"3041 [D loss: 0.649077, acc.: 63.64%] [G loss: 0.856751]\n",
"3042 [D loss: 0.622648, acc.: 66.29%] [G loss: 0.887538]\n",
"3043 [D loss: 0.634319, acc.: 68.56%] [G loss: 0.860830]\n",
"3044 [D loss: 0.637576, acc.: 64.02%] [G loss: 0.874442]\n",
"3045 [D loss: 0.654474, acc.: 61.74%] [G loss: 0.869764]\n",
"3046 [D loss: 0.624970, acc.: 64.02%] [G loss: 0.893668]\n",
"3047 [D loss: 0.616310, acc.: 67.80%] [G loss: 0.887928]\n",
"3048 [D loss: 0.623105, acc.: 64.39%] [G loss: 0.863879]\n",
"3049 [D loss: 0.602185, acc.: 67.42%] [G loss: 0.881425]\n",
"3050 [D loss: 0.613133, acc.: 71.97%] [G loss: 0.869332]\n",
"3051 [D loss: 0.642641, acc.: 59.85%] [G loss: 0.874176]\n",
"3052 [D loss: 0.624549, acc.: 67.80%] [G loss: 0.858625]\n",
"3053 [D loss: 0.636377, acc.: 64.02%] [G loss: 0.844782]\n",
"3054 [D loss: 0.609014, acc.: 68.18%] [G loss: 0.883702]\n",
"3055 [D loss: 0.635586, acc.: 62.88%] [G loss: 0.898734]\n",
"3056 [D loss: 0.617705, acc.: 70.83%] [G loss: 0.860675]\n",
"3057 [D loss: 0.638383, acc.: 63.64%] [G loss: 0.865794]\n",
"3058 [D loss: 0.637323, acc.: 67.05%] [G loss: 0.866600]\n",
"3059 [D loss: 0.641346, acc.: 68.56%] [G loss: 0.855481]\n",
"3060 [D loss: 0.633337, acc.: 64.02%] [G loss: 0.864520]\n",
"3061 [D loss: 0.625041, acc.: 65.15%] [G loss: 0.854637]\n",
"3062 [D loss: 0.630522, acc.: 64.77%] [G loss: 0.871458]\n",
"3063 [D loss: 0.625249, acc.: 68.56%] [G loss: 0.864676]\n",
"3064 [D loss: 0.595116, acc.: 71.21%] [G loss: 0.901874]\n",
"3065 [D loss: 0.599177, acc.: 70.83%] [G loss: 0.904684]\n",
"3066 [D loss: 0.593810, acc.: 74.24%] [G loss: 0.872415]\n",
"3067 [D loss: 0.647866, acc.: 62.50%] [G loss: 0.850062]\n",
"3068 [D loss: 0.633926, acc.: 67.05%] [G loss: 0.849147]\n",
"3069 [D loss: 0.648312, acc.: 61.36%] [G loss: 0.881860]\n",
"3070 [D loss: 0.619879, acc.: 69.32%] [G loss: 0.867655]\n",
"3071 [D loss: 0.626270, acc.: 65.91%] [G loss: 0.894690]\n",
"3072 [D loss: 0.609514, acc.: 70.83%] [G loss: 0.922909]\n",
"3073 [D loss: 0.621294, acc.: 66.67%] [G loss: 0.888558]\n",
"3074 [D loss: 0.617034, acc.: 68.94%] [G loss: 0.895897]\n",
"3075 [D loss: 0.647591, acc.: 65.91%] [G loss: 0.894867]\n",
"3076 [D loss: 0.637935, acc.: 63.64%] [G loss: 0.899405]\n",
"3077 [D loss: 0.679027, acc.: 55.30%] [G loss: 0.899952]\n",
"3078 [D loss: 0.600464, acc.: 70.08%] [G loss: 0.900343]\n",
"3079 [D loss: 0.624824, acc.: 67.42%] [G loss: 0.898492]\n",
"3080 [D loss: 0.625674, acc.: 65.15%] [G loss: 0.888817]\n",
"3081 [D loss: 0.652352, acc.: 62.50%] [G loss: 0.875038]\n",
"3082 [D loss: 0.628462, acc.: 69.70%] [G loss: 0.838725]\n",
"3083 [D loss: 0.622103, acc.: 65.53%] [G loss: 0.870184]\n",
"3084 [D loss: 0.607170, acc.: 68.94%] [G loss: 0.875087]\n",
"3085 [D loss: 0.623639, acc.: 72.35%] [G loss: 0.868185]\n",
"3086 [D loss: 0.623695, acc.: 67.42%] [G loss: 0.892794]\n",
"3087 [D loss: 0.598214, acc.: 70.08%] [G loss: 0.904231]\n",
"3088 [D loss: 0.638788, acc.: 62.50%] [G loss: 0.859865]\n",
"3089 [D loss: 0.610956, acc.: 70.83%] [G loss: 0.920619]\n",
"3090 [D loss: 0.629517, acc.: 64.39%] [G loss: 0.891493]\n",
"3091 [D loss: 0.623830, acc.: 66.29%] [G loss: 0.886388]\n",
"3092 [D loss: 0.620266, acc.: 67.80%] [G loss: 0.858753]\n",
"3093 [D loss: 0.618830, acc.: 67.05%] [G loss: 0.872364]\n",
"3094 [D loss: 0.609551, acc.: 67.80%] [G loss: 0.881412]\n",
"3095 [D loss: 0.636723, acc.: 66.67%] [G loss: 0.885094]\n",
"3096 [D loss: 0.632058, acc.: 65.91%] [G loss: 0.868081]\n",
"3097 [D loss: 0.616732, acc.: 69.32%] [G loss: 0.879052]\n",
"3098 [D loss: 0.611827, acc.: 70.45%] [G loss: 0.862293]\n",
"3099 [D loss: 0.624927, acc.: 64.77%] [G loss: 0.890748]\n",
"3100 [D loss: 0.623294, acc.: 68.94%] [G loss: 0.870521]\n",
"3101 [D loss: 0.610905, acc.: 70.45%] [G loss: 0.873626]\n",
"3102 [D loss: 0.619891, acc.: 68.94%] [G loss: 0.867652]\n",
"3103 [D loss: 0.596851, acc.: 71.21%] [G loss: 0.863685]\n",
"3104 [D loss: 0.593534, acc.: 71.59%] [G loss: 0.874573]\n",
"3105 [D loss: 0.625863, acc.: 64.39%] [G loss: 0.879450]\n",
"3106 [D loss: 0.622772, acc.: 64.77%] [G loss: 0.875389]\n",
"3107 [D loss: 0.637896, acc.: 64.39%] [G loss: 0.857279]\n",
"3108 [D loss: 0.626966, acc.: 65.91%] [G loss: 0.876124]\n",
"3109 [D loss: 0.614449, acc.: 70.45%] [G loss: 0.841403]\n",
"3110 [D loss: 0.617915, acc.: 65.91%] [G loss: 0.891673]\n",
"3111 [D loss: 0.629517, acc.: 68.56%] [G loss: 0.869814]\n",
"3112 [D loss: 0.624304, acc.: 67.80%] [G loss: 0.900086]\n",
"3113 [D loss: 0.632023, acc.: 64.77%] [G loss: 0.863200]\n",
"3114 [D loss: 0.616968, acc.: 66.67%] [G loss: 0.851933]\n",
"3115 [D loss: 0.647129, acc.: 62.50%] [G loss: 0.887952]\n",
"3116 [D loss: 0.619719, acc.: 69.70%] [G loss: 0.875540]\n",
"3117 [D loss: 0.618135, acc.: 66.67%] [G loss: 0.851454]\n",
"3118 [D loss: 0.637635, acc.: 64.39%] [G loss: 0.884609]\n",
"3119 [D loss: 0.639940, acc.: 63.64%] [G loss: 0.893014]\n",
"3120 [D loss: 0.627217, acc.: 67.80%] [G loss: 0.881474]\n",
"3121 [D loss: 0.635713, acc.: 62.50%] [G loss: 0.867633]\n",
"3122 [D loss: 0.643869, acc.: 60.98%] [G loss: 0.884440]\n",
"3123 [D loss: 0.625628, acc.: 67.80%] [G loss: 0.840138]\n",
"3124 [D loss: 0.619834, acc.: 69.70%] [G loss: 0.911648]\n",
"3125 [D loss: 0.631466, acc.: 65.53%] [G loss: 0.859222]\n",
"3126 [D loss: 0.629107, acc.: 66.29%] [G loss: 0.878283]\n",
"3127 [D loss: 0.613202, acc.: 67.80%] [G loss: 0.871347]\n",
"3128 [D loss: 0.608289, acc.: 68.18%] [G loss: 0.859845]\n",
"3129 [D loss: 0.622244, acc.: 65.53%] [G loss: 0.897871]\n",
"3130 [D loss: 0.607892, acc.: 71.59%] [G loss: 0.887263]\n",
"3131 [D loss: 0.618066, acc.: 69.70%] [G loss: 0.892503]\n",
"3132 [D loss: 0.614437, acc.: 64.77%] [G loss: 0.874252]\n",
"3133 [D loss: 0.602060, acc.: 71.59%] [G loss: 0.874672]\n",
"3134 [D loss: 0.612351, acc.: 67.42%] [G loss: 0.869220]\n",
"3135 [D loss: 0.622737, acc.: 66.29%] [G loss: 0.860328]\n",
"3136 [D loss: 0.632645, acc.: 62.12%] [G loss: 0.872230]\n",
"3137 [D loss: 0.602346, acc.: 71.21%] [G loss: 0.860948]\n",
"3138 [D loss: 0.629512, acc.: 66.29%] [G loss: 0.896894]\n",
"3139 [D loss: 0.621177, acc.: 68.56%] [G loss: 0.902596]\n",
"3140 [D loss: 0.610033, acc.: 71.59%] [G loss: 0.903738]\n",
"3141 [D loss: 0.602346, acc.: 71.59%] [G loss: 0.858778]\n",
"3142 [D loss: 0.604206, acc.: 67.80%] [G loss: 0.898863]\n",
"3143 [D loss: 0.625690, acc.: 65.53%] [G loss: 0.942914]\n",
"3144 [D loss: 0.636104, acc.: 63.26%] [G loss: 0.862371]\n",
"3145 [D loss: 0.614174, acc.: 68.18%] [G loss: 0.891149]\n",
"3146 [D loss: 0.646251, acc.: 61.74%] [G loss: 0.876631]\n",
"3147 [D loss: 0.603391, acc.: 73.11%] [G loss: 0.920895]\n",
"3148 [D loss: 0.615563, acc.: 70.08%] [G loss: 0.918152]\n",
"3149 [D loss: 0.622017, acc.: 65.53%] [G loss: 0.895638]\n",
"3150 [D loss: 0.611696, acc.: 70.45%] [G loss: 0.902669]\n",
"3151 [D loss: 0.637174, acc.: 60.23%] [G loss: 0.889835]\n",
"3152 [D loss: 0.624139, acc.: 66.29%] [G loss: 0.885154]\n",
"3153 [D loss: 0.624074, acc.: 65.53%] [G loss: 0.893419]\n",
"3154 [D loss: 0.624701, acc.: 65.15%] [G loss: 0.912329]\n",
"3155 [D loss: 0.647406, acc.: 66.29%] [G loss: 0.896184]\n",
"3156 [D loss: 0.633388, acc.: 67.80%] [G loss: 0.907274]\n",
"3157 [D loss: 0.620988, acc.: 67.42%] [G loss: 0.875609]\n",
"3158 [D loss: 0.636562, acc.: 70.45%] [G loss: 0.855203]\n",
"3159 [D loss: 0.607320, acc.: 70.45%] [G loss: 0.889709]\n",
"3160 [D loss: 0.663361, acc.: 61.36%] [G loss: 0.848881]\n",
"3161 [D loss: 0.612989, acc.: 68.94%] [G loss: 0.901098]\n",
"3162 [D loss: 0.622703, acc.: 68.18%] [G loss: 0.864932]\n",
"3163 [D loss: 0.597926, acc.: 69.70%] [G loss: 0.861615]\n",
"3164 [D loss: 0.623267, acc.: 67.05%] [G loss: 0.890056]\n",
"3165 [D loss: 0.616561, acc.: 67.80%] [G loss: 0.886281]\n",
"3166 [D loss: 0.610959, acc.: 68.56%] [G loss: 0.853708]\n",
"3167 [D loss: 0.606721, acc.: 67.80%] [G loss: 0.884218]\n",
"3168 [D loss: 0.621641, acc.: 68.18%] [G loss: 0.880756]\n",
"3169 [D loss: 0.665543, acc.: 57.95%] [G loss: 0.859711]\n",
"3170 [D loss: 0.643569, acc.: 65.53%] [G loss: 0.864409]\n",
"3171 [D loss: 0.619846, acc.: 69.70%] [G loss: 0.897474]\n",
"3172 [D loss: 0.630649, acc.: 66.67%] [G loss: 0.896283]\n",
"3173 [D loss: 0.659793, acc.: 60.23%] [G loss: 0.892153]\n",
"3174 [D loss: 0.638364, acc.: 65.53%] [G loss: 0.880378]\n",
"3175 [D loss: 0.640006, acc.: 63.26%] [G loss: 0.889346]\n",
"3176 [D loss: 0.614864, acc.: 68.94%] [G loss: 0.905218]\n",
"3177 [D loss: 0.626729, acc.: 69.70%] [G loss: 0.912780]\n",
"3178 [D loss: 0.630429, acc.: 65.53%] [G loss: 0.881495]\n",
"3179 [D loss: 0.614059, acc.: 68.18%] [G loss: 0.921867]\n",
"3180 [D loss: 0.617821, acc.: 69.32%] [G loss: 0.891483]\n",
"3181 [D loss: 0.599052, acc.: 70.45%] [G loss: 0.890746]\n",
"3182 [D loss: 0.623728, acc.: 70.45%] [G loss: 0.863531]\n",
"3183 [D loss: 0.631846, acc.: 64.39%] [G loss: 0.875937]\n",
"3184 [D loss: 0.632131, acc.: 66.29%] [G loss: 0.840237]\n",
"3185 [D loss: 0.629178, acc.: 64.39%] [G loss: 0.922626]\n",
"3186 [D loss: 0.622625, acc.: 66.29%] [G loss: 0.898498]\n",
"3187 [D loss: 0.627863, acc.: 64.39%] [G loss: 0.911579]\n",
"3188 [D loss: 0.629012, acc.: 65.15%] [G loss: 0.933733]\n",
"3189 [D loss: 0.617818, acc.: 64.77%] [G loss: 0.893505]\n",
"3190 [D loss: 0.635420, acc.: 63.26%] [G loss: 0.938124]\n",
"3191 [D loss: 0.631698, acc.: 66.29%] [G loss: 0.918153]\n",
"3192 [D loss: 0.618141, acc.: 67.42%] [G loss: 0.907026]\n",
"3193 [D loss: 0.617162, acc.: 67.80%] [G loss: 0.885830]\n",
"3194 [D loss: 0.664538, acc.: 59.09%] [G loss: 0.890044]\n",
"3195 [D loss: 0.609792, acc.: 68.56%] [G loss: 0.913809]\n",
"3196 [D loss: 0.632793, acc.: 65.15%] [G loss: 0.900199]\n",
"3197 [D loss: 0.615616, acc.: 67.05%] [G loss: 0.884567]\n",
"3198 [D loss: 0.616207, acc.: 67.42%] [G loss: 0.910222]\n",
"3199 [D loss: 0.604953, acc.: 70.83%] [G loss: 0.926989]\n",
"3200 [D loss: 0.640865, acc.: 61.36%] [G loss: 0.922064]\n",
"3201 [D loss: 0.631313, acc.: 66.29%] [G loss: 0.878556]\n",
"3202 [D loss: 0.615560, acc.: 71.21%] [G loss: 0.885043]\n",
"3203 [D loss: 0.607033, acc.: 70.83%] [G loss: 0.886092]\n",
"3204 [D loss: 0.628727, acc.: 68.94%] [G loss: 0.873840]\n",
"3205 [D loss: 0.639509, acc.: 64.39%] [G loss: 0.883797]\n",
"3206 [D loss: 0.648317, acc.: 61.36%] [G loss: 0.881235]\n",
"3207 [D loss: 0.650844, acc.: 62.50%] [G loss: 0.852501]\n",
"3208 [D loss: 0.589556, acc.: 72.73%] [G loss: 0.880507]\n",
"3209 [D loss: 0.621553, acc.: 66.29%] [G loss: 0.888088]\n",
"3210 [D loss: 0.627636, acc.: 65.53%] [G loss: 0.881559]\n",
"3211 [D loss: 0.647669, acc.: 62.12%] [G loss: 0.822939]\n",
"3212 [D loss: 0.631870, acc.: 67.42%] [G loss: 0.902126]\n",
"3213 [D loss: 0.607859, acc.: 67.80%] [G loss: 0.893597]\n",
"3214 [D loss: 0.635887, acc.: 59.47%] [G loss: 0.916799]\n",
"3215 [D loss: 0.630804, acc.: 65.15%] [G loss: 0.928605]\n",
"3216 [D loss: 0.631312, acc.: 66.29%] [G loss: 0.840401]\n",
"3217 [D loss: 0.652637, acc.: 66.29%] [G loss: 0.920372]\n",
"3218 [D loss: 0.665739, acc.: 61.74%] [G loss: 0.857979]\n",
"3219 [D loss: 0.628910, acc.: 67.05%] [G loss: 0.885416]\n",
"3220 [D loss: 0.673361, acc.: 60.23%] [G loss: 0.864776]\n",
"3221 [D loss: 0.628172, acc.: 66.67%] [G loss: 0.866154]\n",
"3222 [D loss: 0.613862, acc.: 71.59%] [G loss: 0.873115]\n",
"3223 [D loss: 0.627854, acc.: 67.05%] [G loss: 0.877462]\n",
"3224 [D loss: 0.637354, acc.: 66.29%] [G loss: 0.903442]\n",
"3225 [D loss: 0.616397, acc.: 70.45%] [G loss: 0.885803]\n",
"3226 [D loss: 0.643985, acc.: 61.36%] [G loss: 0.887714]\n",
"3227 [D loss: 0.611376, acc.: 68.18%] [G loss: 0.878118]\n",
"3228 [D loss: 0.608294, acc.: 69.32%] [G loss: 0.850625]\n",
"3229 [D loss: 0.640865, acc.: 65.91%] [G loss: 0.855444]\n",
"3230 [D loss: 0.644624, acc.: 65.91%] [G loss: 0.861460]\n",
"3231 [D loss: 0.649226, acc.: 65.53%] [G loss: 0.853405]\n",
"3232 [D loss: 0.630130, acc.: 68.18%] [G loss: 0.889660]\n",
"3233 [D loss: 0.628060, acc.: 66.67%] [G loss: 0.884791]\n",
"3234 [D loss: 0.622546, acc.: 65.91%] [G loss: 0.853934]\n",
"3235 [D loss: 0.618233, acc.: 68.18%] [G loss: 0.890959]\n",
"3236 [D loss: 0.644999, acc.: 66.29%] [G loss: 0.884306]\n",
"3237 [D loss: 0.624752, acc.: 67.42%] [G loss: 0.885813]\n",
"3238 [D loss: 0.615975, acc.: 67.42%] [G loss: 0.893661]\n",
"3239 [D loss: 0.621716, acc.: 65.91%] [G loss: 0.853228]\n",
"3240 [D loss: 0.614090, acc.: 71.21%] [G loss: 0.876933]\n",
"3241 [D loss: 0.624264, acc.: 65.91%] [G loss: 0.864923]\n",
"3242 [D loss: 0.637428, acc.: 65.91%] [G loss: 0.848195]\n",
"3243 [D loss: 0.631271, acc.: 63.64%] [G loss: 0.895440]\n",
"3244 [D loss: 0.641036, acc.: 64.02%] [G loss: 0.867279]\n",
"3245 [D loss: 0.630223, acc.: 62.50%] [G loss: 0.860993]\n",
"3246 [D loss: 0.638098, acc.: 64.77%] [G loss: 0.880678]\n",
"3247 [D loss: 0.643655, acc.: 66.29%] [G loss: 0.882322]\n",
"3248 [D loss: 0.609892, acc.: 70.45%] [G loss: 0.904831]\n",
"3249 [D loss: 0.632201, acc.: 66.67%] [G loss: 0.890393]\n",
"3250 [D loss: 0.640780, acc.: 64.39%] [G loss: 0.869820]\n",
"3251 [D loss: 0.625269, acc.: 68.94%] [G loss: 0.878253]\n",
"3252 [D loss: 0.624868, acc.: 69.32%] [G loss: 0.895425]\n",
"3253 [D loss: 0.618732, acc.: 67.05%] [G loss: 0.870584]\n",
"3254 [D loss: 0.652876, acc.: 63.64%] [G loss: 0.883183]\n",
"3255 [D loss: 0.624045, acc.: 67.42%] [G loss: 0.866160]\n",
"3256 [D loss: 0.654829, acc.: 62.88%] [G loss: 0.899168]\n",
"3257 [D loss: 0.634282, acc.: 65.15%] [G loss: 0.867764]\n",
"3258 [D loss: 0.636045, acc.: 66.29%] [G loss: 0.849133]\n",
"3259 [D loss: 0.633167, acc.: 65.15%] [G loss: 0.885671]\n",
"3260 [D loss: 0.653163, acc.: 63.64%] [G loss: 0.862028]\n",
"3261 [D loss: 0.623265, acc.: 63.64%] [G loss: 0.859119]\n",
"3262 [D loss: 0.653351, acc.: 60.23%] [G loss: 0.847751]\n",
"3263 [D loss: 0.632061, acc.: 63.64%] [G loss: 0.893114]\n",
"3264 [D loss: 0.642541, acc.: 60.61%] [G loss: 0.931390]\n",
"3265 [D loss: 0.636855, acc.: 63.26%] [G loss: 0.906266]\n",
"3266 [D loss: 0.629522, acc.: 65.53%] [G loss: 0.908800]\n",
"3267 [D loss: 0.627633, acc.: 68.56%] [G loss: 0.913018]\n",
"3268 [D loss: 0.620264, acc.: 70.08%] [G loss: 0.879027]\n",
"3269 [D loss: 0.621006, acc.: 68.18%] [G loss: 0.900030]\n",
"3270 [D loss: 0.650020, acc.: 57.58%] [G loss: 0.870459]\n",
"3271 [D loss: 0.639028, acc.: 65.53%] [G loss: 0.893066]\n",
"3272 [D loss: 0.618277, acc.: 69.70%] [G loss: 0.874528]\n",
"3273 [D loss: 0.649247, acc.: 64.77%] [G loss: 0.883472]\n",
"3274 [D loss: 0.620332, acc.: 67.05%] [G loss: 0.884657]\n",
"3275 [D loss: 0.621722, acc.: 70.08%] [G loss: 0.892622]\n",
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"3278 [D loss: 0.639648, acc.: 62.88%] [G loss: 0.867613]\n",
"3279 [D loss: 0.610559, acc.: 69.70%] [G loss: 0.832998]\n",
"3280 [D loss: 0.645495, acc.: 59.09%] [G loss: 0.846052]\n",
"3281 [D loss: 0.633849, acc.: 61.36%] [G loss: 0.896681]\n",
"3282 [D loss: 0.646145, acc.: 61.74%] [G loss: 0.823782]\n",
"3283 [D loss: 0.634499, acc.: 64.39%] [G loss: 0.926466]\n",
"3284 [D loss: 0.636782, acc.: 64.02%] [G loss: 0.881384]\n",
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"3287 [D loss: 0.632455, acc.: 67.05%] [G loss: 0.864291]\n",
"3288 [D loss: 0.648416, acc.: 63.26%] [G loss: 0.879318]\n",
"3289 [D loss: 0.665861, acc.: 64.02%] [G loss: 0.855755]\n",
"3290 [D loss: 0.643323, acc.: 66.67%] [G loss: 0.852829]\n",
"3291 [D loss: 0.648004, acc.: 60.23%] [G loss: 0.885337]\n",
"3292 [D loss: 0.647987, acc.: 64.77%] [G loss: 0.897596]\n",
"3293 [D loss: 0.636720, acc.: 65.53%] [G loss: 0.863473]\n",
"3294 [D loss: 0.639382, acc.: 62.12%] [G loss: 0.874098]\n",
"3295 [D loss: 0.655839, acc.: 57.58%] [G loss: 0.896466]\n",
"3296 [D loss: 0.665507, acc.: 58.33%] [G loss: 0.872403]\n",
"3297 [D loss: 0.641359, acc.: 64.02%] [G loss: 0.884986]\n",
"3298 [D loss: 0.628018, acc.: 68.56%] [G loss: 0.913096]\n",
"3299 [D loss: 0.635659, acc.: 64.39%] [G loss: 0.851135]\n",
"3300 [D loss: 0.622553, acc.: 65.53%] [G loss: 0.906579]\n",
"3301 [D loss: 0.656608, acc.: 62.50%] [G loss: 0.869431]\n",
"3302 [D loss: 0.664898, acc.: 61.36%] [G loss: 0.837984]\n",
"3303 [D loss: 0.615181, acc.: 67.42%] [G loss: 0.847135]\n",
"3304 [D loss: 0.632619, acc.: 65.15%] [G loss: 0.871725]\n",
"3305 [D loss: 0.639131, acc.: 66.29%] [G loss: 0.859432]\n",
"3306 [D loss: 0.625912, acc.: 65.91%] [G loss: 0.865690]\n",
"3307 [D loss: 0.643784, acc.: 65.15%] [G loss: 0.850927]\n",
"3308 [D loss: 0.645714, acc.: 62.50%] [G loss: 0.830585]\n",
"3309 [D loss: 0.639602, acc.: 63.64%] [G loss: 0.877335]\n",
"3310 [D loss: 0.642206, acc.: 62.88%] [G loss: 0.886130]\n",
"3311 [D loss: 0.639419, acc.: 65.15%] [G loss: 0.865455]\n",
"3312 [D loss: 0.622885, acc.: 68.56%] [G loss: 0.839728]\n",
"3313 [D loss: 0.629098, acc.: 64.02%] [G loss: 0.867081]\n",
"3314 [D loss: 0.652120, acc.: 61.74%] [G loss: 0.840267]\n",
"3315 [D loss: 0.619573, acc.: 70.45%] [G loss: 0.835930]\n",
"3316 [D loss: 0.654788, acc.: 64.02%] [G loss: 0.863962]\n",
"3317 [D loss: 0.657014, acc.: 63.64%] [G loss: 0.867883]\n",
"3318 [D loss: 0.625507, acc.: 64.77%] [G loss: 0.853846]\n",
"3319 [D loss: 0.630531, acc.: 67.80%] [G loss: 0.874463]\n",
"3320 [D loss: 0.632554, acc.: 64.77%] [G loss: 0.871203]\n",
"3321 [D loss: 0.665533, acc.: 65.53%] [G loss: 0.847950]\n",
"3322 [D loss: 0.632890, acc.: 70.45%] [G loss: 0.881359]\n",
"3323 [D loss: 0.644403, acc.: 65.15%] [G loss: 0.886130]\n",
"3324 [D loss: 0.626356, acc.: 67.80%] [G loss: 0.900827]\n",
"3325 [D loss: 0.622715, acc.: 70.83%] [G loss: 0.878110]\n",
"3326 [D loss: 0.642957, acc.: 65.53%] [G loss: 0.877703]\n",
"3327 [D loss: 0.624971, acc.: 65.15%] [G loss: 0.847870]\n",
"3328 [D loss: 0.610192, acc.: 69.32%] [G loss: 0.856170]\n",
"3329 [D loss: 0.619176, acc.: 67.80%] [G loss: 0.846895]\n",
"3330 [D loss: 0.628862, acc.: 65.53%] [G loss: 0.886667]\n",
"3331 [D loss: 0.613527, acc.: 70.45%] [G loss: 0.889888]\n",
"3332 [D loss: 0.622254, acc.: 69.70%] [G loss: 0.862656]\n",
"3333 [D loss: 0.656165, acc.: 59.85%] [G loss: 0.833111]\n",
"3334 [D loss: 0.639015, acc.: 64.39%] [G loss: 0.863164]\n",
"3335 [D loss: 0.653867, acc.: 63.26%] [G loss: 0.879958]\n",
"3336 [D loss: 0.654881, acc.: 62.50%] [G loss: 0.835857]\n",
"3337 [D loss: 0.625390, acc.: 68.18%] [G loss: 0.875777]\n",
"3338 [D loss: 0.642634, acc.: 64.02%] [G loss: 0.854850]\n",
"3339 [D loss: 0.648622, acc.: 62.50%] [G loss: 0.854152]\n",
"3340 [D loss: 0.643974, acc.: 61.36%] [G loss: 0.858548]\n",
"3341 [D loss: 0.629058, acc.: 66.67%] [G loss: 0.889109]\n",
"3342 [D loss: 0.622326, acc.: 67.42%] [G loss: 0.834250]\n",
"3343 [D loss: 0.660007, acc.: 59.09%] [G loss: 0.861083]\n",
"3344 [D loss: 0.653293, acc.: 62.88%] [G loss: 0.894202]\n",
"3345 [D loss: 0.631877, acc.: 69.70%] [G loss: 0.907621]\n",
"3346 [D loss: 0.628265, acc.: 66.67%] [G loss: 0.906226]\n",
"3347 [D loss: 0.646827, acc.: 60.98%] [G loss: 0.851858]\n",
"3348 [D loss: 0.631929, acc.: 64.39%] [G loss: 0.903491]\n",
"3349 [D loss: 0.626113, acc.: 67.80%] [G loss: 0.885606]\n",
"3350 [D loss: 0.632833, acc.: 65.91%] [G loss: 0.876607]\n",
"3351 [D loss: 0.657085, acc.: 60.98%] [G loss: 0.887354]\n",
"3352 [D loss: 0.628771, acc.: 69.70%] [G loss: 0.854899]\n",
"3353 [D loss: 0.642009, acc.: 63.64%] [G loss: 0.854943]\n",
"3354 [D loss: 0.633230, acc.: 64.77%] [G loss: 0.886706]\n",
"3355 [D loss: 0.643263, acc.: 65.91%] [G loss: 0.872569]\n",
"3356 [D loss: 0.654037, acc.: 62.12%] [G loss: 0.870574]\n",
"3357 [D loss: 0.639868, acc.: 65.53%] [G loss: 0.855072]\n",
"3358 [D loss: 0.625233, acc.: 69.70%] [G loss: 0.841031]\n",
"3359 [D loss: 0.627947, acc.: 69.70%] [G loss: 0.841594]\n",
"3360 [D loss: 0.633771, acc.: 64.77%] [G loss: 0.886191]\n",
"3361 [D loss: 0.612036, acc.: 73.86%] [G loss: 0.886463]\n",
"3362 [D loss: 0.631072, acc.: 64.39%] [G loss: 0.885336]\n",
"3363 [D loss: 0.625980, acc.: 68.56%] [G loss: 0.917617]\n",
"3364 [D loss: 0.627488, acc.: 66.67%] [G loss: 0.875703]\n",
"3365 [D loss: 0.635546, acc.: 65.53%] [G loss: 0.878806]\n",
"3366 [D loss: 0.624847, acc.: 67.80%] [G loss: 0.854004]\n",
"3367 [D loss: 0.609733, acc.: 69.32%] [G loss: 0.846787]\n",
"3368 [D loss: 0.627307, acc.: 67.05%] [G loss: 0.868043]\n",
"3369 [D loss: 0.635625, acc.: 66.29%] [G loss: 0.847163]\n",
"3370 [D loss: 0.643037, acc.: 64.02%] [G loss: 0.855215]\n",
"3371 [D loss: 0.664526, acc.: 57.58%] [G loss: 0.856002]\n",
"3372 [D loss: 0.624203, acc.: 67.80%] [G loss: 0.862990]\n",
"3373 [D loss: 0.621346, acc.: 65.15%] [G loss: 0.895637]\n",
"3374 [D loss: 0.633837, acc.: 65.53%] [G loss: 0.893337]\n",
"3375 [D loss: 0.661898, acc.: 58.71%] [G loss: 0.850689]\n",
"3376 [D loss: 0.622880, acc.: 65.91%] [G loss: 0.862458]\n",
"3377 [D loss: 0.632055, acc.: 69.70%] [G loss: 0.865402]\n",
"3378 [D loss: 0.649156, acc.: 64.77%] [G loss: 0.899493]\n",
"3379 [D loss: 0.658154, acc.: 61.74%] [G loss: 0.871011]\n",
"3380 [D loss: 0.625303, acc.: 65.91%] [G loss: 0.848852]\n",
"3381 [D loss: 0.649077, acc.: 60.98%] [G loss: 0.849315]\n",
"3382 [D loss: 0.646922, acc.: 62.88%] [G loss: 0.907698]\n",
"3383 [D loss: 0.635627, acc.: 63.26%] [G loss: 0.878893]\n",
"3384 [D loss: 0.626670, acc.: 69.70%] [G loss: 0.903325]\n",
"3385 [D loss: 0.638388, acc.: 65.91%] [G loss: 0.876063]\n",
"3386 [D loss: 0.653046, acc.: 60.98%] [G loss: 0.834305]\n",
"3387 [D loss: 0.606091, acc.: 70.45%] [G loss: 0.860786]\n",
"3388 [D loss: 0.648808, acc.: 60.61%] [G loss: 0.870800]\n",
"3389 [D loss: 0.646437, acc.: 62.12%] [G loss: 0.873134]\n",
"3390 [D loss: 0.661410, acc.: 64.39%] [G loss: 0.881304]\n",
"3391 [D loss: 0.658286, acc.: 58.71%] [G loss: 0.854918]\n",
"3392 [D loss: 0.612772, acc.: 68.18%] [G loss: 0.865762]\n",
"3393 [D loss: 0.652517, acc.: 59.47%] [G loss: 0.823124]\n",
"3394 [D loss: 0.632505, acc.: 61.74%] [G loss: 0.852991]\n",
"3395 [D loss: 0.637231, acc.: 64.02%] [G loss: 0.889779]\n",
"3396 [D loss: 0.616406, acc.: 70.83%] [G loss: 0.862467]\n",
"3397 [D loss: 0.639340, acc.: 62.12%] [G loss: 0.848519]\n",
"3398 [D loss: 0.623526, acc.: 67.80%] [G loss: 0.857975]\n",
"3399 [D loss: 0.639252, acc.: 65.91%] [G loss: 0.845212]\n",
"3400 [D loss: 0.607351, acc.: 70.08%] [G loss: 0.902940]\n",
"3401 [D loss: 0.653829, acc.: 62.88%] [G loss: 0.858539]\n",
"3402 [D loss: 0.646984, acc.: 62.88%] [G loss: 0.861304]\n",
"3403 [D loss: 0.656106, acc.: 61.36%] [G loss: 0.854257]\n",
"3404 [D loss: 0.654304, acc.: 60.23%] [G loss: 0.876736]\n",
"3405 [D loss: 0.645656, acc.: 63.26%] [G loss: 0.906636]\n",
"3406 [D loss: 0.656607, acc.: 60.98%] [G loss: 0.870682]\n",
"3407 [D loss: 0.647461, acc.: 64.02%] [G loss: 0.848878]\n",
"3408 [D loss: 0.620871, acc.: 65.91%] [G loss: 0.827781]\n",
"3409 [D loss: 0.628647, acc.: 67.42%] [G loss: 0.833157]\n",
"3410 [D loss: 0.652515, acc.: 64.77%] [G loss: 0.859966]\n",
"3411 [D loss: 0.630371, acc.: 65.53%] [G loss: 0.856134]\n",
"3412 [D loss: 0.660111, acc.: 61.36%] [G loss: 0.848400]\n",
"3413 [D loss: 0.628610, acc.: 66.29%] [G loss: 0.841074]\n",
"3414 [D loss: 0.624844, acc.: 66.29%] [G loss: 0.869900]\n",
"3415 [D loss: 0.626885, acc.: 67.80%] [G loss: 0.874311]\n",
"3416 [D loss: 0.638975, acc.: 61.36%] [G loss: 0.864869]\n",
"3417 [D loss: 0.638957, acc.: 64.39%] [G loss: 0.856719]\n",
"3418 [D loss: 0.644745, acc.: 63.64%] [G loss: 0.826503]\n",
"3419 [D loss: 0.643104, acc.: 62.50%] [G loss: 0.886818]\n",
"3420 [D loss: 0.632745, acc.: 64.02%] [G loss: 0.862368]\n",
"3421 [D loss: 0.650432, acc.: 61.74%] [G loss: 0.876563]\n",
"3422 [D loss: 0.656903, acc.: 62.88%] [G loss: 0.822523]\n",
"3423 [D loss: 0.624894, acc.: 63.26%] [G loss: 0.931416]\n",
"3424 [D loss: 0.680682, acc.: 56.44%] [G loss: 0.868407]\n",
"3425 [D loss: 0.638769, acc.: 63.64%] [G loss: 0.870332]\n",
"3426 [D loss: 0.633042, acc.: 67.05%] [G loss: 0.848453]\n",
"3427 [D loss: 0.646104, acc.: 62.88%] [G loss: 0.867551]\n",
"3428 [D loss: 0.656111, acc.: 64.77%] [G loss: 0.901804]\n",
"3429 [D loss: 0.660802, acc.: 60.98%] [G loss: 0.896881]\n",
"3430 [D loss: 0.643703, acc.: 63.26%] [G loss: 0.886670]\n",
"3431 [D loss: 0.633460, acc.: 66.29%] [G loss: 0.907080]\n",
"3432 [D loss: 0.628328, acc.: 64.39%] [G loss: 0.905856]\n",
"3433 [D loss: 0.642581, acc.: 64.02%] [G loss: 0.886950]\n",
"3434 [D loss: 0.628560, acc.: 69.32%] [G loss: 0.867666]\n",
"3435 [D loss: 0.630711, acc.: 68.18%] [G loss: 0.916017]\n",
"3436 [D loss: 0.635686, acc.: 67.42%] [G loss: 0.917237]\n",
"3437 [D loss: 0.632530, acc.: 65.53%] [G loss: 0.876619]\n",
"3438 [D loss: 0.654251, acc.: 62.88%] [G loss: 0.879602]\n",
"3439 [D loss: 0.643847, acc.: 64.02%] [G loss: 0.898928]\n",
"3440 [D loss: 0.641388, acc.: 66.67%] [G loss: 0.868654]\n",
"3441 [D loss: 0.656625, acc.: 61.74%] [G loss: 0.881097]\n",
"3442 [D loss: 0.646814, acc.: 64.39%] [G loss: 0.878403]\n",
"3443 [D loss: 0.627215, acc.: 68.18%] [G loss: 0.862525]\n",
"3444 [D loss: 0.636174, acc.: 63.26%] [G loss: 0.862308]\n",
"3445 [D loss: 0.630367, acc.: 67.05%] [G loss: 0.798371]\n",
"3446 [D loss: 0.627711, acc.: 67.80%] [G loss: 0.851346]\n",
"3447 [D loss: 0.624923, acc.: 69.70%] [G loss: 0.836931]\n",
"3448 [D loss: 0.638709, acc.: 65.15%] [G loss: 0.846626]\n",
"3449 [D loss: 0.642793, acc.: 64.02%] [G loss: 0.867442]\n",
"3450 [D loss: 0.653545, acc.: 62.50%] [G loss: 0.837247]\n",
"3451 [D loss: 0.661200, acc.: 62.12%] [G loss: 0.867505]\n",
"3452 [D loss: 0.637122, acc.: 62.50%] [G loss: 0.875733]\n",
"3453 [D loss: 0.640089, acc.: 64.39%] [G loss: 0.878672]\n",
"3454 [D loss: 0.641076, acc.: 64.39%] [G loss: 0.853654]\n",
"3455 [D loss: 0.654660, acc.: 60.23%] [G loss: 0.880796]\n",
"3456 [D loss: 0.643569, acc.: 64.02%] [G loss: 0.912600]\n",
"3457 [D loss: 0.660324, acc.: 60.98%] [G loss: 0.913105]\n",
"3458 [D loss: 0.655080, acc.: 64.39%] [G loss: 0.886941]\n",
"3459 [D loss: 0.644811, acc.: 62.12%] [G loss: 0.910656]\n",
"3460 [D loss: 0.628480, acc.: 65.15%] [G loss: 0.866220]\n",
"3461 [D loss: 0.640044, acc.: 67.05%] [G loss: 0.852933]\n",
"3462 [D loss: 0.655044, acc.: 61.74%] [G loss: 0.838221]\n",
"3463 [D loss: 0.637711, acc.: 65.15%] [G loss: 0.845701]\n",
"3464 [D loss: 0.634772, acc.: 63.64%] [G loss: 0.878220]\n",
"3465 [D loss: 0.624369, acc.: 66.29%] [G loss: 0.865871]\n",
"3466 [D loss: 0.647230, acc.: 62.12%] [G loss: 0.868787]\n",
"3467 [D loss: 0.658469, acc.: 58.33%] [G loss: 0.827901]\n",
"3468 [D loss: 0.644859, acc.: 64.39%] [G loss: 0.861002]\n",
"3469 [D loss: 0.640804, acc.: 67.80%] [G loss: 0.861290]\n",
"3470 [D loss: 0.620162, acc.: 68.18%] [G loss: 0.845426]\n",
"3471 [D loss: 0.630197, acc.: 65.91%] [G loss: 0.882845]\n",
"3472 [D loss: 0.659628, acc.: 62.50%] [G loss: 0.832951]\n",
"3473 [D loss: 0.632290, acc.: 66.67%] [G loss: 0.825956]\n",
"3474 [D loss: 0.667970, acc.: 57.95%] [G loss: 0.818094]\n",
"3475 [D loss: 0.666513, acc.: 63.26%] [G loss: 0.818235]\n",
"3476 [D loss: 0.667678, acc.: 56.06%] [G loss: 0.844780]\n",
"3477 [D loss: 0.653184, acc.: 62.50%] [G loss: 0.884566]\n",
"3478 [D loss: 0.633087, acc.: 65.91%] [G loss: 0.894197]\n",
"3479 [D loss: 0.644944, acc.: 63.26%] [G loss: 0.853095]\n",
"3480 [D loss: 0.629567, acc.: 64.77%] [G loss: 0.891752]\n",
"3481 [D loss: 0.664213, acc.: 58.71%] [G loss: 0.840437]\n",
"3482 [D loss: 0.624241, acc.: 67.05%] [G loss: 0.835960]\n",
"3483 [D loss: 0.624373, acc.: 68.56%] [G loss: 0.828748]\n",
"3484 [D loss: 0.634663, acc.: 69.32%] [G loss: 0.834168]\n",
"3485 [D loss: 0.626112, acc.: 67.05%] [G loss: 0.856721]\n",
"3486 [D loss: 0.644895, acc.: 60.98%] [G loss: 0.851831]\n",
"3487 [D loss: 0.635902, acc.: 67.05%] [G loss: 0.860792]\n",
"3488 [D loss: 0.645832, acc.: 65.91%] [G loss: 0.878455]\n",
"3489 [D loss: 0.639485, acc.: 63.64%] [G loss: 0.858059]\n",
"3490 [D loss: 0.626710, acc.: 66.67%] [G loss: 0.887725]\n",
"3491 [D loss: 0.667159, acc.: 60.98%] [G loss: 0.833118]\n",
"3492 [D loss: 0.618439, acc.: 65.91%] [G loss: 0.827905]\n",
"3493 [D loss: 0.631051, acc.: 65.53%] [G loss: 0.846389]\n",
"3494 [D loss: 0.636587, acc.: 66.29%] [G loss: 0.887049]\n",
"3495 [D loss: 0.632767, acc.: 63.64%] [G loss: 0.872890]\n",
"3496 [D loss: 0.655834, acc.: 65.53%] [G loss: 0.851556]\n",
"3497 [D loss: 0.617705, acc.: 65.15%] [G loss: 0.856582]\n",
"3498 [D loss: 0.640954, acc.: 65.53%] [G loss: 0.871042]\n",
"3499 [D loss: 0.637722, acc.: 67.05%] [G loss: 0.853340]\n",
"3500 [D loss: 0.652796, acc.: 60.98%] [G loss: 0.850421]\n",
"3501 [D loss: 0.629844, acc.: 65.53%] [G loss: 0.883116]\n",
"3502 [D loss: 0.660181, acc.: 59.47%] [G loss: 0.839317]\n",
"3503 [D loss: 0.630037, acc.: 65.91%] [G loss: 0.865091]\n",
"3504 [D loss: 0.636082, acc.: 65.15%] [G loss: 0.908998]\n",
"3505 [D loss: 0.609052, acc.: 71.59%] [G loss: 0.853436]\n",
"3506 [D loss: 0.645231, acc.: 60.61%] [G loss: 0.836834]\n",
"3507 [D loss: 0.633584, acc.: 65.15%] [G loss: 0.867046]\n",
"3508 [D loss: 0.637989, acc.: 67.42%] [G loss: 0.890043]\n",
"3509 [D loss: 0.653199, acc.: 63.26%] [G loss: 0.834308]\n",
"3510 [D loss: 0.664821, acc.: 57.20%] [G loss: 0.839493]\n",
"3511 [D loss: 0.653918, acc.: 62.12%] [G loss: 0.874076]\n",
"3512 [D loss: 0.639891, acc.: 65.53%] [G loss: 0.847042]\n",
"3513 [D loss: 0.635157, acc.: 68.94%] [G loss: 0.857489]\n",
"3514 [D loss: 0.634483, acc.: 67.05%] [G loss: 0.846564]\n",
"3515 [D loss: 0.640988, acc.: 65.15%] [G loss: 0.859303]\n",
"3516 [D loss: 0.628877, acc.: 61.74%] [G loss: 0.853602]\n",
"3517 [D loss: 0.650843, acc.: 64.39%] [G loss: 0.841731]\n",
"3518 [D loss: 0.636215, acc.: 68.56%] [G loss: 0.874317]\n",
"3519 [D loss: 0.649248, acc.: 62.12%] [G loss: 0.869881]\n",
"3520 [D loss: 0.638869, acc.: 62.88%] [G loss: 0.865204]\n",
"3521 [D loss: 0.628909, acc.: 67.42%] [G loss: 0.864868]\n",
"3522 [D loss: 0.666351, acc.: 57.95%] [G loss: 0.881245]\n",
"3523 [D loss: 0.624655, acc.: 68.56%] [G loss: 0.899956]\n",
"3524 [D loss: 0.660509, acc.: 58.71%] [G loss: 0.855980]\n",
"3525 [D loss: 0.628793, acc.: 67.05%] [G loss: 0.872235]\n",
"3526 [D loss: 0.632845, acc.: 64.77%] [G loss: 0.850301]\n",
"3527 [D loss: 0.659559, acc.: 65.15%] [G loss: 0.840625]\n",
"3528 [D loss: 0.625088, acc.: 66.67%] [G loss: 0.868242]\n",
"3529 [D loss: 0.643454, acc.: 63.64%] [G loss: 0.845749]\n",
"3530 [D loss: 0.669853, acc.: 61.36%] [G loss: 0.858908]\n",
"3531 [D loss: 0.635738, acc.: 64.02%] [G loss: 0.850041]\n",
"3532 [D loss: 0.641992, acc.: 64.77%] [G loss: 0.854749]\n",
"3533 [D loss: 0.686901, acc.: 52.65%] [G loss: 0.879350]\n",
"3534 [D loss: 0.652061, acc.: 62.12%] [G loss: 0.851826]\n",
"3535 [D loss: 0.648564, acc.: 63.64%] [G loss: 0.844307]\n",
"3536 [D loss: 0.656220, acc.: 63.26%] [G loss: 0.841535]\n",
"3537 [D loss: 0.666559, acc.: 58.71%] [G loss: 0.796474]\n",
"3538 [D loss: 0.657129, acc.: 62.50%] [G loss: 0.869130]\n",
"3539 [D loss: 0.615297, acc.: 68.94%] [G loss: 0.831734]\n",
"3540 [D loss: 0.653253, acc.: 63.26%] [G loss: 0.817379]\n",
"3541 [D loss: 0.646939, acc.: 62.12%] [G loss: 0.815656]\n",
"3542 [D loss: 0.655284, acc.: 64.02%] [G loss: 0.849536]\n",
"3543 [D loss: 0.655816, acc.: 62.88%] [G loss: 0.832159]\n",
"3544 [D loss: 0.642712, acc.: 60.98%] [G loss: 0.855258]\n",
"3545 [D loss: 0.650884, acc.: 63.64%] [G loss: 0.856090]\n",
"3546 [D loss: 0.638035, acc.: 63.26%] [G loss: 0.856686]\n",
"3547 [D loss: 0.626759, acc.: 68.56%] [G loss: 0.827110]\n",
"3548 [D loss: 0.645162, acc.: 63.64%] [G loss: 0.841722]\n",
"3549 [D loss: 0.646153, acc.: 64.77%] [G loss: 0.846070]\n",
"3550 [D loss: 0.651364, acc.: 65.15%] [G loss: 0.861885]\n",
"3551 [D loss: 0.647278, acc.: 65.15%] [G loss: 0.882513]\n",
"3552 [D loss: 0.667710, acc.: 60.98%] [G loss: 0.869249]\n",
"3553 [D loss: 0.639022, acc.: 66.67%] [G loss: 0.871787]\n",
"3554 [D loss: 0.649152, acc.: 59.09%] [G loss: 0.847273]\n",
"3555 [D loss: 0.657260, acc.: 60.61%] [G loss: 0.827179]\n",
"3556 [D loss: 0.667373, acc.: 58.71%] [G loss: 0.816862]\n",
"3557 [D loss: 0.659122, acc.: 57.58%] [G loss: 0.822324]\n",
"3558 [D loss: 0.621631, acc.: 68.94%] [G loss: 0.839914]\n",
"3559 [D loss: 0.641737, acc.: 63.64%] [G loss: 0.827091]\n",
"3560 [D loss: 0.635846, acc.: 64.39%] [G loss: 0.842071]\n",
"3561 [D loss: 0.655146, acc.: 58.33%] [G loss: 0.848210]\n",
"3562 [D loss: 0.631009, acc.: 65.53%] [G loss: 0.860653]\n",
"3563 [D loss: 0.642576, acc.: 63.26%] [G loss: 0.886512]\n",
"3564 [D loss: 0.646625, acc.: 62.12%] [G loss: 0.871673]\n",
"3565 [D loss: 0.657070, acc.: 61.36%] [G loss: 0.874899]\n",
"3566 [D loss: 0.649390, acc.: 62.88%] [G loss: 0.842919]\n",
"3567 [D loss: 0.635784, acc.: 65.15%] [G loss: 0.862085]\n",
"3568 [D loss: 0.634169, acc.: 64.39%] [G loss: 0.891364]\n",
"3569 [D loss: 0.673050, acc.: 58.33%] [G loss: 0.855156]\n",
"3570 [D loss: 0.650363, acc.: 62.88%] [G loss: 0.824236]\n",
"3571 [D loss: 0.662182, acc.: 58.71%] [G loss: 0.824179]\n",
"3572 [D loss: 0.654410, acc.: 59.85%] [G loss: 0.836049]\n",
"3573 [D loss: 0.653561, acc.: 60.61%] [G loss: 0.832680]\n",
"3574 [D loss: 0.641963, acc.: 68.56%] [G loss: 0.853765]\n",
"3575 [D loss: 0.638770, acc.: 66.67%] [G loss: 0.841154]\n",
"3576 [D loss: 0.669696, acc.: 59.09%] [G loss: 0.862093]\n",
"3577 [D loss: 0.636316, acc.: 66.29%] [G loss: 0.882002]\n",
"3578 [D loss: 0.650094, acc.: 62.12%] [G loss: 0.869232]\n",
"3579 [D loss: 0.640245, acc.: 67.42%] [G loss: 0.827479]\n",
"3580 [D loss: 0.647650, acc.: 62.88%] [G loss: 0.830140]\n",
"3581 [D loss: 0.624790, acc.: 68.94%] [G loss: 0.878380]\n",
"3582 [D loss: 0.642570, acc.: 63.64%] [G loss: 0.885380]\n",
"3583 [D loss: 0.635411, acc.: 66.67%] [G loss: 0.822944]\n",
"3584 [D loss: 0.655431, acc.: 61.74%] [G loss: 0.875642]\n",
"3585 [D loss: 0.659812, acc.: 60.98%] [G loss: 0.858261]\n",
"3586 [D loss: 0.645755, acc.: 62.12%] [G loss: 0.855146]\n",
"3587 [D loss: 0.641434, acc.: 65.15%] [G loss: 0.867680]\n",
"3588 [D loss: 0.657529, acc.: 57.95%] [G loss: 0.856271]\n",
"3589 [D loss: 0.654384, acc.: 61.74%] [G loss: 0.863040]\n",
"3590 [D loss: 0.649371, acc.: 64.02%] [G loss: 0.862493]\n",
"3591 [D loss: 0.679700, acc.: 59.09%] [G loss: 0.845184]\n",
"3592 [D loss: 0.646800, acc.: 61.36%] [G loss: 0.879954]\n",
"3593 [D loss: 0.639381, acc.: 65.15%] [G loss: 0.836866]\n",
"3594 [D loss: 0.635419, acc.: 64.77%] [G loss: 0.824329]\n",
"3595 [D loss: 0.648495, acc.: 64.02%] [G loss: 0.892842]\n",
"3596 [D loss: 0.650560, acc.: 64.02%] [G loss: 0.860844]\n",
"3597 [D loss: 0.647568, acc.: 62.50%] [G loss: 0.815683]\n",
"3598 [D loss: 0.625924, acc.: 68.18%] [G loss: 0.835212]\n",
"3599 [D loss: 0.651688, acc.: 64.39%] [G loss: 0.851962]\n",
"3600 [D loss: 0.657901, acc.: 62.88%] [G loss: 0.857720]\n",
"3601 [D loss: 0.616593, acc.: 68.94%] [G loss: 0.860644]\n",
"3602 [D loss: 0.636631, acc.: 59.85%] [G loss: 0.875185]\n",
"3603 [D loss: 0.637278, acc.: 65.91%] [G loss: 0.852912]\n",
"3604 [D loss: 0.661847, acc.: 61.36%] [G loss: 0.837518]\n",
"3605 [D loss: 0.647300, acc.: 64.02%] [G loss: 0.852715]\n",
"3606 [D loss: 0.652735, acc.: 60.61%] [G loss: 0.866267]\n",
"3607 [D loss: 0.664122, acc.: 64.02%] [G loss: 0.831867]\n",
"3608 [D loss: 0.639733, acc.: 66.67%] [G loss: 0.819887]\n",
"3609 [D loss: 0.624876, acc.: 64.02%] [G loss: 0.848400]\n",
"3610 [D loss: 0.662771, acc.: 60.23%] [G loss: 0.834651]\n",
"3611 [D loss: 0.656698, acc.: 59.47%] [G loss: 0.851237]\n",
"3612 [D loss: 0.632783, acc.: 68.56%] [G loss: 0.855987]\n",
"3613 [D loss: 0.648240, acc.: 64.77%] [G loss: 0.832499]\n",
"3614 [D loss: 0.653063, acc.: 61.36%] [G loss: 0.835157]\n",
"3615 [D loss: 0.656535, acc.: 59.47%] [G loss: 0.854590]\n",
"3616 [D loss: 0.645958, acc.: 65.91%] [G loss: 0.827678]\n",
"3617 [D loss: 0.656043, acc.: 64.77%] [G loss: 0.825609]\n",
"3618 [D loss: 0.605344, acc.: 67.80%] [G loss: 0.835238]\n",
"3619 [D loss: 0.649597, acc.: 64.77%] [G loss: 0.849775]\n",
"3620 [D loss: 0.649475, acc.: 62.50%] [G loss: 0.820298]\n",
"3621 [D loss: 0.659508, acc.: 58.71%] [G loss: 0.841493]\n",
"3622 [D loss: 0.657288, acc.: 59.09%] [G loss: 0.848945]\n",
"3623 [D loss: 0.658880, acc.: 61.36%] [G loss: 0.841786]\n",
"3624 [D loss: 0.659286, acc.: 61.74%] [G loss: 0.886066]\n",
"3625 [D loss: 0.630439, acc.: 65.91%] [G loss: 0.880400]\n",
"3626 [D loss: 0.641451, acc.: 64.77%] [G loss: 0.860863]\n",
"3627 [D loss: 0.660817, acc.: 63.26%] [G loss: 0.856564]\n",
"3628 [D loss: 0.646167, acc.: 60.98%] [G loss: 0.840684]\n",
"3629 [D loss: 0.654207, acc.: 62.50%] [G loss: 0.837956]\n",
"3630 [D loss: 0.628518, acc.: 67.80%] [G loss: 0.865447]\n",
"3631 [D loss: 0.635042, acc.: 65.53%] [G loss: 0.824014]\n",
"3632 [D loss: 0.638811, acc.: 63.64%] [G loss: 0.839916]\n",
"3633 [D loss: 0.672957, acc.: 57.95%] [G loss: 0.834314]\n",
"3634 [D loss: 0.663297, acc.: 60.23%] [G loss: 0.828411]\n",
"3635 [D loss: 0.636137, acc.: 65.15%] [G loss: 0.830873]\n",
"3636 [D loss: 0.623282, acc.: 67.42%] [G loss: 0.871412]\n",
"3637 [D loss: 0.640233, acc.: 63.64%] [G loss: 0.853276]\n",
"3638 [D loss: 0.643718, acc.: 66.29%] [G loss: 0.832447]\n",
"3639 [D loss: 0.651628, acc.: 61.36%] [G loss: 0.851994]\n",
"3640 [D loss: 0.624331, acc.: 68.18%] [G loss: 0.843750]\n",
"3641 [D loss: 0.648523, acc.: 64.39%] [G loss: 0.857970]\n",
"3642 [D loss: 0.663908, acc.: 60.98%] [G loss: 0.864142]\n",
"3643 [D loss: 0.602538, acc.: 70.83%] [G loss: 0.821191]\n",
"3644 [D loss: 0.623808, acc.: 65.91%] [G loss: 0.839024]\n",
"3645 [D loss: 0.632453, acc.: 65.15%] [G loss: 0.830047]\n",
"3646 [D loss: 0.658678, acc.: 62.12%] [G loss: 0.849353]\n",
"3647 [D loss: 0.644234, acc.: 64.02%] [G loss: 0.851453]\n",
"3648 [D loss: 0.640144, acc.: 65.15%] [G loss: 0.841917]\n",
"3649 [D loss: 0.644532, acc.: 64.02%] [G loss: 0.878877]\n",
"3650 [D loss: 0.636755, acc.: 65.53%] [G loss: 0.847160]\n",
"3651 [D loss: 0.657120, acc.: 61.74%] [G loss: 0.832627]\n",
"3652 [D loss: 0.638819, acc.: 66.29%] [G loss: 0.875357]\n",
"3653 [D loss: 0.648386, acc.: 62.12%] [G loss: 0.841201]\n",
"3654 [D loss: 0.652969, acc.: 62.50%] [G loss: 0.828954]\n",
"3655 [D loss: 0.660101, acc.: 62.12%] [G loss: 0.853090]\n",
"3656 [D loss: 0.668798, acc.: 60.61%] [G loss: 0.874808]\n",
"3657 [D loss: 0.689082, acc.: 57.20%] [G loss: 0.863080]\n",
"3658 [D loss: 0.644636, acc.: 67.80%] [G loss: 0.883649]\n",
"3659 [D loss: 0.668994, acc.: 60.23%] [G loss: 0.838547]\n",
"3660 [D loss: 0.652112, acc.: 64.02%] [G loss: 0.854769]\n",
"3661 [D loss: 0.628114, acc.: 66.67%] [G loss: 0.853083]\n",
"3662 [D loss: 0.636306, acc.: 66.67%] [G loss: 0.851200]\n",
"3663 [D loss: 0.675072, acc.: 61.36%] [G loss: 0.800151]\n",
"3664 [D loss: 0.633766, acc.: 64.02%] [G loss: 0.816605]\n",
"3665 [D loss: 0.634827, acc.: 67.42%] [G loss: 0.846039]\n",
"3666 [D loss: 0.638810, acc.: 64.77%] [G loss: 0.811919]\n",
"3667 [D loss: 0.615473, acc.: 67.05%] [G loss: 0.832085]\n",
"3668 [D loss: 0.644505, acc.: 59.09%] [G loss: 0.858202]\n",
"3669 [D loss: 0.667905, acc.: 56.82%] [G loss: 0.847405]\n",
"3670 [D loss: 0.648693, acc.: 61.36%] [G loss: 0.867335]\n",
"3671 [D loss: 0.656033, acc.: 64.77%] [G loss: 0.849044]\n",
"3672 [D loss: 0.647633, acc.: 65.91%] [G loss: 0.885373]\n",
"3673 [D loss: 0.673759, acc.: 56.82%] [G loss: 0.866455]\n",
"3674 [D loss: 0.665847, acc.: 60.61%] [G loss: 0.858397]\n",
"3675 [D loss: 0.649275, acc.: 63.26%] [G loss: 0.859016]\n",
"3676 [D loss: 0.649973, acc.: 61.74%] [G loss: 0.845963]\n",
"3677 [D loss: 0.658656, acc.: 64.02%] [G loss: 0.893505]\n",
"3678 [D loss: 0.652333, acc.: 61.74%] [G loss: 0.856825]\n",
"3679 [D loss: 0.640990, acc.: 63.64%] [G loss: 0.851201]\n",
"3680 [D loss: 0.649292, acc.: 60.98%] [G loss: 0.837677]\n",
"3681 [D loss: 0.664009, acc.: 59.09%] [G loss: 0.848395]\n",
"3682 [D loss: 0.640860, acc.: 65.91%] [G loss: 0.835123]\n",
"3683 [D loss: 0.655834, acc.: 60.98%] [G loss: 0.834760]\n",
"3684 [D loss: 0.678527, acc.: 57.95%] [G loss: 0.820540]\n",
"3685 [D loss: 0.646541, acc.: 65.91%] [G loss: 0.841994]\n",
"3686 [D loss: 0.638775, acc.: 65.91%] [G loss: 0.822481]\n",
"3687 [D loss: 0.635225, acc.: 64.77%] [G loss: 0.840398]\n",
"3688 [D loss: 0.651650, acc.: 60.23%] [G loss: 0.858532]\n",
"3689 [D loss: 0.672887, acc.: 60.61%] [G loss: 0.864536]\n",
"3690 [D loss: 0.623615, acc.: 68.18%] [G loss: 0.842090]\n",
"3691 [D loss: 0.681961, acc.: 57.58%] [G loss: 0.827549]\n",
"3692 [D loss: 0.634267, acc.: 64.77%] [G loss: 0.855263]\n",
"3693 [D loss: 0.660150, acc.: 61.36%] [G loss: 0.826806]\n",
"3694 [D loss: 0.642616, acc.: 64.02%] [G loss: 0.858916]\n",
"3695 [D loss: 0.656996, acc.: 64.02%] [G loss: 0.839643]\n",
"3696 [D loss: 0.617480, acc.: 67.42%] [G loss: 0.840021]\n",
"3697 [D loss: 0.626405, acc.: 69.70%] [G loss: 0.863031]\n",
"3698 [D loss: 0.640691, acc.: 60.98%] [G loss: 0.854275]\n",
"3699 [D loss: 0.656002, acc.: 61.36%] [G loss: 0.820778]\n",
"3700 [D loss: 0.633290, acc.: 65.15%] [G loss: 0.843224]\n",
"3701 [D loss: 0.651058, acc.: 64.77%] [G loss: 0.834544]\n",
"3702 [D loss: 0.659496, acc.: 59.85%] [G loss: 0.885456]\n",
"3703 [D loss: 0.616401, acc.: 65.91%] [G loss: 0.893322]\n",
"3704 [D loss: 0.691992, acc.: 54.17%] [G loss: 0.839213]\n",
"3705 [D loss: 0.662013, acc.: 58.71%] [G loss: 0.841673]\n",
"3706 [D loss: 0.652223, acc.: 63.26%] [G loss: 0.860862]\n",
"3707 [D loss: 0.636174, acc.: 65.15%] [G loss: 0.867971]\n",
"3708 [D loss: 0.640455, acc.: 65.91%] [G loss: 0.860453]\n",
"3709 [D loss: 0.656414, acc.: 60.61%] [G loss: 0.868918]\n",
"3710 [D loss: 0.667287, acc.: 59.09%] [G loss: 0.843717]\n",
"3711 [D loss: 0.661724, acc.: 57.95%] [G loss: 0.797064]\n",
"3712 [D loss: 0.658366, acc.: 61.36%] [G loss: 0.899274]\n",
"3713 [D loss: 0.658304, acc.: 60.23%] [G loss: 0.824017]\n",
"3714 [D loss: 0.659351, acc.: 60.98%] [G loss: 0.831527]\n",
"3715 [D loss: 0.631375, acc.: 65.91%] [G loss: 0.847078]\n",
"3716 [D loss: 0.630643, acc.: 67.42%] [G loss: 0.835111]\n",
"3717 [D loss: 0.643751, acc.: 59.47%] [G loss: 0.845588]\n",
"3718 [D loss: 0.671294, acc.: 60.98%] [G loss: 0.859985]\n",
"3719 [D loss: 0.640392, acc.: 63.26%] [G loss: 0.850970]\n",
"3720 [D loss: 0.650018, acc.: 64.77%] [G loss: 0.828559]\n",
"3721 [D loss: 0.646441, acc.: 62.88%] [G loss: 0.825745]\n",
"3722 [D loss: 0.647452, acc.: 62.50%] [G loss: 0.847099]\n",
"3723 [D loss: 0.642511, acc.: 61.36%] [G loss: 0.839460]\n",
"3724 [D loss: 0.663950, acc.: 59.85%] [G loss: 0.833587]\n",
"3725 [D loss: 0.645802, acc.: 62.88%] [G loss: 0.816181]\n",
"3726 [D loss: 0.635227, acc.: 65.53%] [G loss: 0.813667]\n",
"3727 [D loss: 0.636591, acc.: 64.02%] [G loss: 0.839328]\n",
"3728 [D loss: 0.669237, acc.: 58.33%] [G loss: 0.862747]\n",
"3729 [D loss: 0.636343, acc.: 62.50%] [G loss: 0.864364]\n",
"3730 [D loss: 0.649390, acc.: 62.50%] [G loss: 0.843573]\n",
"3731 [D loss: 0.667401, acc.: 58.71%] [G loss: 0.849310]\n",
"3732 [D loss: 0.669983, acc.: 60.23%] [G loss: 0.840176]\n",
"3733 [D loss: 0.665381, acc.: 58.71%] [G loss: 0.832271]\n",
"3734 [D loss: 0.645103, acc.: 65.53%] [G loss: 0.861845]\n",
"3735 [D loss: 0.639427, acc.: 64.39%] [G loss: 0.858803]\n",
"3736 [D loss: 0.658198, acc.: 64.02%] [G loss: 0.879049]\n",
"3737 [D loss: 0.648551, acc.: 66.29%] [G loss: 0.830422]\n",
"3738 [D loss: 0.676284, acc.: 59.09%] [G loss: 0.858589]\n",
"3739 [D loss: 0.646693, acc.: 65.91%] [G loss: 0.854176]\n",
"3740 [D loss: 0.637052, acc.: 64.39%] [G loss: 0.842363]\n",
"3741 [D loss: 0.657972, acc.: 62.12%] [G loss: 0.843435]\n",
"3742 [D loss: 0.650409, acc.: 59.85%] [G loss: 0.867773]\n",
"3743 [D loss: 0.637439, acc.: 64.02%] [G loss: 0.861094]\n",
"3744 [D loss: 0.623150, acc.: 65.15%] [G loss: 0.838126]\n",
"3745 [D loss: 0.637633, acc.: 67.05%] [G loss: 0.860490]\n",
"3746 [D loss: 0.653830, acc.: 61.36%] [G loss: 0.868780]\n",
"3747 [D loss: 0.632784, acc.: 65.15%] [G loss: 0.859523]\n",
"3748 [D loss: 0.658858, acc.: 61.36%] [G loss: 0.821324]\n",
"3749 [D loss: 0.618456, acc.: 69.70%] [G loss: 0.863574]\n",
"3750 [D loss: 0.645754, acc.: 64.02%] [G loss: 0.861375]\n",
"3751 [D loss: 0.649338, acc.: 62.50%] [G loss: 0.832975]\n",
"3752 [D loss: 0.645422, acc.: 64.02%] [G loss: 0.820161]\n",
"3753 [D loss: 0.649169, acc.: 63.64%] [G loss: 0.837635]\n",
"3754 [D loss: 0.671243, acc.: 59.09%] [G loss: 0.859488]\n",
"3755 [D loss: 0.643394, acc.: 67.05%] [G loss: 0.849554]\n",
"3756 [D loss: 0.662581, acc.: 62.12%] [G loss: 0.855261]\n",
"3757 [D loss: 0.663802, acc.: 62.50%] [G loss: 0.846666]\n",
"3758 [D loss: 0.640366, acc.: 64.77%] [G loss: 0.844691]\n",
"3759 [D loss: 0.645643, acc.: 62.88%] [G loss: 0.818983]\n",
"3760 [D loss: 0.657123, acc.: 59.85%] [G loss: 0.834783]\n",
"3761 [D loss: 0.675042, acc.: 56.82%] [G loss: 0.864325]\n",
"3762 [D loss: 0.652249, acc.: 60.61%] [G loss: 0.839773]\n",
"3763 [D loss: 0.666638, acc.: 53.79%] [G loss: 0.838456]\n",
"3764 [D loss: 0.679173, acc.: 56.82%] [G loss: 0.873866]\n",
"3765 [D loss: 0.647907, acc.: 63.64%] [G loss: 0.845603]\n",
"3766 [D loss: 0.643330, acc.: 61.74%] [G loss: 0.866051]\n",
"3767 [D loss: 0.665177, acc.: 58.71%] [G loss: 0.864463]\n",
"3768 [D loss: 0.644225, acc.: 64.39%] [G loss: 0.853259]\n",
"3769 [D loss: 0.633932, acc.: 67.05%] [G loss: 0.863301]\n",
"3770 [D loss: 0.640343, acc.: 63.64%] [G loss: 0.839535]\n",
"3771 [D loss: 0.633031, acc.: 68.18%] [G loss: 0.870845]\n",
"3772 [D loss: 0.660887, acc.: 62.12%] [G loss: 0.884364]\n",
"3773 [D loss: 0.636875, acc.: 64.02%] [G loss: 0.839532]\n",
"3774 [D loss: 0.631599, acc.: 67.05%] [G loss: 0.886880]\n",
"3775 [D loss: 0.649644, acc.: 63.64%] [G loss: 0.879004]\n",
"3776 [D loss: 0.655679, acc.: 57.20%] [G loss: 0.846207]\n",
"3777 [D loss: 0.653365, acc.: 61.36%] [G loss: 0.861199]\n",
"3778 [D loss: 0.648660, acc.: 64.39%] [G loss: 0.871835]\n",
"3779 [D loss: 0.668909, acc.: 58.71%] [G loss: 0.861344]\n",
"3780 [D loss: 0.638677, acc.: 63.26%] [G loss: 0.829854]\n",
"3781 [D loss: 0.642569, acc.: 64.77%] [G loss: 0.825140]\n",
"3782 [D loss: 0.645316, acc.: 62.12%] [G loss: 0.861785]\n",
"3783 [D loss: 0.655141, acc.: 60.98%] [G loss: 0.838277]\n",
"3784 [D loss: 0.669758, acc.: 59.47%] [G loss: 0.859904]\n",
"3785 [D loss: 0.652406, acc.: 62.50%] [G loss: 0.890282]\n",
"3786 [D loss: 0.670350, acc.: 60.61%] [G loss: 0.856332]\n",
"3787 [D loss: 0.641651, acc.: 63.26%] [G loss: 0.850888]\n",
"3788 [D loss: 0.653737, acc.: 62.12%] [G loss: 0.815422]\n",
"3789 [D loss: 0.653757, acc.: 60.23%] [G loss: 0.809937]\n",
"3790 [D loss: 0.643427, acc.: 65.53%] [G loss: 0.867346]\n",
"3791 [D loss: 0.640304, acc.: 64.39%] [G loss: 0.832517]\n",
"3792 [D loss: 0.651888, acc.: 57.95%] [G loss: 0.820636]\n",
"3793 [D loss: 0.659752, acc.: 60.23%] [G loss: 0.837640]\n",
"3794 [D loss: 0.647086, acc.: 62.88%] [G loss: 0.827321]\n",
"3795 [D loss: 0.656319, acc.: 65.91%] [G loss: 0.840145]\n",
"3796 [D loss: 0.649547, acc.: 63.64%] [G loss: 0.824843]\n",
"3797 [D loss: 0.656368, acc.: 62.50%] [G loss: 0.836542]\n",
"3798 [D loss: 0.670726, acc.: 57.58%] [G loss: 0.811855]\n",
"3799 [D loss: 0.627059, acc.: 65.53%] [G loss: 0.825696]\n",
"3800 [D loss: 0.671732, acc.: 61.74%] [G loss: 0.840253]\n",
"3801 [D loss: 0.618183, acc.: 65.15%] [G loss: 0.819086]\n",
"3802 [D loss: 0.656056, acc.: 65.53%] [G loss: 0.829886]\n",
"3803 [D loss: 0.683012, acc.: 56.06%] [G loss: 0.845956]\n",
"3804 [D loss: 0.641003, acc.: 63.64%] [G loss: 0.858935]\n",
"3805 [D loss: 0.637996, acc.: 65.91%] [G loss: 0.852997]\n",
"3806 [D loss: 0.659673, acc.: 59.09%] [G loss: 0.879920]\n",
"3807 [D loss: 0.660933, acc.: 61.36%] [G loss: 0.861618]\n",
"3808 [D loss: 0.661573, acc.: 63.26%] [G loss: 0.821290]\n",
"3809 [D loss: 0.660203, acc.: 58.33%] [G loss: 0.837085]\n",
"3810 [D loss: 0.658216, acc.: 60.61%] [G loss: 0.843356]\n",
"3811 [D loss: 0.651096, acc.: 62.50%] [G loss: 0.830471]\n",
"3812 [D loss: 0.662683, acc.: 57.95%] [G loss: 0.845242]\n",
"3813 [D loss: 0.662755, acc.: 60.98%] [G loss: 0.828549]\n",
"3814 [D loss: 0.674563, acc.: 59.85%] [G loss: 0.864423]\n",
"3815 [D loss: 0.638944, acc.: 62.50%] [G loss: 0.820455]\n",
"3816 [D loss: 0.654145, acc.: 62.12%] [G loss: 0.854089]\n",
"3817 [D loss: 0.654517, acc.: 63.64%] [G loss: 0.837131]\n",
"3818 [D loss: 0.655145, acc.: 64.02%] [G loss: 0.813853]\n",
"3819 [D loss: 0.649768, acc.: 64.77%] [G loss: 0.840082]\n",
"3820 [D loss: 0.656062, acc.: 63.26%] [G loss: 0.869815]\n",
"3821 [D loss: 0.657868, acc.: 61.74%] [G loss: 0.868991]\n",
"3822 [D loss: 0.665243, acc.: 67.05%] [G loss: 0.822751]\n",
"3823 [D loss: 0.659068, acc.: 60.23%] [G loss: 0.837308]\n",
"3824 [D loss: 0.648056, acc.: 62.88%] [G loss: 0.825875]\n",
"3825 [D loss: 0.643265, acc.: 65.91%] [G loss: 0.808631]\n",
"3826 [D loss: 0.644974, acc.: 64.77%] [G loss: 0.840707]\n",
"3827 [D loss: 0.633627, acc.: 66.67%] [G loss: 0.834360]\n",
"3828 [D loss: 0.636710, acc.: 63.26%] [G loss: 0.836902]\n",
"3829 [D loss: 0.657580, acc.: 60.23%] [G loss: 0.856682]\n",
"3830 [D loss: 0.646409, acc.: 61.36%] [G loss: 0.861514]\n",
"3831 [D loss: 0.682782, acc.: 59.85%] [G loss: 0.821033]\n",
"3832 [D loss: 0.660405, acc.: 59.09%] [G loss: 0.823213]\n",
"3833 [D loss: 0.688921, acc.: 56.06%] [G loss: 0.848275]\n",
"3834 [D loss: 0.652444, acc.: 63.64%] [G loss: 0.844167]\n",
"3835 [D loss: 0.653036, acc.: 65.15%] [G loss: 0.847926]\n",
"3836 [D loss: 0.666941, acc.: 56.44%] [G loss: 0.870070]\n",
"3837 [D loss: 0.656127, acc.: 62.12%] [G loss: 0.856298]\n",
"3838 [D loss: 0.664548, acc.: 61.36%] [G loss: 0.825905]\n",
"3839 [D loss: 0.616853, acc.: 73.86%] [G loss: 0.833124]\n",
"3840 [D loss: 0.664860, acc.: 62.50%] [G loss: 0.816323]\n",
"3841 [D loss: 0.649145, acc.: 61.36%] [G loss: 0.855810]\n",
"3842 [D loss: 0.661558, acc.: 58.33%] [G loss: 0.850766]\n",
"3843 [D loss: 0.679412, acc.: 62.50%] [G loss: 0.869587]\n",
"3844 [D loss: 0.654206, acc.: 64.02%] [G loss: 0.882715]\n",
"3845 [D loss: 0.661009, acc.: 61.74%] [G loss: 0.838563]\n",
"3846 [D loss: 0.644894, acc.: 67.05%] [G loss: 0.828600]\n",
"3847 [D loss: 0.667555, acc.: 55.30%] [G loss: 0.823784]\n",
"3848 [D loss: 0.672355, acc.: 60.61%] [G loss: 0.842421]\n",
"3849 [D loss: 0.651913, acc.: 62.12%] [G loss: 0.834680]\n",
"3850 [D loss: 0.630874, acc.: 68.18%] [G loss: 0.833088]\n",
"3851 [D loss: 0.659213, acc.: 63.64%] [G loss: 0.865881]\n",
"3852 [D loss: 0.630210, acc.: 64.77%] [G loss: 0.852411]\n",
"3853 [D loss: 0.642187, acc.: 66.67%] [G loss: 0.812069]\n",
"3854 [D loss: 0.628492, acc.: 68.94%] [G loss: 0.851902]\n",
"3855 [D loss: 0.621690, acc.: 69.32%] [G loss: 0.826184]\n",
"3856 [D loss: 0.646695, acc.: 61.36%] [G loss: 0.859546]\n",
"3857 [D loss: 0.639310, acc.: 64.02%] [G loss: 0.834809]\n",
"3858 [D loss: 0.661060, acc.: 65.15%] [G loss: 0.849812]\n",
"3859 [D loss: 0.664616, acc.: 57.20%] [G loss: 0.822248]\n",
"3860 [D loss: 0.642441, acc.: 64.77%] [G loss: 0.816624]\n",
"3861 [D loss: 0.681247, acc.: 57.20%] [G loss: 0.839053]\n",
"3862 [D loss: 0.667979, acc.: 59.47%] [G loss: 0.823995]\n",
"3863 [D loss: 0.684801, acc.: 55.68%] [G loss: 0.844006]\n",
"3864 [D loss: 0.628198, acc.: 68.18%] [G loss: 0.830023]\n",
"3865 [D loss: 0.672498, acc.: 62.12%] [G loss: 0.843950]\n",
"3866 [D loss: 0.644218, acc.: 63.64%] [G loss: 0.829287]\n",
"3867 [D loss: 0.637528, acc.: 65.53%] [G loss: 0.850750]\n",
"3868 [D loss: 0.638200, acc.: 66.67%] [G loss: 0.855720]\n",
"3869 [D loss: 0.644585, acc.: 63.64%] [G loss: 0.860437]\n",
"3870 [D loss: 0.650375, acc.: 64.39%] [G loss: 0.850395]\n",
"3871 [D loss: 0.626537, acc.: 67.05%] [G loss: 0.887179]\n",
"3872 [D loss: 0.676568, acc.: 54.17%] [G loss: 0.833596]\n",
"3873 [D loss: 0.655972, acc.: 58.33%] [G loss: 0.871380]\n",
"3874 [D loss: 0.658387, acc.: 64.39%] [G loss: 0.870174]\n",
"3875 [D loss: 0.639329, acc.: 66.29%] [G loss: 0.848302]\n",
"3876 [D loss: 0.642974, acc.: 65.53%] [G loss: 0.836434]\n",
"3877 [D loss: 0.652638, acc.: 61.74%] [G loss: 0.844055]\n",
"3878 [D loss: 0.652135, acc.: 65.15%] [G loss: 0.814048]\n",
"3879 [D loss: 0.621706, acc.: 68.94%] [G loss: 0.837217]\n",
"3880 [D loss: 0.657086, acc.: 61.36%] [G loss: 0.843667]\n",
"3881 [D loss: 0.638914, acc.: 64.02%] [G loss: 0.885327]\n",
"3882 [D loss: 0.670975, acc.: 60.98%] [G loss: 0.853971]\n",
"3883 [D loss: 0.647859, acc.: 60.61%] [G loss: 0.882926]\n",
"3884 [D loss: 0.657976, acc.: 61.74%] [G loss: 0.853044]\n",
"3885 [D loss: 0.640343, acc.: 67.05%] [G loss: 0.865161]\n",
"3886 [D loss: 0.653089, acc.: 62.12%] [G loss: 0.847389]\n",
"3887 [D loss: 0.640572, acc.: 64.02%] [G loss: 0.836648]\n",
"3888 [D loss: 0.649360, acc.: 61.36%] [G loss: 0.849018]\n",
"3889 [D loss: 0.624397, acc.: 68.56%] [G loss: 0.840228]\n",
"3890 [D loss: 0.684518, acc.: 56.82%] [G loss: 0.828506]\n",
"3891 [D loss: 0.641702, acc.: 64.39%] [G loss: 0.845863]\n",
"3892 [D loss: 0.632095, acc.: 68.18%] [G loss: 0.877720]\n",
"3893 [D loss: 0.636077, acc.: 63.26%] [G loss: 0.862653]\n",
"3894 [D loss: 0.657185, acc.: 59.85%] [G loss: 0.826584]\n",
"3895 [D loss: 0.631581, acc.: 64.02%] [G loss: 0.811762]\n",
"3896 [D loss: 0.663035, acc.: 60.23%] [G loss: 0.849461]\n",
"3897 [D loss: 0.641849, acc.: 63.64%] [G loss: 0.821297]\n",
"3898 [D loss: 0.657047, acc.: 64.39%] [G loss: 0.857636]\n",
"3899 [D loss: 0.678129, acc.: 60.98%] [G loss: 0.805285]\n",
"3900 [D loss: 0.659236, acc.: 61.36%] [G loss: 0.849389]\n",
"3901 [D loss: 0.655225, acc.: 62.88%] [G loss: 0.869452]\n",
"3902 [D loss: 0.650948, acc.: 62.50%] [G loss: 0.829804]\n",
"3903 [D loss: 0.646260, acc.: 62.88%] [G loss: 0.844393]\n",
"3904 [D loss: 0.651803, acc.: 63.26%] [G loss: 0.856689]\n",
"3905 [D loss: 0.671409, acc.: 57.20%] [G loss: 0.820176]\n",
"3906 [D loss: 0.655408, acc.: 58.33%] [G loss: 0.847498]\n",
"3907 [D loss: 0.653678, acc.: 67.42%] [G loss: 0.865665]\n",
"3908 [D loss: 0.643228, acc.: 61.74%] [G loss: 0.849950]\n",
"3909 [D loss: 0.634624, acc.: 61.74%] [G loss: 0.810489]\n",
"3910 [D loss: 0.655802, acc.: 64.02%] [G loss: 0.876651]\n",
"3911 [D loss: 0.648097, acc.: 61.36%] [G loss: 0.818207]\n",
"3912 [D loss: 0.665007, acc.: 59.85%] [G loss: 0.816951]\n",
"3913 [D loss: 0.645987, acc.: 68.18%] [G loss: 0.825507]\n",
"3914 [D loss: 0.643326, acc.: 60.98%] [G loss: 0.844187]\n",
"3915 [D loss: 0.650101, acc.: 60.23%] [G loss: 0.877914]\n",
"3916 [D loss: 0.665838, acc.: 61.74%] [G loss: 0.810838]\n",
"3917 [D loss: 0.688966, acc.: 55.30%] [G loss: 0.868379]\n",
"3918 [D loss: 0.651304, acc.: 64.39%] [G loss: 0.849710]\n",
"3919 [D loss: 0.664735, acc.: 61.36%] [G loss: 0.866689]\n",
"3920 [D loss: 0.644143, acc.: 64.39%] [G loss: 0.822374]\n",
"3921 [D loss: 0.633311, acc.: 67.05%] [G loss: 0.822027]\n",
"3922 [D loss: 0.676633, acc.: 56.06%] [G loss: 0.814495]\n",
"3923 [D loss: 0.652228, acc.: 57.95%] [G loss: 0.850774]\n",
"3924 [D loss: 0.646368, acc.: 63.64%] [G loss: 0.865943]\n",
"3925 [D loss: 0.656845, acc.: 59.47%] [G loss: 0.861668]\n",
"3926 [D loss: 0.616020, acc.: 70.83%] [G loss: 0.850297]\n",
"3927 [D loss: 0.649117, acc.: 62.50%] [G loss: 0.857196]\n",
"3928 [D loss: 0.632738, acc.: 64.02%] [G loss: 0.839407]\n",
"3929 [D loss: 0.646191, acc.: 63.64%] [G loss: 0.849049]\n",
"3930 [D loss: 0.653842, acc.: 61.36%] [G loss: 0.844562]\n",
"3931 [D loss: 0.652660, acc.: 65.91%] [G loss: 0.833361]\n",
"3932 [D loss: 0.647330, acc.: 69.32%] [G loss: 0.826956]\n",
"3933 [D loss: 0.659294, acc.: 60.61%] [G loss: 0.845391]\n",
"3934 [D loss: 0.647604, acc.: 64.39%] [G loss: 0.837981]\n",
"3935 [D loss: 0.664953, acc.: 60.98%] [G loss: 0.812774]\n",
"3936 [D loss: 0.638405, acc.: 64.77%] [G loss: 0.853605]\n",
"3937 [D loss: 0.653984, acc.: 59.09%] [G loss: 0.856944]\n",
"3938 [D loss: 0.678755, acc.: 58.71%] [G loss: 0.858612]\n",
"3939 [D loss: 0.665554, acc.: 59.09%] [G loss: 0.856956]\n",
"3940 [D loss: 0.657016, acc.: 57.95%] [G loss: 0.831845]\n",
"3941 [D loss: 0.658519, acc.: 62.12%] [G loss: 0.819324]\n",
"3942 [D loss: 0.640664, acc.: 63.26%] [G loss: 0.833440]\n",
"3943 [D loss: 0.662337, acc.: 57.58%] [G loss: 0.858241]\n",
"3944 [D loss: 0.645317, acc.: 64.39%] [G loss: 0.875712]\n",
"3945 [D loss: 0.684551, acc.: 57.58%] [G loss: 0.826803]\n",
"3946 [D loss: 0.637575, acc.: 68.94%] [G loss: 0.803890]\n",
"3947 [D loss: 0.641517, acc.: 68.18%] [G loss: 0.845524]\n",
"3948 [D loss: 0.629749, acc.: 64.77%] [G loss: 0.827002]\n",
"3949 [D loss: 0.669090, acc.: 59.85%] [G loss: 0.867208]\n",
"3950 [D loss: 0.654314, acc.: 58.71%] [G loss: 0.885436]\n",
"3951 [D loss: 0.664225, acc.: 57.20%] [G loss: 0.848872]\n",
"3952 [D loss: 0.701386, acc.: 53.03%] [G loss: 0.827709]\n",
"3953 [D loss: 0.669647, acc.: 57.58%] [G loss: 0.847000]\n",
"3954 [D loss: 0.656131, acc.: 61.74%] [G loss: 0.846893]\n",
"3955 [D loss: 0.647561, acc.: 65.91%] [G loss: 0.838729]\n",
"3956 [D loss: 0.650083, acc.: 61.74%] [G loss: 0.853855]\n",
"3957 [D loss: 0.648755, acc.: 59.85%] [G loss: 0.829335]\n",
"3958 [D loss: 0.664974, acc.: 61.36%] [G loss: 0.840554]\n",
"3959 [D loss: 0.657064, acc.: 60.61%] [G loss: 0.841918]\n",
"3960 [D loss: 0.654579, acc.: 60.23%] [G loss: 0.832488]\n",
"3961 [D loss: 0.679781, acc.: 54.55%] [G loss: 0.829550]\n",
"3962 [D loss: 0.656087, acc.: 61.74%] [G loss: 0.836702]\n",
"3963 [D loss: 0.653950, acc.: 62.12%] [G loss: 0.827432]\n",
"3964 [D loss: 0.632624, acc.: 69.32%] [G loss: 0.819456]\n",
"3965 [D loss: 0.662213, acc.: 62.88%] [G loss: 0.822762]\n",
"3966 [D loss: 0.666307, acc.: 60.23%] [G loss: 0.854831]\n",
"3967 [D loss: 0.670536, acc.: 57.20%] [G loss: 0.857718]\n",
"3968 [D loss: 0.644416, acc.: 67.80%] [G loss: 0.838880]\n",
"3969 [D loss: 0.680649, acc.: 61.74%] [G loss: 0.886739]\n",
"3970 [D loss: 0.644902, acc.: 64.39%] [G loss: 0.848866]\n",
"3971 [D loss: 0.659050, acc.: 61.74%] [G loss: 0.821288]\n",
"3972 [D loss: 0.647495, acc.: 63.26%] [G loss: 0.859769]\n",
"3973 [D loss: 0.633518, acc.: 65.91%] [G loss: 0.799979]\n",
"3974 [D loss: 0.664114, acc.: 62.50%] [G loss: 0.856937]\n",
"3975 [D loss: 0.657264, acc.: 63.64%] [G loss: 0.853400]\n",
"3976 [D loss: 0.645275, acc.: 61.36%] [G loss: 0.848339]\n",
"3977 [D loss: 0.655244, acc.: 64.39%] [G loss: 0.849896]\n",
"3978 [D loss: 0.651025, acc.: 62.88%] [G loss: 0.828789]\n",
"3979 [D loss: 0.657406, acc.: 64.39%] [G loss: 0.862252]\n",
"3980 [D loss: 0.663187, acc.: 59.47%] [G loss: 0.870621]\n",
"3981 [D loss: 0.656667, acc.: 55.68%] [G loss: 0.823977]\n",
"3982 [D loss: 0.668687, acc.: 57.20%] [G loss: 0.842304]\n",
"3983 [D loss: 0.644959, acc.: 63.64%] [G loss: 0.862015]\n",
"3984 [D loss: 0.655013, acc.: 58.71%] [G loss: 0.852975]\n",
"3985 [D loss: 0.667402, acc.: 56.06%] [G loss: 0.837640]\n",
"3986 [D loss: 0.661898, acc.: 56.82%] [G loss: 0.843214]\n",
"3987 [D loss: 0.658370, acc.: 61.74%] [G loss: 0.836805]\n",
"3988 [D loss: 0.667226, acc.: 61.36%] [G loss: 0.887445]\n",
"3989 [D loss: 0.650930, acc.: 59.09%] [G loss: 0.859427]\n",
"3990 [D loss: 0.625491, acc.: 64.39%] [G loss: 0.855284]\n",
"3991 [D loss: 0.667136, acc.: 58.71%] [G loss: 0.852699]\n",
"3992 [D loss: 0.671026, acc.: 59.85%] [G loss: 0.859474]\n",
"3993 [D loss: 0.656425, acc.: 60.98%] [G loss: 0.855692]\n",
"3994 [D loss: 0.653981, acc.: 62.12%] [G loss: 0.857568]\n",
"3995 [D loss: 0.646184, acc.: 62.50%] [G loss: 0.846829]\n",
"3996 [D loss: 0.652104, acc.: 61.74%] [G loss: 0.887015]\n",
"3997 [D loss: 0.641466, acc.: 64.02%] [G loss: 0.828294]\n",
"3998 [D loss: 0.645098, acc.: 64.39%] [G loss: 0.856572]\n",
"3999 [D loss: 0.697357, acc.: 56.06%] [G loss: 0.831044]\n",
"4000 [D loss: 0.644675, acc.: 60.61%] [G loss: 0.794084]\n",
"4001 [D loss: 0.653906, acc.: 59.47%] [G loss: 0.845339]\n",
"4002 [D loss: 0.638112, acc.: 64.77%] [G loss: 0.834116]\n",
"4003 [D loss: 0.659546, acc.: 63.26%] [G loss: 0.822089]\n",
"4004 [D loss: 0.638930, acc.: 64.77%] [G loss: 0.847674]\n",
"4005 [D loss: 0.677818, acc.: 58.33%] [G loss: 0.829214]\n",
"4006 [D loss: 0.638559, acc.: 65.15%] [G loss: 0.842919]\n",
"4007 [D loss: 0.641505, acc.: 68.56%] [G loss: 0.838346]\n",
"4008 [D loss: 0.665467, acc.: 57.95%] [G loss: 0.835425]\n",
"4009 [D loss: 0.649867, acc.: 63.64%] [G loss: 0.848772]\n",
"4010 [D loss: 0.660212, acc.: 62.50%] [G loss: 0.853398]\n",
"4011 [D loss: 0.642914, acc.: 64.77%] [G loss: 0.862641]\n",
"4012 [D loss: 0.629273, acc.: 67.80%] [G loss: 0.866278]\n",
"4013 [D loss: 0.660036, acc.: 60.61%] [G loss: 0.860669]\n",
"4014 [D loss: 0.661700, acc.: 62.88%] [G loss: 0.841573]\n",
"4015 [D loss: 0.654857, acc.: 62.88%] [G loss: 0.798416]\n",
"4016 [D loss: 0.658766, acc.: 62.12%] [G loss: 0.821434]\n",
"4017 [D loss: 0.655118, acc.: 60.98%] [G loss: 0.814387]\n",
"4018 [D loss: 0.644687, acc.: 60.98%] [G loss: 0.835199]\n",
"4019 [D loss: 0.620605, acc.: 66.29%] [G loss: 0.838211]\n",
"4020 [D loss: 0.646149, acc.: 61.74%] [G loss: 0.845186]\n",
"4021 [D loss: 0.628174, acc.: 68.94%] [G loss: 0.820137]\n",
"4022 [D loss: 0.641774, acc.: 64.39%] [G loss: 0.830238]\n",
"4023 [D loss: 0.644516, acc.: 64.39%] [G loss: 0.833113]\n",
"4024 [D loss: 0.670648, acc.: 60.23%] [G loss: 0.849639]\n",
"4025 [D loss: 0.693233, acc.: 51.52%] [G loss: 0.862247]\n",
"4026 [D loss: 0.688886, acc.: 58.71%] [G loss: 0.836519]\n",
"4027 [D loss: 0.679483, acc.: 60.98%] [G loss: 0.819713]\n",
"4028 [D loss: 0.657836, acc.: 66.29%] [G loss: 0.830356]\n",
"4029 [D loss: 0.654133, acc.: 62.12%] [G loss: 0.821080]\n",
"4030 [D loss: 0.632032, acc.: 71.21%] [G loss: 0.852537]\n",
"4031 [D loss: 0.644691, acc.: 64.77%] [G loss: 0.837459]\n",
"4032 [D loss: 0.636750, acc.: 63.64%] [G loss: 0.848186]\n",
"4033 [D loss: 0.650798, acc.: 63.64%] [G loss: 0.866416]\n",
"4034 [D loss: 0.649094, acc.: 65.53%] [G loss: 0.839957]\n",
"4035 [D loss: 0.650133, acc.: 62.12%] [G loss: 0.840303]\n",
"4036 [D loss: 0.666023, acc.: 59.85%] [G loss: 0.837263]\n",
"4037 [D loss: 0.672849, acc.: 59.47%] [G loss: 0.835595]\n",
"4038 [D loss: 0.657010, acc.: 61.36%] [G loss: 0.821886]\n",
"4039 [D loss: 0.649677, acc.: 65.53%] [G loss: 0.837624]\n",
"4040 [D loss: 0.658330, acc.: 60.61%] [G loss: 0.878466]\n",
"4041 [D loss: 0.663797, acc.: 59.47%] [G loss: 0.856296]\n",
"4042 [D loss: 0.637453, acc.: 66.29%] [G loss: 0.831349]\n",
"4043 [D loss: 0.641490, acc.: 65.91%] [G loss: 0.848115]\n",
"4044 [D loss: 0.655647, acc.: 61.74%] [G loss: 0.844803]\n",
"4045 [D loss: 0.670147, acc.: 60.23%] [G loss: 0.867855]\n",
"4046 [D loss: 0.651841, acc.: 62.88%] [G loss: 0.857898]\n",
"4047 [D loss: 0.646400, acc.: 60.61%] [G loss: 0.879256]\n",
"4048 [D loss: 0.677241, acc.: 55.30%] [G loss: 0.853626]\n",
"4049 [D loss: 0.631831, acc.: 66.67%] [G loss: 0.832221]\n",
"4050 [D loss: 0.652484, acc.: 64.02%] [G loss: 0.811283]\n",
"4051 [D loss: 0.657329, acc.: 61.36%] [G loss: 0.837278]\n",
"4052 [D loss: 0.637147, acc.: 71.59%] [G loss: 0.804700]\n",
"4053 [D loss: 0.644379, acc.: 64.39%] [G loss: 0.833480]\n",
"4054 [D loss: 0.671329, acc.: 58.71%] [G loss: 0.818613]\n",
"4055 [D loss: 0.667899, acc.: 61.36%] [G loss: 0.853494]\n",
"4056 [D loss: 0.670826, acc.: 59.09%] [G loss: 0.849849]\n",
"4057 [D loss: 0.648057, acc.: 62.12%] [G loss: 0.819532]\n",
"4058 [D loss: 0.635494, acc.: 70.08%] [G loss: 0.844809]\n",
"4059 [D loss: 0.647280, acc.: 61.74%] [G loss: 0.852025]\n",
"4060 [D loss: 0.650959, acc.: 63.26%] [G loss: 0.832596]\n",
"4061 [D loss: 0.632060, acc.: 68.56%] [G loss: 0.866555]\n",
"4062 [D loss: 0.670317, acc.: 58.71%] [G loss: 0.872336]\n",
"4063 [D loss: 0.637310, acc.: 65.15%] [G loss: 0.863403]\n",
"4064 [D loss: 0.676808, acc.: 60.61%] [G loss: 0.853920]\n",
"4065 [D loss: 0.638920, acc.: 67.80%] [G loss: 0.867433]\n",
"4066 [D loss: 0.656530, acc.: 59.85%] [G loss: 0.846101]\n",
"4067 [D loss: 0.670622, acc.: 57.95%] [G loss: 0.819882]\n",
"4068 [D loss: 0.677059, acc.: 56.06%] [G loss: 0.854021]\n",
"4069 [D loss: 0.647818, acc.: 64.77%] [G loss: 0.807868]\n",
"4070 [D loss: 0.667581, acc.: 62.12%] [G loss: 0.832367]\n",
"4071 [D loss: 0.655368, acc.: 65.53%] [G loss: 0.819391]\n",
"4072 [D loss: 0.656271, acc.: 58.33%] [G loss: 0.816591]\n",
"4073 [D loss: 0.652581, acc.: 64.39%] [G loss: 0.841461]\n",
"4074 [D loss: 0.666016, acc.: 59.09%] [G loss: 0.833169]\n",
"4075 [D loss: 0.657298, acc.: 57.95%] [G loss: 0.835327]\n",
"4076 [D loss: 0.666324, acc.: 60.23%] [G loss: 0.816027]\n",
"4077 [D loss: 0.675879, acc.: 54.92%] [G loss: 0.857089]\n",
"4078 [D loss: 0.624935, acc.: 68.94%] [G loss: 0.854011]\n",
"4079 [D loss: 0.623072, acc.: 66.67%] [G loss: 0.831885]\n",
"4080 [D loss: 0.645058, acc.: 64.39%] [G loss: 0.788460]\n",
"4081 [D loss: 0.660176, acc.: 64.77%] [G loss: 0.863227]\n",
"4082 [D loss: 0.679196, acc.: 58.71%] [G loss: 0.825872]\n",
"4083 [D loss: 0.647305, acc.: 63.64%] [G loss: 0.833844]\n",
"4084 [D loss: 0.640954, acc.: 63.26%] [G loss: 0.839096]\n",
"4085 [D loss: 0.629560, acc.: 65.15%] [G loss: 0.849403]\n",
"4086 [D loss: 0.649467, acc.: 63.64%] [G loss: 0.844344]\n",
"4087 [D loss: 0.649192, acc.: 63.64%] [G loss: 0.824391]\n",
"4088 [D loss: 0.643456, acc.: 65.91%] [G loss: 0.797468]\n",
"4089 [D loss: 0.647269, acc.: 65.91%] [G loss: 0.834656]\n",
"4090 [D loss: 0.693624, acc.: 52.65%] [G loss: 0.858941]\n",
"4091 [D loss: 0.644269, acc.: 63.64%] [G loss: 0.836004]\n",
"4092 [D loss: 0.658641, acc.: 63.64%] [G loss: 0.833919]\n",
"4093 [D loss: 0.641723, acc.: 64.77%] [G loss: 0.824438]\n",
"4094 [D loss: 0.657652, acc.: 61.74%] [G loss: 0.828588]\n",
"4095 [D loss: 0.643412, acc.: 65.53%] [G loss: 0.835698]\n",
"4096 [D loss: 0.642172, acc.: 62.12%] [G loss: 0.843794]\n",
"4097 [D loss: 0.647739, acc.: 60.98%] [G loss: 0.806100]\n",
"4098 [D loss: 0.667994, acc.: 57.20%] [G loss: 0.846391]\n",
"4099 [D loss: 0.645765, acc.: 64.02%] [G loss: 0.830103]\n",
"4100 [D loss: 0.629744, acc.: 70.08%] [G loss: 0.878288]\n",
"4101 [D loss: 0.689902, acc.: 53.79%] [G loss: 0.851383]\n",
"4102 [D loss: 0.636891, acc.: 64.39%] [G loss: 0.791694]\n",
"4103 [D loss: 0.632855, acc.: 67.80%] [G loss: 0.831872]\n",
"4104 [D loss: 0.657372, acc.: 60.23%] [G loss: 0.823588]\n",
"4105 [D loss: 0.653694, acc.: 62.88%] [G loss: 0.845715]\n",
"4106 [D loss: 0.672705, acc.: 55.30%] [G loss: 0.831109]\n",
"4107 [D loss: 0.660149, acc.: 57.95%] [G loss: 0.874629]\n",
"4108 [D loss: 0.633778, acc.: 68.56%] [G loss: 0.845099]\n",
"4109 [D loss: 0.659929, acc.: 63.26%] [G loss: 0.845839]\n",
"4110 [D loss: 0.653887, acc.: 63.26%] [G loss: 0.843775]\n",
"4111 [D loss: 0.655217, acc.: 58.71%] [G loss: 0.867378]\n",
"4112 [D loss: 0.642427, acc.: 64.77%] [G loss: 0.837671]\n",
"4113 [D loss: 0.667462, acc.: 58.33%] [G loss: 0.845659]\n",
"4114 [D loss: 0.652084, acc.: 61.74%] [G loss: 0.860928]\n",
"4115 [D loss: 0.642667, acc.: 61.74%] [G loss: 0.828499]\n",
"4116 [D loss: 0.652747, acc.: 60.98%] [G loss: 0.837523]\n",
"4117 [D loss: 0.645168, acc.: 64.39%] [G loss: 0.841881]\n",
"4118 [D loss: 0.651534, acc.: 63.64%] [G loss: 0.851032]\n",
"4119 [D loss: 0.672939, acc.: 59.85%] [G loss: 0.839974]\n",
"4120 [D loss: 0.636920, acc.: 67.42%] [G loss: 0.848612]\n",
"4121 [D loss: 0.635733, acc.: 66.67%] [G loss: 0.879783]\n",
"4122 [D loss: 0.649243, acc.: 65.53%] [G loss: 0.878166]\n",
"4123 [D loss: 0.669435, acc.: 58.71%] [G loss: 0.883758]\n",
"4124 [D loss: 0.667428, acc.: 57.95%] [G loss: 0.868240]\n",
"4125 [D loss: 0.685654, acc.: 54.92%] [G loss: 0.854904]\n",
"4126 [D loss: 0.634033, acc.: 67.42%] [G loss: 0.830857]\n",
"4127 [D loss: 0.671009, acc.: 60.23%] [G loss: 0.839779]\n",
"4128 [D loss: 0.679886, acc.: 56.82%] [G loss: 0.822262]\n",
"4129 [D loss: 0.632254, acc.: 68.18%] [G loss: 0.833486]\n",
"4130 [D loss: 0.656625, acc.: 62.88%] [G loss: 0.848967]\n",
"4131 [D loss: 0.638159, acc.: 64.39%] [G loss: 0.850787]\n",
"4132 [D loss: 0.643883, acc.: 63.64%] [G loss: 0.859016]\n",
"4133 [D loss: 0.657804, acc.: 63.26%] [G loss: 0.837840]\n",
"4134 [D loss: 0.644912, acc.: 63.26%] [G loss: 0.830739]\n",
"4135 [D loss: 0.642451, acc.: 62.50%] [G loss: 0.827033]\n",
"4136 [D loss: 0.651584, acc.: 62.88%] [G loss: 0.839897]\n",
"4137 [D loss: 0.657952, acc.: 62.12%] [G loss: 0.837257]\n",
"4138 [D loss: 0.664056, acc.: 58.71%] [G loss: 0.860407]\n",
"4139 [D loss: 0.658434, acc.: 59.85%] [G loss: 0.840159]\n",
"4140 [D loss: 0.656736, acc.: 61.74%] [G loss: 0.835484]\n",
"4141 [D loss: 0.656867, acc.: 60.98%] [G loss: 0.862987]\n",
"4142 [D loss: 0.643172, acc.: 65.15%] [G loss: 0.823610]\n",
"4143 [D loss: 0.661341, acc.: 61.36%] [G loss: 0.835379]\n",
"4144 [D loss: 0.659454, acc.: 60.98%] [G loss: 0.834547]\n",
"4145 [D loss: 0.644350, acc.: 61.74%] [G loss: 0.853445]\n",
"4146 [D loss: 0.679839, acc.: 56.44%] [G loss: 0.847295]\n",
"4147 [D loss: 0.671796, acc.: 57.20%] [G loss: 0.840028]\n",
"4148 [D loss: 0.665587, acc.: 61.74%] [G loss: 0.847354]\n",
"4149 [D loss: 0.634162, acc.: 67.05%] [G loss: 0.779791]\n",
"4150 [D loss: 0.658159, acc.: 62.12%] [G loss: 0.826682]\n",
"4151 [D loss: 0.655007, acc.: 64.02%] [G loss: 0.831765]\n",
"4152 [D loss: 0.651773, acc.: 60.23%] [G loss: 0.843129]\n",
"4153 [D loss: 0.656956, acc.: 60.98%] [G loss: 0.857546]\n",
"4154 [D loss: 0.644186, acc.: 62.88%] [G loss: 0.839383]\n",
"4155 [D loss: 0.656519, acc.: 64.39%] [G loss: 0.837068]\n",
"4156 [D loss: 0.669604, acc.: 61.74%] [G loss: 0.821371]\n",
"4157 [D loss: 0.652869, acc.: 63.26%] [G loss: 0.843669]\n",
"4158 [D loss: 0.654502, acc.: 63.26%] [G loss: 0.823132]\n",
"4159 [D loss: 0.662270, acc.: 63.64%] [G loss: 0.822389]\n",
"4160 [D loss: 0.650553, acc.: 60.23%] [G loss: 0.850795]\n",
"4161 [D loss: 0.654020, acc.: 60.61%] [G loss: 0.832112]\n",
"4162 [D loss: 0.645133, acc.: 64.39%] [G loss: 0.848490]\n",
"4163 [D loss: 0.623949, acc.: 68.56%] [G loss: 0.854228]\n",
"4164 [D loss: 0.645090, acc.: 63.26%] [G loss: 0.854026]\n",
"4165 [D loss: 0.640500, acc.: 64.77%] [G loss: 0.828767]\n",
"4166 [D loss: 0.680515, acc.: 57.58%] [G loss: 0.803422]\n",
"4167 [D loss: 0.651429, acc.: 65.91%] [G loss: 0.810182]\n",
"4168 [D loss: 0.648108, acc.: 65.53%] [G loss: 0.827873]\n",
"4169 [D loss: 0.678280, acc.: 60.23%] [G loss: 0.870710]\n",
"4170 [D loss: 0.661799, acc.: 60.98%] [G loss: 0.854564]\n",
"4171 [D loss: 0.654960, acc.: 60.61%] [G loss: 0.867072]\n",
"4172 [D loss: 0.668511, acc.: 61.36%] [G loss: 0.875987]\n",
"4173 [D loss: 0.662327, acc.: 60.61%] [G loss: 0.827627]\n",
"4174 [D loss: 0.675979, acc.: 56.82%] [G loss: 0.827327]\n",
"4175 [D loss: 0.644230, acc.: 65.15%] [G loss: 0.834473]\n",
"4176 [D loss: 0.654608, acc.: 60.98%] [G loss: 0.830795]\n",
"4177 [D loss: 0.638766, acc.: 63.64%] [G loss: 0.822765]\n",
"4178 [D loss: 0.655366, acc.: 58.33%] [G loss: 0.822360]\n",
"4179 [D loss: 0.628233, acc.: 67.42%] [G loss: 0.822412]\n",
"4180 [D loss: 0.648224, acc.: 64.02%] [G loss: 0.850032]\n",
"4181 [D loss: 0.651109, acc.: 65.53%] [G loss: 0.852225]\n",
"4182 [D loss: 0.671882, acc.: 59.85%] [G loss: 0.848406]\n",
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"4184 [D loss: 0.639838, acc.: 66.67%] [G loss: 0.807134]\n",
"4185 [D loss: 0.667734, acc.: 61.36%] [G loss: 0.849406]\n",
"4186 [D loss: 0.637538, acc.: 61.36%] [G loss: 0.855593]\n",
"4187 [D loss: 0.670334, acc.: 57.58%] [G loss: 0.846632]\n",
"4188 [D loss: 0.659625, acc.: 64.39%] [G loss: 0.822413]\n",
"4189 [D loss: 0.658978, acc.: 63.26%] [G loss: 0.835132]\n",
"4190 [D loss: 0.650403, acc.: 64.39%] [G loss: 0.834501]\n",
"4191 [D loss: 0.660200, acc.: 60.98%] [G loss: 0.840702]\n",
"4192 [D loss: 0.645047, acc.: 62.12%] [G loss: 0.845086]\n",
"4193 [D loss: 0.667396, acc.: 57.95%] [G loss: 0.849618]\n",
"4194 [D loss: 0.626176, acc.: 68.18%] [G loss: 0.847343]\n",
"4195 [D loss: 0.643445, acc.: 63.64%] [G loss: 0.863848]\n",
"4196 [D loss: 0.641888, acc.: 64.39%] [G loss: 0.814611]\n",
"4197 [D loss: 0.652170, acc.: 62.88%] [G loss: 0.853982]\n",
"4198 [D loss: 0.664517, acc.: 59.09%] [G loss: 0.828612]\n",
"4199 [D loss: 0.653349, acc.: 62.50%] [G loss: 0.856127]\n",
"4200 [D loss: 0.658826, acc.: 61.36%] [G loss: 0.844385]\n",
"4201 [D loss: 0.656948, acc.: 59.09%] [G loss: 0.833323]\n",
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"4203 [D loss: 0.665355, acc.: 61.36%] [G loss: 0.853146]\n",
"4204 [D loss: 0.664086, acc.: 60.61%] [G loss: 0.843478]\n",
"4205 [D loss: 0.634978, acc.: 66.67%] [G loss: 0.820331]\n",
"4206 [D loss: 0.670645, acc.: 59.85%] [G loss: 0.851800]\n",
"4207 [D loss: 0.641157, acc.: 68.18%] [G loss: 0.862785]\n",
"4208 [D loss: 0.661401, acc.: 60.98%] [G loss: 0.851404]\n",
"4209 [D loss: 0.613818, acc.: 70.45%] [G loss: 0.796017]\n",
"4210 [D loss: 0.682386, acc.: 56.44%] [G loss: 0.838628]\n",
"4211 [D loss: 0.687725, acc.: 58.71%] [G loss: 0.857534]\n",
"4212 [D loss: 0.652470, acc.: 60.61%] [G loss: 0.853761]\n",
"4213 [D loss: 0.651906, acc.: 64.77%] [G loss: 0.807842]\n",
"4214 [D loss: 0.664473, acc.: 63.26%] [G loss: 0.852247]\n",
"4215 [D loss: 0.678753, acc.: 55.68%] [G loss: 0.845217]\n",
"4216 [D loss: 0.653637, acc.: 62.88%] [G loss: 0.855100]\n",
"4217 [D loss: 0.642732, acc.: 67.42%] [G loss: 0.860524]\n",
"4218 [D loss: 0.663779, acc.: 60.98%] [G loss: 0.823751]\n",
"4219 [D loss: 0.642834, acc.: 62.12%] [G loss: 0.856261]\n",
"4220 [D loss: 0.669255, acc.: 62.12%] [G loss: 0.861029]\n",
"4221 [D loss: 0.649180, acc.: 65.91%] [G loss: 0.823040]\n",
"4222 [D loss: 0.649636, acc.: 60.61%] [G loss: 0.820936]\n",
"4223 [D loss: 0.653434, acc.: 61.74%] [G loss: 0.841406]\n",
"4224 [D loss: 0.630035, acc.: 68.18%] [G loss: 0.870908]\n",
"4225 [D loss: 0.668205, acc.: 60.61%] [G loss: 0.827068]\n",
"4226 [D loss: 0.647551, acc.: 62.88%] [G loss: 0.855619]\n",
"4227 [D loss: 0.653833, acc.: 59.47%] [G loss: 0.853440]\n",
"4228 [D loss: 0.696374, acc.: 52.27%] [G loss: 0.853741]\n",
"4229 [D loss: 0.663326, acc.: 62.12%] [G loss: 0.851158]\n",
"4230 [D loss: 0.668820, acc.: 58.71%] [G loss: 0.870256]\n",
"4231 [D loss: 0.639979, acc.: 65.53%] [G loss: 0.824541]\n",
"4232 [D loss: 0.665011, acc.: 60.98%] [G loss: 0.853897]\n",
"4233 [D loss: 0.650575, acc.: 63.26%] [G loss: 0.860846]\n",
"4234 [D loss: 0.644295, acc.: 65.15%] [G loss: 0.822163]\n",
"4235 [D loss: 0.688452, acc.: 56.06%] [G loss: 0.850165]\n",
"4236 [D loss: 0.657896, acc.: 64.77%] [G loss: 0.840266]\n",
"4237 [D loss: 0.641737, acc.: 63.64%] [G loss: 0.829220]\n",
"4238 [D loss: 0.653665, acc.: 62.12%] [G loss: 0.834986]\n",
"4239 [D loss: 0.651746, acc.: 60.23%] [G loss: 0.839571]\n",
"4240 [D loss: 0.645669, acc.: 63.26%] [G loss: 0.845410]\n",
"4241 [D loss: 0.654259, acc.: 60.98%] [G loss: 0.817686]\n",
"4242 [D loss: 0.642234, acc.: 69.32%] [G loss: 0.855014]\n",
"4243 [D loss: 0.667917, acc.: 58.33%] [G loss: 0.851903]\n",
"4244 [D loss: 0.652276, acc.: 61.74%] [G loss: 0.842080]\n",
"4245 [D loss: 0.660152, acc.: 60.23%] [G loss: 0.819998]\n",
"4246 [D loss: 0.650604, acc.: 60.23%] [G loss: 0.858480]\n",
"4247 [D loss: 0.649710, acc.: 63.26%] [G loss: 0.808856]\n",
"4248 [D loss: 0.686492, acc.: 54.55%] [G loss: 0.849400]\n",
"4249 [D loss: 0.651233, acc.: 62.88%] [G loss: 0.862014]\n",
"4250 [D loss: 0.691095, acc.: 57.58%] [G loss: 0.830072]\n",
"4251 [D loss: 0.651261, acc.: 64.39%] [G loss: 0.847678]\n",
"4252 [D loss: 0.664721, acc.: 60.98%] [G loss: 0.847203]\n",
"4253 [D loss: 0.654068, acc.: 63.26%] [G loss: 0.865630]\n",
"4254 [D loss: 0.658813, acc.: 62.50%] [G loss: 0.862905]\n",
"4255 [D loss: 0.670794, acc.: 59.09%] [G loss: 0.831271]\n",
"4256 [D loss: 0.650205, acc.: 64.02%] [G loss: 0.813586]\n",
"4257 [D loss: 0.668005, acc.: 55.68%] [G loss: 0.816955]\n",
"4258 [D loss: 0.678779, acc.: 56.44%] [G loss: 0.832745]\n",
"4259 [D loss: 0.649524, acc.: 62.88%] [G loss: 0.831376]\n",
"4260 [D loss: 0.652004, acc.: 61.74%] [G loss: 0.830327]\n",
"4261 [D loss: 0.646590, acc.: 66.67%] [G loss: 0.843875]\n",
"4262 [D loss: 0.652972, acc.: 64.02%] [G loss: 0.831466]\n",
"4263 [D loss: 0.676847, acc.: 57.58%] [G loss: 0.852965]\n",
"4264 [D loss: 0.650321, acc.: 65.15%] [G loss: 0.815355]\n",
"4265 [D loss: 0.655429, acc.: 63.26%] [G loss: 0.867935]\n",
"4266 [D loss: 0.648340, acc.: 62.12%] [G loss: 0.833037]\n",
"4267 [D loss: 0.669648, acc.: 57.95%] [G loss: 0.863882]\n",
"4268 [D loss: 0.676298, acc.: 59.47%] [G loss: 0.830873]\n",
"4269 [D loss: 0.676540, acc.: 59.47%] [G loss: 0.848237]\n",
"4270 [D loss: 0.637619, acc.: 65.91%] [G loss: 0.802318]\n",
"4271 [D loss: 0.670246, acc.: 57.20%] [G loss: 0.835636]\n",
"4272 [D loss: 0.675296, acc.: 57.95%] [G loss: 0.849238]\n",
"4273 [D loss: 0.654674, acc.: 59.09%] [G loss: 0.852638]\n",
"4274 [D loss: 0.657803, acc.: 62.88%] [G loss: 0.859507]\n",
"4275 [D loss: 0.656268, acc.: 61.74%] [G loss: 0.870110]\n",
"4276 [D loss: 0.663582, acc.: 61.74%] [G loss: 0.858439]\n",
"4277 [D loss: 0.660447, acc.: 62.50%] [G loss: 0.823892]\n",
"4278 [D loss: 0.657288, acc.: 62.12%] [G loss: 0.837129]\n",
"4279 [D loss: 0.624759, acc.: 69.32%] [G loss: 0.835123]\n",
"4280 [D loss: 0.663495, acc.: 58.33%] [G loss: 0.809200]\n",
"4281 [D loss: 0.669193, acc.: 59.47%] [G loss: 0.838460]\n",
"4282 [D loss: 0.638277, acc.: 65.53%] [G loss: 0.834395]\n",
"4283 [D loss: 0.662275, acc.: 61.36%] [G loss: 0.839875]\n",
"4284 [D loss: 0.643468, acc.: 62.12%] [G loss: 0.841599]\n",
"4285 [D loss: 0.655898, acc.: 60.98%] [G loss: 0.821250]\n",
"4286 [D loss: 0.654772, acc.: 58.33%] [G loss: 0.824019]\n",
"4287 [D loss: 0.649562, acc.: 63.26%] [G loss: 0.817393]\n",
"4288 [D loss: 0.643206, acc.: 66.67%] [G loss: 0.824843]\n",
"4289 [D loss: 0.648050, acc.: 64.02%] [G loss: 0.841680]\n",
"4290 [D loss: 0.630999, acc.: 65.91%] [G loss: 0.878898]\n",
"4291 [D loss: 0.642207, acc.: 65.15%] [G loss: 0.859832]\n",
"4292 [D loss: 0.651551, acc.: 62.50%] [G loss: 0.834717]\n",
"4293 [D loss: 0.660640, acc.: 62.50%] [G loss: 0.804705]\n",
"4294 [D loss: 0.647073, acc.: 62.12%] [G loss: 0.826144]\n",
"4295 [D loss: 0.648689, acc.: 58.71%] [G loss: 0.815254]\n",
"4296 [D loss: 0.659646, acc.: 62.12%] [G loss: 0.845097]\n",
"4297 [D loss: 0.654737, acc.: 59.47%] [G loss: 0.812780]\n",
"4298 [D loss: 0.666331, acc.: 57.58%] [G loss: 0.833529]\n",
"4299 [D loss: 0.640199, acc.: 62.88%] [G loss: 0.869234]\n",
"4300 [D loss: 0.675346, acc.: 56.06%] [G loss: 0.881907]\n",
"4301 [D loss: 0.649257, acc.: 62.88%] [G loss: 0.828767]\n",
"4302 [D loss: 0.642721, acc.: 65.53%] [G loss: 0.848765]\n",
"4303 [D loss: 0.681420, acc.: 59.09%] [G loss: 0.842895]\n",
"4304 [D loss: 0.644460, acc.: 65.91%] [G loss: 0.887408]\n",
"4305 [D loss: 0.634547, acc.: 65.15%] [G loss: 0.847922]\n",
"4306 [D loss: 0.674112, acc.: 57.95%] [G loss: 0.853980]\n",
"4307 [D loss: 0.669812, acc.: 64.02%] [G loss: 0.806030]\n",
"4308 [D loss: 0.658012, acc.: 59.85%] [G loss: 0.809239]\n",
"4309 [D loss: 0.651159, acc.: 61.36%] [G loss: 0.841652]\n",
"4310 [D loss: 0.666492, acc.: 59.47%] [G loss: 0.846037]\n",
"4311 [D loss: 0.682190, acc.: 57.95%] [G loss: 0.827993]\n",
"4312 [D loss: 0.653404, acc.: 58.33%] [G loss: 0.846485]\n",
"4313 [D loss: 0.662154, acc.: 59.47%] [G loss: 0.832754]\n",
"4314 [D loss: 0.662603, acc.: 62.12%] [G loss: 0.852112]\n",
"4315 [D loss: 0.663425, acc.: 57.95%] [G loss: 0.836941]\n",
"4316 [D loss: 0.657426, acc.: 62.50%] [G loss: 0.817230]\n",
"4317 [D loss: 0.641565, acc.: 66.29%] [G loss: 0.814584]\n",
"4318 [D loss: 0.654214, acc.: 59.85%] [G loss: 0.859150]\n",
"4319 [D loss: 0.661582, acc.: 57.95%] [G loss: 0.846235]\n",
"4320 [D loss: 0.650723, acc.: 62.12%] [G loss: 0.846332]\n",
"4321 [D loss: 0.641362, acc.: 64.39%] [G loss: 0.832658]\n",
"4322 [D loss: 0.630560, acc.: 66.67%] [G loss: 0.836236]\n",
"4323 [D loss: 0.654156, acc.: 62.50%] [G loss: 0.827628]\n",
"4324 [D loss: 0.689822, acc.: 57.20%] [G loss: 0.825281]\n",
"4325 [D loss: 0.683662, acc.: 58.71%] [G loss: 0.846419]\n",
"4326 [D loss: 0.662125, acc.: 65.53%] [G loss: 0.858325]\n",
"4327 [D loss: 0.646351, acc.: 61.36%] [G loss: 0.845027]\n",
"4328 [D loss: 0.671637, acc.: 60.61%] [G loss: 0.826630]\n",
"4329 [D loss: 0.650148, acc.: 62.88%] [G loss: 0.844230]\n",
"4330 [D loss: 0.670482, acc.: 58.71%] [G loss: 0.872436]\n",
"4331 [D loss: 0.659827, acc.: 62.12%] [G loss: 0.846920]\n",
"4332 [D loss: 0.668342, acc.: 59.09%] [G loss: 0.842083]\n",
"4333 [D loss: 0.686612, acc.: 54.55%] [G loss: 0.839615]\n",
"4334 [D loss: 0.653897, acc.: 60.23%] [G loss: 0.816659]\n",
"4335 [D loss: 0.674504, acc.: 55.68%] [G loss: 0.838048]\n",
"4336 [D loss: 0.644638, acc.: 63.64%] [G loss: 0.836470]\n",
"4337 [D loss: 0.649437, acc.: 63.64%] [G loss: 0.854120]\n",
"4338 [D loss: 0.658487, acc.: 61.36%] [G loss: 0.831714]\n",
"4339 [D loss: 0.667180, acc.: 60.61%] [G loss: 0.810985]\n",
"4340 [D loss: 0.661409, acc.: 61.36%] [G loss: 0.807877]\n",
"4341 [D loss: 0.668421, acc.: 58.33%] [G loss: 0.846371]\n",
"4342 [D loss: 0.650361, acc.: 60.98%] [G loss: 0.825855]\n",
"4343 [D loss: 0.648505, acc.: 62.12%] [G loss: 0.835089]\n",
"4344 [D loss: 0.670189, acc.: 58.71%] [G loss: 0.838306]\n",
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"4346 [D loss: 0.669583, acc.: 59.09%] [G loss: 0.863129]\n",
"4347 [D loss: 0.684405, acc.: 55.68%] [G loss: 0.829419]\n",
"4348 [D loss: 0.663207, acc.: 58.33%] [G loss: 0.822988]\n",
"4349 [D loss: 0.660770, acc.: 59.47%] [G loss: 0.832002]\n",
"4350 [D loss: 0.682204, acc.: 56.44%] [G loss: 0.833337]\n",
"4351 [D loss: 0.658283, acc.: 60.23%] [G loss: 0.805883]\n",
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"4353 [D loss: 0.651877, acc.: 60.98%] [G loss: 0.817854]\n",
"4354 [D loss: 0.650100, acc.: 64.39%] [G loss: 0.850402]\n",
"4355 [D loss: 0.648190, acc.: 64.77%] [G loss: 0.857538]\n",
"4356 [D loss: 0.667662, acc.: 57.58%] [G loss: 0.829157]\n",
"4357 [D loss: 0.640717, acc.: 67.05%] [G loss: 0.838562]\n",
"4358 [D loss: 0.656040, acc.: 62.12%] [G loss: 0.830264]\n",
"4359 [D loss: 0.648993, acc.: 61.74%] [G loss: 0.821583]\n",
"4360 [D loss: 0.690026, acc.: 59.09%] [G loss: 0.813614]\n",
"4361 [D loss: 0.645484, acc.: 62.88%] [G loss: 0.832859]\n",
"4362 [D loss: 0.645360, acc.: 67.80%] [G loss: 0.831192]\n",
"4363 [D loss: 0.663371, acc.: 57.95%] [G loss: 0.826597]\n",
"4364 [D loss: 0.672772, acc.: 57.20%] [G loss: 0.852542]\n",
"4365 [D loss: 0.662154, acc.: 59.09%] [G loss: 0.829768]\n",
"4366 [D loss: 0.661773, acc.: 62.50%] [G loss: 0.833752]\n",
"4367 [D loss: 0.651833, acc.: 64.02%] [G loss: 0.884309]\n",
"4368 [D loss: 0.659015, acc.: 61.36%] [G loss: 0.853366]\n",
"4369 [D loss: 0.693806, acc.: 50.00%] [G loss: 0.866180]\n",
"4370 [D loss: 0.656334, acc.: 58.71%] [G loss: 0.879297]\n",
"4371 [D loss: 0.657914, acc.: 60.23%] [G loss: 0.857805]\n",
"4372 [D loss: 0.661065, acc.: 62.12%] [G loss: 0.855772]\n",
"4373 [D loss: 0.681902, acc.: 57.58%] [G loss: 0.824369]\n",
"4374 [D loss: 0.629293, acc.: 65.53%] [G loss: 0.819594]\n",
"4375 [D loss: 0.667926, acc.: 62.88%] [G loss: 0.803185]\n",
"4376 [D loss: 0.687488, acc.: 54.55%] [G loss: 0.844690]\n",
"4377 [D loss: 0.664515, acc.: 60.98%] [G loss: 0.838965]\n",
"4378 [D loss: 0.658847, acc.: 62.12%] [G loss: 0.833821]\n",
"4379 [D loss: 0.660103, acc.: 59.85%] [G loss: 0.853085]\n",
"4380 [D loss: 0.689112, acc.: 58.33%] [G loss: 0.812482]\n",
"4381 [D loss: 0.663709, acc.: 59.85%] [G loss: 0.837710]\n",
"4382 [D loss: 0.659078, acc.: 60.23%] [G loss: 0.829485]\n",
"4383 [D loss: 0.674330, acc.: 60.23%] [G loss: 0.828343]\n",
"4384 [D loss: 0.634514, acc.: 66.67%] [G loss: 0.849310]\n",
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"4386 [D loss: 0.673094, acc.: 59.09%] [G loss: 0.835207]\n",
"4387 [D loss: 0.666664, acc.: 58.33%] [G loss: 0.841135]\n",
"4388 [D loss: 0.643645, acc.: 65.53%] [G loss: 0.852851]\n",
"4389 [D loss: 0.664276, acc.: 59.85%] [G loss: 0.825435]\n",
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"4391 [D loss: 0.656901, acc.: 59.47%] [G loss: 0.847187]\n",
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"4393 [D loss: 0.659759, acc.: 60.23%] [G loss: 0.828729]\n",
"4394 [D loss: 0.702271, acc.: 51.14%] [G loss: 0.863266]\n",
"4395 [D loss: 0.665964, acc.: 60.98%] [G loss: 0.852693]\n",
"4396 [D loss: 0.671009, acc.: 54.92%] [G loss: 0.830143]\n",
"4397 [D loss: 0.653153, acc.: 62.88%] [G loss: 0.865090]\n",
"4398 [D loss: 0.673555, acc.: 58.71%] [G loss: 0.847966]\n",
"4399 [D loss: 0.667412, acc.: 55.30%] [G loss: 0.846412]\n",
"4400 [D loss: 0.646136, acc.: 68.18%] [G loss: 0.841118]\n",
"4401 [D loss: 0.646356, acc.: 62.50%] [G loss: 0.806077]\n",
"4402 [D loss: 0.667613, acc.: 59.09%] [G loss: 0.855342]\n",
"4403 [D loss: 0.656918, acc.: 63.64%] [G loss: 0.837938]\n",
"4404 [D loss: 0.661586, acc.: 61.74%] [G loss: 0.840387]\n",
"4405 [D loss: 0.651396, acc.: 62.88%] [G loss: 0.839189]\n",
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"4407 [D loss: 0.644544, acc.: 65.91%] [G loss: 0.837898]\n",
"4408 [D loss: 0.670868, acc.: 59.09%] [G loss: 0.835073]\n",
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"4410 [D loss: 0.684757, acc.: 55.30%] [G loss: 0.834046]\n",
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"4412 [D loss: 0.635663, acc.: 64.77%] [G loss: 0.844147]\n",
"4413 [D loss: 0.648774, acc.: 62.12%] [G loss: 0.844480]\n",
"4414 [D loss: 0.662954, acc.: 58.71%] [G loss: 0.817794]\n",
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"4418 [D loss: 0.629909, acc.: 64.77%] [G loss: 0.854722]\n",
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"4420 [D loss: 0.657245, acc.: 60.98%] [G loss: 0.833740]\n",
"4421 [D loss: 0.653838, acc.: 63.26%] [G loss: 0.853324]\n",
"4422 [D loss: 0.662461, acc.: 60.61%] [G loss: 0.857390]\n",
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"4425 [D loss: 0.647554, acc.: 62.50%] [G loss: 0.833749]\n",
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"4427 [D loss: 0.667737, acc.: 62.12%] [G loss: 0.795083]\n",
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"4429 [D loss: 0.651501, acc.: 63.26%] [G loss: 0.838550]\n",
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"4459 [D loss: 0.632858, acc.: 69.32%] [G loss: 0.837568]\n",
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"4463 [D loss: 0.637422, acc.: 67.80%] [G loss: 0.824601]\n",
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"4466 [D loss: 0.657115, acc.: 61.36%] [G loss: 0.821316]\n",
"4467 [D loss: 0.642855, acc.: 63.26%] [G loss: 0.829455]\n",
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"4469 [D loss: 0.646778, acc.: 60.98%] [G loss: 0.831028]\n",
"4470 [D loss: 0.651951, acc.: 64.39%] [G loss: 0.839941]\n",
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"4490 [D loss: 0.674390, acc.: 57.20%] [G loss: 0.860833]\n",
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"4493 [D loss: 0.700904, acc.: 55.30%] [G loss: 0.833196]\n",
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"4504 [D loss: 0.646315, acc.: 65.91%] [G loss: 0.833702]\n",
"4505 [D loss: 0.648857, acc.: 65.53%] [G loss: 0.839214]\n",
"4506 [D loss: 0.641089, acc.: 63.26%] [G loss: 0.823187]\n",
"4507 [D loss: 0.675158, acc.: 57.20%] [G loss: 0.852730]\n",
"4508 [D loss: 0.670368, acc.: 57.20%] [G loss: 0.851710]\n",
"4509 [D loss: 0.686260, acc.: 52.27%] [G loss: 0.893715]\n",
"4510 [D loss: 0.663642, acc.: 60.23%] [G loss: 0.864025]\n",
"4511 [D loss: 0.654653, acc.: 62.88%] [G loss: 0.869882]\n",
"4512 [D loss: 0.672468, acc.: 57.20%] [G loss: 0.850696]\n",
"4513 [D loss: 0.650204, acc.: 62.88%] [G loss: 0.831519]\n",
"4514 [D loss: 0.642428, acc.: 66.29%] [G loss: 0.854058]\n",
"4515 [D loss: 0.684171, acc.: 53.03%] [G loss: 0.824332]\n",
"4516 [D loss: 0.678441, acc.: 57.20%] [G loss: 0.815030]\n",
"4517 [D loss: 0.663640, acc.: 60.23%] [G loss: 0.862395]\n",
"4518 [D loss: 0.675743, acc.: 57.95%] [G loss: 0.827347]\n",
"4519 [D loss: 0.652461, acc.: 61.74%] [G loss: 0.847319]\n",
"4520 [D loss: 0.631375, acc.: 68.94%] [G loss: 0.865665]\n",
"4521 [D loss: 0.661313, acc.: 63.64%] [G loss: 0.827202]\n",
"4522 [D loss: 0.652183, acc.: 62.12%] [G loss: 0.845123]\n",
"4523 [D loss: 0.682914, acc.: 58.33%] [G loss: 0.817537]\n",
"4524 [D loss: 0.653467, acc.: 61.74%] [G loss: 0.842563]\n",
"4525 [D loss: 0.674320, acc.: 56.44%] [G loss: 0.831647]\n",
"4526 [D loss: 0.678896, acc.: 54.55%] [G loss: 0.819105]\n",
"4527 [D loss: 0.665885, acc.: 62.50%] [G loss: 0.835769]\n",
"4528 [D loss: 0.670778, acc.: 58.33%] [G loss: 0.846342]\n",
"4529 [D loss: 0.683359, acc.: 57.58%] [G loss: 0.822677]\n",
"4530 [D loss: 0.668265, acc.: 59.09%] [G loss: 0.834071]\n",
"4531 [D loss: 0.668237, acc.: 59.85%] [G loss: 0.836934]\n",
"4532 [D loss: 0.666117, acc.: 60.98%] [G loss: 0.849933]\n",
"4533 [D loss: 0.658484, acc.: 62.88%] [G loss: 0.796527]\n",
"4534 [D loss: 0.656587, acc.: 60.61%] [G loss: 0.826181]\n",
"4535 [D loss: 0.672536, acc.: 56.44%] [G loss: 0.824586]\n",
"4536 [D loss: 0.661396, acc.: 62.12%] [G loss: 0.853238]\n",
"4537 [D loss: 0.621082, acc.: 65.53%] [G loss: 0.822829]\n",
"4538 [D loss: 0.668552, acc.: 60.61%] [G loss: 0.804652]\n",
"4539 [D loss: 0.652045, acc.: 61.36%] [G loss: 0.828313]\n",
"4540 [D loss: 0.658684, acc.: 64.02%] [G loss: 0.826798]\n",
"4541 [D loss: 0.671490, acc.: 60.23%] [G loss: 0.822511]\n",
"4542 [D loss: 0.661226, acc.: 59.09%] [G loss: 0.817119]\n",
"4543 [D loss: 0.662820, acc.: 61.74%] [G loss: 0.793471]\n",
"4544 [D loss: 0.673996, acc.: 55.30%] [G loss: 0.827152]\n",
"4545 [D loss: 0.687112, acc.: 56.06%] [G loss: 0.826034]\n",
"4546 [D loss: 0.665620, acc.: 59.47%] [G loss: 0.857107]\n",
"4547 [D loss: 0.684427, acc.: 57.95%] [G loss: 0.836772]\n",
"4548 [D loss: 0.649878, acc.: 64.02%] [G loss: 0.855368]\n",
"4549 [D loss: 0.674479, acc.: 56.82%] [G loss: 0.838399]\n",
"4550 [D loss: 0.653227, acc.: 63.64%] [G loss: 0.845107]\n",
"4551 [D loss: 0.671178, acc.: 59.85%] [G loss: 0.802185]\n",
"4552 [D loss: 0.671857, acc.: 56.06%] [G loss: 0.790386]\n",
"4553 [D loss: 0.673270, acc.: 55.68%] [G loss: 0.816618]\n",
"4554 [D loss: 0.679892, acc.: 60.23%] [G loss: 0.842713]\n",
"4555 [D loss: 0.646321, acc.: 64.02%] [G loss: 0.824157]\n",
"4556 [D loss: 0.655444, acc.: 64.77%] [G loss: 0.838064]\n",
"4557 [D loss: 0.654910, acc.: 63.26%] [G loss: 0.832544]\n",
"4558 [D loss: 0.664678, acc.: 60.98%] [G loss: 0.819626]\n",
"4559 [D loss: 0.656771, acc.: 62.50%] [G loss: 0.809308]\n",
"4560 [D loss: 0.668849, acc.: 60.23%] [G loss: 0.823827]\n",
"4561 [D loss: 0.652389, acc.: 62.12%] [G loss: 0.825562]\n",
"4562 [D loss: 0.683010, acc.: 57.20%] [G loss: 0.835550]\n",
"4563 [D loss: 0.641224, acc.: 64.77%] [G loss: 0.831454]\n",
"4564 [D loss: 0.641440, acc.: 65.15%] [G loss: 0.810524]\n",
"4565 [D loss: 0.656178, acc.: 58.71%] [G loss: 0.852503]\n",
"4566 [D loss: 0.661745, acc.: 61.36%] [G loss: 0.829023]\n",
"4567 [D loss: 0.658298, acc.: 58.33%] [G loss: 0.835859]\n",
"4568 [D loss: 0.653068, acc.: 63.26%] [G loss: 0.821175]\n",
"4569 [D loss: 0.669870, acc.: 60.98%] [G loss: 0.842826]\n",
"4570 [D loss: 0.666745, acc.: 59.09%] [G loss: 0.833172]\n",
"4571 [D loss: 0.668278, acc.: 61.74%] [G loss: 0.849860]\n",
"4572 [D loss: 0.676991, acc.: 58.33%] [G loss: 0.830957]\n",
"4573 [D loss: 0.633735, acc.: 68.94%] [G loss: 0.858372]\n",
"4574 [D loss: 0.676432, acc.: 53.79%] [G loss: 0.833642]\n",
"4575 [D loss: 0.678137, acc.: 57.20%] [G loss: 0.855997]\n",
"4576 [D loss: 0.674299, acc.: 58.33%] [G loss: 0.822323]\n",
"4577 [D loss: 0.661673, acc.: 57.95%] [G loss: 0.830506]\n",
"4578 [D loss: 0.659272, acc.: 59.47%] [G loss: 0.816290]\n",
"4579 [D loss: 0.650419, acc.: 65.53%] [G loss: 0.835700]\n",
"4580 [D loss: 0.689853, acc.: 55.68%] [G loss: 0.783328]\n",
"4581 [D loss: 0.658542, acc.: 58.71%] [G loss: 0.851349]\n",
"4582 [D loss: 0.683808, acc.: 56.82%] [G loss: 0.865558]\n",
"4583 [D loss: 0.664677, acc.: 59.85%] [G loss: 0.853336]\n",
"4584 [D loss: 0.665220, acc.: 61.74%] [G loss: 0.872774]\n",
"4585 [D loss: 0.662306, acc.: 60.61%] [G loss: 0.860549]\n",
"4586 [D loss: 0.673568, acc.: 59.47%] [G loss: 0.831354]\n",
"4587 [D loss: 0.665961, acc.: 59.47%] [G loss: 0.836960]\n",
"4588 [D loss: 0.661557, acc.: 59.09%] [G loss: 0.850252]\n",
"4589 [D loss: 0.644824, acc.: 63.26%] [G loss: 0.856910]\n",
"4590 [D loss: 0.657762, acc.: 60.23%] [G loss: 0.814109]\n",
"4591 [D loss: 0.658817, acc.: 59.85%] [G loss: 0.822918]\n",
"4592 [D loss: 0.646632, acc.: 62.12%] [G loss: 0.873790]\n",
"4593 [D loss: 0.661474, acc.: 59.47%] [G loss: 0.829774]\n",
"4594 [D loss: 0.676692, acc.: 58.71%] [G loss: 0.839330]\n",
"4595 [D loss: 0.649351, acc.: 62.88%] [G loss: 0.846325]\n",
"4596 [D loss: 0.670270, acc.: 56.06%] [G loss: 0.818873]\n",
"4597 [D loss: 0.692007, acc.: 53.79%] [G loss: 0.855944]\n",
"4598 [D loss: 0.655278, acc.: 64.39%] [G loss: 0.846389]\n",
"4599 [D loss: 0.668107, acc.: 56.44%] [G loss: 0.855487]\n",
"4600 [D loss: 0.645409, acc.: 65.15%] [G loss: 0.846572]\n",
"4601 [D loss: 0.656854, acc.: 57.20%] [G loss: 0.825004]\n",
"4602 [D loss: 0.680600, acc.: 56.44%] [G loss: 0.825459]\n",
"4603 [D loss: 0.685075, acc.: 53.41%] [G loss: 0.860697]\n",
"4604 [D loss: 0.657691, acc.: 60.61%] [G loss: 0.865308]\n",
"4605 [D loss: 0.632939, acc.: 64.02%] [G loss: 0.827188]\n",
"4606 [D loss: 0.680048, acc.: 59.09%] [G loss: 0.803561]\n",
"4607 [D loss: 0.661044, acc.: 57.20%] [G loss: 0.809950]\n",
"4608 [D loss: 0.655522, acc.: 60.98%] [G loss: 0.837994]\n",
"4609 [D loss: 0.654157, acc.: 59.47%] [G loss: 0.801248]\n",
"4610 [D loss: 0.682470, acc.: 53.03%] [G loss: 0.817026]\n",
"4611 [D loss: 0.645262, acc.: 65.15%] [G loss: 0.839691]\n",
"4612 [D loss: 0.686564, acc.: 54.92%] [G loss: 0.842087]\n",
"4613 [D loss: 0.647880, acc.: 64.02%] [G loss: 0.861334]\n",
"4614 [D loss: 0.674748, acc.: 55.68%] [G loss: 0.843574]\n",
"4615 [D loss: 0.658629, acc.: 60.98%] [G loss: 0.858247]\n",
"4616 [D loss: 0.660881, acc.: 62.12%] [G loss: 0.848697]\n",
"4617 [D loss: 0.653673, acc.: 62.50%] [G loss: 0.808854]\n",
"4618 [D loss: 0.660878, acc.: 61.74%] [G loss: 0.839438]\n",
"4619 [D loss: 0.655125, acc.: 59.09%] [G loss: 0.843954]\n",
"4620 [D loss: 0.671585, acc.: 59.85%] [G loss: 0.830122]\n",
"4621 [D loss: 0.637770, acc.: 64.77%] [G loss: 0.844226]\n",
"4622 [D loss: 0.659853, acc.: 59.09%] [G loss: 0.846670]\n",
"4623 [D loss: 0.660903, acc.: 58.71%] [G loss: 0.865159]\n",
"4624 [D loss: 0.648584, acc.: 64.77%] [G loss: 0.838071]\n",
"4625 [D loss: 0.675042, acc.: 60.98%] [G loss: 0.872149]\n",
"4626 [D loss: 0.662252, acc.: 61.74%] [G loss: 0.857003]\n",
"4627 [D loss: 0.674148, acc.: 56.44%] [G loss: 0.828527]\n",
"4628 [D loss: 0.665737, acc.: 63.64%] [G loss: 0.830970]\n",
"4629 [D loss: 0.669704, acc.: 59.47%] [G loss: 0.854416]\n",
"4630 [D loss: 0.675087, acc.: 56.82%] [G loss: 0.875259]\n",
"4631 [D loss: 0.678970, acc.: 57.95%] [G loss: 0.837604]\n",
"4632 [D loss: 0.670369, acc.: 62.50%] [G loss: 0.840889]\n",
"4633 [D loss: 0.652026, acc.: 62.50%] [G loss: 0.824024]\n",
"4634 [D loss: 0.662969, acc.: 58.71%] [G loss: 0.837898]\n",
"4635 [D loss: 0.672997, acc.: 57.95%] [G loss: 0.821305]\n",
"4636 [D loss: 0.649007, acc.: 64.39%] [G loss: 0.812840]\n",
"4637 [D loss: 0.655305, acc.: 60.23%] [G loss: 0.835371]\n",
"4638 [D loss: 0.647947, acc.: 59.47%] [G loss: 0.820734]\n",
"4639 [D loss: 0.669505, acc.: 53.79%] [G loss: 0.825833]\n",
"4640 [D loss: 0.651928, acc.: 62.12%] [G loss: 0.841003]\n",
"4641 [D loss: 0.640858, acc.: 66.67%] [G loss: 0.790759]\n",
"4642 [D loss: 0.651432, acc.: 59.47%] [G loss: 0.828517]\n",
"4643 [D loss: 0.669928, acc.: 55.30%] [G loss: 0.795273]\n",
"4644 [D loss: 0.690658, acc.: 56.44%] [G loss: 0.832234]\n",
"4645 [D loss: 0.669403, acc.: 60.23%] [G loss: 0.819522]\n",
"4646 [D loss: 0.668916, acc.: 61.36%] [G loss: 0.838914]\n",
"4647 [D loss: 0.644742, acc.: 62.50%] [G loss: 0.854364]\n",
"4648 [D loss: 0.674582, acc.: 58.71%] [G loss: 0.859107]\n",
"4649 [D loss: 0.662496, acc.: 62.88%] [G loss: 0.806805]\n",
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"4654 [D loss: 0.678831, acc.: 55.68%] [G loss: 0.813462]\n",
"4655 [D loss: 0.660321, acc.: 65.53%] [G loss: 0.823223]\n",
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"4657 [D loss: 0.651741, acc.: 61.74%] [G loss: 0.846540]\n",
"4658 [D loss: 0.663119, acc.: 56.82%] [G loss: 0.854848]\n",
"4659 [D loss: 0.669058, acc.: 61.36%] [G loss: 0.857566]\n",
"4660 [D loss: 0.656398, acc.: 60.61%] [G loss: 0.827913]\n",
"4661 [D loss: 0.672504, acc.: 59.85%] [G loss: 0.819700]\n",
"4662 [D loss: 0.645954, acc.: 65.53%] [G loss: 0.840088]\n",
"4663 [D loss: 0.643066, acc.: 63.26%] [G loss: 0.817875]\n",
"4664 [D loss: 0.650885, acc.: 62.12%] [G loss: 0.840620]\n",
"4665 [D loss: 0.660903, acc.: 61.36%] [G loss: 0.844764]\n",
"4666 [D loss: 0.666899, acc.: 59.09%] [G loss: 0.829278]\n",
"4667 [D loss: 0.651554, acc.: 64.77%] [G loss: 0.842786]\n",
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"4669 [D loss: 0.668819, acc.: 57.58%] [G loss: 0.822928]\n",
"4670 [D loss: 0.673636, acc.: 61.74%] [G loss: 0.804914]\n",
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"4679 [D loss: 0.626821, acc.: 68.56%] [G loss: 0.858384]\n",
"4680 [D loss: 0.680980, acc.: 58.71%] [G loss: 0.837286]\n",
"4681 [D loss: 0.652725, acc.: 62.12%] [G loss: 0.812295]\n",
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"4683 [D loss: 0.665180, acc.: 63.26%] [G loss: 0.831113]\n",
"4684 [D loss: 0.649021, acc.: 63.64%] [G loss: 0.832377]\n",
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"4687 [D loss: 0.655022, acc.: 61.36%] [G loss: 0.836316]\n",
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"4689 [D loss: 0.650905, acc.: 61.36%] [G loss: 0.827970]\n",
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"4691 [D loss: 0.679729, acc.: 58.71%] [G loss: 0.838934]\n",
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"4694 [D loss: 0.660395, acc.: 60.98%] [G loss: 0.878042]\n",
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"4697 [D loss: 0.685079, acc.: 60.23%] [G loss: 0.823656]\n",
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"4699 [D loss: 0.628502, acc.: 65.15%] [G loss: 0.835181]\n",
"4700 [D loss: 0.656798, acc.: 62.12%] [G loss: 0.856915]\n",
"4701 [D loss: 0.652698, acc.: 59.85%] [G loss: 0.825911]\n",
"4702 [D loss: 0.670191, acc.: 57.95%] [G loss: 0.803470]\n",
"4703 [D loss: 0.651908, acc.: 63.26%] [G loss: 0.820472]\n",
"4704 [D loss: 0.660782, acc.: 60.61%] [G loss: 0.826999]\n",
"4705 [D loss: 0.676761, acc.: 58.33%] [G loss: 0.814769]\n",
"4706 [D loss: 0.660569, acc.: 61.36%] [G loss: 0.819882]\n",
"4707 [D loss: 0.663996, acc.: 61.74%] [G loss: 0.862611]\n",
"4708 [D loss: 0.639864, acc.: 67.42%] [G loss: 0.824575]\n",
"4709 [D loss: 0.670858, acc.: 55.30%] [G loss: 0.813418]\n",
"4710 [D loss: 0.654993, acc.: 59.85%] [G loss: 0.863820]\n",
"4711 [D loss: 0.637848, acc.: 65.91%] [G loss: 0.841498]\n",
"4712 [D loss: 0.667295, acc.: 58.71%] [G loss: 0.856497]\n",
"4713 [D loss: 0.683972, acc.: 59.47%] [G loss: 0.874277]\n",
"4714 [D loss: 0.668738, acc.: 59.09%] [G loss: 0.874322]\n",
"4715 [D loss: 0.663526, acc.: 57.58%] [G loss: 0.841601]\n",
"4716 [D loss: 0.693543, acc.: 57.20%] [G loss: 0.799984]\n",
"4717 [D loss: 0.653727, acc.: 63.64%] [G loss: 0.815211]\n",
"4718 [D loss: 0.677744, acc.: 53.41%] [G loss: 0.811969]\n",
"4719 [D loss: 0.653782, acc.: 62.50%] [G loss: 0.828184]\n",
"4720 [D loss: 0.668242, acc.: 59.47%] [G loss: 0.827931]\n",
"4721 [D loss: 0.660313, acc.: 59.85%] [G loss: 0.831705]\n",
"4722 [D loss: 0.686635, acc.: 56.06%] [G loss: 0.833493]\n",
"4723 [D loss: 0.665443, acc.: 59.09%] [G loss: 0.835745]\n",
"4724 [D loss: 0.657544, acc.: 62.12%] [G loss: 0.832582]\n",
"4725 [D loss: 0.663022, acc.: 60.98%] [G loss: 0.843446]\n",
"4726 [D loss: 0.655388, acc.: 65.15%] [G loss: 0.840309]\n",
"4727 [D loss: 0.652889, acc.: 64.02%] [G loss: 0.838079]\n",
"4728 [D loss: 0.676430, acc.: 56.44%] [G loss: 0.852008]\n",
"4729 [D loss: 0.646608, acc.: 59.85%] [G loss: 0.826039]\n",
"4730 [D loss: 0.659182, acc.: 59.85%] [G loss: 0.858262]\n",
"4731 [D loss: 0.668738, acc.: 57.20%] [G loss: 0.875854]\n",
"4732 [D loss: 0.642745, acc.: 66.67%] [G loss: 0.861605]\n",
"4733 [D loss: 0.655605, acc.: 60.98%] [G loss: 0.831753]\n",
"4734 [D loss: 0.675991, acc.: 58.33%] [G loss: 0.816794]\n",
"4735 [D loss: 0.644034, acc.: 64.39%] [G loss: 0.808996]\n",
"4736 [D loss: 0.665715, acc.: 59.09%] [G loss: 0.796318]\n",
"4737 [D loss: 0.678847, acc.: 60.98%] [G loss: 0.836549]\n",
"4738 [D loss: 0.659386, acc.: 60.98%] [G loss: 0.817540]\n",
"4739 [D loss: 0.646434, acc.: 63.64%] [G loss: 0.826935]\n",
"4740 [D loss: 0.657020, acc.: 63.26%] [G loss: 0.868700]\n",
"4741 [D loss: 0.650991, acc.: 65.15%] [G loss: 0.815901]\n",
"4742 [D loss: 0.628371, acc.: 71.59%] [G loss: 0.833854]\n",
"4743 [D loss: 0.657023, acc.: 59.47%] [G loss: 0.824476]\n",
"4744 [D loss: 0.655136, acc.: 60.61%] [G loss: 0.819503]\n",
"4745 [D loss: 0.687304, acc.: 54.17%] [G loss: 0.822915]\n",
"4746 [D loss: 0.655541, acc.: 62.12%] [G loss: 0.825649]\n",
"4747 [D loss: 0.649375, acc.: 64.02%] [G loss: 0.835246]\n",
"4748 [D loss: 0.672672, acc.: 58.33%] [G loss: 0.841086]\n",
"4749 [D loss: 0.698476, acc.: 56.06%] [G loss: 0.848252]\n",
"4750 [D loss: 0.682269, acc.: 59.09%] [G loss: 0.837382]\n",
"4751 [D loss: 0.646545, acc.: 63.64%] [G loss: 0.832017]\n",
"4752 [D loss: 0.669090, acc.: 59.47%] [G loss: 0.848682]\n",
"4753 [D loss: 0.656923, acc.: 60.61%] [G loss: 0.848919]\n",
"4754 [D loss: 0.666198, acc.: 60.61%] [G loss: 0.882351]\n",
"4755 [D loss: 0.660761, acc.: 60.98%] [G loss: 0.799144]\n",
"4756 [D loss: 0.662598, acc.: 59.85%] [G loss: 0.826230]\n",
"4757 [D loss: 0.663169, acc.: 61.74%] [G loss: 0.846889]\n",
"4758 [D loss: 0.676896, acc.: 54.17%] [G loss: 0.832473]\n",
"4759 [D loss: 0.667381, acc.: 60.23%] [G loss: 0.829852]\n",
"4760 [D loss: 0.662548, acc.: 59.09%] [G loss: 0.854059]\n",
"4761 [D loss: 0.653577, acc.: 62.88%] [G loss: 0.846358]\n",
"4762 [D loss: 0.663679, acc.: 61.36%] [G loss: 0.827069]\n",
"4763 [D loss: 0.687410, acc.: 55.68%] [G loss: 0.841671]\n",
"4764 [D loss: 0.670535, acc.: 57.58%] [G loss: 0.846211]\n",
"4765 [D loss: 0.660990, acc.: 60.23%] [G loss: 0.822577]\n",
"4766 [D loss: 0.662580, acc.: 58.71%] [G loss: 0.806122]\n",
"4767 [D loss: 0.657515, acc.: 62.50%] [G loss: 0.794001]\n",
"4768 [D loss: 0.666183, acc.: 59.47%] [G loss: 0.814658]\n",
"4769 [D loss: 0.658784, acc.: 62.50%] [G loss: 0.831963]\n",
"4770 [D loss: 0.658657, acc.: 61.36%] [G loss: 0.845855]\n",
"4771 [D loss: 0.663055, acc.: 59.09%] [G loss: 0.824551]\n",
"4772 [D loss: 0.667229, acc.: 59.85%] [G loss: 0.827141]\n",
"4773 [D loss: 0.677278, acc.: 54.92%] [G loss: 0.814964]\n",
"4774 [D loss: 0.672542, acc.: 61.74%] [G loss: 0.818521]\n",
"4775 [D loss: 0.675029, acc.: 60.23%] [G loss: 0.830301]\n",
"4776 [D loss: 0.672357, acc.: 59.47%] [G loss: 0.839790]\n",
"4777 [D loss: 0.655930, acc.: 62.50%] [G loss: 0.812722]\n",
"4778 [D loss: 0.666128, acc.: 60.61%] [G loss: 0.855385]\n",
"4779 [D loss: 0.679381, acc.: 55.30%] [G loss: 0.832857]\n",
"4780 [D loss: 0.640607, acc.: 60.98%] [G loss: 0.843821]\n",
"4781 [D loss: 0.648217, acc.: 61.36%] [G loss: 0.846858]\n",
"4782 [D loss: 0.673330, acc.: 59.85%] [G loss: 0.862532]\n",
"4783 [D loss: 0.671075, acc.: 59.85%] [G loss: 0.850977]\n",
"4784 [D loss: 0.651894, acc.: 62.88%] [G loss: 0.857118]\n",
"4785 [D loss: 0.688022, acc.: 57.58%] [G loss: 0.814082]\n",
"4786 [D loss: 0.681031, acc.: 57.95%] [G loss: 0.835527]\n",
"4787 [D loss: 0.650585, acc.: 62.50%] [G loss: 0.803173]\n",
"4788 [D loss: 0.673980, acc.: 60.23%] [G loss: 0.850712]\n",
"4789 [D loss: 0.683056, acc.: 57.58%] [G loss: 0.838150]\n",
"4790 [D loss: 0.655645, acc.: 62.12%] [G loss: 0.854225]\n",
"4791 [D loss: 0.656677, acc.: 62.12%] [G loss: 0.877410]\n",
"4792 [D loss: 0.674350, acc.: 61.74%] [G loss: 0.837976]\n",
"4793 [D loss: 0.649476, acc.: 61.36%] [G loss: 0.855876]\n",
"4794 [D loss: 0.680208, acc.: 58.71%] [G loss: 0.860918]\n",
"4795 [D loss: 0.685176, acc.: 56.82%] [G loss: 0.870727]\n",
"4796 [D loss: 0.690922, acc.: 53.41%] [G loss: 0.846608]\n",
"4797 [D loss: 0.663391, acc.: 60.98%] [G loss: 0.851864]\n",
"4798 [D loss: 0.661045, acc.: 58.33%] [G loss: 0.851889]\n",
"4799 [D loss: 0.651674, acc.: 63.26%] [G loss: 0.859928]\n",
"4800 [D loss: 0.670926, acc.: 57.20%] [G loss: 0.825475]\n",
"4801 [D loss: 0.676396, acc.: 56.44%] [G loss: 0.799995]\n",
"4802 [D loss: 0.674894, acc.: 55.68%] [G loss: 0.808036]\n",
"4803 [D loss: 0.670340, acc.: 59.09%] [G loss: 0.821615]\n",
"4804 [D loss: 0.676900, acc.: 56.06%] [G loss: 0.824751]\n",
"4805 [D loss: 0.660766, acc.: 58.71%] [G loss: 0.820951]\n",
"4806 [D loss: 0.646333, acc.: 66.29%] [G loss: 0.843064]\n",
"4807 [D loss: 0.675404, acc.: 58.33%] [G loss: 0.837035]\n",
"4808 [D loss: 0.663224, acc.: 61.36%] [G loss: 0.831618]\n",
"4809 [D loss: 0.655879, acc.: 60.23%] [G loss: 0.821500]\n",
"4810 [D loss: 0.656183, acc.: 62.50%] [G loss: 0.821464]\n",
"4811 [D loss: 0.649790, acc.: 62.50%] [G loss: 0.834252]\n",
"4812 [D loss: 0.633391, acc.: 67.42%] [G loss: 0.801677]\n",
"4813 [D loss: 0.667916, acc.: 59.09%] [G loss: 0.805022]\n",
"4814 [D loss: 0.672801, acc.: 56.44%] [G loss: 0.858701]\n",
"4815 [D loss: 0.651549, acc.: 62.50%] [G loss: 0.852797]\n",
"4816 [D loss: 0.680335, acc.: 58.71%] [G loss: 0.827650]\n",
"4817 [D loss: 0.678345, acc.: 57.95%] [G loss: 0.826037]\n",
"4818 [D loss: 0.657080, acc.: 58.71%] [G loss: 0.827264]\n",
"4819 [D loss: 0.686144, acc.: 52.27%] [G loss: 0.824097]\n",
"4820 [D loss: 0.676812, acc.: 59.09%] [G loss: 0.854908]\n",
"4821 [D loss: 0.682574, acc.: 58.71%] [G loss: 0.832989]\n",
"4822 [D loss: 0.652215, acc.: 60.98%] [G loss: 0.829845]\n",
"4823 [D loss: 0.668388, acc.: 56.82%] [G loss: 0.833005]\n",
"4824 [D loss: 0.712361, acc.: 50.38%] [G loss: 0.825827]\n",
"4825 [D loss: 0.674602, acc.: 59.09%] [G loss: 0.829705]\n",
"4826 [D loss: 0.683019, acc.: 57.95%] [G loss: 0.839556]\n",
"4827 [D loss: 0.650888, acc.: 65.15%] [G loss: 0.838565]\n",
"4828 [D loss: 0.673263, acc.: 57.58%] [G loss: 0.815505]\n",
"4829 [D loss: 0.666828, acc.: 59.09%] [G loss: 0.810570]\n",
"4830 [D loss: 0.669233, acc.: 59.09%] [G loss: 0.837233]\n",
"4831 [D loss: 0.656293, acc.: 61.36%] [G loss: 0.820031]\n",
"4832 [D loss: 0.659638, acc.: 63.64%] [G loss: 0.834310]\n",
"4833 [D loss: 0.649006, acc.: 64.02%] [G loss: 0.845871]\n",
"4834 [D loss: 0.675290, acc.: 58.33%] [G loss: 0.817360]\n",
"4835 [D loss: 0.649719, acc.: 63.64%] [G loss: 0.845671]\n",
"4836 [D loss: 0.673424, acc.: 54.92%] [G loss: 0.874496]\n",
"4837 [D loss: 0.668796, acc.: 59.09%] [G loss: 0.855296]\n",
"4838 [D loss: 0.653636, acc.: 64.77%] [G loss: 0.841610]\n",
"4839 [D loss: 0.662219, acc.: 58.71%] [G loss: 0.854183]\n",
"4840 [D loss: 0.660666, acc.: 61.36%] [G loss: 0.829482]\n",
"4841 [D loss: 0.665621, acc.: 60.98%] [G loss: 0.830664]\n",
"4842 [D loss: 0.674103, acc.: 56.06%] [G loss: 0.835411]\n",
"4843 [D loss: 0.675326, acc.: 57.95%] [G loss: 0.829133]\n",
"4844 [D loss: 0.694386, acc.: 54.17%] [G loss: 0.836265]\n",
"4845 [D loss: 0.667233, acc.: 62.50%] [G loss: 0.818077]\n",
"4846 [D loss: 0.686239, acc.: 53.41%] [G loss: 0.860762]\n",
"4847 [D loss: 0.660210, acc.: 60.61%] [G loss: 0.873123]\n",
"4848 [D loss: 0.648228, acc.: 64.02%] [G loss: 0.821561]\n",
"4849 [D loss: 0.683536, acc.: 58.33%] [G loss: 0.864501]\n",
"4850 [D loss: 0.648729, acc.: 65.53%] [G loss: 0.826564]\n",
"4851 [D loss: 0.664838, acc.: 58.33%] [G loss: 0.866564]\n",
"4852 [D loss: 0.683749, acc.: 52.65%] [G loss: 0.830592]\n",
"4853 [D loss: 0.660027, acc.: 58.71%] [G loss: 0.812014]\n",
"4854 [D loss: 0.652561, acc.: 62.88%] [G loss: 0.817550]\n",
"4855 [D loss: 0.638426, acc.: 64.02%] [G loss: 0.806482]\n",
"4856 [D loss: 0.661626, acc.: 60.61%] [G loss: 0.830741]\n",
"4857 [D loss: 0.656771, acc.: 60.23%] [G loss: 0.821666]\n",
"4858 [D loss: 0.671610, acc.: 59.85%] [G loss: 0.863967]\n",
"4859 [D loss: 0.674757, acc.: 53.41%] [G loss: 0.853328]\n",
"4860 [D loss: 0.660329, acc.: 60.98%] [G loss: 0.834743]\n",
"4861 [D loss: 0.663489, acc.: 59.47%] [G loss: 0.873128]\n",
"4862 [D loss: 0.667238, acc.: 61.74%] [G loss: 0.809816]\n",
"4863 [D loss: 0.661370, acc.: 62.12%] [G loss: 0.821409]\n",
"4864 [D loss: 0.645603, acc.: 60.98%] [G loss: 0.830621]\n",
"4865 [D loss: 0.658630, acc.: 58.33%] [G loss: 0.839460]\n",
"4866 [D loss: 0.660015, acc.: 61.36%] [G loss: 0.828738]\n",
"4867 [D loss: 0.661715, acc.: 62.50%] [G loss: 0.833433]\n",
"4868 [D loss: 0.657398, acc.: 60.98%] [G loss: 0.833053]\n",
"4869 [D loss: 0.660965, acc.: 60.23%] [G loss: 0.812760]\n",
"4870 [D loss: 0.659653, acc.: 56.44%] [G loss: 0.839918]\n",
"4871 [D loss: 0.662475, acc.: 60.23%] [G loss: 0.857943]\n",
"4872 [D loss: 0.678456, acc.: 57.58%] [G loss: 0.846639]\n",
"4873 [D loss: 0.679480, acc.: 55.68%] [G loss: 0.851347]\n",
"4874 [D loss: 0.659903, acc.: 60.23%] [G loss: 0.846287]\n",
"4875 [D loss: 0.647399, acc.: 62.88%] [G loss: 0.847283]\n",
"4876 [D loss: 0.664502, acc.: 60.23%] [G loss: 0.833903]\n",
"4877 [D loss: 0.664066, acc.: 59.85%] [G loss: 0.825515]\n",
"4878 [D loss: 0.665012, acc.: 59.85%] [G loss: 0.830932]\n",
"4879 [D loss: 0.679092, acc.: 56.06%] [G loss: 0.857368]\n",
"4880 [D loss: 0.643305, acc.: 67.05%] [G loss: 0.845714]\n",
"4881 [D loss: 0.696394, acc.: 56.06%] [G loss: 0.810675]\n",
"4882 [D loss: 0.663949, acc.: 63.64%] [G loss: 0.828219]\n",
"4883 [D loss: 0.672756, acc.: 58.71%] [G loss: 0.824334]\n",
"4884 [D loss: 0.665662, acc.: 62.12%] [G loss: 0.798774]\n",
"4885 [D loss: 0.659123, acc.: 62.88%] [G loss: 0.842000]\n",
"4886 [D loss: 0.678145, acc.: 57.20%] [G loss: 0.829041]\n",
"4887 [D loss: 0.655721, acc.: 61.74%] [G loss: 0.830801]\n",
"4888 [D loss: 0.666036, acc.: 58.71%] [G loss: 0.848081]\n",
"4889 [D loss: 0.690734, acc.: 56.06%] [G loss: 0.832054]\n",
"4890 [D loss: 0.644073, acc.: 67.80%] [G loss: 0.836640]\n",
"4891 [D loss: 0.657736, acc.: 60.61%] [G loss: 0.820155]\n",
"4892 [D loss: 0.685143, acc.: 54.55%] [G loss: 0.859012]\n",
"4893 [D loss: 0.654972, acc.: 60.98%] [G loss: 0.849135]\n",
"4894 [D loss: 0.660583, acc.: 61.74%] [G loss: 0.823296]\n",
"4895 [D loss: 0.662108, acc.: 60.23%] [G loss: 0.798933]\n",
"4896 [D loss: 0.666881, acc.: 60.98%] [G loss: 0.828146]\n",
"4897 [D loss: 0.658262, acc.: 60.23%] [G loss: 0.843217]\n",
"4898 [D loss: 0.663681, acc.: 58.33%] [G loss: 0.841902]\n",
"4899 [D loss: 0.655807, acc.: 62.12%] [G loss: 0.813421]\n",
"4900 [D loss: 0.673404, acc.: 59.85%] [G loss: 0.822135]\n",
"4901 [D loss: 0.679100, acc.: 57.20%] [G loss: 0.859321]\n",
"4902 [D loss: 0.660850, acc.: 59.47%] [G loss: 0.815306]\n",
"4903 [D loss: 0.647363, acc.: 62.88%] [G loss: 0.824234]\n",
"4904 [D loss: 0.661022, acc.: 63.26%] [G loss: 0.834706]\n",
"4905 [D loss: 0.683821, acc.: 57.20%] [G loss: 0.816878]\n",
"4906 [D loss: 0.639593, acc.: 68.18%] [G loss: 0.842332]\n",
"4907 [D loss: 0.673023, acc.: 54.55%] [G loss: 0.821338]\n",
"4908 [D loss: 0.651695, acc.: 62.50%] [G loss: 0.848808]\n",
"4909 [D loss: 0.652384, acc.: 62.88%] [G loss: 0.826401]\n",
"4910 [D loss: 0.673106, acc.: 56.44%] [G loss: 0.830655]\n",
"4911 [D loss: 0.662268, acc.: 57.95%] [G loss: 0.830321]\n",
"4912 [D loss: 0.667362, acc.: 58.33%] [G loss: 0.825927]\n",
"4913 [D loss: 0.664195, acc.: 59.09%] [G loss: 0.814616]\n",
"4914 [D loss: 0.659812, acc.: 60.23%] [G loss: 0.815828]\n",
"4915 [D loss: 0.657824, acc.: 62.12%] [G loss: 0.825688]\n",
"4916 [D loss: 0.661286, acc.: 56.82%] [G loss: 0.830625]\n",
"4917 [D loss: 0.641427, acc.: 65.15%] [G loss: 0.792490]\n",
"4918 [D loss: 0.635283, acc.: 65.91%] [G loss: 0.811901]\n",
"4919 [D loss: 0.690248, acc.: 56.06%] [G loss: 0.805154]\n",
"4920 [D loss: 0.666411, acc.: 57.20%] [G loss: 0.827212]\n",
"4921 [D loss: 0.664087, acc.: 58.71%] [G loss: 0.865239]\n",
"4922 [D loss: 0.666854, acc.: 58.71%] [G loss: 0.819970]\n",
"4923 [D loss: 0.677219, acc.: 54.17%] [G loss: 0.830821]\n",
"4924 [D loss: 0.655550, acc.: 60.23%] [G loss: 0.846907]\n",
"4925 [D loss: 0.642208, acc.: 61.36%] [G loss: 0.809504]\n",
"4926 [D loss: 0.669569, acc.: 56.82%] [G loss: 0.842802]\n",
"4927 [D loss: 0.663376, acc.: 58.71%] [G loss: 0.834396]\n",
"4928 [D loss: 0.671915, acc.: 64.02%] [G loss: 0.824163]\n",
"4929 [D loss: 0.656168, acc.: 61.36%] [G loss: 0.827334]\n",
"4930 [D loss: 0.677281, acc.: 60.61%] [G loss: 0.834984]\n",
"4931 [D loss: 0.646320, acc.: 62.12%] [G loss: 0.835735]\n",
"4932 [D loss: 0.641741, acc.: 66.67%] [G loss: 0.823211]\n",
"4933 [D loss: 0.646350, acc.: 66.29%] [G loss: 0.830587]\n",
"4934 [D loss: 0.665327, acc.: 60.23%] [G loss: 0.834278]\n",
"4935 [D loss: 0.663634, acc.: 60.98%] [G loss: 0.816262]\n",
"4936 [D loss: 0.653625, acc.: 60.98%] [G loss: 0.813319]\n",
"4937 [D loss: 0.675919, acc.: 57.95%] [G loss: 0.819444]\n",
"4938 [D loss: 0.683203, acc.: 57.95%] [G loss: 0.847999]\n",
"4939 [D loss: 0.657152, acc.: 60.98%] [G loss: 0.823144]\n",
"4940 [D loss: 0.652664, acc.: 61.74%] [G loss: 0.879589]\n",
"4941 [D loss: 0.669344, acc.: 58.33%] [G loss: 0.830810]\n",
"4942 [D loss: 0.678243, acc.: 58.71%] [G loss: 0.854974]\n",
"4943 [D loss: 0.689660, acc.: 56.06%] [G loss: 0.829097]\n",
"4944 [D loss: 0.648281, acc.: 62.50%] [G loss: 0.856916]\n",
"4945 [D loss: 0.690309, acc.: 54.17%] [G loss: 0.824156]\n",
"4946 [D loss: 0.654132, acc.: 61.36%] [G loss: 0.839147]\n",
"4947 [D loss: 0.671316, acc.: 60.23%] [G loss: 0.852123]\n",
"4948 [D loss: 0.663036, acc.: 57.95%] [G loss: 0.835353]\n",
"4949 [D loss: 0.666601, acc.: 58.33%] [G loss: 0.789599]\n",
"4950 [D loss: 0.668519, acc.: 57.95%] [G loss: 0.827299]\n",
"4951 [D loss: 0.675499, acc.: 57.58%] [G loss: 0.846401]\n",
"4952 [D loss: 0.669153, acc.: 58.71%] [G loss: 0.811659]\n",
"4953 [D loss: 0.662637, acc.: 61.74%] [G loss: 0.821221]\n",
"4954 [D loss: 0.677556, acc.: 58.71%] [G loss: 0.830884]\n",
"4955 [D loss: 0.705345, acc.: 51.89%] [G loss: 0.822541]\n",
"4956 [D loss: 0.686643, acc.: 55.30%] [G loss: 0.825041]\n",
"4957 [D loss: 0.649304, acc.: 62.12%] [G loss: 0.832064]\n",
"4958 [D loss: 0.662901, acc.: 60.23%] [G loss: 0.809442]\n",
"4959 [D loss: 0.641726, acc.: 64.02%] [G loss: 0.849697]\n",
"4960 [D loss: 0.654271, acc.: 62.50%] [G loss: 0.829801]\n",
"4961 [D loss: 0.665370, acc.: 60.98%] [G loss: 0.845923]\n",
"4962 [D loss: 0.669881, acc.: 56.82%] [G loss: 0.825294]\n",
"4963 [D loss: 0.668151, acc.: 60.98%] [G loss: 0.829909]\n",
"4964 [D loss: 0.651382, acc.: 59.85%] [G loss: 0.806933]\n",
"4965 [D loss: 0.652603, acc.: 60.98%] [G loss: 0.837074]\n",
"4966 [D loss: 0.671681, acc.: 57.95%] [G loss: 0.831814]\n",
"4967 [D loss: 0.666057, acc.: 59.09%] [G loss: 0.839752]\n",
"4968 [D loss: 0.688155, acc.: 54.55%] [G loss: 0.824419]\n",
"4969 [D loss: 0.685743, acc.: 57.95%] [G loss: 0.858349]\n",
"4970 [D loss: 0.650738, acc.: 65.15%] [G loss: 0.821458]\n",
"4971 [D loss: 0.658459, acc.: 62.12%] [G loss: 0.840741]\n",
"4972 [D loss: 0.681859, acc.: 54.17%] [G loss: 0.815332]\n",
"4973 [D loss: 0.682254, acc.: 56.44%] [G loss: 0.811302]\n",
"4974 [D loss: 0.654469, acc.: 58.33%] [G loss: 0.849403]\n",
"4975 [D loss: 0.674013, acc.: 57.20%] [G loss: 0.833084]\n",
"4976 [D loss: 0.666742, acc.: 60.23%] [G loss: 0.829316]\n",
"4977 [D loss: 0.639464, acc.: 65.53%] [G loss: 0.843617]\n",
"4978 [D loss: 0.676892, acc.: 59.47%] [G loss: 0.812768]\n",
"4979 [D loss: 0.656961, acc.: 60.61%] [G loss: 0.815048]\n",
"4980 [D loss: 0.648844, acc.: 63.26%] [G loss: 0.803284]\n",
"4981 [D loss: 0.664089, acc.: 57.20%] [G loss: 0.808098]\n",
"4982 [D loss: 0.681261, acc.: 59.47%] [G loss: 0.836240]\n",
"4983 [D loss: 0.681622, acc.: 58.33%] [G loss: 0.850440]\n",
"4984 [D loss: 0.692528, acc.: 53.03%] [G loss: 0.807658]\n",
"4985 [D loss: 0.649779, acc.: 64.39%] [G loss: 0.843669]\n",
"4986 [D loss: 0.670841, acc.: 61.74%] [G loss: 0.852693]\n",
"4987 [D loss: 0.654293, acc.: 64.02%] [G loss: 0.824916]\n",
"4988 [D loss: 0.670269, acc.: 57.58%] [G loss: 0.813728]\n",
"4989 [D loss: 0.655322, acc.: 62.12%] [G loss: 0.802897]\n",
"4990 [D loss: 0.659289, acc.: 62.50%] [G loss: 0.794637]\n",
"4991 [D loss: 0.666645, acc.: 61.36%] [G loss: 0.844189]\n",
"4992 [D loss: 0.666113, acc.: 60.98%] [G loss: 0.838777]\n",
"4993 [D loss: 0.654838, acc.: 61.36%] [G loss: 0.836609]\n",
"4994 [D loss: 0.677892, acc.: 54.92%] [G loss: 0.797343]\n",
"4995 [D loss: 0.651804, acc.: 61.74%] [G loss: 0.807664]\n",
"4996 [D loss: 0.648174, acc.: 62.12%] [G loss: 0.795603]\n",
"4997 [D loss: 0.663081, acc.: 58.33%] [G loss: 0.823910]\n",
"4998 [D loss: 0.656711, acc.: 61.74%] [G loss: 0.835648]\n",
"4999 [D loss: 0.644795, acc.: 66.29%] [G loss: 0.850099]\n",
"5000 [D loss: 0.683393, acc.: 54.55%] [G loss: 0.823245]\n",
"5001 [D loss: 0.664272, acc.: 63.64%] [G loss: 0.816979]\n",
"5002 [D loss: 0.656553, acc.: 64.39%] [G loss: 0.841318]\n",
"5003 [D loss: 0.652210, acc.: 63.26%] [G loss: 0.828627]\n",
"5004 [D loss: 0.669650, acc.: 62.50%] [G loss: 0.824710]\n",
"5005 [D loss: 0.645763, acc.: 67.05%] [G loss: 0.851562]\n",
"5006 [D loss: 0.692034, acc.: 52.27%] [G loss: 0.844833]\n",
"5007 [D loss: 0.657948, acc.: 60.98%] [G loss: 0.833964]\n",
"5008 [D loss: 0.674499, acc.: 57.20%] [G loss: 0.821928]\n",
"5009 [D loss: 0.654633, acc.: 59.85%] [G loss: 0.791947]\n",
"5010 [D loss: 0.657613, acc.: 60.98%] [G loss: 0.818933]\n",
"5011 [D loss: 0.683173, acc.: 53.79%] [G loss: 0.840648]\n",
"5012 [D loss: 0.657912, acc.: 61.36%] [G loss: 0.851001]\n",
"5013 [D loss: 0.682312, acc.: 54.92%] [G loss: 0.832581]\n",
"5014 [D loss: 0.677685, acc.: 59.85%] [G loss: 0.823209]\n",
"5015 [D loss: 0.680941, acc.: 57.20%] [G loss: 0.840264]\n",
"5016 [D loss: 0.644538, acc.: 68.56%] [G loss: 0.815900]\n",
"5017 [D loss: 0.688960, acc.: 53.41%] [G loss: 0.808576]\n",
"5018 [D loss: 0.663380, acc.: 60.98%] [G loss: 0.852531]\n",
"5019 [D loss: 0.669871, acc.: 62.50%] [G loss: 0.869896]\n",
"5020 [D loss: 0.677061, acc.: 59.85%] [G loss: 0.837263]\n",
"5021 [D loss: 0.659701, acc.: 62.50%] [G loss: 0.818446]\n",
"5022 [D loss: 0.681540, acc.: 58.33%] [G loss: 0.813394]\n",
"5023 [D loss: 0.646744, acc.: 62.50%] [G loss: 0.841298]\n",
"5024 [D loss: 0.665991, acc.: 59.85%] [G loss: 0.815073]\n",
"5025 [D loss: 0.665728, acc.: 65.53%] [G loss: 0.836106]\n",
"5026 [D loss: 0.672186, acc.: 59.85%] [G loss: 0.811306]\n",
"5027 [D loss: 0.669648, acc.: 59.47%] [G loss: 0.820272]\n",
"5028 [D loss: 0.659037, acc.: 59.47%] [G loss: 0.809006]\n",
"5029 [D loss: 0.665672, acc.: 60.23%] [G loss: 0.825225]\n",
"5030 [D loss: 0.672434, acc.: 57.58%] [G loss: 0.811469]\n",
"5031 [D loss: 0.659072, acc.: 60.61%] [G loss: 0.836458]\n",
"5032 [D loss: 0.656676, acc.: 58.33%] [G loss: 0.825897]\n",
"5033 [D loss: 0.658215, acc.: 59.85%] [G loss: 0.794153]\n",
"5034 [D loss: 0.676738, acc.: 57.20%] [G loss: 0.820457]\n",
"5035 [D loss: 0.681499, acc.: 57.95%] [G loss: 0.829369]\n",
"5036 [D loss: 0.671732, acc.: 60.61%] [G loss: 0.814717]\n",
"5037 [D loss: 0.670598, acc.: 60.98%] [G loss: 0.822730]\n",
"5038 [D loss: 0.664205, acc.: 56.44%] [G loss: 0.837142]\n",
"5039 [D loss: 0.681658, acc.: 57.20%] [G loss: 0.819051]\n",
"5040 [D loss: 0.648516, acc.: 62.12%] [G loss: 0.834070]\n",
"5041 [D loss: 0.682968, acc.: 55.30%] [G loss: 0.877055]\n",
"5042 [D loss: 0.662328, acc.: 60.61%] [G loss: 0.858856]\n",
"5043 [D loss: 0.652683, acc.: 62.50%] [G loss: 0.867274]\n",
"5044 [D loss: 0.664573, acc.: 58.33%] [G loss: 0.853948]\n",
"5045 [D loss: 0.687400, acc.: 54.92%] [G loss: 0.810978]\n",
"5046 [D loss: 0.677169, acc.: 60.98%] [G loss: 0.827039]\n",
"5047 [D loss: 0.655082, acc.: 60.61%] [G loss: 0.848579]\n",
"5048 [D loss: 0.663327, acc.: 59.09%] [G loss: 0.866790]\n",
"5049 [D loss: 0.670102, acc.: 59.09%] [G loss: 0.855835]\n",
"5050 [D loss: 0.694027, acc.: 52.65%] [G loss: 0.793179]\n",
"5051 [D loss: 0.696910, acc.: 54.55%] [G loss: 0.820468]\n",
"5052 [D loss: 0.665678, acc.: 59.09%] [G loss: 0.829761]\n",
"5053 [D loss: 0.663973, acc.: 60.61%] [G loss: 0.808993]\n",
"5054 [D loss: 0.686156, acc.: 52.65%] [G loss: 0.822624]\n",
"5055 [D loss: 0.663795, acc.: 59.85%] [G loss: 0.833806]\n",
"5056 [D loss: 0.676683, acc.: 57.58%] [G loss: 0.847163]\n",
"5057 [D loss: 0.667728, acc.: 60.23%] [G loss: 0.855205]\n",
"5058 [D loss: 0.667002, acc.: 63.26%] [G loss: 0.845880]\n",
"5059 [D loss: 0.683716, acc.: 55.30%] [G loss: 0.813774]\n",
"5060 [D loss: 0.676833, acc.: 59.85%] [G loss: 0.823176]\n",
"5061 [D loss: 0.688641, acc.: 56.82%] [G loss: 0.814652]\n",
"5062 [D loss: 0.665400, acc.: 60.61%] [G loss: 0.818338]\n",
"5063 [D loss: 0.670909, acc.: 57.20%] [G loss: 0.863971]\n",
"5064 [D loss: 0.652753, acc.: 64.02%] [G loss: 0.839243]\n",
"5065 [D loss: 0.668182, acc.: 61.36%] [G loss: 0.819534]\n",
"5066 [D loss: 0.684126, acc.: 57.95%] [G loss: 0.819174]\n",
"5067 [D loss: 0.664961, acc.: 62.50%] [G loss: 0.838270]\n",
"5068 [D loss: 0.661788, acc.: 61.36%] [G loss: 0.828576]\n",
"5069 [D loss: 0.696618, acc.: 52.27%] [G loss: 0.801988]\n",
"5070 [D loss: 0.657454, acc.: 64.77%] [G loss: 0.831383]\n",
"5071 [D loss: 0.643394, acc.: 65.15%] [G loss: 0.852282]\n",
"5072 [D loss: 0.679318, acc.: 55.68%] [G loss: 0.840078]\n",
"5073 [D loss: 0.688949, acc.: 57.20%] [G loss: 0.804418]\n",
"5074 [D loss: 0.666214, acc.: 59.47%] [G loss: 0.830470]\n",
"5075 [D loss: 0.669614, acc.: 56.06%] [G loss: 0.803607]\n",
"5076 [D loss: 0.669499, acc.: 58.33%] [G loss: 0.823664]\n",
"5077 [D loss: 0.656664, acc.: 59.85%] [G loss: 0.823468]\n",
"5078 [D loss: 0.671533, acc.: 58.71%] [G loss: 0.835317]\n",
"5079 [D loss: 0.659800, acc.: 64.02%] [G loss: 0.823709]\n",
"5080 [D loss: 0.662438, acc.: 60.98%] [G loss: 0.794752]\n",
"5081 [D loss: 0.659651, acc.: 62.88%] [G loss: 0.838316]\n",
"5082 [D loss: 0.667142, acc.: 63.64%] [G loss: 0.815165]\n",
"5083 [D loss: 0.648786, acc.: 60.23%] [G loss: 0.838584]\n",
"5084 [D loss: 0.666775, acc.: 60.23%] [G loss: 0.833024]\n",
"5085 [D loss: 0.648026, acc.: 64.02%] [G loss: 0.864099]\n",
"5086 [D loss: 0.663333, acc.: 63.26%] [G loss: 0.848039]\n",
"5087 [D loss: 0.659416, acc.: 60.61%] [G loss: 0.832107]\n",
"5088 [D loss: 0.657519, acc.: 60.23%] [G loss: 0.823854]\n",
"5089 [D loss: 0.680254, acc.: 55.68%] [G loss: 0.832248]\n",
"5090 [D loss: 0.675900, acc.: 59.47%] [G loss: 0.816426]\n",
"5091 [D loss: 0.661400, acc.: 59.85%] [G loss: 0.842050]\n",
"5092 [D loss: 0.673232, acc.: 58.71%] [G loss: 0.814827]\n",
"5093 [D loss: 0.683029, acc.: 53.79%] [G loss: 0.835257]\n",
"5094 [D loss: 0.654140, acc.: 64.39%] [G loss: 0.822639]\n",
"5095 [D loss: 0.669281, acc.: 60.98%] [G loss: 0.831150]\n",
"5096 [D loss: 0.676927, acc.: 56.06%] [G loss: 0.791182]\n",
"5097 [D loss: 0.649764, acc.: 61.36%] [G loss: 0.821418]\n",
"5098 [D loss: 0.670950, acc.: 57.20%] [G loss: 0.815114]\n",
"5099 [D loss: 0.625839, acc.: 70.08%] [G loss: 0.818994]\n",
"5100 [D loss: 0.670641, acc.: 58.33%] [G loss: 0.813795]\n",
"5101 [D loss: 0.634881, acc.: 62.50%] [G loss: 0.816130]\n",
"5102 [D loss: 0.665194, acc.: 60.98%] [G loss: 0.852889]\n",
"5103 [D loss: 0.651298, acc.: 62.12%] [G loss: 0.856957]\n",
"5104 [D loss: 0.657228, acc.: 57.20%] [G loss: 0.811902]\n",
"5105 [D loss: 0.676441, acc.: 60.98%] [G loss: 0.838302]\n",
"5106 [D loss: 0.682146, acc.: 54.92%] [G loss: 0.850230]\n",
"5107 [D loss: 0.659369, acc.: 60.61%] [G loss: 0.837230]\n",
"5108 [D loss: 0.656053, acc.: 60.98%] [G loss: 0.813746]\n",
"5109 [D loss: 0.680878, acc.: 53.41%] [G loss: 0.820466]\n",
"5110 [D loss: 0.675584, acc.: 60.23%] [G loss: 0.817171]\n",
"5111 [D loss: 0.676040, acc.: 56.44%] [G loss: 0.813079]\n",
"5112 [D loss: 0.672055, acc.: 56.44%] [G loss: 0.847310]\n",
"5113 [D loss: 0.678834, acc.: 56.82%] [G loss: 0.826933]\n",
"5114 [D loss: 0.669248, acc.: 60.61%] [G loss: 0.823274]\n",
"5115 [D loss: 0.656563, acc.: 61.74%] [G loss: 0.808409]\n",
"5116 [D loss: 0.645153, acc.: 65.15%] [G loss: 0.821267]\n",
"5117 [D loss: 0.675442, acc.: 59.47%] [G loss: 0.813056]\n",
"5118 [D loss: 0.678854, acc.: 57.58%] [G loss: 0.845377]\n",
"5119 [D loss: 0.647212, acc.: 62.88%] [G loss: 0.886821]\n",
"5120 [D loss: 0.693526, acc.: 56.06%] [G loss: 0.824190]\n",
"5121 [D loss: 0.661009, acc.: 55.30%] [G loss: 0.806653]\n",
"5122 [D loss: 0.664830, acc.: 57.95%] [G loss: 0.846761]\n",
"5123 [D loss: 0.655658, acc.: 62.50%] [G loss: 0.802027]\n",
"5124 [D loss: 0.672502, acc.: 57.95%] [G loss: 0.855609]\n",
"5125 [D loss: 0.687924, acc.: 59.09%] [G loss: 0.841098]\n",
"5126 [D loss: 0.669123, acc.: 57.95%] [G loss: 0.859030]\n",
"5127 [D loss: 0.663964, acc.: 58.33%] [G loss: 0.855704]\n",
"5128 [D loss: 0.673785, acc.: 59.47%] [G loss: 0.847374]\n",
"5129 [D loss: 0.690450, acc.: 52.65%] [G loss: 0.827711]\n",
"5130 [D loss: 0.674268, acc.: 58.33%] [G loss: 0.827313]\n",
"5131 [D loss: 0.688159, acc.: 50.38%] [G loss: 0.822077]\n",
"5132 [D loss: 0.658509, acc.: 62.12%] [G loss: 0.802321]\n",
"5133 [D loss: 0.651509, acc.: 65.91%] [G loss: 0.848054]\n",
"5134 [D loss: 0.654935, acc.: 59.85%] [G loss: 0.828430]\n",
"5135 [D loss: 0.694773, acc.: 51.52%] [G loss: 0.818610]\n",
"5136 [D loss: 0.644859, acc.: 62.12%] [G loss: 0.832101]\n",
"5137 [D loss: 0.676843, acc.: 54.92%] [G loss: 0.826790]\n",
"5138 [D loss: 0.657508, acc.: 62.88%] [G loss: 0.806270]\n",
"5139 [D loss: 0.660696, acc.: 60.23%] [G loss: 0.822940]\n",
"5140 [D loss: 0.660724, acc.: 61.36%] [G loss: 0.842124]\n",
"5141 [D loss: 0.665446, acc.: 60.23%] [G loss: 0.866319]\n",
"5142 [D loss: 0.685775, acc.: 56.06%] [G loss: 0.823341]\n",
"5143 [D loss: 0.657551, acc.: 62.12%] [G loss: 0.858397]\n",
"5144 [D loss: 0.687485, acc.: 54.92%] [G loss: 0.811424]\n",
"5145 [D loss: 0.659180, acc.: 61.36%] [G loss: 0.803808]\n",
"5146 [D loss: 0.666178, acc.: 57.20%] [G loss: 0.818011]\n",
"5147 [D loss: 0.667975, acc.: 57.58%] [G loss: 0.792276]\n",
"5148 [D loss: 0.679479, acc.: 54.92%] [G loss: 0.832357]\n",
"5149 [D loss: 0.660411, acc.: 62.12%] [G loss: 0.817231]\n",
"5150 [D loss: 0.658066, acc.: 57.58%] [G loss: 0.805536]\n",
"5151 [D loss: 0.651413, acc.: 61.36%] [G loss: 0.841291]\n",
"5152 [D loss: 0.705753, acc.: 49.24%] [G loss: 0.822593]\n",
"5153 [D loss: 0.652149, acc.: 62.50%] [G loss: 0.835740]\n",
"5154 [D loss: 0.661679, acc.: 58.33%] [G loss: 0.811215]\n",
"5155 [D loss: 0.661595, acc.: 63.26%] [G loss: 0.864652]\n",
"5156 [D loss: 0.672829, acc.: 59.47%] [G loss: 0.857553]\n",
"5157 [D loss: 0.676899, acc.: 54.17%] [G loss: 0.847736]\n",
"5158 [D loss: 0.640127, acc.: 66.29%] [G loss: 0.840494]\n",
"5159 [D loss: 0.687058, acc.: 50.00%] [G loss: 0.832187]\n",
"5160 [D loss: 0.704111, acc.: 55.30%] [G loss: 0.823816]\n",
"5161 [D loss: 0.652925, acc.: 62.50%] [G loss: 0.816834]\n",
"5162 [D loss: 0.678054, acc.: 59.85%] [G loss: 0.812195]\n",
"5163 [D loss: 0.676318, acc.: 55.30%] [G loss: 0.800581]\n",
"5164 [D loss: 0.667616, acc.: 58.33%] [G loss: 0.805472]\n",
"5165 [D loss: 0.669251, acc.: 58.33%] [G loss: 0.814665]\n",
"5166 [D loss: 0.674782, acc.: 54.55%] [G loss: 0.806657]\n",
"5167 [D loss: 0.679240, acc.: 55.68%] [G loss: 0.816719]\n",
"5168 [D loss: 0.676015, acc.: 59.09%] [G loss: 0.819732]\n",
"5169 [D loss: 0.657029, acc.: 61.36%] [G loss: 0.824375]\n",
"5170 [D loss: 0.663127, acc.: 62.12%] [G loss: 0.821612]\n",
"5171 [D loss: 0.674606, acc.: 56.06%] [G loss: 0.831799]\n",
"5172 [D loss: 0.682180, acc.: 57.95%] [G loss: 0.824598]\n",
"5173 [D loss: 0.653641, acc.: 60.98%] [G loss: 0.796210]\n",
"5174 [D loss: 0.686034, acc.: 56.82%] [G loss: 0.825495]\n",
"5175 [D loss: 0.663158, acc.: 61.36%] [G loss: 0.799523]\n",
"5176 [D loss: 0.656160, acc.: 58.71%] [G loss: 0.849808]\n",
"5177 [D loss: 0.680866, acc.: 57.58%] [G loss: 0.817123]\n",
"5178 [D loss: 0.653587, acc.: 61.74%] [G loss: 0.847393]\n",
"5179 [D loss: 0.653163, acc.: 61.74%] [G loss: 0.860875]\n",
"5180 [D loss: 0.686501, acc.: 56.82%] [G loss: 0.829362]\n",
"5181 [D loss: 0.667530, acc.: 58.71%] [G loss: 0.819119]\n",
"5182 [D loss: 0.668940, acc.: 57.95%] [G loss: 0.859637]\n",
"5183 [D loss: 0.661208, acc.: 63.26%] [G loss: 0.841999]\n",
"5184 [D loss: 0.671410, acc.: 59.09%] [G loss: 0.837362]\n",
"5185 [D loss: 0.666486, acc.: 60.98%] [G loss: 0.821314]\n",
"5186 [D loss: 0.681175, acc.: 53.79%] [G loss: 0.832879]\n",
"5187 [D loss: 0.661344, acc.: 59.09%] [G loss: 0.802616]\n",
"5188 [D loss: 0.663317, acc.: 61.74%] [G loss: 0.799454]\n",
"5189 [D loss: 0.656009, acc.: 60.23%] [G loss: 0.829404]\n",
"5190 [D loss: 0.681992, acc.: 54.17%] [G loss: 0.844782]\n",
"5191 [D loss: 0.637564, acc.: 65.15%] [G loss: 0.845417]\n",
"5192 [D loss: 0.675174, acc.: 59.09%] [G loss: 0.880795]\n",
"5193 [D loss: 0.693639, acc.: 50.38%] [G loss: 0.813345]\n",
"5194 [D loss: 0.659415, acc.: 63.26%] [G loss: 0.813272]\n",
"5195 [D loss: 0.670927, acc.: 58.33%] [G loss: 0.840384]\n",
"5196 [D loss: 0.681646, acc.: 56.82%] [G loss: 0.849834]\n",
"5197 [D loss: 0.675208, acc.: 59.47%] [G loss: 0.833591]\n",
"5198 [D loss: 0.657099, acc.: 60.23%] [G loss: 0.838201]\n",
"5199 [D loss: 0.660502, acc.: 60.98%] [G loss: 0.852194]\n",
"5200 [D loss: 0.661087, acc.: 60.61%] [G loss: 0.831424]\n",
"5201 [D loss: 0.670066, acc.: 57.58%] [G loss: 0.799904]\n",
"5202 [D loss: 0.647588, acc.: 60.98%] [G loss: 0.811069]\n",
"5203 [D loss: 0.635093, acc.: 65.15%] [G loss: 0.819506]\n",
"5204 [D loss: 0.655318, acc.: 62.50%] [G loss: 0.838136]\n",
"5205 [D loss: 0.685657, acc.: 57.58%] [G loss: 0.836506]\n",
"5206 [D loss: 0.656047, acc.: 62.12%] [G loss: 0.854586]\n",
"5207 [D loss: 0.652965, acc.: 65.15%] [G loss: 0.827867]\n",
"5208 [D loss: 0.647465, acc.: 62.88%] [G loss: 0.815972]\n",
"5209 [D loss: 0.684472, acc.: 56.44%] [G loss: 0.801352]\n",
"5210 [D loss: 0.668290, acc.: 57.58%] [G loss: 0.818960]\n",
"5211 [D loss: 0.667151, acc.: 60.98%] [G loss: 0.854676]\n",
"5212 [D loss: 0.669938, acc.: 58.33%] [G loss: 0.851535]\n",
"5213 [D loss: 0.643883, acc.: 59.85%] [G loss: 0.826871]\n",
"5214 [D loss: 0.709729, acc.: 52.27%] [G loss: 0.819757]\n",
"5215 [D loss: 0.673319, acc.: 59.47%] [G loss: 0.832096]\n",
"5216 [D loss: 0.672947, acc.: 58.71%] [G loss: 0.831921]\n",
"5217 [D loss: 0.669412, acc.: 57.95%] [G loss: 0.855261]\n",
"5218 [D loss: 0.676297, acc.: 56.06%] [G loss: 0.852479]\n",
"5219 [D loss: 0.682734, acc.: 59.85%] [G loss: 0.837389]\n",
"5220 [D loss: 0.643989, acc.: 67.80%] [G loss: 0.862392]\n",
"5221 [D loss: 0.652785, acc.: 60.23%] [G loss: 0.816308]\n",
"5222 [D loss: 0.678242, acc.: 59.85%] [G loss: 0.845408]\n",
"5223 [D loss: 0.677530, acc.: 61.36%] [G loss: 0.835335]\n",
"5224 [D loss: 0.688602, acc.: 54.92%] [G loss: 0.840267]\n",
"5225 [D loss: 0.651517, acc.: 61.74%] [G loss: 0.827671]\n",
"5226 [D loss: 0.681105, acc.: 57.95%] [G loss: 0.845528]\n",
"5227 [D loss: 0.648763, acc.: 65.15%] [G loss: 0.831758]\n",
"5228 [D loss: 0.699427, acc.: 54.17%] [G loss: 0.802976]\n",
"5229 [D loss: 0.670375, acc.: 57.20%] [G loss: 0.822358]\n",
"5230 [D loss: 0.660924, acc.: 62.88%] [G loss: 0.834367]\n",
"5231 [D loss: 0.676615, acc.: 56.06%] [G loss: 0.841924]\n",
"5232 [D loss: 0.655248, acc.: 64.39%] [G loss: 0.868812]\n",
"5233 [D loss: 0.686481, acc.: 56.82%] [G loss: 0.852748]\n",
"5234 [D loss: 0.672581, acc.: 61.36%] [G loss: 0.852323]\n",
"5235 [D loss: 0.681933, acc.: 53.79%] [G loss: 0.832611]\n",
"5236 [D loss: 0.674807, acc.: 60.61%] [G loss: 0.843044]\n",
"5237 [D loss: 0.664048, acc.: 62.88%] [G loss: 0.834211]\n",
"5238 [D loss: 0.688902, acc.: 51.14%] [G loss: 0.818621]\n",
"5239 [D loss: 0.671755, acc.: 56.44%] [G loss: 0.833214]\n",
"5240 [D loss: 0.667163, acc.: 59.85%] [G loss: 0.810939]\n",
"5241 [D loss: 0.688779, acc.: 55.68%] [G loss: 0.824609]\n",
"5242 [D loss: 0.680866, acc.: 54.17%] [G loss: 0.815168]\n",
"5243 [D loss: 0.672553, acc.: 60.98%] [G loss: 0.813343]\n",
"5244 [D loss: 0.635707, acc.: 68.94%] [G loss: 0.835115]\n",
"5245 [D loss: 0.676394, acc.: 61.36%] [G loss: 0.825683]\n",
"5246 [D loss: 0.653953, acc.: 60.23%] [G loss: 0.799887]\n",
"5247 [D loss: 0.655502, acc.: 62.12%] [G loss: 0.831961]\n",
"5248 [D loss: 0.664514, acc.: 60.98%] [G loss: 0.803394]\n",
"5249 [D loss: 0.671423, acc.: 58.71%] [G loss: 0.793318]\n",
"5250 [D loss: 0.682214, acc.: 54.17%] [G loss: 0.822664]\n",
"5251 [D loss: 0.682699, acc.: 53.03%] [G loss: 0.817998]\n",
"5252 [D loss: 0.668466, acc.: 57.58%] [G loss: 0.837902]\n",
"5253 [D loss: 0.662413, acc.: 60.61%] [G loss: 0.814260]\n",
"5254 [D loss: 0.648189, acc.: 59.85%] [G loss: 0.812196]\n",
"5255 [D loss: 0.661478, acc.: 59.09%] [G loss: 0.852176]\n",
"5256 [D loss: 0.664979, acc.: 62.50%] [G loss: 0.812068]\n",
"5257 [D loss: 0.672419, acc.: 58.33%] [G loss: 0.840777]\n",
"5258 [D loss: 0.680499, acc.: 57.20%] [G loss: 0.843167]\n",
"5259 [D loss: 0.667006, acc.: 58.71%] [G loss: 0.886184]\n",
"5260 [D loss: 0.659563, acc.: 57.95%] [G loss: 0.868083]\n",
"5261 [D loss: 0.656687, acc.: 60.98%] [G loss: 0.850052]\n",
"5262 [D loss: 0.652958, acc.: 64.77%] [G loss: 0.865446]\n",
"5263 [D loss: 0.672937, acc.: 57.95%] [G loss: 0.814201]\n",
"5264 [D loss: 0.652124, acc.: 62.88%] [G loss: 0.840961]\n",
"5265 [D loss: 0.654543, acc.: 62.12%] [G loss: 0.832518]\n",
"5266 [D loss: 0.661215, acc.: 62.50%] [G loss: 0.843546]\n",
"5267 [D loss: 0.675434, acc.: 56.44%] [G loss: 0.840518]\n",
"5268 [D loss: 0.674477, acc.: 52.27%] [G loss: 0.815959]\n",
"5269 [D loss: 0.669713, acc.: 57.95%] [G loss: 0.825417]\n",
"5270 [D loss: 0.688036, acc.: 54.55%] [G loss: 0.813085]\n",
"5271 [D loss: 0.665520, acc.: 62.12%] [G loss: 0.828421]\n",
"5272 [D loss: 0.672161, acc.: 57.20%] [G loss: 0.815285]\n",
"5273 [D loss: 0.672309, acc.: 59.85%] [G loss: 0.829292]\n",
"5274 [D loss: 0.670727, acc.: 60.98%] [G loss: 0.854399]\n",
"5275 [D loss: 0.678790, acc.: 58.33%] [G loss: 0.823195]\n",
"5276 [D loss: 0.670262, acc.: 57.95%] [G loss: 0.827968]\n",
"5277 [D loss: 0.659451, acc.: 64.02%] [G loss: 0.848179]\n",
"5278 [D loss: 0.669776, acc.: 57.58%] [G loss: 0.838123]\n",
"5279 [D loss: 0.665262, acc.: 62.12%] [G loss: 0.836404]\n",
"5280 [D loss: 0.688456, acc.: 55.68%] [G loss: 0.808693]\n",
"5281 [D loss: 0.680129, acc.: 57.20%] [G loss: 0.812767]\n",
"5282 [D loss: 0.674524, acc.: 58.33%] [G loss: 0.850163]\n",
"5283 [D loss: 0.671465, acc.: 57.95%] [G loss: 0.823780]\n",
"5284 [D loss: 0.647885, acc.: 62.88%] [G loss: 0.849234]\n",
"5285 [D loss: 0.658843, acc.: 61.36%] [G loss: 0.824095]\n",
"5286 [D loss: 0.661559, acc.: 61.74%] [G loss: 0.812317]\n",
"5287 [D loss: 0.669052, acc.: 57.95%] [G loss: 0.816657]\n",
"5288 [D loss: 0.667080, acc.: 60.61%] [G loss: 0.825873]\n",
"5289 [D loss: 0.652471, acc.: 60.98%] [G loss: 0.812052]\n",
"5290 [D loss: 0.656907, acc.: 61.36%] [G loss: 0.846622]\n",
"5291 [D loss: 0.665272, acc.: 59.47%] [G loss: 0.811805]\n",
"5292 [D loss: 0.646868, acc.: 60.98%] [G loss: 0.832905]\n",
"5293 [D loss: 0.672793, acc.: 60.61%] [G loss: 0.837412]\n",
"5294 [D loss: 0.657496, acc.: 62.12%] [G loss: 0.831315]\n",
"5295 [D loss: 0.670577, acc.: 59.09%] [G loss: 0.824667]\n",
"5296 [D loss: 0.661882, acc.: 61.36%] [G loss: 0.812671]\n",
"5297 [D loss: 0.681513, acc.: 58.71%] [G loss: 0.825510]\n",
"5298 [D loss: 0.653654, acc.: 64.39%] [G loss: 0.823753]\n",
"5299 [D loss: 0.673719, acc.: 54.55%] [G loss: 0.809048]\n",
"5300 [D loss: 0.649730, acc.: 64.77%] [G loss: 0.807003]\n",
"5301 [D loss: 0.661386, acc.: 60.61%] [G loss: 0.809061]\n",
"5302 [D loss: 0.666294, acc.: 62.12%] [G loss: 0.794815]\n",
"5303 [D loss: 0.675917, acc.: 56.44%] [G loss: 0.807531]\n",
"5304 [D loss: 0.667783, acc.: 58.71%] [G loss: 0.844073]\n",
"5305 [D loss: 0.707715, acc.: 54.55%] [G loss: 0.877584]\n",
"5306 [D loss: 0.652326, acc.: 62.50%] [G loss: 0.819504]\n",
"5307 [D loss: 0.673456, acc.: 56.82%] [G loss: 0.833369]\n",
"5308 [D loss: 0.665712, acc.: 57.20%] [G loss: 0.824238]\n",
"5309 [D loss: 0.648155, acc.: 66.67%] [G loss: 0.821467]\n",
"5310 [D loss: 0.660913, acc.: 59.09%] [G loss: 0.817641]\n",
"5311 [D loss: 0.668340, acc.: 55.30%] [G loss: 0.797225]\n",
"5312 [D loss: 0.645776, acc.: 65.53%] [G loss: 0.840130]\n",
"5313 [D loss: 0.663223, acc.: 59.09%] [G loss: 0.797163]\n",
"5314 [D loss: 0.673946, acc.: 56.44%] [G loss: 0.804823]\n",
"5315 [D loss: 0.670086, acc.: 58.71%] [G loss: 0.820032]\n",
"5316 [D loss: 0.640970, acc.: 65.15%] [G loss: 0.830924]\n",
"5317 [D loss: 0.670063, acc.: 60.23%] [G loss: 0.821771]\n",
"5318 [D loss: 0.658245, acc.: 61.36%] [G loss: 0.822086]\n",
"5319 [D loss: 0.660022, acc.: 60.61%] [G loss: 0.850446]\n",
"5320 [D loss: 0.674251, acc.: 56.44%] [G loss: 0.850313]\n",
"5321 [D loss: 0.663859, acc.: 57.20%] [G loss: 0.807684]\n",
"5322 [D loss: 0.667357, acc.: 61.36%] [G loss: 0.820449]\n",
"5323 [D loss: 0.675699, acc.: 60.98%] [G loss: 0.811839]\n",
"5324 [D loss: 0.677761, acc.: 56.44%] [G loss: 0.842443]\n",
"5325 [D loss: 0.671415, acc.: 59.85%] [G loss: 0.831818]\n",
"5326 [D loss: 0.670318, acc.: 57.20%] [G loss: 0.840574]\n",
"5327 [D loss: 0.666339, acc.: 60.98%] [G loss: 0.880612]\n",
"5328 [D loss: 0.670187, acc.: 56.82%] [G loss: 0.854160]\n",
"5329 [D loss: 0.676013, acc.: 57.58%] [G loss: 0.846641]\n",
"5330 [D loss: 0.694809, acc.: 53.79%] [G loss: 0.858944]\n",
"5331 [D loss: 0.641104, acc.: 64.39%] [G loss: 0.835384]\n",
"5332 [D loss: 0.664438, acc.: 59.85%] [G loss: 0.812151]\n",
"5333 [D loss: 0.681239, acc.: 56.82%] [G loss: 0.827736]\n",
"5334 [D loss: 0.672835, acc.: 60.98%] [G loss: 0.802683]\n",
"5335 [D loss: 0.677241, acc.: 56.82%] [G loss: 0.830775]\n",
"5336 [D loss: 0.664706, acc.: 60.98%] [G loss: 0.805987]\n",
"5337 [D loss: 0.641004, acc.: 65.91%] [G loss: 0.863671]\n",
"5338 [D loss: 0.674715, acc.: 59.85%] [G loss: 0.848357]\n",
"5339 [D loss: 0.668607, acc.: 58.33%] [G loss: 0.849358]\n",
"5340 [D loss: 0.680110, acc.: 53.03%] [G loss: 0.825230]\n",
"5341 [D loss: 0.671589, acc.: 60.61%] [G loss: 0.823265]\n",
"5342 [D loss: 0.666811, acc.: 56.82%] [G loss: 0.849698]\n",
"5343 [D loss: 0.677300, acc.: 56.44%] [G loss: 0.831400]\n",
"5344 [D loss: 0.659751, acc.: 61.74%] [G loss: 0.848567]\n",
"5345 [D loss: 0.681396, acc.: 60.23%] [G loss: 0.830219]\n",
"5346 [D loss: 0.653857, acc.: 59.47%] [G loss: 0.811293]\n",
"5347 [D loss: 0.668316, acc.: 60.23%] [G loss: 0.833840]\n",
"5348 [D loss: 0.664838, acc.: 59.09%] [G loss: 0.829891]\n",
"5349 [D loss: 0.686079, acc.: 55.68%] [G loss: 0.808176]\n",
"5350 [D loss: 0.643944, acc.: 65.91%] [G loss: 0.833622]\n",
"5351 [D loss: 0.653811, acc.: 60.61%] [G loss: 0.826052]\n",
"5352 [D loss: 0.705537, acc.: 52.65%] [G loss: 0.815352]\n",
"5353 [D loss: 0.634241, acc.: 64.77%] [G loss: 0.805339]\n",
"5354 [D loss: 0.665061, acc.: 60.23%] [G loss: 0.833779]\n",
"5355 [D loss: 0.658140, acc.: 61.36%] [G loss: 0.832715]\n",
"5356 [D loss: 0.663796, acc.: 58.33%] [G loss: 0.833679]\n",
"5357 [D loss: 0.687421, acc.: 54.92%] [G loss: 0.835778]\n",
"5358 [D loss: 0.646172, acc.: 63.26%] [G loss: 0.824511]\n",
"5359 [D loss: 0.665554, acc.: 60.23%] [G loss: 0.831569]\n",
"5360 [D loss: 0.654192, acc.: 63.64%] [G loss: 0.788225]\n",
"5361 [D loss: 0.688318, acc.: 53.79%] [G loss: 0.816417]\n",
"5362 [D loss: 0.685986, acc.: 54.92%] [G loss: 0.812049]\n",
"5363 [D loss: 0.653763, acc.: 59.47%] [G loss: 0.813456]\n",
"5364 [D loss: 0.671756, acc.: 57.58%] [G loss: 0.856130]\n",
"5365 [D loss: 0.680086, acc.: 59.09%] [G loss: 0.822062]\n",
"5366 [D loss: 0.675827, acc.: 59.09%] [G loss: 0.825223]\n",
"5367 [D loss: 0.668522, acc.: 58.71%] [G loss: 0.823454]\n",
"5368 [D loss: 0.654354, acc.: 62.88%] [G loss: 0.829950]\n",
"5369 [D loss: 0.662030, acc.: 57.58%] [G loss: 0.808603]\n",
"5370 [D loss: 0.663685, acc.: 59.09%] [G loss: 0.784493]\n",
"5371 [D loss: 0.667031, acc.: 58.71%] [G loss: 0.795284]\n",
"5372 [D loss: 0.678354, acc.: 53.41%] [G loss: 0.798454]\n",
"5373 [D loss: 0.643297, acc.: 63.64%] [G loss: 0.820014]\n",
"5374 [D loss: 0.684831, acc.: 52.65%] [G loss: 0.828096]\n",
"5375 [D loss: 0.679090, acc.: 56.06%] [G loss: 0.807008]\n",
"5376 [D loss: 0.673976, acc.: 56.82%] [G loss: 0.816490]\n",
"5377 [D loss: 0.664422, acc.: 61.36%] [G loss: 0.840889]\n",
"5378 [D loss: 0.668204, acc.: 60.61%] [G loss: 0.831521]\n",
"5379 [D loss: 0.690175, acc.: 55.30%] [G loss: 0.813829]\n",
"5380 [D loss: 0.683542, acc.: 53.03%] [G loss: 0.820538]\n",
"5381 [D loss: 0.658187, acc.: 60.23%] [G loss: 0.843072]\n",
"5382 [D loss: 0.660475, acc.: 60.98%] [G loss: 0.825387]\n",
"5383 [D loss: 0.660523, acc.: 60.98%] [G loss: 0.815953]\n",
"5384 [D loss: 0.664930, acc.: 58.71%] [G loss: 0.823958]\n",
"5385 [D loss: 0.671025, acc.: 55.30%] [G loss: 0.819412]\n",
"5386 [D loss: 0.666350, acc.: 60.61%] [G loss: 0.828270]\n",
"5387 [D loss: 0.673303, acc.: 60.61%] [G loss: 0.826085]\n",
"5388 [D loss: 0.681345, acc.: 57.95%] [G loss: 0.832980]\n",
"5389 [D loss: 0.674041, acc.: 56.06%] [G loss: 0.823426]\n",
"5390 [D loss: 0.668110, acc.: 59.85%] [G loss: 0.817624]\n",
"5391 [D loss: 0.665573, acc.: 61.36%] [G loss: 0.811446]\n",
"5392 [D loss: 0.670702, acc.: 58.33%] [G loss: 0.828995]\n",
"5393 [D loss: 0.672242, acc.: 59.09%] [G loss: 0.793861]\n",
"5394 [D loss: 0.674055, acc.: 56.82%] [G loss: 0.818578]\n",
"5395 [D loss: 0.659851, acc.: 64.02%] [G loss: 0.844958]\n",
"5396 [D loss: 0.662166, acc.: 61.74%] [G loss: 0.833839]\n",
"5397 [D loss: 0.675758, acc.: 59.85%] [G loss: 0.862184]\n",
"5398 [D loss: 0.681278, acc.: 54.92%] [G loss: 0.842911]\n",
"5399 [D loss: 0.677863, acc.: 55.68%] [G loss: 0.829740]\n",
"5400 [D loss: 0.664286, acc.: 60.23%] [G loss: 0.845648]\n",
"5401 [D loss: 0.671603, acc.: 57.95%] [G loss: 0.825601]\n",
"5402 [D loss: 0.657026, acc.: 64.77%] [G loss: 0.815282]\n",
"5403 [D loss: 0.671487, acc.: 62.12%] [G loss: 0.818303]\n",
"5404 [D loss: 0.689300, acc.: 57.58%] [G loss: 0.812197]\n",
"5405 [D loss: 0.682544, acc.: 54.55%] [G loss: 0.808583]\n",
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"5407 [D loss: 0.667583, acc.: 60.98%] [G loss: 0.807487]\n",
"5408 [D loss: 0.680596, acc.: 55.30%] [G loss: 0.846106]\n",
"5409 [D loss: 0.686692, acc.: 54.92%] [G loss: 0.874521]\n",
"5410 [D loss: 0.667650, acc.: 57.95%] [G loss: 0.847249]\n",
"5411 [D loss: 0.665565, acc.: 62.50%] [G loss: 0.824862]\n",
"5412 [D loss: 0.675742, acc.: 57.95%] [G loss: 0.819462]\n",
"5413 [D loss: 0.674058, acc.: 55.68%] [G loss: 0.859724]\n",
"5414 [D loss: 0.655874, acc.: 60.98%] [G loss: 0.812200]\n",
"5415 [D loss: 0.696661, acc.: 55.68%] [G loss: 0.813354]\n",
"5416 [D loss: 0.682974, acc.: 56.82%] [G loss: 0.802180]\n",
"5417 [D loss: 0.655498, acc.: 63.64%] [G loss: 0.806759]\n",
"5418 [D loss: 0.671074, acc.: 59.09%] [G loss: 0.820446]\n",
"5419 [D loss: 0.657332, acc.: 64.02%] [G loss: 0.830137]\n",
"5420 [D loss: 0.666106, acc.: 60.23%] [G loss: 0.820856]\n",
"5421 [D loss: 0.672506, acc.: 58.33%] [G loss: 0.807248]\n",
"5422 [D loss: 0.673842, acc.: 57.95%] [G loss: 0.824227]\n",
"5423 [D loss: 0.647804, acc.: 64.77%] [G loss: 0.856597]\n",
"5424 [D loss: 0.666742, acc.: 57.58%] [G loss: 0.842693]\n",
"5425 [D loss: 0.677103, acc.: 55.68%] [G loss: 0.819848]\n",
"5426 [D loss: 0.682569, acc.: 56.82%] [G loss: 0.801986]\n",
"5427 [D loss: 0.650460, acc.: 61.74%] [G loss: 0.824155]\n",
"5428 [D loss: 0.679209, acc.: 59.47%] [G loss: 0.815276]\n",
"5429 [D loss: 0.673013, acc.: 58.33%] [G loss: 0.815784]\n",
"5430 [D loss: 0.662525, acc.: 62.50%] [G loss: 0.835197]\n",
"5431 [D loss: 0.687555, acc.: 55.68%] [G loss: 0.839138]\n",
"5432 [D loss: 0.682831, acc.: 56.44%] [G loss: 0.848317]\n",
"5433 [D loss: 0.656312, acc.: 63.26%] [G loss: 0.838910]\n",
"5434 [D loss: 0.675531, acc.: 62.50%] [G loss: 0.852132]\n",
"5435 [D loss: 0.646427, acc.: 61.74%] [G loss: 0.860413]\n",
"5436 [D loss: 0.661536, acc.: 59.85%] [G loss: 0.839329]\n",
"5437 [D loss: 0.657751, acc.: 60.98%] [G loss: 0.843396]\n",
"5438 [D loss: 0.670448, acc.: 60.23%] [G loss: 0.841391]\n",
"5439 [D loss: 0.669968, acc.: 59.09%] [G loss: 0.830764]\n",
"5440 [D loss: 0.638007, acc.: 68.18%] [G loss: 0.821840]\n",
"5441 [D loss: 0.668592, acc.: 58.33%] [G loss: 0.823572]\n",
"5442 [D loss: 0.664850, acc.: 60.98%] [G loss: 0.828687]\n",
"5443 [D loss: 0.655095, acc.: 62.50%] [G loss: 0.803718]\n",
"5444 [D loss: 0.654766, acc.: 57.95%] [G loss: 0.792331]\n",
"5445 [D loss: 0.657905, acc.: 60.23%] [G loss: 0.805446]\n",
"5446 [D loss: 0.681599, acc.: 61.36%] [G loss: 0.784687]\n",
"5447 [D loss: 0.660084, acc.: 62.50%] [G loss: 0.807040]\n",
"5448 [D loss: 0.677769, acc.: 55.68%] [G loss: 0.830981]\n",
"5449 [D loss: 0.649006, acc.: 60.98%] [G loss: 0.848698]\n",
"5450 [D loss: 0.676006, acc.: 57.20%] [G loss: 0.824700]\n",
"5451 [D loss: 0.672196, acc.: 57.58%] [G loss: 0.807989]\n",
"5452 [D loss: 0.637852, acc.: 65.53%] [G loss: 0.836330]\n",
"5453 [D loss: 0.663269, acc.: 61.36%] [G loss: 0.814655]\n",
"5454 [D loss: 0.659665, acc.: 65.53%] [G loss: 0.835186]\n",
"5455 [D loss: 0.683942, acc.: 55.30%] [G loss: 0.819467]\n",
"5456 [D loss: 0.671055, acc.: 57.20%] [G loss: 0.811834]\n",
"5457 [D loss: 0.661241, acc.: 62.12%] [G loss: 0.816686]\n",
"5458 [D loss: 0.707715, acc.: 51.14%] [G loss: 0.804291]\n",
"5459 [D loss: 0.658347, acc.: 64.77%] [G loss: 0.840571]\n",
"5460 [D loss: 0.651683, acc.: 64.02%] [G loss: 0.827707]\n",
"5461 [D loss: 0.650937, acc.: 64.39%] [G loss: 0.825332]\n",
"5462 [D loss: 0.673304, acc.: 60.23%] [G loss: 0.831152]\n",
"5463 [D loss: 0.660276, acc.: 60.61%] [G loss: 0.853394]\n",
"5464 [D loss: 0.661937, acc.: 61.36%] [G loss: 0.818414]\n",
"5465 [D loss: 0.676516, acc.: 56.06%] [G loss: 0.828347]\n",
"5466 [D loss: 0.659991, acc.: 60.61%] [G loss: 0.821750]\n",
"5467 [D loss: 0.684994, acc.: 59.09%] [G loss: 0.807711]\n",
"5468 [D loss: 0.686639, acc.: 57.20%] [G loss: 0.814570]\n",
"5469 [D loss: 0.675748, acc.: 57.95%] [G loss: 0.818547]\n",
"5470 [D loss: 0.674384, acc.: 55.30%] [G loss: 0.805296]\n",
"5471 [D loss: 0.647391, acc.: 63.64%] [G loss: 0.817315]\n",
"5472 [D loss: 0.660022, acc.: 61.74%] [G loss: 0.831149]\n",
"5473 [D loss: 0.694902, acc.: 53.03%] [G loss: 0.826050]\n",
"5474 [D loss: 0.670124, acc.: 59.85%] [G loss: 0.772059]\n",
"5475 [D loss: 0.670339, acc.: 51.89%] [G loss: 0.820317]\n",
"5476 [D loss: 0.666709, acc.: 57.20%] [G loss: 0.824467]\n",
"5477 [D loss: 0.671297, acc.: 61.74%] [G loss: 0.838684]\n",
"5478 [D loss: 0.664809, acc.: 60.23%] [G loss: 0.828983]\n",
"5479 [D loss: 0.665238, acc.: 60.61%] [G loss: 0.842780]\n",
"5480 [D loss: 0.646932, acc.: 62.88%] [G loss: 0.842654]\n",
"5481 [D loss: 0.650411, acc.: 64.02%] [G loss: 0.832683]\n",
"5482 [D loss: 0.671100, acc.: 57.95%] [G loss: 0.830985]\n",
"5483 [D loss: 0.669563, acc.: 57.95%] [G loss: 0.813636]\n",
"5484 [D loss: 0.662069, acc.: 62.12%] [G loss: 0.842948]\n",
"5485 [D loss: 0.663965, acc.: 59.85%] [G loss: 0.816428]\n",
"5486 [D loss: 0.673672, acc.: 57.95%] [G loss: 0.827190]\n",
"5487 [D loss: 0.665474, acc.: 58.71%] [G loss: 0.842140]\n",
"5488 [D loss: 0.669466, acc.: 60.23%] [G loss: 0.857176]\n",
"5489 [D loss: 0.671443, acc.: 57.95%] [G loss: 0.832921]\n",
"5490 [D loss: 0.664795, acc.: 58.71%] [G loss: 0.845287]\n",
"5491 [D loss: 0.659694, acc.: 62.12%] [G loss: 0.829634]\n",
"5492 [D loss: 0.642365, acc.: 65.91%] [G loss: 0.866201]\n",
"5493 [D loss: 0.680222, acc.: 58.33%] [G loss: 0.838549]\n",
"5494 [D loss: 0.663488, acc.: 60.98%] [G loss: 0.830753]\n",
"5495 [D loss: 0.660493, acc.: 60.98%] [G loss: 0.799376]\n",
"5496 [D loss: 0.655603, acc.: 60.61%] [G loss: 0.859081]\n",
"5497 [D loss: 0.654851, acc.: 62.12%] [G loss: 0.826456]\n",
"5498 [D loss: 0.680447, acc.: 56.82%] [G loss: 0.838986]\n",
"5499 [D loss: 0.659290, acc.: 60.23%] [G loss: 0.839583]\n",
"5500 [D loss: 0.674779, acc.: 57.95%] [G loss: 0.848715]\n",
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"5502 [D loss: 0.654329, acc.: 60.61%] [G loss: 0.863075]\n",
"5503 [D loss: 0.683883, acc.: 57.95%] [G loss: 0.842195]\n",
"5504 [D loss: 0.667723, acc.: 58.33%] [G loss: 0.856980]\n",
"5505 [D loss: 0.652196, acc.: 62.88%] [G loss: 0.840178]\n",
"5506 [D loss: 0.667152, acc.: 59.47%] [G loss: 0.811691]\n",
"5507 [D loss: 0.677500, acc.: 60.98%] [G loss: 0.782113]\n",
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"5509 [D loss: 0.686722, acc.: 57.95%] [G loss: 0.849644]\n",
"5510 [D loss: 0.691707, acc.: 54.55%] [G loss: 0.828990]\n",
"5511 [D loss: 0.658133, acc.: 63.64%] [G loss: 0.796611]\n",
"5512 [D loss: 0.672653, acc.: 60.98%] [G loss: 0.798008]\n",
"5513 [D loss: 0.667562, acc.: 57.58%] [G loss: 0.811728]\n",
"5514 [D loss: 0.656446, acc.: 63.64%] [G loss: 0.816921]\n",
"5515 [D loss: 0.652959, acc.: 63.64%] [G loss: 0.820161]\n",
"5516 [D loss: 0.674183, acc.: 57.58%] [G loss: 0.841545]\n",
"5517 [D loss: 0.648698, acc.: 62.12%] [G loss: 0.851607]\n",
"5518 [D loss: 0.671520, acc.: 57.20%] [G loss: 0.843768]\n",
"5519 [D loss: 0.665435, acc.: 61.74%] [G loss: 0.840200]\n",
"5520 [D loss: 0.671063, acc.: 59.47%] [G loss: 0.812592]\n",
"5521 [D loss: 0.688436, acc.: 54.17%] [G loss: 0.845401]\n",
"5522 [D loss: 0.653280, acc.: 61.36%] [G loss: 0.808142]\n",
"5523 [D loss: 0.678617, acc.: 55.30%] [G loss: 0.839514]\n",
"5524 [D loss: 0.655546, acc.: 60.23%] [G loss: 0.805477]\n",
"5525 [D loss: 0.696360, acc.: 56.82%] [G loss: 0.809876]\n",
"5526 [D loss: 0.681962, acc.: 57.58%] [G loss: 0.820742]\n",
"5527 [D loss: 0.675757, acc.: 54.92%] [G loss: 0.832202]\n",
"5528 [D loss: 0.670544, acc.: 58.71%] [G loss: 0.792517]\n",
"5529 [D loss: 0.659994, acc.: 58.71%] [G loss: 0.800589]\n",
"5530 [D loss: 0.640091, acc.: 65.53%] [G loss: 0.831320]\n",
"5531 [D loss: 0.674696, acc.: 56.06%] [G loss: 0.835622]\n",
"5532 [D loss: 0.679094, acc.: 53.79%] [G loss: 0.836928]\n",
"5533 [D loss: 0.649486, acc.: 62.88%] [G loss: 0.833719]\n",
"5534 [D loss: 0.683081, acc.: 57.20%] [G loss: 0.879924]\n",
"5535 [D loss: 0.718047, acc.: 51.52%] [G loss: 0.850215]\n",
"5536 [D loss: 0.666483, acc.: 59.47%] [G loss: 0.862984]\n",
"5537 [D loss: 0.661545, acc.: 58.33%] [G loss: 0.829592]\n",
"5538 [D loss: 0.668952, acc.: 58.33%] [G loss: 0.806773]\n",
"5539 [D loss: 0.671863, acc.: 60.98%] [G loss: 0.821813]\n",
"5540 [D loss: 0.695173, acc.: 54.55%] [G loss: 0.836841]\n",
"5541 [D loss: 0.655060, acc.: 63.64%] [G loss: 0.867050]\n",
"5542 [D loss: 0.671462, acc.: 58.71%] [G loss: 0.860123]\n",
"5543 [D loss: 0.677713, acc.: 57.20%] [G loss: 0.810507]\n",
"5544 [D loss: 0.693737, acc.: 54.92%] [G loss: 0.798780]\n",
"5545 [D loss: 0.674685, acc.: 60.61%] [G loss: 0.811662]\n",
"5546 [D loss: 0.666726, acc.: 58.33%] [G loss: 0.852021]\n",
"5547 [D loss: 0.672468, acc.: 56.44%] [G loss: 0.840643]\n",
"5548 [D loss: 0.696531, acc.: 52.65%] [G loss: 0.825513]\n",
"5549 [D loss: 0.697243, acc.: 55.30%] [G loss: 0.819419]\n",
"5550 [D loss: 0.653332, acc.: 59.47%] [G loss: 0.830190]\n",
"5551 [D loss: 0.665085, acc.: 61.36%] [G loss: 0.818474]\n",
"5552 [D loss: 0.694038, acc.: 53.41%] [G loss: 0.834621]\n",
"5553 [D loss: 0.666980, acc.: 56.82%] [G loss: 0.865020]\n",
"5554 [D loss: 0.659960, acc.: 61.74%] [G loss: 0.844669]\n",
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"5557 [D loss: 0.680997, acc.: 58.33%] [G loss: 0.837393]\n",
"5558 [D loss: 0.682950, acc.: 55.68%] [G loss: 0.828665]\n",
"5559 [D loss: 0.659020, acc.: 59.85%] [G loss: 0.827736]\n",
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"5562 [D loss: 0.665060, acc.: 62.88%] [G loss: 0.833954]\n",
"5563 [D loss: 0.701752, acc.: 52.27%] [G loss: 0.799690]\n",
"5564 [D loss: 0.682348, acc.: 53.79%] [G loss: 0.822425]\n",
"5565 [D loss: 0.664324, acc.: 60.23%] [G loss: 0.839187]\n",
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"5568 [D loss: 0.677074, acc.: 58.33%] [G loss: 0.835222]\n",
"5569 [D loss: 0.652304, acc.: 61.74%] [G loss: 0.834721]\n",
"5570 [D loss: 0.684545, acc.: 55.68%] [G loss: 0.840412]\n",
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"5572 [D loss: 0.662395, acc.: 62.50%] [G loss: 0.812754]\n",
"5573 [D loss: 0.682443, acc.: 57.58%] [G loss: 0.797524]\n",
"5574 [D loss: 0.660917, acc.: 60.23%] [G loss: 0.835838]\n",
"5575 [D loss: 0.654309, acc.: 60.61%] [G loss: 0.828581]\n",
"5576 [D loss: 0.651804, acc.: 64.02%] [G loss: 0.823687]\n",
"5577 [D loss: 0.638224, acc.: 65.15%] [G loss: 0.832670]\n",
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"5580 [D loss: 0.664843, acc.: 61.74%] [G loss: 0.809422]\n",
"5581 [D loss: 0.668665, acc.: 56.82%] [G loss: 0.824559]\n",
"5582 [D loss: 0.659313, acc.: 61.36%] [G loss: 0.833048]\n",
"5583 [D loss: 0.653872, acc.: 63.26%] [G loss: 0.828411]\n",
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"5585 [D loss: 0.660204, acc.: 61.74%] [G loss: 0.804469]\n",
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"5587 [D loss: 0.675134, acc.: 60.61%] [G loss: 0.844917]\n",
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"5589 [D loss: 0.690309, acc.: 53.79%] [G loss: 0.843160]\n",
"5590 [D loss: 0.677557, acc.: 56.82%] [G loss: 0.844989]\n",
"5591 [D loss: 0.650951, acc.: 62.50%] [G loss: 0.818839]\n",
"5592 [D loss: 0.670069, acc.: 58.71%] [G loss: 0.827654]\n",
"5593 [D loss: 0.675599, acc.: 58.71%] [G loss: 0.860611]\n",
"5594 [D loss: 0.669061, acc.: 59.85%] [G loss: 0.836281]\n",
"5595 [D loss: 0.680160, acc.: 57.95%] [G loss: 0.834099]\n",
"5596 [D loss: 0.669655, acc.: 57.58%] [G loss: 0.835463]\n",
"5597 [D loss: 0.668766, acc.: 61.74%] [G loss: 0.821020]\n",
"5598 [D loss: 0.676702, acc.: 59.47%] [G loss: 0.833904]\n",
"5599 [D loss: 0.662344, acc.: 60.61%] [G loss: 0.821448]\n",
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"5602 [D loss: 0.666108, acc.: 64.39%] [G loss: 0.819510]\n",
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"5604 [D loss: 0.658305, acc.: 61.74%] [G loss: 0.791188]\n",
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"5606 [D loss: 0.668446, acc.: 59.09%] [G loss: 0.804375]\n",
"5607 [D loss: 0.662031, acc.: 63.26%] [G loss: 0.823410]\n",
"5608 [D loss: 0.653512, acc.: 64.77%] [G loss: 0.799329]\n",
"5609 [D loss: 0.667220, acc.: 61.36%] [G loss: 0.839127]\n",
"5610 [D loss: 0.668110, acc.: 62.88%] [G loss: 0.797359]\n",
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"5613 [D loss: 0.668302, acc.: 61.36%] [G loss: 0.827619]\n",
"5614 [D loss: 0.690049, acc.: 55.30%] [G loss: 0.819116]\n",
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"5618 [D loss: 0.679616, acc.: 58.71%] [G loss: 0.797796]\n",
"5619 [D loss: 0.652574, acc.: 63.64%] [G loss: 0.863994]\n",
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"5621 [D loss: 0.678967, acc.: 57.20%] [G loss: 0.845487]\n",
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"5737 [D loss: 0.663971, acc.: 58.33%] [G loss: 0.839607]\n",
"5738 [D loss: 0.689543, acc.: 55.68%] [G loss: 0.843050]\n",
"5739 [D loss: 0.659073, acc.: 59.85%] [G loss: 0.826653]\n",
"5740 [D loss: 0.680012, acc.: 54.55%] [G loss: 0.847064]\n",
"5741 [D loss: 0.677809, acc.: 53.79%] [G loss: 0.823525]\n",
"5742 [D loss: 0.676171, acc.: 56.44%] [G loss: 0.790164]\n",
"5743 [D loss: 0.664941, acc.: 62.50%] [G loss: 0.798156]\n",
"5744 [D loss: 0.681239, acc.: 55.30%] [G loss: 0.824872]\n",
"5745 [D loss: 0.657452, acc.: 61.74%] [G loss: 0.806270]\n",
"5746 [D loss: 0.668232, acc.: 57.58%] [G loss: 0.791269]\n",
"5747 [D loss: 0.669504, acc.: 60.23%] [G loss: 0.812120]\n",
"5748 [D loss: 0.652113, acc.: 64.77%] [G loss: 0.856458]\n",
"5749 [D loss: 0.658121, acc.: 57.95%] [G loss: 0.838048]\n",
"5750 [D loss: 0.696415, acc.: 55.68%] [G loss: 0.843277]\n",
"5751 [D loss: 0.674471, acc.: 55.68%] [G loss: 0.850450]\n",
"5752 [D loss: 0.666385, acc.: 60.61%] [G loss: 0.839871]\n",
"5753 [D loss: 0.652105, acc.: 59.47%] [G loss: 0.831913]\n",
"5754 [D loss: 0.665234, acc.: 59.47%] [G loss: 0.796849]\n",
"5755 [D loss: 0.675464, acc.: 55.30%] [G loss: 0.830970]\n",
"5756 [D loss: 0.674184, acc.: 59.85%] [G loss: 0.824530]\n",
"5757 [D loss: 0.678363, acc.: 59.47%] [G loss: 0.850599]\n",
"5758 [D loss: 0.670240, acc.: 62.12%] [G loss: 0.866745]\n",
"5759 [D loss: 0.655384, acc.: 60.98%] [G loss: 0.844278]\n",
"5760 [D loss: 0.669144, acc.: 57.95%] [G loss: 0.866560]\n",
"5761 [D loss: 0.670869, acc.: 59.09%] [G loss: 0.868118]\n",
"5762 [D loss: 0.683585, acc.: 56.06%] [G loss: 0.861992]\n",
"5763 [D loss: 0.668333, acc.: 58.71%] [G loss: 0.832906]\n",
"5764 [D loss: 0.673495, acc.: 56.82%] [G loss: 0.818825]\n",
"5765 [D loss: 0.665992, acc.: 61.36%] [G loss: 0.798889]\n",
"5766 [D loss: 0.665937, acc.: 59.85%] [G loss: 0.805543]\n",
"5767 [D loss: 0.663055, acc.: 58.33%] [G loss: 0.845630]\n",
"5768 [D loss: 0.656256, acc.: 59.47%] [G loss: 0.806115]\n",
"5769 [D loss: 0.659585, acc.: 60.98%] [G loss: 0.780532]\n",
"5770 [D loss: 0.677494, acc.: 55.68%] [G loss: 0.810156]\n",
"5771 [D loss: 0.661679, acc.: 58.71%] [G loss: 0.805529]\n",
"5772 [D loss: 0.688728, acc.: 53.41%] [G loss: 0.835612]\n",
"5773 [D loss: 0.652951, acc.: 61.74%] [G loss: 0.838950]\n",
"5774 [D loss: 0.682669, acc.: 51.14%] [G loss: 0.845622]\n",
"5775 [D loss: 0.663607, acc.: 60.98%] [G loss: 0.849816]\n",
"5776 [D loss: 0.679283, acc.: 58.71%] [G loss: 0.819761]\n",
"5777 [D loss: 0.649837, acc.: 67.42%] [G loss: 0.819788]\n",
"5778 [D loss: 0.662131, acc.: 60.61%] [G loss: 0.831781]\n",
"5779 [D loss: 0.647725, acc.: 66.67%] [G loss: 0.823594]\n",
"5780 [D loss: 0.669908, acc.: 57.95%] [G loss: 0.817941]\n",
"5781 [D loss: 0.660584, acc.: 62.88%] [G loss: 0.819503]\n",
"5782 [D loss: 0.674364, acc.: 58.33%] [G loss: 0.821500]\n",
"5783 [D loss: 0.667221, acc.: 58.71%] [G loss: 0.802177]\n",
"5784 [D loss: 0.669977, acc.: 60.98%] [G loss: 0.822243]\n",
"5785 [D loss: 0.675543, acc.: 60.23%] [G loss: 0.806438]\n",
"5786 [D loss: 0.671791, acc.: 56.44%] [G loss: 0.821219]\n",
"5787 [D loss: 0.668376, acc.: 56.82%] [G loss: 0.825991]\n",
"5788 [D loss: 0.698156, acc.: 54.92%] [G loss: 0.830584]\n",
"5789 [D loss: 0.665792, acc.: 57.95%] [G loss: 0.821396]\n",
"5790 [D loss: 0.675343, acc.: 56.06%] [G loss: 0.820561]\n",
"5791 [D loss: 0.672832, acc.: 60.23%] [G loss: 0.825201]\n",
"5792 [D loss: 0.658401, acc.: 62.12%] [G loss: 0.845551]\n",
"5793 [D loss: 0.655169, acc.: 62.12%] [G loss: 0.823918]\n",
"5794 [D loss: 0.665337, acc.: 58.33%] [G loss: 0.844190]\n",
"5795 [D loss: 0.664640, acc.: 59.47%] [G loss: 0.872632]\n",
"5796 [D loss: 0.652633, acc.: 62.12%] [G loss: 0.847037]\n",
"5797 [D loss: 0.659505, acc.: 62.50%] [G loss: 0.829082]\n",
"5798 [D loss: 0.682716, acc.: 56.44%] [G loss: 0.824067]\n",
"5799 [D loss: 0.665994, acc.: 60.98%] [G loss: 0.807000]\n",
"5800 [D loss: 0.689674, acc.: 56.06%] [G loss: 0.849913]\n",
"5801 [D loss: 0.660468, acc.: 61.36%] [G loss: 0.822537]\n",
"5802 [D loss: 0.675452, acc.: 62.12%] [G loss: 0.867289]\n",
"5803 [D loss: 0.651655, acc.: 65.53%] [G loss: 0.847978]\n",
"5804 [D loss: 0.654357, acc.: 62.12%] [G loss: 0.798313]\n",
"5805 [D loss: 0.679484, acc.: 53.41%] [G loss: 0.817428]\n",
"5806 [D loss: 0.677792, acc.: 58.33%] [G loss: 0.815477]\n",
"5807 [D loss: 0.666479, acc.: 59.85%] [G loss: 0.826513]\n",
"5808 [D loss: 0.676998, acc.: 56.82%] [G loss: 0.823489]\n",
"5809 [D loss: 0.676225, acc.: 56.82%] [G loss: 0.852390]\n",
"5810 [D loss: 0.664111, acc.: 58.33%] [G loss: 0.832372]\n",
"5811 [D loss: 0.661907, acc.: 62.50%] [G loss: 0.839740]\n",
"5812 [D loss: 0.663449, acc.: 64.02%] [G loss: 0.820653]\n",
"5813 [D loss: 0.689372, acc.: 54.92%] [G loss: 0.837948]\n",
"5814 [D loss: 0.644935, acc.: 63.26%] [G loss: 0.834608]\n",
"5815 [D loss: 0.652452, acc.: 60.23%] [G loss: 0.826016]\n",
"5816 [D loss: 0.651723, acc.: 62.12%] [G loss: 0.819852]\n",
"5817 [D loss: 0.662146, acc.: 59.09%] [G loss: 0.831543]\n",
"5818 [D loss: 0.661942, acc.: 60.23%] [G loss: 0.812397]\n",
"5819 [D loss: 0.655822, acc.: 59.85%] [G loss: 0.814188]\n",
"5820 [D loss: 0.658827, acc.: 62.88%] [G loss: 0.775515]\n",
"5821 [D loss: 0.644129, acc.: 63.26%] [G loss: 0.789049]\n",
"5822 [D loss: 0.643239, acc.: 63.64%] [G loss: 0.804373]\n",
"5823 [D loss: 0.675079, acc.: 56.44%] [G loss: 0.813597]\n",
"5824 [D loss: 0.675332, acc.: 54.92%] [G loss: 0.830414]\n",
"5825 [D loss: 0.674935, acc.: 59.85%] [G loss: 0.801973]\n",
"5826 [D loss: 0.660071, acc.: 62.12%] [G loss: 0.810928]\n",
"5827 [D loss: 0.652544, acc.: 65.15%] [G loss: 0.835484]\n",
"5828 [D loss: 0.671879, acc.: 56.82%] [G loss: 0.819005]\n",
"5829 [D loss: 0.683829, acc.: 55.68%] [G loss: 0.805757]\n",
"5830 [D loss: 0.666526, acc.: 59.47%] [G loss: 0.819710]\n",
"5831 [D loss: 0.663355, acc.: 59.85%] [G loss: 0.823741]\n",
"5832 [D loss: 0.642009, acc.: 66.67%] [G loss: 0.824395]\n",
"5833 [D loss: 0.651796, acc.: 65.53%] [G loss: 0.864025]\n",
"5834 [D loss: 0.686641, acc.: 56.82%] [G loss: 0.855010]\n",
"5835 [D loss: 0.678172, acc.: 60.23%] [G loss: 0.827134]\n",
"5836 [D loss: 0.652123, acc.: 61.36%] [G loss: 0.853840]\n",
"5837 [D loss: 0.659165, acc.: 58.71%] [G loss: 0.830019]\n",
"5838 [D loss: 0.670555, acc.: 58.33%] [G loss: 0.829229]\n",
"5839 [D loss: 0.674464, acc.: 61.36%] [G loss: 0.844636]\n",
"5840 [D loss: 0.673809, acc.: 59.85%] [G loss: 0.814690]\n",
"5841 [D loss: 0.649717, acc.: 60.23%] [G loss: 0.841345]\n",
"5842 [D loss: 0.664346, acc.: 62.88%] [G loss: 0.838640]\n",
"5843 [D loss: 0.676449, acc.: 54.92%] [G loss: 0.862127]\n",
"5844 [D loss: 0.664858, acc.: 62.12%] [G loss: 0.829243]\n",
"5845 [D loss: 0.662689, acc.: 60.61%] [G loss: 0.854900]\n",
"5846 [D loss: 0.670198, acc.: 59.09%] [G loss: 0.832897]\n",
"5847 [D loss: 0.650184, acc.: 61.74%] [G loss: 0.810923]\n",
"5848 [D loss: 0.673223, acc.: 57.58%] [G loss: 0.792366]\n",
"5849 [D loss: 0.663920, acc.: 58.33%] [G loss: 0.840858]\n",
"5850 [D loss: 0.691281, acc.: 53.41%] [G loss: 0.820880]\n",
"5851 [D loss: 0.687917, acc.: 54.92%] [G loss: 0.822688]\n",
"5852 [D loss: 0.683065, acc.: 57.20%] [G loss: 0.840707]\n",
"5853 [D loss: 0.678836, acc.: 56.06%] [G loss: 0.840002]\n",
"5854 [D loss: 0.664732, acc.: 59.85%] [G loss: 0.850819]\n",
"5855 [D loss: 0.661846, acc.: 63.26%] [G loss: 0.833342]\n",
"5856 [D loss: 0.662167, acc.: 62.12%] [G loss: 0.840201]\n",
"5857 [D loss: 0.650909, acc.: 63.26%] [G loss: 0.824954]\n",
"5858 [D loss: 0.679077, acc.: 56.82%] [G loss: 0.842757]\n",
"5859 [D loss: 0.669792, acc.: 59.09%] [G loss: 0.832584]\n",
"5860 [D loss: 0.698157, acc.: 56.82%] [G loss: 0.796118]\n",
"5861 [D loss: 0.655884, acc.: 61.36%] [G loss: 0.843561]\n",
"5862 [D loss: 0.657974, acc.: 64.02%] [G loss: 0.838294]\n",
"5863 [D loss: 0.686848, acc.: 56.44%] [G loss: 0.818568]\n",
"5864 [D loss: 0.680063, acc.: 57.95%] [G loss: 0.843090]\n",
"5865 [D loss: 0.681978, acc.: 54.55%] [G loss: 0.826487]\n",
"5866 [D loss: 0.653136, acc.: 62.88%] [G loss: 0.837114]\n",
"5867 [D loss: 0.642144, acc.: 69.32%] [G loss: 0.836372]\n",
"5868 [D loss: 0.682811, acc.: 53.03%] [G loss: 0.838452]\n",
"5869 [D loss: 0.685961, acc.: 57.20%] [G loss: 0.829591]\n",
"5870 [D loss: 0.675939, acc.: 56.44%] [G loss: 0.842422]\n",
"5871 [D loss: 0.646536, acc.: 64.39%] [G loss: 0.840665]\n",
"5872 [D loss: 0.659162, acc.: 62.12%] [G loss: 0.805219]\n",
"5873 [D loss: 0.662726, acc.: 60.98%] [G loss: 0.806987]\n",
"5874 [D loss: 0.656231, acc.: 62.12%] [G loss: 0.828092]\n",
"5875 [D loss: 0.652025, acc.: 62.88%] [G loss: 0.830360]\n",
"5876 [D loss: 0.680948, acc.: 54.92%] [G loss: 0.837218]\n",
"5877 [D loss: 0.687458, acc.: 56.82%] [G loss: 0.839330]\n",
"5878 [D loss: 0.683383, acc.: 60.61%] [G loss: 0.823965]\n",
"5879 [D loss: 0.666545, acc.: 57.58%] [G loss: 0.853836]\n",
"5880 [D loss: 0.681090, acc.: 58.33%] [G loss: 0.810547]\n",
"5881 [D loss: 0.661126, acc.: 60.23%] [G loss: 0.858676]\n",
"5882 [D loss: 0.671692, acc.: 59.09%] [G loss: 0.841936]\n",
"5883 [D loss: 0.669240, acc.: 59.47%] [G loss: 0.831212]\n",
"5884 [D loss: 0.666269, acc.: 61.74%] [G loss: 0.840729]\n",
"5885 [D loss: 0.655705, acc.: 64.39%] [G loss: 0.829052]\n",
"5886 [D loss: 0.689221, acc.: 53.79%] [G loss: 0.859548]\n",
"5887 [D loss: 0.670081, acc.: 58.33%] [G loss: 0.802636]\n",
"5888 [D loss: 0.664643, acc.: 60.61%] [G loss: 0.800839]\n",
"5889 [D loss: 0.660759, acc.: 60.61%] [G loss: 0.826905]\n",
"5890 [D loss: 0.667521, acc.: 59.85%] [G loss: 0.792941]\n",
"5891 [D loss: 0.677529, acc.: 55.68%] [G loss: 0.837364]\n",
"5892 [D loss: 0.664441, acc.: 59.47%] [G loss: 0.807029]\n",
"5893 [D loss: 0.673882, acc.: 58.33%] [G loss: 0.868830]\n",
"5894 [D loss: 0.674131, acc.: 56.82%] [G loss: 0.823375]\n",
"5895 [D loss: 0.652431, acc.: 63.64%] [G loss: 0.824931]\n",
"5896 [D loss: 0.650574, acc.: 65.53%] [G loss: 0.831752]\n",
"5897 [D loss: 0.675623, acc.: 57.95%] [G loss: 0.836699]\n",
"5898 [D loss: 0.703535, acc.: 52.65%] [G loss: 0.820475]\n",
"5899 [D loss: 0.640722, acc.: 66.29%] [G loss: 0.790027]\n",
"5900 [D loss: 0.659854, acc.: 63.64%] [G loss: 0.850267]\n",
"5901 [D loss: 0.653569, acc.: 58.71%] [G loss: 0.808383]\n",
"5902 [D loss: 0.666049, acc.: 57.20%] [G loss: 0.829706]\n",
"5903 [D loss: 0.677824, acc.: 57.58%] [G loss: 0.843762]\n",
"5904 [D loss: 0.679122, acc.: 55.30%] [G loss: 0.810332]\n",
"5905 [D loss: 0.667090, acc.: 57.58%] [G loss: 0.795037]\n",
"5906 [D loss: 0.667124, acc.: 61.74%] [G loss: 0.832118]\n",
"5907 [D loss: 0.654760, acc.: 58.33%] [G loss: 0.815831]\n",
"5908 [D loss: 0.658971, acc.: 63.26%] [G loss: 0.808139]\n",
"5909 [D loss: 0.678458, acc.: 59.47%] [G loss: 0.811688]\n",
"5910 [D loss: 0.673242, acc.: 60.23%] [G loss: 0.809368]\n",
"5911 [D loss: 0.658707, acc.: 59.85%] [G loss: 0.843292]\n",
"5912 [D loss: 0.679260, acc.: 53.79%] [G loss: 0.842605]\n",
"5913 [D loss: 0.655217, acc.: 64.02%] [G loss: 0.837714]\n",
"5914 [D loss: 0.686721, acc.: 54.92%] [G loss: 0.815382]\n",
"5915 [D loss: 0.684720, acc.: 52.27%] [G loss: 0.840319]\n",
"5916 [D loss: 0.678504, acc.: 53.79%] [G loss: 0.839466]\n",
"5917 [D loss: 0.661038, acc.: 59.47%] [G loss: 0.848193]\n",
"5918 [D loss: 0.685966, acc.: 54.92%] [G loss: 0.845384]\n",
"5919 [D loss: 0.656986, acc.: 62.50%] [G loss: 0.832303]\n",
"5920 [D loss: 0.659400, acc.: 57.20%] [G loss: 0.886183]\n",
"5921 [D loss: 0.657207, acc.: 60.98%] [G loss: 0.863056]\n",
"5922 [D loss: 0.684371, acc.: 58.33%] [G loss: 0.843340]\n",
"5923 [D loss: 0.661247, acc.: 64.77%] [G loss: 0.802138]\n",
"5924 [D loss: 0.667607, acc.: 58.33%] [G loss: 0.838164]\n",
"5925 [D loss: 0.653860, acc.: 61.36%] [G loss: 0.823264]\n",
"5926 [D loss: 0.652189, acc.: 60.23%] [G loss: 0.831818]\n",
"5927 [D loss: 0.655818, acc.: 62.12%] [G loss: 0.813163]\n",
"5928 [D loss: 0.661214, acc.: 60.98%] [G loss: 0.829707]\n",
"5929 [D loss: 0.630558, acc.: 68.18%] [G loss: 0.826479]\n",
"5930 [D loss: 0.661468, acc.: 62.12%] [G loss: 0.812629]\n",
"5931 [D loss: 0.665011, acc.: 59.09%] [G loss: 0.858218]\n",
"5932 [D loss: 0.692827, acc.: 56.44%] [G loss: 0.837388]\n",
"5933 [D loss: 0.681445, acc.: 55.30%] [G loss: 0.815031]\n",
"5934 [D loss: 0.653055, acc.: 63.64%] [G loss: 0.806639]\n",
"5935 [D loss: 0.682857, acc.: 57.58%] [G loss: 0.846179]\n",
"5936 [D loss: 0.664813, acc.: 56.44%] [G loss: 0.861011]\n",
"5937 [D loss: 0.659451, acc.: 63.64%] [G loss: 0.833004]\n",
"5938 [D loss: 0.712973, acc.: 54.17%] [G loss: 0.812872]\n",
"5939 [D loss: 0.679427, acc.: 57.58%] [G loss: 0.838702]\n",
"5940 [D loss: 0.709807, acc.: 53.03%] [G loss: 0.819050]\n",
"5941 [D loss: 0.670171, acc.: 57.95%] [G loss: 0.820943]\n",
"5942 [D loss: 0.671869, acc.: 56.82%] [G loss: 0.829762]\n",
"5943 [D loss: 0.668668, acc.: 59.09%] [G loss: 0.816164]\n",
"5944 [D loss: 0.659042, acc.: 61.74%] [G loss: 0.835073]\n",
"5945 [D loss: 0.661695, acc.: 59.85%] [G loss: 0.811720]\n",
"5946 [D loss: 0.703198, acc.: 53.79%] [G loss: 0.792564]\n",
"5947 [D loss: 0.665435, acc.: 61.74%] [G loss: 0.823425]\n",
"5948 [D loss: 0.668875, acc.: 57.95%] [G loss: 0.791161]\n",
"5949 [D loss: 0.675576, acc.: 56.44%] [G loss: 0.818642]\n",
"5950 [D loss: 0.652698, acc.: 64.02%] [G loss: 0.828566]\n",
"5951 [D loss: 0.671778, acc.: 54.55%] [G loss: 0.839396]\n",
"5952 [D loss: 0.651326, acc.: 61.36%] [G loss: 0.819742]\n",
"5953 [D loss: 0.664745, acc.: 62.50%] [G loss: 0.797548]\n",
"5954 [D loss: 0.667336, acc.: 59.09%] [G loss: 0.780353]\n",
"5955 [D loss: 0.699529, acc.: 54.17%] [G loss: 0.827870]\n",
"5956 [D loss: 0.664958, acc.: 58.33%] [G loss: 0.845684]\n",
"5957 [D loss: 0.666760, acc.: 60.23%] [G loss: 0.838766]\n",
"5958 [D loss: 0.645913, acc.: 63.64%] [G loss: 0.823728]\n",
"5959 [D loss: 0.688188, acc.: 55.68%] [G loss: 0.832160]\n",
"5960 [D loss: 0.669399, acc.: 54.92%] [G loss: 0.829645]\n",
"5961 [D loss: 0.646175, acc.: 64.39%] [G loss: 0.831524]\n",
"5962 [D loss: 0.667482, acc.: 61.74%] [G loss: 0.838240]\n",
"5963 [D loss: 0.672711, acc.: 60.61%] [G loss: 0.776150]\n",
"5964 [D loss: 0.669500, acc.: 59.85%] [G loss: 0.801655]\n",
"5965 [D loss: 0.691040, acc.: 57.95%] [G loss: 0.821211]\n",
"5966 [D loss: 0.687202, acc.: 57.95%] [G loss: 0.822491]\n",
"5967 [D loss: 0.647925, acc.: 63.26%] [G loss: 0.852143]\n",
"5968 [D loss: 0.699914, acc.: 57.20%] [G loss: 0.846729]\n",
"5969 [D loss: 0.673981, acc.: 57.58%] [G loss: 0.808942]\n",
"5970 [D loss: 0.666843, acc.: 59.47%] [G loss: 0.842631]\n",
"5971 [D loss: 0.670501, acc.: 55.30%] [G loss: 0.818772]\n",
"5972 [D loss: 0.665176, acc.: 62.12%] [G loss: 0.847040]\n",
"5973 [D loss: 0.669767, acc.: 59.47%] [G loss: 0.819424]\n",
"5974 [D loss: 0.672254, acc.: 64.02%] [G loss: 0.826085]\n",
"5975 [D loss: 0.671665, acc.: 57.95%] [G loss: 0.830326]\n",
"5976 [D loss: 0.670761, acc.: 57.20%] [G loss: 0.841023]\n",
"5977 [D loss: 0.678780, acc.: 54.92%] [G loss: 0.860835]\n",
"5978 [D loss: 0.681052, acc.: 56.06%] [G loss: 0.843137]\n",
"5979 [D loss: 0.660990, acc.: 59.09%] [G loss: 0.853344]\n",
"5980 [D loss: 0.679741, acc.: 57.58%] [G loss: 0.808354]\n",
"5981 [D loss: 0.678688, acc.: 60.23%] [G loss: 0.811721]\n",
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"5986 [D loss: 0.654884, acc.: 62.50%] [G loss: 0.836408]\n",
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"5988 [D loss: 0.652671, acc.: 62.50%] [G loss: 0.856763]\n",
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"5990 [D loss: 0.698247, acc.: 51.14%] [G loss: 0.812707]\n",
"5991 [D loss: 0.672894, acc.: 57.58%] [G loss: 0.811887]\n",
"5992 [D loss: 0.663304, acc.: 61.74%] [G loss: 0.821692]\n",
"5993 [D loss: 0.667995, acc.: 56.82%] [G loss: 0.814701]\n",
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"5995 [D loss: 0.687894, acc.: 54.17%] [G loss: 0.816180]\n",
"5996 [D loss: 0.643888, acc.: 68.18%] [G loss: 0.860720]\n",
"5997 [D loss: 0.650832, acc.: 63.64%] [G loss: 0.876908]\n",
"5998 [D loss: 0.679658, acc.: 57.95%] [G loss: 0.838522]\n",
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"6004 [D loss: 0.666577, acc.: 61.36%] [G loss: 0.770945]\n",
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"6007 [D loss: 0.660776, acc.: 60.98%] [G loss: 0.839475]\n",
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"6009 [D loss: 0.632526, acc.: 69.70%] [G loss: 0.811787]\n",
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"6019 [D loss: 0.665192, acc.: 61.36%] [G loss: 0.823292]\n",
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"6021 [D loss: 0.672542, acc.: 59.85%] [G loss: 0.813349]\n",
"6022 [D loss: 0.676292, acc.: 57.20%] [G loss: 0.823554]\n",
"6023 [D loss: 0.654762, acc.: 62.88%] [G loss: 0.819743]\n",
"6024 [D loss: 0.680551, acc.: 59.47%] [G loss: 0.818586]\n",
"6025 [D loss: 0.664750, acc.: 56.06%] [G loss: 0.820388]\n",
"6026 [D loss: 0.680019, acc.: 53.41%] [G loss: 0.843968]\n",
"6027 [D loss: 0.670271, acc.: 59.47%] [G loss: 0.847063]\n",
"6028 [D loss: 0.637309, acc.: 65.53%] [G loss: 0.835043]\n",
"6029 [D loss: 0.661228, acc.: 58.71%] [G loss: 0.805368]\n",
"6030 [D loss: 0.646349, acc.: 63.26%] [G loss: 0.825908]\n",
"6031 [D loss: 0.684128, acc.: 55.30%] [G loss: 0.834789]\n",
"6032 [D loss: 0.660660, acc.: 59.09%] [G loss: 0.835656]\n",
"6033 [D loss: 0.663103, acc.: 58.33%] [G loss: 0.844203]\n",
"6034 [D loss: 0.670096, acc.: 57.20%] [G loss: 0.838785]\n",
"6035 [D loss: 0.661445, acc.: 59.47%] [G loss: 0.829860]\n",
"6036 [D loss: 0.700240, acc.: 54.92%] [G loss: 0.828221]\n",
"6037 [D loss: 0.658286, acc.: 62.12%] [G loss: 0.851586]\n",
"6038 [D loss: 0.676047, acc.: 58.33%] [G loss: 0.803789]\n",
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"6222 [D loss: 0.656655, acc.: 62.88%] [G loss: 0.825458]\n",
"6223 [D loss: 0.670303, acc.: 59.85%] [G loss: 0.848340]\n",
"6224 [D loss: 0.683122, acc.: 55.30%] [G loss: 0.863174]\n",
"6225 [D loss: 0.684119, acc.: 54.92%] [G loss: 0.819055]\n",
"6226 [D loss: 0.659220, acc.: 61.36%] [G loss: 0.839088]\n",
"6227 [D loss: 0.680247, acc.: 54.55%] [G loss: 0.807786]\n",
"6228 [D loss: 0.691840, acc.: 55.68%] [G loss: 0.780215]\n",
"6229 [D loss: 0.657163, acc.: 64.02%] [G loss: 0.838026]\n",
"6230 [D loss: 0.675550, acc.: 58.33%] [G loss: 0.829266]\n",
"6231 [D loss: 0.681830, acc.: 57.58%] [G loss: 0.820686]\n",
"6232 [D loss: 0.700146, acc.: 56.06%] [G loss: 0.818309]\n",
"6233 [D loss: 0.673145, acc.: 56.82%] [G loss: 0.848030]\n",
"6234 [D loss: 0.649983, acc.: 61.74%] [G loss: 0.822579]\n",
"6235 [D loss: 0.666516, acc.: 56.82%] [G loss: 0.851279]\n",
"6236 [D loss: 0.699987, acc.: 51.52%] [G loss: 0.807911]\n",
"6237 [D loss: 0.657109, acc.: 61.74%] [G loss: 0.831992]\n",
"6238 [D loss: 0.662489, acc.: 60.23%] [G loss: 0.828497]\n",
"6239 [D loss: 0.664840, acc.: 59.47%] [G loss: 0.862792]\n",
"6240 [D loss: 0.687543, acc.: 54.55%] [G loss: 0.823893]\n",
"6241 [D loss: 0.654910, acc.: 62.88%] [G loss: 0.835826]\n",
"6242 [D loss: 0.652802, acc.: 62.88%] [G loss: 0.849037]\n",
"6243 [D loss: 0.654570, acc.: 65.53%] [G loss: 0.836604]\n",
"6244 [D loss: 0.664231, acc.: 61.36%] [G loss: 0.798755]\n",
"6245 [D loss: 0.665726, acc.: 60.23%] [G loss: 0.836586]\n",
"6246 [D loss: 0.662101, acc.: 62.50%] [G loss: 0.827797]\n",
"6247 [D loss: 0.681876, acc.: 54.92%] [G loss: 0.815890]\n",
"6248 [D loss: 0.671639, acc.: 62.12%] [G loss: 0.832428]\n",
"6249 [D loss: 0.670936, acc.: 58.71%] [G loss: 0.843929]\n",
"6250 [D loss: 0.661057, acc.: 56.06%] [G loss: 0.818857]\n",
"6251 [D loss: 0.680307, acc.: 53.79%] [G loss: 0.825457]\n",
"6252 [D loss: 0.667640, acc.: 62.50%] [G loss: 0.840954]\n",
"6253 [D loss: 0.680692, acc.: 55.30%] [G loss: 0.822029]\n",
"6254 [D loss: 0.646203, acc.: 62.50%] [G loss: 0.850239]\n",
"6255 [D loss: 0.694299, acc.: 52.27%] [G loss: 0.834935]\n",
"6256 [D loss: 0.671408, acc.: 58.71%] [G loss: 0.798580]\n",
"6257 [D loss: 0.662466, acc.: 61.74%] [G loss: 0.821738]\n",
"6258 [D loss: 0.670937, acc.: 61.36%] [G loss: 0.829961]\n",
"6259 [D loss: 0.685068, acc.: 52.27%] [G loss: 0.831036]\n",
"6260 [D loss: 0.678660, acc.: 55.68%] [G loss: 0.858461]\n",
"6261 [D loss: 0.656377, acc.: 62.12%] [G loss: 0.856160]\n",
"6262 [D loss: 0.667365, acc.: 59.85%] [G loss: 0.837434]\n",
"6263 [D loss: 0.686408, acc.: 55.68%] [G loss: 0.829351]\n",
"6264 [D loss: 0.662265, acc.: 59.09%] [G loss: 0.816324]\n",
"6265 [D loss: 0.661034, acc.: 58.71%] [G loss: 0.808207]\n",
"6266 [D loss: 0.673137, acc.: 59.85%] [G loss: 0.807437]\n",
"6267 [D loss: 0.655840, acc.: 62.50%] [G loss: 0.822749]\n",
"6268 [D loss: 0.652022, acc.: 61.36%] [G loss: 0.801999]\n",
"6269 [D loss: 0.677424, acc.: 56.82%] [G loss: 0.834196]\n",
"6270 [D loss: 0.659727, acc.: 60.23%] [G loss: 0.834026]\n",
"6271 [D loss: 0.666359, acc.: 56.82%] [G loss: 0.812993]\n",
"6272 [D loss: 0.658500, acc.: 61.74%] [G loss: 0.824607]\n",
"6273 [D loss: 0.668745, acc.: 58.33%] [G loss: 0.816195]\n",
"6274 [D loss: 0.646576, acc.: 64.39%] [G loss: 0.874706]\n",
"6275 [D loss: 0.666223, acc.: 61.36%] [G loss: 0.823412]\n",
"6276 [D loss: 0.676831, acc.: 56.44%] [G loss: 0.870717]\n",
"6277 [D loss: 0.674438, acc.: 60.23%] [G loss: 0.827434]\n",
"6278 [D loss: 0.662521, acc.: 62.12%] [G loss: 0.849993]\n",
"6279 [D loss: 0.680685, acc.: 54.92%] [G loss: 0.829078]\n",
"6280 [D loss: 0.682508, acc.: 60.23%] [G loss: 0.830931]\n",
"6281 [D loss: 0.692593, acc.: 57.95%] [G loss: 0.827108]\n",
"6282 [D loss: 0.655103, acc.: 66.67%] [G loss: 0.834390]\n",
"6283 [D loss: 0.664752, acc.: 57.95%] [G loss: 0.868749]\n",
"6284 [D loss: 0.675114, acc.: 60.98%] [G loss: 0.822208]\n",
"6285 [D loss: 0.657538, acc.: 60.61%] [G loss: 0.844581]\n",
"6286 [D loss: 0.653415, acc.: 61.74%] [G loss: 0.836317]\n",
"6287 [D loss: 0.664433, acc.: 58.33%] [G loss: 0.824988]\n",
"6288 [D loss: 0.682765, acc.: 57.95%] [G loss: 0.806631]\n",
"6289 [D loss: 0.693837, acc.: 54.55%] [G loss: 0.815806]\n",
"6290 [D loss: 0.683917, acc.: 54.92%] [G loss: 0.819139]\n",
"6291 [D loss: 0.658012, acc.: 59.85%] [G loss: 0.828268]\n",
"6292 [D loss: 0.669488, acc.: 60.61%] [G loss: 0.798683]\n",
"6293 [D loss: 0.693664, acc.: 51.52%] [G loss: 0.828790]\n",
"6294 [D loss: 0.673001, acc.: 56.06%] [G loss: 0.821808]\n",
"6295 [D loss: 0.664753, acc.: 60.23%] [G loss: 0.827713]\n",
"6296 [D loss: 0.664188, acc.: 60.61%] [G loss: 0.824278]\n",
"6297 [D loss: 0.661768, acc.: 61.36%] [G loss: 0.822923]\n",
"6298 [D loss: 0.661687, acc.: 60.23%] [G loss: 0.809711]\n",
"6299 [D loss: 0.671070, acc.: 61.74%] [G loss: 0.826713]\n",
"6300 [D loss: 0.672151, acc.: 55.68%] [G loss: 0.816175]\n",
"6301 [D loss: 0.665866, acc.: 62.50%] [G loss: 0.802116]\n",
"6302 [D loss: 0.657822, acc.: 59.47%] [G loss: 0.833201]\n",
"6303 [D loss: 0.679457, acc.: 57.58%] [G loss: 0.849950]\n",
"6304 [D loss: 0.672985, acc.: 59.09%] [G loss: 0.823159]\n",
"6305 [D loss: 0.702826, acc.: 53.03%] [G loss: 0.833892]\n",
"6306 [D loss: 0.659294, acc.: 59.85%] [G loss: 0.843560]\n",
"6307 [D loss: 0.663706, acc.: 55.68%] [G loss: 0.824121]\n",
"6308 [D loss: 0.689334, acc.: 53.41%] [G loss: 0.826399]\n",
"6309 [D loss: 0.679502, acc.: 56.82%] [G loss: 0.823388]\n",
"6310 [D loss: 0.682100, acc.: 55.68%] [G loss: 0.835067]\n",
"6311 [D loss: 0.661860, acc.: 60.98%] [G loss: 0.835517]\n",
"6312 [D loss: 0.637191, acc.: 66.29%] [G loss: 0.839934]\n",
"6313 [D loss: 0.657232, acc.: 60.98%] [G loss: 0.822341]\n",
"6314 [D loss: 0.690118, acc.: 46.59%] [G loss: 0.841990]\n",
"6315 [D loss: 0.673309, acc.: 57.58%] [G loss: 0.801473]\n",
"6316 [D loss: 0.659506, acc.: 59.85%] [G loss: 0.831129]\n",
"6317 [D loss: 0.677697, acc.: 60.23%] [G loss: 0.821159]\n",
"6318 [D loss: 0.701647, acc.: 52.27%] [G loss: 0.842947]\n",
"6319 [D loss: 0.651490, acc.: 59.85%] [G loss: 0.822359]\n",
"6320 [D loss: 0.662890, acc.: 60.61%] [G loss: 0.882724]\n",
"6321 [D loss: 0.669809, acc.: 58.71%] [G loss: 0.837709]\n",
"6322 [D loss: 0.666860, acc.: 60.61%] [G loss: 0.820700]\n",
"6323 [D loss: 0.671535, acc.: 58.33%] [G loss: 0.823278]\n",
"6324 [D loss: 0.677610, acc.: 56.06%] [G loss: 0.821026]\n",
"6325 [D loss: 0.676367, acc.: 56.06%] [G loss: 0.813264]\n",
"6326 [D loss: 0.685762, acc.: 54.92%] [G loss: 0.838790]\n",
"6327 [D loss: 0.668666, acc.: 57.95%] [G loss: 0.848009]\n",
"6328 [D loss: 0.691895, acc.: 57.58%] [G loss: 0.848911]\n",
"6329 [D loss: 0.655178, acc.: 61.74%] [G loss: 0.874195]\n",
"6330 [D loss: 0.675169, acc.: 58.71%] [G loss: 0.847102]\n",
"6331 [D loss: 0.665354, acc.: 62.12%] [G loss: 0.818865]\n",
"6332 [D loss: 0.663605, acc.: 60.98%] [G loss: 0.841907]\n",
"6333 [D loss: 0.671762, acc.: 57.20%] [G loss: 0.815590]\n",
"6334 [D loss: 0.682829, acc.: 54.17%] [G loss: 0.816097]\n",
"6335 [D loss: 0.670895, acc.: 57.20%] [G loss: 0.805539]\n",
"6336 [D loss: 0.667423, acc.: 58.71%] [G loss: 0.835280]\n",
"6337 [D loss: 0.672791, acc.: 55.30%] [G loss: 0.836051]\n",
"6338 [D loss: 0.689661, acc.: 53.79%] [G loss: 0.823380]\n",
"6339 [D loss: 0.676550, acc.: 56.82%] [G loss: 0.800935]\n",
"6340 [D loss: 0.671896, acc.: 59.47%] [G loss: 0.830372]\n",
"6341 [D loss: 0.669238, acc.: 61.74%] [G loss: 0.846788]\n",
"6342 [D loss: 0.696228, acc.: 50.00%] [G loss: 0.805918]\n",
"6343 [D loss: 0.689300, acc.: 53.41%] [G loss: 0.819261]\n",
"6344 [D loss: 0.670333, acc.: 58.71%] [G loss: 0.817639]\n",
"6345 [D loss: 0.661817, acc.: 61.74%] [G loss: 0.821573]\n",
"6346 [D loss: 0.672625, acc.: 57.95%] [G loss: 0.838815]\n",
"6347 [D loss: 0.666393, acc.: 58.71%] [G loss: 0.850928]\n",
"6348 [D loss: 0.655329, acc.: 61.74%] [G loss: 0.827289]\n",
"6349 [D loss: 0.685460, acc.: 54.55%] [G loss: 0.804501]\n",
"6350 [D loss: 0.679501, acc.: 57.95%] [G loss: 0.807587]\n",
"6351 [D loss: 0.689605, acc.: 53.79%] [G loss: 0.836202]\n",
"6352 [D loss: 0.653465, acc.: 64.77%] [G loss: 0.855183]\n",
"6353 [D loss: 0.662540, acc.: 60.98%] [G loss: 0.823647]\n",
"6354 [D loss: 0.672691, acc.: 57.20%] [G loss: 0.827558]\n",
"6355 [D loss: 0.661460, acc.: 59.85%] [G loss: 0.824015]\n",
"6356 [D loss: 0.661974, acc.: 64.39%] [G loss: 0.815152]\n",
"6357 [D loss: 0.696800, acc.: 57.95%] [G loss: 0.814268]\n",
"6358 [D loss: 0.649407, acc.: 62.88%] [G loss: 0.806868]\n",
"6359 [D loss: 0.670972, acc.: 56.06%] [G loss: 0.817430]\n",
"6360 [D loss: 0.665141, acc.: 58.33%] [G loss: 0.848219]\n",
"6361 [D loss: 0.665620, acc.: 59.09%] [G loss: 0.840178]\n",
"6362 [D loss: 0.671077, acc.: 54.55%] [G loss: 0.817872]\n",
"6363 [D loss: 0.687177, acc.: 56.06%] [G loss: 0.833969]\n",
"6364 [D loss: 0.679852, acc.: 60.61%] [G loss: 0.820688]\n",
"6365 [D loss: 0.657689, acc.: 60.98%] [G loss: 0.839193]\n",
"6366 [D loss: 0.697040, acc.: 51.89%] [G loss: 0.820900]\n",
"6367 [D loss: 0.653175, acc.: 61.74%] [G loss: 0.825989]\n",
"6368 [D loss: 0.663231, acc.: 63.64%] [G loss: 0.867133]\n",
"6369 [D loss: 0.685747, acc.: 56.82%] [G loss: 0.821571]\n",
"6370 [D loss: 0.679518, acc.: 56.44%] [G loss: 0.840240]\n",
"6371 [D loss: 0.698140, acc.: 50.76%] [G loss: 0.823143]\n",
"6372 [D loss: 0.678778, acc.: 57.20%] [G loss: 0.815568]\n",
"6373 [D loss: 0.658963, acc.: 60.98%] [G loss: 0.828898]\n",
"6374 [D loss: 0.669469, acc.: 61.36%] [G loss: 0.863264]\n",
"6375 [D loss: 0.664310, acc.: 58.71%] [G loss: 0.831884]\n",
"6376 [D loss: 0.683580, acc.: 57.58%] [G loss: 0.825972]\n",
"6377 [D loss: 0.679734, acc.: 55.68%] [G loss: 0.817202]\n",
"6378 [D loss: 0.661325, acc.: 60.23%] [G loss: 0.793537]\n",
"6379 [D loss: 0.685997, acc.: 57.58%] [G loss: 0.819644]\n",
"6380 [D loss: 0.679948, acc.: 57.95%] [G loss: 0.810185]\n",
"6381 [D loss: 0.667261, acc.: 61.36%] [G loss: 0.834232]\n",
"6382 [D loss: 0.667870, acc.: 60.23%] [G loss: 0.794557]\n",
"6383 [D loss: 0.667903, acc.: 59.09%] [G loss: 0.799892]\n",
"6384 [D loss: 0.655791, acc.: 64.39%] [G loss: 0.813047]\n",
"6385 [D loss: 0.679801, acc.: 55.30%] [G loss: 0.833754]\n",
"6386 [D loss: 0.666967, acc.: 58.33%] [G loss: 0.797303]\n",
"6387 [D loss: 0.702673, acc.: 48.48%] [G loss: 0.810369]\n",
"6388 [D loss: 0.670149, acc.: 60.23%] [G loss: 0.814301]\n",
"6389 [D loss: 0.676645, acc.: 59.09%] [G loss: 0.821384]\n",
"6390 [D loss: 0.652411, acc.: 65.15%] [G loss: 0.827602]\n",
"6391 [D loss: 0.673800, acc.: 60.23%] [G loss: 0.825529]\n",
"6392 [D loss: 0.670553, acc.: 62.12%] [G loss: 0.817481]\n",
"6393 [D loss: 0.689134, acc.: 52.27%] [G loss: 0.796519]\n",
"6394 [D loss: 0.674537, acc.: 59.47%] [G loss: 0.843337]\n",
"6395 [D loss: 0.657591, acc.: 64.02%] [G loss: 0.832950]\n",
"6396 [D loss: 0.701425, acc.: 52.65%] [G loss: 0.840261]\n",
"6397 [D loss: 0.681823, acc.: 60.61%] [G loss: 0.821462]\n",
"6398 [D loss: 0.669448, acc.: 59.85%] [G loss: 0.819755]\n",
"6399 [D loss: 0.659679, acc.: 61.36%] [G loss: 0.865201]\n",
"6400 [D loss: 0.707149, acc.: 50.76%] [G loss: 0.829913]\n",
"6401 [D loss: 0.686719, acc.: 54.17%] [G loss: 0.874464]\n",
"6402 [D loss: 0.673736, acc.: 57.58%] [G loss: 0.824721]\n",
"6403 [D loss: 0.667258, acc.: 57.58%] [G loss: 0.837604]\n",
"6404 [D loss: 0.664657, acc.: 60.61%] [G loss: 0.840243]\n",
"6405 [D loss: 0.642433, acc.: 67.42%] [G loss: 0.829659]\n",
"6406 [D loss: 0.682776, acc.: 56.06%] [G loss: 0.845200]\n",
"6407 [D loss: 0.694020, acc.: 51.89%] [G loss: 0.845289]\n",
"6408 [D loss: 0.674355, acc.: 58.33%] [G loss: 0.837266]\n",
"6409 [D loss: 0.666384, acc.: 59.47%] [G loss: 0.830414]\n",
"6410 [D loss: 0.689974, acc.: 57.58%] [G loss: 0.804078]\n",
"6411 [D loss: 0.668330, acc.: 62.50%] [G loss: 0.809434]\n",
"6412 [D loss: 0.680072, acc.: 55.68%] [G loss: 0.837667]\n",
"6413 [D loss: 0.690322, acc.: 54.92%] [G loss: 0.817906]\n",
"6414 [D loss: 0.663936, acc.: 62.12%] [G loss: 0.824211]\n",
"6415 [D loss: 0.666871, acc.: 58.33%] [G loss: 0.841942]\n",
"6416 [D loss: 0.670985, acc.: 57.58%] [G loss: 0.802534]\n",
"6417 [D loss: 0.665144, acc.: 62.12%] [G loss: 0.848164]\n",
"6418 [D loss: 0.699717, acc.: 51.52%] [G loss: 0.828078]\n",
"6419 [D loss: 0.653488, acc.: 60.98%] [G loss: 0.823988]\n",
"6420 [D loss: 0.662608, acc.: 62.12%] [G loss: 0.851718]\n",
"6421 [D loss: 0.688822, acc.: 59.47%] [G loss: 0.838550]\n",
"6422 [D loss: 0.641459, acc.: 60.98%] [G loss: 0.884508]\n",
"6423 [D loss: 0.653148, acc.: 62.12%] [G loss: 0.886087]\n",
"6424 [D loss: 0.674357, acc.: 58.71%] [G loss: 0.809649]\n",
"6425 [D loss: 0.692087, acc.: 55.30%] [G loss: 0.813177]\n",
"6426 [D loss: 0.680476, acc.: 55.68%] [G loss: 0.816965]\n",
"6427 [D loss: 0.644599, acc.: 61.74%] [G loss: 0.832011]\n",
"6428 [D loss: 0.671575, acc.: 57.20%] [G loss: 0.833544]\n",
"6429 [D loss: 0.662288, acc.: 60.98%] [G loss: 0.834293]\n",
"6430 [D loss: 0.661414, acc.: 60.98%] [G loss: 0.834730]\n",
"6431 [D loss: 0.686107, acc.: 58.71%] [G loss: 0.787572]\n",
"6432 [D loss: 0.691923, acc.: 54.17%] [G loss: 0.815459]\n",
"6433 [D loss: 0.674619, acc.: 59.85%] [G loss: 0.822271]\n",
"6434 [D loss: 0.671639, acc.: 58.71%] [G loss: 0.857625]\n",
"6435 [D loss: 0.671871, acc.: 59.47%] [G loss: 0.839987]\n",
"6436 [D loss: 0.660200, acc.: 60.98%] [G loss: 0.821801]\n",
"6437 [D loss: 0.679100, acc.: 57.20%] [G loss: 0.813311]\n",
"6438 [D loss: 0.651592, acc.: 58.71%] [G loss: 0.768002]\n",
"6439 [D loss: 0.672784, acc.: 56.06%] [G loss: 0.808753]\n",
"6440 [D loss: 0.693156, acc.: 52.27%] [G loss: 0.813936]\n",
"6441 [D loss: 0.672958, acc.: 56.06%] [G loss: 0.846591]\n",
"6442 [D loss: 0.646808, acc.: 62.88%] [G loss: 0.878566]\n",
"6443 [D loss: 0.664433, acc.: 59.85%] [G loss: 0.841301]\n",
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"6445 [D loss: 0.654137, acc.: 64.39%] [G loss: 0.837283]\n",
"6446 [D loss: 0.663733, acc.: 60.61%] [G loss: 0.823196]\n",
"6447 [D loss: 0.661175, acc.: 64.39%] [G loss: 0.812872]\n",
"6448 [D loss: 0.671392, acc.: 54.55%] [G loss: 0.823563]\n",
"6449 [D loss: 0.664473, acc.: 60.61%] [G loss: 0.814830]\n",
"6450 [D loss: 0.678298, acc.: 56.44%] [G loss: 0.827581]\n",
"6451 [D loss: 0.667939, acc.: 62.12%] [G loss: 0.841207]\n",
"6452 [D loss: 0.663759, acc.: 65.53%] [G loss: 0.836326]\n",
"6453 [D loss: 0.704984, acc.: 56.06%] [G loss: 0.821335]\n",
"6454 [D loss: 0.685697, acc.: 56.44%] [G loss: 0.806701]\n",
"6455 [D loss: 0.678337, acc.: 56.44%] [G loss: 0.825623]\n",
"6456 [D loss: 0.676543, acc.: 58.33%] [G loss: 0.804698]\n",
"6457 [D loss: 0.666135, acc.: 58.33%] [G loss: 0.837088]\n",
"6458 [D loss: 0.654325, acc.: 62.88%] [G loss: 0.841866]\n",
"6459 [D loss: 0.665995, acc.: 59.09%] [G loss: 0.800192]\n",
"6460 [D loss: 0.656078, acc.: 62.12%] [G loss: 0.822641]\n",
"6461 [D loss: 0.660986, acc.: 62.12%] [G loss: 0.811667]\n",
"6462 [D loss: 0.661944, acc.: 58.33%] [G loss: 0.825496]\n",
"6463 [D loss: 0.650514, acc.: 64.77%] [G loss: 0.821993]\n",
"6464 [D loss: 0.672532, acc.: 54.55%] [G loss: 0.835908]\n",
"6465 [D loss: 0.655772, acc.: 61.74%] [G loss: 0.814100]\n",
"6466 [D loss: 0.656121, acc.: 61.36%] [G loss: 0.799357]\n",
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"6469 [D loss: 0.682169, acc.: 56.82%] [G loss: 0.838891]\n",
"6470 [D loss: 0.676236, acc.: 59.85%] [G loss: 0.821872]\n",
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"6472 [D loss: 0.663459, acc.: 54.17%] [G loss: 0.847549]\n",
"6473 [D loss: 0.660486, acc.: 57.58%] [G loss: 0.837969]\n",
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"6477 [D loss: 0.649706, acc.: 64.02%] [G loss: 0.815341]\n",
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"6489 [D loss: 0.669990, acc.: 62.12%] [G loss: 0.818065]\n",
"6490 [D loss: 0.661743, acc.: 63.64%] [G loss: 0.854634]\n",
"6491 [D loss: 0.643620, acc.: 65.15%] [G loss: 0.826710]\n",
"6492 [D loss: 0.672048, acc.: 59.09%] [G loss: 0.862202]\n",
"6493 [D loss: 0.657701, acc.: 56.82%] [G loss: 0.855652]\n",
"6494 [D loss: 0.665546, acc.: 62.50%] [G loss: 0.845127]\n",
"6495 [D loss: 0.681515, acc.: 58.33%] [G loss: 0.846567]\n",
"6496 [D loss: 0.665625, acc.: 57.58%] [G loss: 0.805530]\n",
"6497 [D loss: 0.683948, acc.: 56.44%] [G loss: 0.842102]\n",
"6498 [D loss: 0.689186, acc.: 54.17%] [G loss: 0.850723]\n",
"6499 [D loss: 0.677055, acc.: 54.92%] [G loss: 0.842344]\n",
"6500 [D loss: 0.686635, acc.: 52.65%] [G loss: 0.825106]\n",
"6501 [D loss: 0.673578, acc.: 56.82%] [G loss: 0.809961]\n",
"6502 [D loss: 0.688973, acc.: 54.55%] [G loss: 0.811100]\n",
"6503 [D loss: 0.642057, acc.: 61.74%] [G loss: 0.836120]\n",
"6504 [D loss: 0.653245, acc.: 62.88%] [G loss: 0.819681]\n",
"6505 [D loss: 0.654142, acc.: 61.36%] [G loss: 0.849954]\n",
"6506 [D loss: 0.663397, acc.: 59.09%] [G loss: 0.807400]\n",
"6507 [D loss: 0.694378, acc.: 53.79%] [G loss: 0.831823]\n",
"6508 [D loss: 0.654743, acc.: 62.88%] [G loss: 0.814808]\n",
"6509 [D loss: 0.667811, acc.: 60.23%] [G loss: 0.837126]\n",
"6510 [D loss: 0.651772, acc.: 65.53%] [G loss: 0.846208]\n",
"6511 [D loss: 0.685379, acc.: 54.55%] [G loss: 0.854768]\n",
"6512 [D loss: 0.681711, acc.: 57.58%] [G loss: 0.822451]\n",
"6513 [D loss: 0.685019, acc.: 55.68%] [G loss: 0.836677]\n",
"6514 [D loss: 0.688426, acc.: 55.68%] [G loss: 0.806840]\n",
"6515 [D loss: 0.667246, acc.: 60.98%] [G loss: 0.808627]\n",
"6516 [D loss: 0.687203, acc.: 57.95%] [G loss: 0.824246]\n",
"6517 [D loss: 0.672244, acc.: 59.09%] [G loss: 0.835400]\n",
"6518 [D loss: 0.690079, acc.: 56.44%] [G loss: 0.821329]\n",
"6519 [D loss: 0.681214, acc.: 58.71%] [G loss: 0.818217]\n",
"6520 [D loss: 0.670133, acc.: 59.09%] [G loss: 0.801818]\n",
"6521 [D loss: 0.684520, acc.: 53.41%] [G loss: 0.802062]\n",
"6522 [D loss: 0.649830, acc.: 57.95%] [G loss: 0.835812]\n",
"6523 [D loss: 0.680826, acc.: 54.92%] [G loss: 0.800826]\n",
"6524 [D loss: 0.664725, acc.: 57.95%] [G loss: 0.833582]\n",
"6525 [D loss: 0.662188, acc.: 63.64%] [G loss: 0.847380]\n",
"6526 [D loss: 0.667317, acc.: 58.71%] [G loss: 0.823095]\n",
"6527 [D loss: 0.675122, acc.: 58.71%] [G loss: 0.816207]\n",
"6528 [D loss: 0.693631, acc.: 51.14%] [G loss: 0.840638]\n",
"6529 [D loss: 0.688460, acc.: 55.30%] [G loss: 0.846279]\n",
"6530 [D loss: 0.656646, acc.: 60.23%] [G loss: 0.842222]\n",
"6531 [D loss: 0.670026, acc.: 60.61%] [G loss: 0.815430]\n",
"6532 [D loss: 0.681772, acc.: 56.44%] [G loss: 0.822150]\n",
"6533 [D loss: 0.702644, acc.: 53.79%] [G loss: 0.810376]\n",
"6534 [D loss: 0.650330, acc.: 63.64%] [G loss: 0.853900]\n",
"6535 [D loss: 0.676119, acc.: 61.36%] [G loss: 0.854894]\n",
"6536 [D loss: 0.667866, acc.: 55.68%] [G loss: 0.833156]\n",
"6537 [D loss: 0.677060, acc.: 57.95%] [G loss: 0.857948]\n",
"6538 [D loss: 0.673871, acc.: 58.71%] [G loss: 0.832897]\n",
"6539 [D loss: 0.702061, acc.: 50.38%] [G loss: 0.849017]\n",
"6540 [D loss: 0.662160, acc.: 57.95%] [G loss: 0.838476]\n",
"6541 [D loss: 0.680478, acc.: 53.79%] [G loss: 0.817550]\n",
"6542 [D loss: 0.665917, acc.: 60.61%] [G loss: 0.848747]\n",
"6543 [D loss: 0.681503, acc.: 55.30%] [G loss: 0.828393]\n",
"6544 [D loss: 0.675896, acc.: 53.41%] [G loss: 0.802182]\n",
"6545 [D loss: 0.676495, acc.: 58.33%] [G loss: 0.837239]\n",
"6546 [D loss: 0.690879, acc.: 53.03%] [G loss: 0.854734]\n",
"6547 [D loss: 0.672502, acc.: 60.61%] [G loss: 0.843988]\n",
"6548 [D loss: 0.682505, acc.: 56.44%] [G loss: 0.865997]\n",
"6549 [D loss: 0.662157, acc.: 60.61%] [G loss: 0.863191]\n",
"6550 [D loss: 0.667437, acc.: 58.33%] [G loss: 0.857881]\n",
"6551 [D loss: 0.643656, acc.: 58.71%] [G loss: 0.849873]\n",
"6552 [D loss: 0.663221, acc.: 59.47%] [G loss: 0.850505]\n",
"6553 [D loss: 0.657054, acc.: 61.74%] [G loss: 0.821477]\n",
"6554 [D loss: 0.665200, acc.: 60.61%] [G loss: 0.818257]\n",
"6555 [D loss: 0.663356, acc.: 59.47%] [G loss: 0.826421]\n",
"6556 [D loss: 0.690891, acc.: 54.17%] [G loss: 0.802636]\n",
"6557 [D loss: 0.675966, acc.: 58.71%] [G loss: 0.822239]\n",
"6558 [D loss: 0.685303, acc.: 56.06%] [G loss: 0.837020]\n",
"6559 [D loss: 0.664822, acc.: 59.85%] [G loss: 0.814088]\n",
"6560 [D loss: 0.686288, acc.: 55.68%] [G loss: 0.817173]\n",
"6561 [D loss: 0.681330, acc.: 57.95%] [G loss: 0.840663]\n",
"6562 [D loss: 0.689692, acc.: 52.65%] [G loss: 0.867653]\n",
"6563 [D loss: 0.672127, acc.: 55.68%] [G loss: 0.847661]\n",
"6564 [D loss: 0.685513, acc.: 54.92%] [G loss: 0.817308]\n",
"6565 [D loss: 0.650105, acc.: 59.85%] [G loss: 0.815223]\n",
"6566 [D loss: 0.682464, acc.: 54.92%] [G loss: 0.820343]\n",
"6567 [D loss: 0.640682, acc.: 62.12%] [G loss: 0.816384]\n",
"6568 [D loss: 0.657872, acc.: 62.12%] [G loss: 0.817414]\n",
"6569 [D loss: 0.667404, acc.: 59.09%] [G loss: 0.771274]\n",
"6570 [D loss: 0.651361, acc.: 60.61%] [G loss: 0.829211]\n",
"6571 [D loss: 0.645983, acc.: 64.39%] [G loss: 0.821171]\n",
"6572 [D loss: 0.658979, acc.: 62.88%] [G loss: 0.826040]\n",
"6573 [D loss: 0.669200, acc.: 56.06%] [G loss: 0.792173]\n",
"6574 [D loss: 0.690536, acc.: 57.95%] [G loss: 0.790563]\n",
"6575 [D loss: 0.677561, acc.: 56.44%] [G loss: 0.799295]\n",
"6576 [D loss: 0.684089, acc.: 56.44%] [G loss: 0.795178]\n",
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"6578 [D loss: 0.647357, acc.: 63.64%] [G loss: 0.832180]\n",
"6579 [D loss: 0.695118, acc.: 51.89%] [G loss: 0.846621]\n",
"6580 [D loss: 0.679290, acc.: 56.06%] [G loss: 0.843865]\n",
"6581 [D loss: 0.684541, acc.: 56.44%] [G loss: 0.813583]\n",
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"6589 [D loss: 0.666635, acc.: 58.71%] [G loss: 0.814695]\n",
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"6594 [D loss: 0.662604, acc.: 61.36%] [G loss: 0.817414]\n",
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"6610 [D loss: 0.674690, acc.: 56.82%] [G loss: 0.822496]\n",
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"6612 [D loss: 0.655250, acc.: 61.36%] [G loss: 0.806678]\n",
"6613 [D loss: 0.665300, acc.: 61.74%] [G loss: 0.859747]\n",
"6614 [D loss: 0.672193, acc.: 60.98%] [G loss: 0.824901]\n",
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"6620 [D loss: 0.667328, acc.: 59.47%] [G loss: 0.865024]\n",
"6621 [D loss: 0.670661, acc.: 56.06%] [G loss: 0.885439]\n",
"6622 [D loss: 0.642053, acc.: 62.50%] [G loss: 0.855464]\n",
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"6638 [D loss: 0.659857, acc.: 63.26%] [G loss: 0.807074]\n",
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"6660 [D loss: 0.665347, acc.: 63.26%] [G loss: 0.827421]\n",
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"6662 [D loss: 0.685765, acc.: 57.20%] [G loss: 0.812506]\n",
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"6669 [D loss: 0.678136, acc.: 55.68%] [G loss: 0.822059]\n",
"6670 [D loss: 0.676309, acc.: 57.95%] [G loss: 0.820834]\n",
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"6692 [D loss: 0.644999, acc.: 64.77%] [G loss: 0.847887]\n",
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"6694 [D loss: 0.675287, acc.: 57.95%] [G loss: 0.804923]\n",
"6695 [D loss: 0.651863, acc.: 63.26%] [G loss: 0.795098]\n",
"6696 [D loss: 0.674942, acc.: 56.44%] [G loss: 0.807897]\n",
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"6700 [D loss: 0.663293, acc.: 56.82%] [G loss: 0.785525]\n",
"6701 [D loss: 0.691751, acc.: 52.27%] [G loss: 0.800999]\n",
"6702 [D loss: 0.674670, acc.: 56.06%] [G loss: 0.827075]\n",
"6703 [D loss: 0.682902, acc.: 57.20%] [G loss: 0.822891]\n",
"6704 [D loss: 0.710037, acc.: 48.48%] [G loss: 0.811477]\n",
"6705 [D loss: 0.648569, acc.: 62.50%] [G loss: 0.881070]\n",
"6706 [D loss: 0.676069, acc.: 57.95%] [G loss: 0.851293]\n",
"6707 [D loss: 0.669869, acc.: 57.20%] [G loss: 0.815741]\n",
"6708 [D loss: 0.637441, acc.: 65.91%] [G loss: 0.832037]\n",
"6709 [D loss: 0.689820, acc.: 54.92%] [G loss: 0.816767]\n",
"6710 [D loss: 0.675283, acc.: 54.55%] [G loss: 0.841416]\n",
"6711 [D loss: 0.662005, acc.: 60.98%] [G loss: 0.846980]\n",
"6712 [D loss: 0.665029, acc.: 60.23%] [G loss: 0.780376]\n",
"6713 [D loss: 0.658005, acc.: 64.77%] [G loss: 0.827461]\n",
"6714 [D loss: 0.661539, acc.: 62.12%] [G loss: 0.807267]\n",
"6715 [D loss: 0.691370, acc.: 52.65%] [G loss: 0.796352]\n",
"6716 [D loss: 0.657940, acc.: 61.74%] [G loss: 0.826342]\n",
"6717 [D loss: 0.677088, acc.: 54.55%] [G loss: 0.831672]\n",
"6718 [D loss: 0.673358, acc.: 57.58%] [G loss: 0.808134]\n",
"6719 [D loss: 0.678799, acc.: 55.68%] [G loss: 0.839498]\n",
"6720 [D loss: 0.667917, acc.: 59.47%] [G loss: 0.818688]\n",
"6721 [D loss: 0.656102, acc.: 65.15%] [G loss: 0.855698]\n",
"6722 [D loss: 0.665069, acc.: 60.61%] [G loss: 0.811572]\n",
"6723 [D loss: 0.669471, acc.: 60.23%] [G loss: 0.819675]\n",
"6724 [D loss: 0.685148, acc.: 56.44%] [G loss: 0.818611]\n",
"6725 [D loss: 0.688882, acc.: 56.06%] [G loss: 0.803156]\n",
"6726 [D loss: 0.642119, acc.: 60.23%] [G loss: 0.836919]\n",
"6727 [D loss: 0.685564, acc.: 57.58%] [G loss: 0.819876]\n",
"6728 [D loss: 0.658109, acc.: 66.29%] [G loss: 0.838100]\n",
"6729 [D loss: 0.657794, acc.: 60.98%] [G loss: 0.798455]\n",
"6730 [D loss: 0.666280, acc.: 61.74%] [G loss: 0.831271]\n",
"6731 [D loss: 0.690229, acc.: 58.33%] [G loss: 0.793931]\n",
"6732 [D loss: 0.657533, acc.: 60.61%] [G loss: 0.801800]\n",
"6733 [D loss: 0.678992, acc.: 55.30%] [G loss: 0.834528]\n",
"6734 [D loss: 0.669172, acc.: 58.33%] [G loss: 0.807611]\n",
"6735 [D loss: 0.666108, acc.: 59.47%] [G loss: 0.788838]\n",
"6736 [D loss: 0.676823, acc.: 60.23%] [G loss: 0.822316]\n",
"6737 [D loss: 0.677499, acc.: 55.30%] [G loss: 0.820968]\n",
"6738 [D loss: 0.679039, acc.: 58.33%] [G loss: 0.853259]\n",
"6739 [D loss: 0.664014, acc.: 60.23%] [G loss: 0.849737]\n",
"6740 [D loss: 0.664671, acc.: 60.98%] [G loss: 0.844504]\n",
"6741 [D loss: 0.664347, acc.: 58.33%] [G loss: 0.855964]\n",
"6742 [D loss: 0.671591, acc.: 57.20%] [G loss: 0.795012]\n",
"6743 [D loss: 0.667164, acc.: 60.98%] [G loss: 0.821357]\n",
"6744 [D loss: 0.679457, acc.: 53.79%] [G loss: 0.796038]\n",
"6745 [D loss: 0.693500, acc.: 54.92%] [G loss: 0.802811]\n",
"6746 [D loss: 0.660777, acc.: 62.50%] [G loss: 0.842639]\n",
"6747 [D loss: 0.644568, acc.: 63.26%] [G loss: 0.814207]\n",
"6748 [D loss: 0.682093, acc.: 55.68%] [G loss: 0.808753]\n",
"6749 [D loss: 0.668102, acc.: 59.85%] [G loss: 0.795944]\n",
"6750 [D loss: 0.667341, acc.: 58.71%] [G loss: 0.822196]\n",
"6751 [D loss: 0.668141, acc.: 60.61%] [G loss: 0.837914]\n",
"6752 [D loss: 0.686879, acc.: 54.55%] [G loss: 0.801991]\n",
"6753 [D loss: 0.657893, acc.: 58.71%] [G loss: 0.804997]\n",
"6754 [D loss: 0.684569, acc.: 59.85%] [G loss: 0.839952]\n",
"6755 [D loss: 0.685796, acc.: 58.33%] [G loss: 0.840397]\n",
"6756 [D loss: 0.653715, acc.: 62.12%] [G loss: 0.833164]\n",
"6757 [D loss: 0.664095, acc.: 61.36%] [G loss: 0.811778]\n",
"6758 [D loss: 0.662258, acc.: 60.98%] [G loss: 0.817736]\n",
"6759 [D loss: 0.682790, acc.: 54.55%] [G loss: 0.816036]\n",
"6760 [D loss: 0.692930, acc.: 52.65%] [G loss: 0.818432]\n",
"6761 [D loss: 0.668697, acc.: 58.33%] [G loss: 0.843129]\n",
"6762 [D loss: 0.660220, acc.: 61.74%] [G loss: 0.840345]\n",
"6763 [D loss: 0.679468, acc.: 53.79%] [G loss: 0.828520]\n",
"6764 [D loss: 0.650398, acc.: 61.36%] [G loss: 0.787519]\n",
"6765 [D loss: 0.671811, acc.: 55.68%] [G loss: 0.796528]\n",
"6766 [D loss: 0.664815, acc.: 61.36%] [G loss: 0.823082]\n",
"6767 [D loss: 0.672725, acc.: 54.92%] [G loss: 0.839157]\n",
"6768 [D loss: 0.669393, acc.: 57.58%] [G loss: 0.831618]\n",
"6769 [D loss: 0.655576, acc.: 60.61%] [G loss: 0.826250]\n",
"6770 [D loss: 0.684099, acc.: 53.41%] [G loss: 0.829300]\n",
"6771 [D loss: 0.664577, acc.: 61.74%] [G loss: 0.843199]\n",
"6772 [D loss: 0.667412, acc.: 54.92%] [G loss: 0.812977]\n",
"6773 [D loss: 0.673746, acc.: 56.44%] [G loss: 0.779941]\n",
"6774 [D loss: 0.671020, acc.: 58.33%] [G loss: 0.808858]\n",
"6775 [D loss: 0.669079, acc.: 62.12%] [G loss: 0.838159]\n",
"6776 [D loss: 0.647774, acc.: 64.02%] [G loss: 0.834514]\n",
"6777 [D loss: 0.661666, acc.: 60.23%] [G loss: 0.858289]\n",
"6778 [D loss: 0.679506, acc.: 56.82%] [G loss: 0.851575]\n",
"6779 [D loss: 0.692710, acc.: 54.17%] [G loss: 0.837605]\n",
"6780 [D loss: 0.672700, acc.: 57.95%] [G loss: 0.819752]\n",
"6781 [D loss: 0.666289, acc.: 60.23%] [G loss: 0.833129]\n",
"6782 [D loss: 0.680559, acc.: 56.82%] [G loss: 0.834021]\n",
"6783 [D loss: 0.654883, acc.: 62.88%] [G loss: 0.819919]\n",
"6784 [D loss: 0.662701, acc.: 62.12%] [G loss: 0.814474]\n",
"6785 [D loss: 0.659356, acc.: 60.98%] [G loss: 0.815553]\n",
"6786 [D loss: 0.677885, acc.: 58.33%] [G loss: 0.826989]\n",
"6787 [D loss: 0.664737, acc.: 60.61%] [G loss: 0.838546]\n",
"6788 [D loss: 0.694615, acc.: 50.76%] [G loss: 0.842374]\n",
"6789 [D loss: 0.673751, acc.: 57.58%] [G loss: 0.826687]\n",
"6790 [D loss: 0.669966, acc.: 63.64%] [G loss: 0.829888]\n",
"6791 [D loss: 0.669635, acc.: 59.09%] [G loss: 0.843697]\n",
"6792 [D loss: 0.672734, acc.: 60.98%] [G loss: 0.830508]\n",
"6793 [D loss: 0.695117, acc.: 56.06%] [G loss: 0.832212]\n",
"6794 [D loss: 0.665686, acc.: 62.88%] [G loss: 0.838648]\n",
"6795 [D loss: 0.670783, acc.: 57.58%] [G loss: 0.838412]\n",
"6796 [D loss: 0.674386, acc.: 58.33%] [G loss: 0.835217]\n",
"6797 [D loss: 0.658000, acc.: 62.50%] [G loss: 0.785176]\n",
"6798 [D loss: 0.671195, acc.: 62.88%] [G loss: 0.821442]\n",
"6799 [D loss: 0.660415, acc.: 61.74%] [G loss: 0.817264]\n",
"6800 [D loss: 0.657167, acc.: 64.02%] [G loss: 0.831508]\n",
"6801 [D loss: 0.710625, acc.: 52.27%] [G loss: 0.846179]\n",
"6802 [D loss: 0.681951, acc.: 58.71%] [G loss: 0.779440]\n",
"6803 [D loss: 0.673873, acc.: 59.47%] [G loss: 0.794791]\n",
"6804 [D loss: 0.662362, acc.: 61.36%] [G loss: 0.810399]\n",
"6805 [D loss: 0.684681, acc.: 53.79%] [G loss: 0.809802]\n",
"6806 [D loss: 0.671737, acc.: 59.47%] [G loss: 0.821061]\n",
"6807 [D loss: 0.678525, acc.: 53.41%] [G loss: 0.800838]\n",
"6808 [D loss: 0.653601, acc.: 61.36%] [G loss: 0.791051]\n",
"6809 [D loss: 0.685274, acc.: 56.44%] [G loss: 0.814940]\n",
"6810 [D loss: 0.676536, acc.: 58.71%] [G loss: 0.831838]\n",
"6811 [D loss: 0.660501, acc.: 62.88%] [G loss: 0.820842]\n",
"6812 [D loss: 0.656669, acc.: 59.09%] [G loss: 0.832372]\n",
"6813 [D loss: 0.654622, acc.: 61.36%] [G loss: 0.813327]\n",
"6814 [D loss: 0.652489, acc.: 60.98%] [G loss: 0.835957]\n",
"6815 [D loss: 0.669823, acc.: 59.09%] [G loss: 0.822533]\n",
"6816 [D loss: 0.645130, acc.: 62.88%] [G loss: 0.809998]\n",
"6817 [D loss: 0.673138, acc.: 55.30%] [G loss: 0.799077]\n",
"6818 [D loss: 0.661277, acc.: 63.26%] [G loss: 0.830667]\n",
"6819 [D loss: 0.670929, acc.: 60.61%] [G loss: 0.847091]\n",
"6820 [D loss: 0.666414, acc.: 59.47%] [G loss: 0.864451]\n",
"6821 [D loss: 0.674535, acc.: 53.79%] [G loss: 0.870234]\n",
"6822 [D loss: 0.676862, acc.: 55.68%] [G loss: 0.869156]\n",
"6823 [D loss: 0.674989, acc.: 59.09%] [G loss: 0.825447]\n",
"6824 [D loss: 0.650592, acc.: 64.77%] [G loss: 0.848913]\n",
"6825 [D loss: 0.685896, acc.: 56.44%] [G loss: 0.812129]\n",
"6826 [D loss: 0.673331, acc.: 55.30%] [G loss: 0.825942]\n",
"6827 [D loss: 0.677333, acc.: 59.09%] [G loss: 0.813476]\n",
"6828 [D loss: 0.691175, acc.: 52.65%] [G loss: 0.830226]\n",
"6829 [D loss: 0.694015, acc.: 56.82%] [G loss: 0.850055]\n",
"6830 [D loss: 0.645408, acc.: 64.39%] [G loss: 0.840362]\n",
"6831 [D loss: 0.686636, acc.: 51.52%] [G loss: 0.857326]\n",
"6832 [D loss: 0.659330, acc.: 63.64%] [G loss: 0.856514]\n",
"6833 [D loss: 0.654919, acc.: 61.36%] [G loss: 0.839952]\n",
"6834 [D loss: 0.656883, acc.: 62.50%] [G loss: 0.855280]\n",
"6835 [D loss: 0.674862, acc.: 56.06%] [G loss: 0.835377]\n",
"6836 [D loss: 0.671316, acc.: 58.71%] [G loss: 0.821254]\n",
"6837 [D loss: 0.664436, acc.: 60.98%] [G loss: 0.849694]\n",
"6838 [D loss: 0.673579, acc.: 57.58%] [G loss: 0.841534]\n",
"6839 [D loss: 0.666694, acc.: 62.50%] [G loss: 0.821326]\n",
"6840 [D loss: 0.687370, acc.: 55.68%] [G loss: 0.838864]\n",
"6841 [D loss: 0.666569, acc.: 60.23%] [G loss: 0.835078]\n",
"6842 [D loss: 0.694791, acc.: 54.92%] [G loss: 0.833271]\n",
"6843 [D loss: 0.685086, acc.: 54.55%] [G loss: 0.815102]\n",
"6844 [D loss: 0.670034, acc.: 63.64%] [G loss: 0.829699]\n",
"6845 [D loss: 0.659767, acc.: 61.36%] [G loss: 0.833928]\n",
"6846 [D loss: 0.663084, acc.: 58.71%] [G loss: 0.830125]\n",
"6847 [D loss: 0.684568, acc.: 56.06%] [G loss: 0.843284]\n",
"6848 [D loss: 0.690312, acc.: 54.55%] [G loss: 0.824850]\n",
"6849 [D loss: 0.686523, acc.: 54.17%] [G loss: 0.789244]\n",
"6850 [D loss: 0.662791, acc.: 56.44%] [G loss: 0.840692]\n",
"6851 [D loss: 0.663607, acc.: 59.85%] [G loss: 0.825831]\n",
"6852 [D loss: 0.661111, acc.: 60.61%] [G loss: 0.836837]\n",
"6853 [D loss: 0.658104, acc.: 64.02%] [G loss: 0.836148]\n",
"6854 [D loss: 0.693470, acc.: 55.30%] [G loss: 0.829657]\n",
"6855 [D loss: 0.650596, acc.: 60.98%] [G loss: 0.807742]\n",
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"6858 [D loss: 0.686049, acc.: 59.47%] [G loss: 0.854989]\n",
"6859 [D loss: 0.656098, acc.: 62.12%] [G loss: 0.872719]\n",
"6860 [D loss: 0.663916, acc.: 59.09%] [G loss: 0.847465]\n",
"6861 [D loss: 0.658919, acc.: 61.36%] [G loss: 0.862536]\n",
"6862 [D loss: 0.662309, acc.: 62.12%] [G loss: 0.829227]\n",
"6863 [D loss: 0.668609, acc.: 59.85%] [G loss: 0.834628]\n",
"6864 [D loss: 0.677869, acc.: 59.09%] [G loss: 0.845941]\n",
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"6866 [D loss: 0.669001, acc.: 59.47%] [G loss: 0.840753]\n",
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"6868 [D loss: 0.664404, acc.: 64.39%] [G loss: 0.836516]\n",
"6869 [D loss: 0.656716, acc.: 58.33%] [G loss: 0.815777]\n",
"6870 [D loss: 0.677349, acc.: 55.68%] [G loss: 0.815639]\n",
"6871 [D loss: 0.657136, acc.: 63.26%] [G loss: 0.817782]\n",
"6872 [D loss: 0.686061, acc.: 54.17%] [G loss: 0.828295]\n",
"6873 [D loss: 0.665778, acc.: 59.09%] [G loss: 0.815875]\n",
"6874 [D loss: 0.660524, acc.: 59.09%] [G loss: 0.818698]\n",
"6875 [D loss: 0.688518, acc.: 52.65%] [G loss: 0.805850]\n",
"6876 [D loss: 0.649729, acc.: 62.50%] [G loss: 0.816410]\n",
"6877 [D loss: 0.677881, acc.: 59.09%] [G loss: 0.801165]\n",
"6878 [D loss: 0.656330, acc.: 59.85%] [G loss: 0.816738]\n",
"6879 [D loss: 0.679449, acc.: 59.09%] [G loss: 0.819462]\n",
"6880 [D loss: 0.669278, acc.: 57.95%] [G loss: 0.810290]\n",
"6881 [D loss: 0.684053, acc.: 55.30%] [G loss: 0.807413]\n",
"6882 [D loss: 0.648019, acc.: 63.26%] [G loss: 0.844471]\n",
"6883 [D loss: 0.641225, acc.: 63.64%] [G loss: 0.837585]\n",
"6884 [D loss: 0.661426, acc.: 61.74%] [G loss: 0.830869]\n",
"6885 [D loss: 0.689532, acc.: 56.82%] [G loss: 0.801264]\n",
"6886 [D loss: 0.688225, acc.: 56.82%] [G loss: 0.808791]\n",
"6887 [D loss: 0.663260, acc.: 59.85%] [G loss: 0.816186]\n",
"6888 [D loss: 0.672935, acc.: 57.58%] [G loss: 0.848980]\n",
"6889 [D loss: 0.648739, acc.: 64.39%] [G loss: 0.813714]\n",
"6890 [D loss: 0.664643, acc.: 62.50%] [G loss: 0.815113]\n",
"6891 [D loss: 0.652108, acc.: 62.50%] [G loss: 0.845879]\n",
"6892 [D loss: 0.658059, acc.: 60.61%] [G loss: 0.870039]\n",
"6893 [D loss: 0.672357, acc.: 56.44%] [G loss: 0.830849]\n",
"6894 [D loss: 0.679218, acc.: 57.58%] [G loss: 0.839640]\n",
"6895 [D loss: 0.665580, acc.: 59.09%] [G loss: 0.809063]\n",
"6896 [D loss: 0.660606, acc.: 62.50%] [G loss: 0.814333]\n",
"6897 [D loss: 0.660275, acc.: 61.74%] [G loss: 0.831197]\n",
"6898 [D loss: 0.681787, acc.: 58.71%] [G loss: 0.828591]\n",
"6899 [D loss: 0.674154, acc.: 56.06%] [G loss: 0.843860]\n",
"6900 [D loss: 0.669873, acc.: 62.50%] [G loss: 0.823390]\n",
"6901 [D loss: 0.667436, acc.: 59.85%] [G loss: 0.817155]\n",
"6902 [D loss: 0.671734, acc.: 56.82%] [G loss: 0.832127]\n",
"6903 [D loss: 0.682630, acc.: 56.82%] [G loss: 0.860408]\n",
"6904 [D loss: 0.671698, acc.: 57.58%] [G loss: 0.811884]\n",
"6905 [D loss: 0.687017, acc.: 56.06%] [G loss: 0.854574]\n",
"6906 [D loss: 0.671258, acc.: 55.68%] [G loss: 0.828239]\n",
"6907 [D loss: 0.661752, acc.: 59.85%] [G loss: 0.774541]\n",
"6908 [D loss: 0.678468, acc.: 58.71%] [G loss: 0.804222]\n",
"6909 [D loss: 0.670836, acc.: 59.09%] [G loss: 0.847563]\n",
"6910 [D loss: 0.652688, acc.: 60.61%] [G loss: 0.809000]\n",
"6911 [D loss: 0.662182, acc.: 60.23%] [G loss: 0.826692]\n",
"6912 [D loss: 0.671867, acc.: 58.71%] [G loss: 0.776919]\n",
"6913 [D loss: 0.662570, acc.: 61.74%] [G loss: 0.841265]\n",
"6914 [D loss: 0.675935, acc.: 57.20%] [G loss: 0.846963]\n",
"6915 [D loss: 0.640914, acc.: 65.53%] [G loss: 0.832823]\n",
"6916 [D loss: 0.658514, acc.: 60.98%] [G loss: 0.841336]\n",
"6917 [D loss: 0.678918, acc.: 58.33%] [G loss: 0.838164]\n",
"6918 [D loss: 0.681411, acc.: 57.20%] [G loss: 0.842100]\n",
"6919 [D loss: 0.656729, acc.: 63.26%] [G loss: 0.825379]\n",
"6920 [D loss: 0.651184, acc.: 61.36%] [G loss: 0.816564]\n",
"6921 [D loss: 0.692774, acc.: 52.65%] [G loss: 0.797939]\n",
"6922 [D loss: 0.660574, acc.: 59.85%] [G loss: 0.827591]\n",
"6923 [D loss: 0.657509, acc.: 62.50%] [G loss: 0.814768]\n",
"6924 [D loss: 0.683390, acc.: 57.20%] [G loss: 0.827216]\n",
"6925 [D loss: 0.683925, acc.: 57.58%] [G loss: 0.861425]\n",
"6926 [D loss: 0.657842, acc.: 60.98%] [G loss: 0.858555]\n",
"6927 [D loss: 0.686938, acc.: 55.30%] [G loss: 0.844119]\n",
"6928 [D loss: 0.663501, acc.: 60.98%] [G loss: 0.865073]\n",
"6929 [D loss: 0.675433, acc.: 59.85%] [G loss: 0.825752]\n",
"6930 [D loss: 0.712444, acc.: 51.14%] [G loss: 0.826236]\n",
"6931 [D loss: 0.668511, acc.: 58.33%] [G loss: 0.875432]\n",
"6932 [D loss: 0.702785, acc.: 52.65%] [G loss: 0.872975]\n",
"6933 [D loss: 0.667597, acc.: 57.95%] [G loss: 0.853328]\n",
"6934 [D loss: 0.682812, acc.: 62.50%] [G loss: 0.835354]\n",
"6935 [D loss: 0.676259, acc.: 55.68%] [G loss: 0.798338]\n",
"6936 [D loss: 0.685732, acc.: 56.06%] [G loss: 0.817228]\n",
"6937 [D loss: 0.669854, acc.: 58.71%] [G loss: 0.812451]\n",
"6938 [D loss: 0.676632, acc.: 58.33%] [G loss: 0.833913]\n",
"6939 [D loss: 0.664943, acc.: 58.33%] [G loss: 0.829984]\n",
"6940 [D loss: 0.654848, acc.: 62.88%] [G loss: 0.827910]\n",
"6941 [D loss: 0.675801, acc.: 58.33%] [G loss: 0.802010]\n",
"6942 [D loss: 0.651104, acc.: 62.50%] [G loss: 0.819189]\n",
"6943 [D loss: 0.665523, acc.: 59.85%] [G loss: 0.841261]\n",
"6944 [D loss: 0.675853, acc.: 56.44%] [G loss: 0.842586]\n",
"6945 [D loss: 0.659927, acc.: 62.12%] [G loss: 0.858796]\n",
"6946 [D loss: 0.682406, acc.: 56.06%] [G loss: 0.824747]\n",
"6947 [D loss: 0.677898, acc.: 57.20%] [G loss: 0.838946]\n",
"6948 [D loss: 0.656783, acc.: 63.64%] [G loss: 0.826917]\n",
"6949 [D loss: 0.670276, acc.: 63.26%] [G loss: 0.798780]\n",
"6950 [D loss: 0.665730, acc.: 57.95%] [G loss: 0.796779]\n",
"6951 [D loss: 0.673339, acc.: 57.20%] [G loss: 0.811043]\n",
"6952 [D loss: 0.669525, acc.: 56.44%] [G loss: 0.825321]\n",
"6953 [D loss: 0.686337, acc.: 56.82%] [G loss: 0.854583]\n",
"6954 [D loss: 0.675315, acc.: 57.58%] [G loss: 0.813047]\n",
"6955 [D loss: 0.661463, acc.: 59.47%] [G loss: 0.835697]\n",
"6956 [D loss: 0.661497, acc.: 58.33%] [G loss: 0.827494]\n",
"6957 [D loss: 0.675162, acc.: 62.50%] [G loss: 0.834131]\n",
"6958 [D loss: 0.665976, acc.: 58.33%] [G loss: 0.832951]\n",
"6959 [D loss: 0.645634, acc.: 66.29%] [G loss: 0.818401]\n",
"6960 [D loss: 0.693494, acc.: 52.27%] [G loss: 0.844628]\n",
"6961 [D loss: 0.656276, acc.: 59.85%] [G loss: 0.814962]\n",
"6962 [D loss: 0.656314, acc.: 61.74%] [G loss: 0.854889]\n",
"6963 [D loss: 0.681488, acc.: 54.17%] [G loss: 0.818655]\n",
"6964 [D loss: 0.672502, acc.: 57.95%] [G loss: 0.830860]\n",
"6965 [D loss: 0.666624, acc.: 58.33%] [G loss: 0.796951]\n",
"6966 [D loss: 0.658525, acc.: 60.61%] [G loss: 0.827530]\n",
"6967 [D loss: 0.670090, acc.: 59.47%] [G loss: 0.803385]\n",
"6968 [D loss: 0.665187, acc.: 56.44%] [G loss: 0.814321]\n",
"6969 [D loss: 0.659903, acc.: 60.98%] [G loss: 0.835375]\n",
"6970 [D loss: 0.673457, acc.: 58.71%] [G loss: 0.850278]\n",
"6971 [D loss: 0.672863, acc.: 56.82%] [G loss: 0.828242]\n",
"6972 [D loss: 0.664350, acc.: 57.95%] [G loss: 0.830452]\n",
"6973 [D loss: 0.668889, acc.: 55.68%] [G loss: 0.823835]\n",
"6974 [D loss: 0.647262, acc.: 63.26%] [G loss: 0.806157]\n",
"6975 [D loss: 0.663045, acc.: 59.85%] [G loss: 0.841824]\n",
"6976 [D loss: 0.684978, acc.: 53.41%] [G loss: 0.824153]\n",
"6977 [D loss: 0.660750, acc.: 61.74%] [G loss: 0.798476]\n",
"6978 [D loss: 0.696606, acc.: 52.27%] [G loss: 0.825038]\n",
"6979 [D loss: 0.691945, acc.: 54.17%] [G loss: 0.820851]\n",
"6980 [D loss: 0.646798, acc.: 62.50%] [G loss: 0.823585]\n",
"6981 [D loss: 0.683394, acc.: 56.44%] [G loss: 0.835404]\n",
"6982 [D loss: 0.667862, acc.: 57.95%] [G loss: 0.816026]\n",
"6983 [D loss: 0.682929, acc.: 56.06%] [G loss: 0.788978]\n",
"6984 [D loss: 0.654350, acc.: 64.02%] [G loss: 0.797595]\n",
"6985 [D loss: 0.668883, acc.: 58.71%] [G loss: 0.855571]\n",
"6986 [D loss: 0.662543, acc.: 61.36%] [G loss: 0.825633]\n",
"6987 [D loss: 0.678613, acc.: 58.33%] [G loss: 0.850939]\n",
"6988 [D loss: 0.686866, acc.: 55.30%] [G loss: 0.839206]\n",
"6989 [D loss: 0.667145, acc.: 56.82%] [G loss: 0.829103]\n",
"6990 [D loss: 0.688196, acc.: 56.44%] [G loss: 0.850080]\n",
"6991 [D loss: 0.662265, acc.: 58.33%] [G loss: 0.856854]\n",
"6992 [D loss: 0.690946, acc.: 55.30%] [G loss: 0.848087]\n",
"6993 [D loss: 0.675966, acc.: 58.71%] [G loss: 0.812080]\n",
"6994 [D loss: 0.657672, acc.: 59.09%] [G loss: 0.818323]\n",
"6995 [D loss: 0.680940, acc.: 58.71%] [G loss: 0.830262]\n",
"6996 [D loss: 0.691882, acc.: 52.27%] [G loss: 0.818288]\n",
"6997 [D loss: 0.672733, acc.: 58.33%] [G loss: 0.838610]\n",
"6998 [D loss: 0.686890, acc.: 52.65%] [G loss: 0.806359]\n",
"6999 [D loss: 0.655584, acc.: 63.64%] [G loss: 0.834746]\n",
"7000 [D loss: 0.676659, acc.: 56.44%] [G loss: 0.826543]\n",
"7001 [D loss: 0.689346, acc.: 58.33%] [G loss: 0.840140]\n",
"7002 [D loss: 0.680968, acc.: 57.95%] [G loss: 0.829456]\n",
"7003 [D loss: 0.673092, acc.: 53.03%] [G loss: 0.802004]\n",
"7004 [D loss: 0.675775, acc.: 58.33%] [G loss: 0.845049]\n",
"7005 [D loss: 0.669453, acc.: 58.71%] [G loss: 0.842626]\n",
"7006 [D loss: 0.677501, acc.: 56.44%] [G loss: 0.852783]\n",
"7007 [D loss: 0.671255, acc.: 58.71%] [G loss: 0.841604]\n",
"7008 [D loss: 0.648079, acc.: 65.15%] [G loss: 0.848421]\n",
"7009 [D loss: 0.673862, acc.: 56.44%] [G loss: 0.850938]\n",
"7010 [D loss: 0.654357, acc.: 59.09%] [G loss: 0.815865]\n",
"7011 [D loss: 0.681352, acc.: 54.92%] [G loss: 0.855978]\n",
"7012 [D loss: 0.656934, acc.: 61.36%] [G loss: 0.861575]\n",
"7013 [D loss: 0.659438, acc.: 58.33%] [G loss: 0.831246]\n",
"7014 [D loss: 0.669176, acc.: 56.82%] [G loss: 0.864884]\n",
"7015 [D loss: 0.654885, acc.: 61.36%] [G loss: 0.837368]\n",
"7016 [D loss: 0.693645, acc.: 53.41%] [G loss: 0.825687]\n",
"7017 [D loss: 0.681271, acc.: 56.44%] [G loss: 0.829192]\n",
"7018 [D loss: 0.670263, acc.: 59.47%] [G loss: 0.836860]\n",
"7019 [D loss: 0.663812, acc.: 64.02%] [G loss: 0.854174]\n",
"7020 [D loss: 0.670138, acc.: 55.68%] [G loss: 0.836306]\n",
"7021 [D loss: 0.686331, acc.: 51.14%] [G loss: 0.822131]\n",
"7022 [D loss: 0.663545, acc.: 58.71%] [G loss: 0.830915]\n",
"7023 [D loss: 0.660320, acc.: 61.74%] [G loss: 0.824991]\n",
"7024 [D loss: 0.673209, acc.: 59.47%] [G loss: 0.823230]\n",
"7025 [D loss: 0.666047, acc.: 59.85%] [G loss: 0.825208]\n",
"7026 [D loss: 0.663867, acc.: 62.88%] [G loss: 0.837605]\n",
"7027 [D loss: 0.682900, acc.: 56.82%] [G loss: 0.819475]\n",
"7028 [D loss: 0.671015, acc.: 58.33%] [G loss: 0.830366]\n",
"7029 [D loss: 0.652923, acc.: 64.39%] [G loss: 0.803047]\n",
"7030 [D loss: 0.675372, acc.: 53.79%] [G loss: 0.794143]\n",
"7031 [D loss: 0.662068, acc.: 64.02%] [G loss: 0.807378]\n",
"7032 [D loss: 0.653712, acc.: 60.23%] [G loss: 0.815179]\n",
"7033 [D loss: 0.665740, acc.: 59.47%] [G loss: 0.837103]\n",
"7034 [D loss: 0.658780, acc.: 61.74%] [G loss: 0.847456]\n",
"7035 [D loss: 0.675164, acc.: 56.82%] [G loss: 0.805918]\n",
"7036 [D loss: 0.677646, acc.: 56.44%] [G loss: 0.817568]\n",
"7037 [D loss: 0.679446, acc.: 59.47%] [G loss: 0.821334]\n",
"7038 [D loss: 0.668003, acc.: 59.85%] [G loss: 0.808291]\n",
"7039 [D loss: 0.672658, acc.: 57.20%] [G loss: 0.823190]\n",
"7040 [D loss: 0.661543, acc.: 59.85%] [G loss: 0.817477]\n",
"7041 [D loss: 0.679880, acc.: 57.95%] [G loss: 0.789319]\n",
"7042 [D loss: 0.673756, acc.: 58.71%] [G loss: 0.833909]\n",
"7043 [D loss: 0.672229, acc.: 58.33%] [G loss: 0.810234]\n",
"7044 [D loss: 0.671211, acc.: 56.06%] [G loss: 0.800053]\n",
"7045 [D loss: 0.664167, acc.: 59.85%] [G loss: 0.820830]\n",
"7046 [D loss: 0.655134, acc.: 63.64%] [G loss: 0.821122]\n",
"7047 [D loss: 0.673362, acc.: 56.44%] [G loss: 0.823124]\n",
"7048 [D loss: 0.655429, acc.: 61.74%] [G loss: 0.814465]\n",
"7049 [D loss: 0.658363, acc.: 62.88%] [G loss: 0.827650]\n",
"7050 [D loss: 0.657864, acc.: 60.98%] [G loss: 0.792271]\n",
"7051 [D loss: 0.686899, acc.: 56.44%] [G loss: 0.804665]\n",
"7052 [D loss: 0.667465, acc.: 60.23%] [G loss: 0.821311]\n",
"7053 [D loss: 0.656160, acc.: 60.98%] [G loss: 0.841934]\n",
"7054 [D loss: 0.667881, acc.: 58.71%] [G loss: 0.837742]\n",
"7055 [D loss: 0.674035, acc.: 54.17%] [G loss: 0.852249]\n",
"7056 [D loss: 0.659428, acc.: 57.58%] [G loss: 0.822565]\n",
"7057 [D loss: 0.674183, acc.: 56.06%] [G loss: 0.838153]\n",
"7058 [D loss: 0.648142, acc.: 62.50%] [G loss: 0.835637]\n",
"7059 [D loss: 0.676803, acc.: 56.44%] [G loss: 0.825372]\n",
"7060 [D loss: 0.680574, acc.: 58.71%] [G loss: 0.801241]\n",
"7061 [D loss: 0.658312, acc.: 60.61%] [G loss: 0.829439]\n",
"7062 [D loss: 0.675649, acc.: 56.82%] [G loss: 0.846744]\n",
"7063 [D loss: 0.657296, acc.: 59.47%] [G loss: 0.828365]\n",
"7064 [D loss: 0.675622, acc.: 57.58%] [G loss: 0.833772]\n",
"7065 [D loss: 0.673575, acc.: 57.95%] [G loss: 0.810761]\n",
"7066 [D loss: 0.690323, acc.: 55.30%] [G loss: 0.804420]\n",
"7067 [D loss: 0.671636, acc.: 59.85%] [G loss: 0.783453]\n",
"7068 [D loss: 0.641813, acc.: 64.77%] [G loss: 0.794778]\n",
"7069 [D loss: 0.657128, acc.: 60.61%] [G loss: 0.842048]\n",
"7070 [D loss: 0.666473, acc.: 60.98%] [G loss: 0.821522]\n",
"7071 [D loss: 0.677460, acc.: 59.09%] [G loss: 0.825198]\n",
"7072 [D loss: 0.667375, acc.: 61.36%] [G loss: 0.838918]\n",
"7073 [D loss: 0.663686, acc.: 57.95%] [G loss: 0.808304]\n",
"7074 [D loss: 0.658095, acc.: 56.82%] [G loss: 0.811434]\n",
"7075 [D loss: 0.676306, acc.: 58.33%] [G loss: 0.846372]\n",
"7076 [D loss: 0.654322, acc.: 62.88%] [G loss: 0.811856]\n",
"7077 [D loss: 0.670409, acc.: 56.44%] [G loss: 0.826025]\n",
"7078 [D loss: 0.670635, acc.: 56.44%] [G loss: 0.811659]\n",
"7079 [D loss: 0.695835, acc.: 50.00%] [G loss: 0.835543]\n",
"7080 [D loss: 0.662809, acc.: 61.36%] [G loss: 0.833751]\n",
"7081 [D loss: 0.656641, acc.: 62.88%] [G loss: 0.814661]\n",
"7082 [D loss: 0.666903, acc.: 60.98%] [G loss: 0.853087]\n",
"7083 [D loss: 0.674155, acc.: 57.58%] [G loss: 0.844087]\n",
"7084 [D loss: 0.658614, acc.: 60.23%] [G loss: 0.816436]\n",
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"7086 [D loss: 0.656501, acc.: 63.64%] [G loss: 0.804735]\n",
"7087 [D loss: 0.687385, acc.: 54.92%] [G loss: 0.813121]\n",
"7088 [D loss: 0.658493, acc.: 62.12%] [G loss: 0.810485]\n",
"7089 [D loss: 0.660338, acc.: 60.98%] [G loss: 0.822292]\n",
"7090 [D loss: 0.639430, acc.: 64.39%] [G loss: 0.831756]\n",
"7091 [D loss: 0.679737, acc.: 56.82%] [G loss: 0.843994]\n",
"7092 [D loss: 0.686901, acc.: 56.06%] [G loss: 0.811325]\n",
"7093 [D loss: 0.675549, acc.: 57.95%] [G loss: 0.845575]\n",
"7094 [D loss: 0.656641, acc.: 64.02%] [G loss: 0.833299]\n",
"7095 [D loss: 0.635381, acc.: 65.91%] [G loss: 0.846758]\n",
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"7108 [D loss: 0.666213, acc.: 60.23%] [G loss: 0.827565]\n",
"7109 [D loss: 0.670841, acc.: 59.09%] [G loss: 0.866628]\n",
"7110 [D loss: 0.670547, acc.: 55.30%] [G loss: 0.835824]\n",
"7111 [D loss: 0.680883, acc.: 56.82%] [G loss: 0.849748]\n",
"7112 [D loss: 0.657764, acc.: 61.74%] [G loss: 0.845682]\n",
"7113 [D loss: 0.679695, acc.: 57.20%] [G loss: 0.850228]\n",
"7114 [D loss: 0.684723, acc.: 56.06%] [G loss: 0.818241]\n",
"7115 [D loss: 0.679742, acc.: 56.82%] [G loss: 0.833247]\n",
"7116 [D loss: 0.659874, acc.: 61.36%] [G loss: 0.837574]\n",
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"7118 [D loss: 0.679237, acc.: 57.58%] [G loss: 0.814628]\n",
"7119 [D loss: 0.671700, acc.: 60.98%] [G loss: 0.828260]\n",
"7120 [D loss: 0.673760, acc.: 55.30%] [G loss: 0.839249]\n",
"7121 [D loss: 0.655265, acc.: 63.64%] [G loss: 0.821416]\n",
"7122 [D loss: 0.677980, acc.: 51.89%] [G loss: 0.822679]\n",
"7123 [D loss: 0.671349, acc.: 60.23%] [G loss: 0.806787]\n",
"7124 [D loss: 0.673436, acc.: 59.85%] [G loss: 0.830842]\n",
"7125 [D loss: 0.672722, acc.: 56.44%] [G loss: 0.833906]\n",
"7126 [D loss: 0.677342, acc.: 55.30%] [G loss: 0.828411]\n",
"7127 [D loss: 0.674953, acc.: 58.33%] [G loss: 0.836868]\n",
"7128 [D loss: 0.679843, acc.: 55.30%] [G loss: 0.832905]\n",
"7129 [D loss: 0.668025, acc.: 62.50%] [G loss: 0.815617]\n",
"7130 [D loss: 0.662279, acc.: 57.58%] [G loss: 0.845985]\n",
"7131 [D loss: 0.675373, acc.: 58.33%] [G loss: 0.801645]\n",
"7132 [D loss: 0.671474, acc.: 56.82%] [G loss: 0.814548]\n",
"7133 [D loss: 0.678180, acc.: 62.12%] [G loss: 0.811432]\n",
"7134 [D loss: 0.652683, acc.: 62.88%] [G loss: 0.815383]\n",
"7135 [D loss: 0.675952, acc.: 57.58%] [G loss: 0.811532]\n",
"7136 [D loss: 0.678941, acc.: 56.06%] [G loss: 0.825845]\n",
"7137 [D loss: 0.663431, acc.: 57.58%] [G loss: 0.833865]\n",
"7138 [D loss: 0.675908, acc.: 59.47%] [G loss: 0.834612]\n",
"7139 [D loss: 0.655141, acc.: 63.26%] [G loss: 0.824472]\n",
"7140 [D loss: 0.651214, acc.: 62.88%] [G loss: 0.830884]\n",
"7141 [D loss: 0.660276, acc.: 61.74%] [G loss: 0.813077]\n",
"7142 [D loss: 0.692423, acc.: 56.06%] [G loss: 0.862233]\n",
"7143 [D loss: 0.664525, acc.: 61.36%] [G loss: 0.842960]\n",
"7144 [D loss: 0.661467, acc.: 60.23%] [G loss: 0.825068]\n",
"7145 [D loss: 0.680225, acc.: 59.47%] [G loss: 0.810800]\n",
"7146 [D loss: 0.680207, acc.: 60.23%] [G loss: 0.819004]\n",
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"7148 [D loss: 0.691291, acc.: 57.20%] [G loss: 0.862143]\n",
"7149 [D loss: 0.694249, acc.: 51.52%] [G loss: 0.805866]\n",
"7150 [D loss: 0.648580, acc.: 64.02%] [G loss: 0.864476]\n",
"7151 [D loss: 0.694267, acc.: 55.68%] [G loss: 0.817404]\n",
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"7155 [D loss: 0.670320, acc.: 63.26%] [G loss: 0.810442]\n",
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"7158 [D loss: 0.681042, acc.: 60.23%] [G loss: 0.853729]\n",
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"7188 [D loss: 0.673567, acc.: 58.71%] [G loss: 0.845515]\n",
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"7190 [D loss: 0.678727, acc.: 57.58%] [G loss: 0.826248]\n",
"7191 [D loss: 0.662447, acc.: 61.74%] [G loss: 0.825844]\n",
"7192 [D loss: 0.683926, acc.: 54.55%] [G loss: 0.823845]\n",
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"7194 [D loss: 0.681370, acc.: 56.82%] [G loss: 0.847824]\n",
"7195 [D loss: 0.666820, acc.: 60.23%] [G loss: 0.847209]\n",
"7196 [D loss: 0.675006, acc.: 59.47%] [G loss: 0.837859]\n",
"7197 [D loss: 0.674665, acc.: 54.17%] [G loss: 0.815152]\n",
"7198 [D loss: 0.676642, acc.: 57.58%] [G loss: 0.844843]\n",
"7199 [D loss: 0.638133, acc.: 61.74%] [G loss: 0.839208]\n",
"7200 [D loss: 0.651666, acc.: 56.82%] [G loss: 0.811333]\n",
"7201 [D loss: 0.648965, acc.: 61.74%] [G loss: 0.843007]\n",
"7202 [D loss: 0.683900, acc.: 56.06%] [G loss: 0.815201]\n",
"7203 [D loss: 0.664541, acc.: 60.61%] [G loss: 0.828902]\n",
"7204 [D loss: 0.667892, acc.: 62.12%] [G loss: 0.806869]\n",
"7205 [D loss: 0.657489, acc.: 62.12%] [G loss: 0.803093]\n",
"7206 [D loss: 0.673218, acc.: 59.47%] [G loss: 0.814063]\n",
"7207 [D loss: 0.674814, acc.: 55.30%] [G loss: 0.828897]\n",
"7208 [D loss: 0.665485, acc.: 62.12%] [G loss: 0.819449]\n",
"7209 [D loss: 0.662406, acc.: 59.47%] [G loss: 0.814477]\n",
"7210 [D loss: 0.701970, acc.: 51.52%] [G loss: 0.841324]\n",
"7211 [D loss: 0.654130, acc.: 64.39%] [G loss: 0.810419]\n",
"7212 [D loss: 0.673479, acc.: 58.71%] [G loss: 0.820700]\n",
"7213 [D loss: 0.697093, acc.: 51.89%] [G loss: 0.822965]\n",
"7214 [D loss: 0.677953, acc.: 58.71%] [G loss: 0.819130]\n",
"7215 [D loss: 0.659691, acc.: 57.58%] [G loss: 0.827109]\n",
"7216 [D loss: 0.670727, acc.: 62.88%] [G loss: 0.849183]\n",
"7217 [D loss: 0.669442, acc.: 60.23%] [G loss: 0.847156]\n",
"7218 [D loss: 0.692855, acc.: 56.44%] [G loss: 0.843618]\n",
"7219 [D loss: 0.660737, acc.: 61.36%] [G loss: 0.826460]\n",
"7220 [D loss: 0.659360, acc.: 59.09%] [G loss: 0.832956]\n",
"7221 [D loss: 0.682830, acc.: 58.71%] [G loss: 0.838679]\n",
"7222 [D loss: 0.680136, acc.: 52.27%] [G loss: 0.848477]\n",
"7223 [D loss: 0.682477, acc.: 52.65%] [G loss: 0.815930]\n",
"7224 [D loss: 0.672552, acc.: 61.36%] [G loss: 0.818064]\n",
"7225 [D loss: 0.677513, acc.: 55.68%] [G loss: 0.845542]\n",
"7226 [D loss: 0.672359, acc.: 57.58%] [G loss: 0.847247]\n",
"7227 [D loss: 0.633629, acc.: 68.18%] [G loss: 0.828017]\n",
"7228 [D loss: 0.671233, acc.: 58.33%] [G loss: 0.852336]\n",
"7229 [D loss: 0.679209, acc.: 56.06%] [G loss: 0.836558]\n",
"7230 [D loss: 0.664104, acc.: 56.82%] [G loss: 0.822542]\n",
"7231 [D loss: 0.677929, acc.: 53.03%] [G loss: 0.834481]\n",
"7232 [D loss: 0.682177, acc.: 55.68%] [G loss: 0.844047]\n",
"7233 [D loss: 0.663477, acc.: 62.88%] [G loss: 0.860355]\n",
"7234 [D loss: 0.672691, acc.: 57.95%] [G loss: 0.827937]\n",
"7235 [D loss: 0.641383, acc.: 68.18%] [G loss: 0.850710]\n",
"7236 [D loss: 0.666626, acc.: 58.33%] [G loss: 0.822078]\n",
"7237 [D loss: 0.666201, acc.: 54.92%] [G loss: 0.811850]\n",
"7238 [D loss: 0.675134, acc.: 57.58%] [G loss: 0.849016]\n",
"7239 [D loss: 0.679112, acc.: 55.30%] [G loss: 0.818249]\n",
"7240 [D loss: 0.657714, acc.: 62.50%] [G loss: 0.820022]\n",
"7241 [D loss: 0.676662, acc.: 57.20%] [G loss: 0.821089]\n",
"7242 [D loss: 0.667681, acc.: 58.33%] [G loss: 0.802914]\n",
"7243 [D loss: 0.668069, acc.: 62.88%] [G loss: 0.823858]\n",
"7244 [D loss: 0.661019, acc.: 59.47%] [G loss: 0.823514]\n",
"7245 [D loss: 0.647095, acc.: 61.74%] [G loss: 0.855598]\n",
"7246 [D loss: 0.679980, acc.: 59.09%] [G loss: 0.826838]\n",
"7247 [D loss: 0.679611, acc.: 57.20%] [G loss: 0.821021]\n",
"7248 [D loss: 0.662665, acc.: 57.95%] [G loss: 0.835452]\n",
"7249 [D loss: 0.692674, acc.: 55.68%] [G loss: 0.823154]\n",
"7250 [D loss: 0.680250, acc.: 57.58%] [G loss: 0.818880]\n",
"7251 [D loss: 0.651042, acc.: 65.15%] [G loss: 0.863830]\n",
"7252 [D loss: 0.678684, acc.: 52.65%] [G loss: 0.877544]\n",
"7253 [D loss: 0.686776, acc.: 52.65%] [G loss: 0.822266]\n",
"7254 [D loss: 0.685377, acc.: 56.82%] [G loss: 0.832795]\n",
"7255 [D loss: 0.692066, acc.: 50.76%] [G loss: 0.833172]\n",
"7256 [D loss: 0.685854, acc.: 57.20%] [G loss: 0.840885]\n",
"7257 [D loss: 0.659122, acc.: 57.95%] [G loss: 0.811586]\n",
"7258 [D loss: 0.672667, acc.: 56.82%] [G loss: 0.799369]\n",
"7259 [D loss: 0.679895, acc.: 58.33%] [G loss: 0.814751]\n",
"7260 [D loss: 0.708729, acc.: 56.06%] [G loss: 0.845880]\n",
"7261 [D loss: 0.686864, acc.: 57.58%] [G loss: 0.829065]\n",
"7262 [D loss: 0.678071, acc.: 58.33%] [G loss: 0.808171]\n",
"7263 [D loss: 0.676934, acc.: 59.85%] [G loss: 0.825422]\n",
"7264 [D loss: 0.666253, acc.: 57.58%] [G loss: 0.862982]\n",
"7265 [D loss: 0.682213, acc.: 57.58%] [G loss: 0.834902]\n",
"7266 [D loss: 0.686736, acc.: 54.17%] [G loss: 0.811457]\n",
"7267 [D loss: 0.680700, acc.: 58.33%] [G loss: 0.804092]\n",
"7268 [D loss: 0.674440, acc.: 54.92%] [G loss: 0.827886]\n",
"7269 [D loss: 0.663242, acc.: 56.44%] [G loss: 0.833478]\n",
"7270 [D loss: 0.648347, acc.: 64.02%] [G loss: 0.806593]\n",
"7271 [D loss: 0.662813, acc.: 55.68%] [G loss: 0.817686]\n",
"7272 [D loss: 0.676904, acc.: 56.82%] [G loss: 0.830118]\n",
"7273 [D loss: 0.669398, acc.: 59.85%] [G loss: 0.839199]\n",
"7274 [D loss: 0.666969, acc.: 60.23%] [G loss: 0.830247]\n",
"7275 [D loss: 0.672634, acc.: 56.06%] [G loss: 0.804101]\n",
"7276 [D loss: 0.665673, acc.: 61.74%] [G loss: 0.846392]\n",
"7277 [D loss: 0.661408, acc.: 59.85%] [G loss: 0.806408]\n",
"7278 [D loss: 0.665305, acc.: 59.47%] [G loss: 0.797508]\n",
"7279 [D loss: 0.682429, acc.: 57.58%] [G loss: 0.833757]\n",
"7280 [D loss: 0.681460, acc.: 58.33%] [G loss: 0.827265]\n",
"7281 [D loss: 0.668685, acc.: 57.95%] [G loss: 0.844239]\n",
"7282 [D loss: 0.654182, acc.: 63.64%] [G loss: 0.817949]\n",
"7283 [D loss: 0.671848, acc.: 59.85%] [G loss: 0.842341]\n",
"7284 [D loss: 0.658412, acc.: 61.74%] [G loss: 0.839409]\n",
"7285 [D loss: 0.666216, acc.: 57.95%] [G loss: 0.792748]\n",
"7286 [D loss: 0.666556, acc.: 60.23%] [G loss: 0.813063]\n",
"7287 [D loss: 0.666401, acc.: 57.95%] [G loss: 0.805033]\n",
"7288 [D loss: 0.678032, acc.: 58.71%] [G loss: 0.799077]\n",
"7289 [D loss: 0.662178, acc.: 59.47%] [G loss: 0.794481]\n",
"7290 [D loss: 0.673795, acc.: 59.47%] [G loss: 0.838562]\n",
"7291 [D loss: 0.675432, acc.: 58.71%] [G loss: 0.808451]\n",
"7292 [D loss: 0.647976, acc.: 61.74%] [G loss: 0.829894]\n",
"7293 [D loss: 0.674251, acc.: 57.95%] [G loss: 0.839904]\n",
"7294 [D loss: 0.660801, acc.: 59.47%] [G loss: 0.822511]\n",
"7295 [D loss: 0.677779, acc.: 60.23%] [G loss: 0.804461]\n",
"7296 [D loss: 0.662085, acc.: 59.09%] [G loss: 0.821127]\n",
"7297 [D loss: 0.673844, acc.: 59.09%] [G loss: 0.841033]\n",
"7298 [D loss: 0.675562, acc.: 57.20%] [G loss: 0.857098]\n",
"7299 [D loss: 0.649185, acc.: 65.53%] [G loss: 0.846434]\n",
"7300 [D loss: 0.675121, acc.: 57.95%] [G loss: 0.821315]\n",
"7301 [D loss: 0.687488, acc.: 54.92%] [G loss: 0.796067]\n",
"7302 [D loss: 0.677952, acc.: 59.09%] [G loss: 0.801399]\n",
"7303 [D loss: 0.672668, acc.: 59.09%] [G loss: 0.811905]\n",
"7304 [D loss: 0.681447, acc.: 57.58%] [G loss: 0.827028]\n",
"7305 [D loss: 0.662987, acc.: 62.12%] [G loss: 0.803267]\n",
"7306 [D loss: 0.647277, acc.: 61.74%] [G loss: 0.846523]\n",
"7307 [D loss: 0.675666, acc.: 58.33%] [G loss: 0.824435]\n",
"7308 [D loss: 0.658906, acc.: 59.09%] [G loss: 0.813698]\n",
"7309 [D loss: 0.680809, acc.: 54.92%] [G loss: 0.800457]\n",
"7310 [D loss: 0.689416, acc.: 57.20%] [G loss: 0.821492]\n",
"7311 [D loss: 0.697044, acc.: 53.79%] [G loss: 0.799011]\n",
"7312 [D loss: 0.668522, acc.: 60.61%] [G loss: 0.816549]\n",
"7313 [D loss: 0.683247, acc.: 52.27%] [G loss: 0.845022]\n",
"7314 [D loss: 0.669523, acc.: 59.09%] [G loss: 0.824010]\n",
"7315 [D loss: 0.686077, acc.: 53.03%] [G loss: 0.825412]\n",
"7316 [D loss: 0.682084, acc.: 54.92%] [G loss: 0.818910]\n",
"7317 [D loss: 0.675451, acc.: 58.33%] [G loss: 0.826503]\n",
"7318 [D loss: 0.679861, acc.: 59.09%] [G loss: 0.870784]\n",
"7319 [D loss: 0.674203, acc.: 56.82%] [G loss: 0.829452]\n",
"7320 [D loss: 0.682488, acc.: 54.17%] [G loss: 0.848159]\n",
"7321 [D loss: 0.664797, acc.: 58.33%] [G loss: 0.829602]\n",
"7322 [D loss: 0.683277, acc.: 55.68%] [G loss: 0.827245]\n",
"7323 [D loss: 0.697110, acc.: 53.79%] [G loss: 0.814045]\n",
"7324 [D loss: 0.684181, acc.: 53.41%] [G loss: 0.807077]\n",
"7325 [D loss: 0.671389, acc.: 57.20%] [G loss: 0.819331]\n",
"7326 [D loss: 0.660736, acc.: 57.95%] [G loss: 0.812415]\n",
"7327 [D loss: 0.664795, acc.: 59.47%] [G loss: 0.775932]\n",
"7328 [D loss: 0.684609, acc.: 55.68%] [G loss: 0.795753]\n",
"7329 [D loss: 0.676099, acc.: 57.58%] [G loss: 0.818609]\n",
"7330 [D loss: 0.687045, acc.: 54.55%] [G loss: 0.816784]\n",
"7331 [D loss: 0.651715, acc.: 65.15%] [G loss: 0.827539]\n",
"7332 [D loss: 0.663420, acc.: 59.85%] [G loss: 0.813413]\n",
"7333 [D loss: 0.686819, acc.: 55.30%] [G loss: 0.821728]\n",
"7334 [D loss: 0.661594, acc.: 62.12%] [G loss: 0.812909]\n",
"7335 [D loss: 0.661795, acc.: 57.20%] [G loss: 0.804357]\n",
"7336 [D loss: 0.688505, acc.: 58.71%] [G loss: 0.835469]\n",
"7337 [D loss: 0.668956, acc.: 57.58%] [G loss: 0.816221]\n",
"7338 [D loss: 0.652141, acc.: 63.64%] [G loss: 0.811191]\n",
"7339 [D loss: 0.676246, acc.: 57.20%] [G loss: 0.827823]\n",
"7340 [D loss: 0.700510, acc.: 52.65%] [G loss: 0.836877]\n",
"7341 [D loss: 0.672590, acc.: 58.71%] [G loss: 0.819173]\n",
"7342 [D loss: 0.681621, acc.: 53.79%] [G loss: 0.822475]\n",
"7343 [D loss: 0.680037, acc.: 54.17%] [G loss: 0.827837]\n",
"7344 [D loss: 0.664724, acc.: 63.64%] [G loss: 0.870505]\n",
"7345 [D loss: 0.675873, acc.: 55.30%] [G loss: 0.844485]\n",
"7346 [D loss: 0.692644, acc.: 53.03%] [G loss: 0.836197]\n",
"7347 [D loss: 0.653426, acc.: 62.50%] [G loss: 0.826325]\n",
"7348 [D loss: 0.682733, acc.: 55.68%] [G loss: 0.836790]\n",
"7349 [D loss: 0.656452, acc.: 61.36%] [G loss: 0.798112]\n",
"7350 [D loss: 0.668544, acc.: 60.61%] [G loss: 0.827673]\n",
"7351 [D loss: 0.683384, acc.: 60.98%] [G loss: 0.787437]\n",
"7352 [D loss: 0.689848, acc.: 54.55%] [G loss: 0.812725]\n",
"7353 [D loss: 0.669657, acc.: 59.09%] [G loss: 0.845274]\n",
"7354 [D loss: 0.659874, acc.: 60.23%] [G loss: 0.807749]\n",
"7355 [D loss: 0.684463, acc.: 54.55%] [G loss: 0.846448]\n",
"7356 [D loss: 0.658367, acc.: 62.50%] [G loss: 0.818061]\n",
"7357 [D loss: 0.688721, acc.: 54.55%] [G loss: 0.820145]\n",
"7358 [D loss: 0.678525, acc.: 57.20%] [G loss: 0.847611]\n",
"7359 [D loss: 0.662613, acc.: 60.61%] [G loss: 0.822886]\n",
"7360 [D loss: 0.651400, acc.: 59.09%] [G loss: 0.818272]\n",
"7361 [D loss: 0.658750, acc.: 60.23%] [G loss: 0.813306]\n",
"7362 [D loss: 0.668366, acc.: 58.33%] [G loss: 0.805189]\n",
"7363 [D loss: 0.658352, acc.: 61.74%] [G loss: 0.809095]\n",
"7364 [D loss: 0.695447, acc.: 52.27%] [G loss: 0.824003]\n",
"7365 [D loss: 0.667944, acc.: 56.82%] [G loss: 0.834059]\n",
"7366 [D loss: 0.657018, acc.: 58.71%] [G loss: 0.838501]\n",
"7367 [D loss: 0.697332, acc.: 50.76%] [G loss: 0.813971]\n",
"7368 [D loss: 0.686485, acc.: 53.79%] [G loss: 0.823464]\n",
"7369 [D loss: 0.654710, acc.: 60.61%] [G loss: 0.815238]\n",
"7370 [D loss: 0.664280, acc.: 60.98%] [G loss: 0.820653]\n",
"7371 [D loss: 0.654786, acc.: 58.71%] [G loss: 0.803358]\n",
"7372 [D loss: 0.660337, acc.: 61.74%] [G loss: 0.833683]\n",
"7373 [D loss: 0.691278, acc.: 54.17%] [G loss: 0.835886]\n",
"7374 [D loss: 0.651733, acc.: 62.50%] [G loss: 0.817462]\n",
"7375 [D loss: 0.666767, acc.: 54.92%] [G loss: 0.827039]\n",
"7376 [D loss: 0.678839, acc.: 58.71%] [G loss: 0.820367]\n",
"7377 [D loss: 0.654229, acc.: 58.71%] [G loss: 0.814256]\n",
"7378 [D loss: 0.701469, acc.: 54.55%] [G loss: 0.784507]\n",
"7379 [D loss: 0.672415, acc.: 55.30%] [G loss: 0.808257]\n",
"7380 [D loss: 0.678418, acc.: 57.20%] [G loss: 0.823652]\n",
"7381 [D loss: 0.648603, acc.: 60.98%] [G loss: 0.843626]\n",
"7382 [D loss: 0.662846, acc.: 60.23%] [G loss: 0.821366]\n",
"7383 [D loss: 0.689962, acc.: 54.17%] [G loss: 0.854320]\n",
"7384 [D loss: 0.673949, acc.: 58.33%] [G loss: 0.822096]\n",
"7385 [D loss: 0.654611, acc.: 63.64%] [G loss: 0.824078]\n",
"7386 [D loss: 0.653571, acc.: 62.50%] [G loss: 0.841972]\n",
"7387 [D loss: 0.644628, acc.: 64.77%] [G loss: 0.856987]\n",
"7388 [D loss: 0.677349, acc.: 60.23%] [G loss: 0.837368]\n",
"7389 [D loss: 0.662594, acc.: 62.12%] [G loss: 0.823176]\n",
"7390 [D loss: 0.665435, acc.: 57.95%] [G loss: 0.792739]\n",
"7391 [D loss: 0.676903, acc.: 56.82%] [G loss: 0.815569]\n",
"7392 [D loss: 0.671401, acc.: 59.47%] [G loss: 0.825076]\n",
"7393 [D loss: 0.673838, acc.: 57.58%] [G loss: 0.813329]\n",
"7394 [D loss: 0.658468, acc.: 61.36%] [G loss: 0.777918]\n",
"7395 [D loss: 0.673220, acc.: 59.09%] [G loss: 0.800067]\n",
"7396 [D loss: 0.669026, acc.: 53.79%] [G loss: 0.821476]\n",
"7397 [D loss: 0.689927, acc.: 56.82%] [G loss: 0.875283]\n",
"7398 [D loss: 0.702634, acc.: 50.38%] [G loss: 0.883390]\n",
"7399 [D loss: 0.678713, acc.: 56.06%] [G loss: 0.854973]\n",
"7400 [D loss: 0.650304, acc.: 61.74%] [G loss: 0.835099]\n",
"7401 [D loss: 0.679164, acc.: 56.44%] [G loss: 0.818541]\n",
"7402 [D loss: 0.667708, acc.: 58.33%] [G loss: 0.856619]\n",
"7403 [D loss: 0.656438, acc.: 58.71%] [G loss: 0.857714]\n",
"7404 [D loss: 0.678059, acc.: 57.20%] [G loss: 0.850905]\n",
"7405 [D loss: 0.683547, acc.: 55.68%] [G loss: 0.825853]\n",
"7406 [D loss: 0.682698, acc.: 59.47%] [G loss: 0.795299]\n",
"7407 [D loss: 0.686042, acc.: 54.92%] [G loss: 0.800881]\n",
"7408 [D loss: 0.677007, acc.: 55.68%] [G loss: 0.825277]\n",
"7409 [D loss: 0.675304, acc.: 58.33%] [G loss: 0.819859]\n",
"7410 [D loss: 0.664092, acc.: 60.23%] [G loss: 0.802665]\n",
"7411 [D loss: 0.684301, acc.: 55.30%] [G loss: 0.781759]\n",
"7412 [D loss: 0.669294, acc.: 59.85%] [G loss: 0.848621]\n",
"7413 [D loss: 0.650959, acc.: 63.26%] [G loss: 0.828670]\n",
"7414 [D loss: 0.687388, acc.: 56.82%] [G loss: 0.824214]\n",
"7415 [D loss: 0.654534, acc.: 56.44%] [G loss: 0.819067]\n",
"7416 [D loss: 0.681813, acc.: 55.30%] [G loss: 0.845921]\n",
"7417 [D loss: 0.682467, acc.: 55.68%] [G loss: 0.803344]\n",
"7418 [D loss: 0.669563, acc.: 61.74%] [G loss: 0.811506]\n",
"7419 [D loss: 0.656215, acc.: 60.23%] [G loss: 0.839877]\n",
"7420 [D loss: 0.675843, acc.: 54.55%] [G loss: 0.802494]\n",
"7421 [D loss: 0.669903, acc.: 56.44%] [G loss: 0.823727]\n",
"7422 [D loss: 0.652543, acc.: 63.26%] [G loss: 0.814467]\n",
"7423 [D loss: 0.681642, acc.: 59.09%] [G loss: 0.847582]\n",
"7424 [D loss: 0.651443, acc.: 63.26%] [G loss: 0.841013]\n",
"7425 [D loss: 0.676352, acc.: 54.92%] [G loss: 0.810462]\n",
"7426 [D loss: 0.678189, acc.: 57.95%] [G loss: 0.831321]\n",
"7427 [D loss: 0.674435, acc.: 57.20%] [G loss: 0.833892]\n",
"7428 [D loss: 0.678335, acc.: 55.68%] [G loss: 0.872347]\n",
"7429 [D loss: 0.674970, acc.: 57.58%] [G loss: 0.841963]\n",
"7430 [D loss: 0.666496, acc.: 56.44%] [G loss: 0.831004]\n",
"7431 [D loss: 0.676608, acc.: 54.92%] [G loss: 0.818284]\n",
"7432 [D loss: 0.664686, acc.: 57.20%] [G loss: 0.829102]\n",
"7433 [D loss: 0.703172, acc.: 54.55%] [G loss: 0.810379]\n",
"7434 [D loss: 0.641498, acc.: 64.02%] [G loss: 0.823893]\n",
"7435 [D loss: 0.663114, acc.: 59.85%] [G loss: 0.837865]\n",
"7436 [D loss: 0.697841, acc.: 52.65%] [G loss: 0.824958]\n",
"7437 [D loss: 0.661462, acc.: 64.02%] [G loss: 0.876156]\n",
"7438 [D loss: 0.681659, acc.: 57.58%] [G loss: 0.826037]\n",
"7439 [D loss: 0.699622, acc.: 51.52%] [G loss: 0.801871]\n",
"7440 [D loss: 0.663334, acc.: 60.23%] [G loss: 0.797288]\n",
"7441 [D loss: 0.652761, acc.: 64.39%] [G loss: 0.819848]\n",
"7442 [D loss: 0.660962, acc.: 59.47%] [G loss: 0.844411]\n",
"7443 [D loss: 0.686724, acc.: 54.17%] [G loss: 0.790879]\n",
"7444 [D loss: 0.665543, acc.: 59.47%] [G loss: 0.790787]\n",
"7445 [D loss: 0.656829, acc.: 62.50%] [G loss: 0.829434]\n",
"7446 [D loss: 0.670358, acc.: 59.47%] [G loss: 0.829704]\n",
"7447 [D loss: 0.654244, acc.: 62.50%] [G loss: 0.813890]\n",
"7448 [D loss: 0.673858, acc.: 57.20%] [G loss: 0.843559]\n",
"7449 [D loss: 0.648365, acc.: 64.39%] [G loss: 0.836623]\n",
"7450 [D loss: 0.668568, acc.: 56.44%] [G loss: 0.821962]\n",
"7451 [D loss: 0.666996, acc.: 56.44%] [G loss: 0.824909]\n",
"7452 [D loss: 0.646972, acc.: 65.53%] [G loss: 0.849612]\n",
"7453 [D loss: 0.674897, acc.: 58.33%] [G loss: 0.834480]\n",
"7454 [D loss: 0.683885, acc.: 55.68%] [G loss: 0.809862]\n",
"7455 [D loss: 0.655939, acc.: 63.64%] [G loss: 0.833492]\n",
"7456 [D loss: 0.657444, acc.: 62.50%] [G loss: 0.825267]\n",
"7457 [D loss: 0.686823, acc.: 58.71%] [G loss: 0.837601]\n",
"7458 [D loss: 0.673603, acc.: 60.23%] [G loss: 0.839073]\n",
"7459 [D loss: 0.697350, acc.: 54.92%] [G loss: 0.828596]\n",
"7460 [D loss: 0.687470, acc.: 50.38%] [G loss: 0.823121]\n",
"7461 [D loss: 0.663735, acc.: 62.50%] [G loss: 0.828854]\n",
"7462 [D loss: 0.673953, acc.: 58.33%] [G loss: 0.802289]\n",
"7463 [D loss: 0.672599, acc.: 59.09%] [G loss: 0.812216]\n",
"7464 [D loss: 0.672290, acc.: 55.68%] [G loss: 0.827931]\n",
"7465 [D loss: 0.640571, acc.: 65.53%] [G loss: 0.858543]\n",
"7466 [D loss: 0.674915, acc.: 58.33%] [G loss: 0.814685]\n",
"7467 [D loss: 0.673595, acc.: 57.58%] [G loss: 0.851144]\n",
"7468 [D loss: 0.666382, acc.: 56.44%] [G loss: 0.835711]\n",
"7469 [D loss: 0.664261, acc.: 59.09%] [G loss: 0.831214]\n",
"7470 [D loss: 0.678858, acc.: 56.44%] [G loss: 0.791203]\n",
"7471 [D loss: 0.682169, acc.: 55.68%] [G loss: 0.816025]\n",
"7472 [D loss: 0.669321, acc.: 61.74%] [G loss: 0.806054]\n",
"7473 [D loss: 0.654386, acc.: 63.64%] [G loss: 0.830690]\n",
"7474 [D loss: 0.680185, acc.: 54.17%] [G loss: 0.806838]\n",
"7475 [D loss: 0.666757, acc.: 62.50%] [G loss: 0.828062]\n",
"7476 [D loss: 0.703803, acc.: 53.03%] [G loss: 0.815554]\n",
"7477 [D loss: 0.662445, acc.: 62.50%] [G loss: 0.832346]\n",
"7478 [D loss: 0.715028, acc.: 52.65%] [G loss: 0.813891]\n",
"7479 [D loss: 0.657324, acc.: 60.23%] [G loss: 0.836593]\n",
"7480 [D loss: 0.672495, acc.: 60.61%] [G loss: 0.830072]\n",
"7481 [D loss: 0.680970, acc.: 56.44%] [G loss: 0.812536]\n",
"7482 [D loss: 0.676780, acc.: 55.30%] [G loss: 0.842743]\n",
"7483 [D loss: 0.678731, acc.: 53.41%] [G loss: 0.830572]\n",
"7484 [D loss: 0.675156, acc.: 52.65%] [G loss: 0.857436]\n",
"7485 [D loss: 0.660860, acc.: 59.85%] [G loss: 0.798231]\n",
"7486 [D loss: 0.651581, acc.: 61.74%] [G loss: 0.818444]\n",
"7487 [D loss: 0.671088, acc.: 61.74%] [G loss: 0.822294]\n",
"7488 [D loss: 0.662442, acc.: 59.85%] [G loss: 0.807253]\n",
"7489 [D loss: 0.701201, acc.: 54.55%] [G loss: 0.818175]\n",
"7490 [D loss: 0.674243, acc.: 60.23%] [G loss: 0.828428]\n",
"7491 [D loss: 0.675461, acc.: 57.58%] [G loss: 0.813601]\n",
"7492 [D loss: 0.692765, acc.: 52.65%] [G loss: 0.818412]\n",
"7493 [D loss: 0.676504, acc.: 60.23%] [G loss: 0.809777]\n",
"7494 [D loss: 0.670972, acc.: 57.20%] [G loss: 0.799179]\n",
"7495 [D loss: 0.665753, acc.: 59.09%] [G loss: 0.792264]\n",
"7496 [D loss: 0.672404, acc.: 59.85%] [G loss: 0.818854]\n",
"7497 [D loss: 0.685454, acc.: 54.17%] [G loss: 0.855940]\n",
"7498 [D loss: 0.667038, acc.: 58.33%] [G loss: 0.829863]\n",
"7499 [D loss: 0.681862, acc.: 57.95%] [G loss: 0.828271]\n",
"7500 [D loss: 0.684070, acc.: 54.55%] [G loss: 0.827426]\n",
"7501 [D loss: 0.675092, acc.: 60.61%] [G loss: 0.857191]\n",
"7502 [D loss: 0.663919, acc.: 57.95%] [G loss: 0.848291]\n",
"7503 [D loss: 0.683238, acc.: 56.44%] [G loss: 0.817496]\n",
"7504 [D loss: 0.667932, acc.: 59.47%] [G loss: 0.826525]\n",
"7505 [D loss: 0.663222, acc.: 59.47%] [G loss: 0.822148]\n",
"7506 [D loss: 0.673755, acc.: 60.61%] [G loss: 0.849010]\n",
"7507 [D loss: 0.676355, acc.: 57.95%] [G loss: 0.840862]\n",
"7508 [D loss: 0.665955, acc.: 61.36%] [G loss: 0.795687]\n",
"7509 [D loss: 0.654372, acc.: 62.12%] [G loss: 0.815287]\n",
"7510 [D loss: 0.673497, acc.: 53.41%] [G loss: 0.815919]\n",
"7511 [D loss: 0.674534, acc.: 56.06%] [G loss: 0.843688]\n",
"7512 [D loss: 0.664358, acc.: 64.39%] [G loss: 0.838150]\n",
"7513 [D loss: 0.675957, acc.: 59.09%] [G loss: 0.804675]\n",
"7514 [D loss: 0.681724, acc.: 56.44%] [G loss: 0.837270]\n",
"7515 [D loss: 0.663538, acc.: 62.88%] [G loss: 0.828130]\n",
"7516 [D loss: 0.652499, acc.: 62.12%] [G loss: 0.832053]\n",
"7517 [D loss: 0.681787, acc.: 58.71%] [G loss: 0.820396]\n",
"7518 [D loss: 0.672330, acc.: 57.20%] [G loss: 0.855817]\n",
"7519 [D loss: 0.668829, acc.: 59.47%] [G loss: 0.869116]\n",
"7520 [D loss: 0.679113, acc.: 54.92%] [G loss: 0.820749]\n",
"7521 [D loss: 0.655425, acc.: 60.61%] [G loss: 0.805486]\n",
"7522 [D loss: 0.684223, acc.: 56.44%] [G loss: 0.817709]\n",
"7523 [D loss: 0.662882, acc.: 60.23%] [G loss: 0.817738]\n",
"7524 [D loss: 0.675011, acc.: 60.98%] [G loss: 0.824524]\n",
"7525 [D loss: 0.662117, acc.: 58.71%] [G loss: 0.806641]\n",
"7526 [D loss: 0.663692, acc.: 61.36%] [G loss: 0.833374]\n",
"7527 [D loss: 0.683203, acc.: 55.68%] [G loss: 0.817509]\n",
"7528 [D loss: 0.672162, acc.: 60.98%] [G loss: 0.801048]\n",
"7529 [D loss: 0.657173, acc.: 62.12%] [G loss: 0.791355]\n",
"7530 [D loss: 0.656822, acc.: 60.61%] [G loss: 0.810730]\n",
"7531 [D loss: 0.695565, acc.: 55.30%] [G loss: 0.815363]\n",
"7532 [D loss: 0.663539, acc.: 59.47%] [G loss: 0.800220]\n",
"7533 [D loss: 0.647366, acc.: 65.91%] [G loss: 0.819470]\n",
"7534 [D loss: 0.660790, acc.: 59.09%] [G loss: 0.835947]\n",
"7535 [D loss: 0.664025, acc.: 60.23%] [G loss: 0.834166]\n",
"7536 [D loss: 0.675687, acc.: 56.06%] [G loss: 0.835753]\n",
"7537 [D loss: 0.685569, acc.: 57.95%] [G loss: 0.822799]\n",
"7538 [D loss: 0.670828, acc.: 51.89%] [G loss: 0.832534]\n",
"7539 [D loss: 0.664599, acc.: 59.47%] [G loss: 0.843336]\n",
"7540 [D loss: 0.664497, acc.: 59.09%] [G loss: 0.838161]\n",
"7541 [D loss: 0.679762, acc.: 59.47%] [G loss: 0.844605]\n",
"7542 [D loss: 0.668082, acc.: 56.82%] [G loss: 0.833587]\n",
"7543 [D loss: 0.680056, acc.: 60.23%] [G loss: 0.812506]\n",
"7544 [D loss: 0.664915, acc.: 57.95%] [G loss: 0.819988]\n",
"7545 [D loss: 0.671014, acc.: 59.09%] [G loss: 0.823443]\n",
"7546 [D loss: 0.670633, acc.: 57.58%] [G loss: 0.817038]\n",
"7547 [D loss: 0.687733, acc.: 55.30%] [G loss: 0.808010]\n",
"7548 [D loss: 0.664846, acc.: 60.98%] [G loss: 0.823514]\n",
"7549 [D loss: 0.670259, acc.: 61.74%] [G loss: 0.818732]\n",
"7550 [D loss: 0.668838, acc.: 56.82%] [G loss: 0.830589]\n",
"7551 [D loss: 0.666409, acc.: 59.85%] [G loss: 0.848896]\n",
"7552 [D loss: 0.686881, acc.: 54.92%] [G loss: 0.853346]\n",
"7553 [D loss: 0.656033, acc.: 59.47%] [G loss: 0.822666]\n",
"7554 [D loss: 0.684625, acc.: 56.06%] [G loss: 0.817196]\n",
"7555 [D loss: 0.676211, acc.: 56.82%] [G loss: 0.846217]\n",
"7556 [D loss: 0.673563, acc.: 60.61%] [G loss: 0.850741]\n",
"7557 [D loss: 0.704839, acc.: 50.38%] [G loss: 0.851839]\n",
"7558 [D loss: 0.687626, acc.: 57.58%] [G loss: 0.822207]\n",
"7559 [D loss: 0.665673, acc.: 59.47%] [G loss: 0.829333]\n",
"7560 [D loss: 0.675877, acc.: 62.88%] [G loss: 0.860735]\n",
"7561 [D loss: 0.659323, acc.: 59.09%] [G loss: 0.829166]\n",
"7562 [D loss: 0.693818, acc.: 53.41%] [G loss: 0.828502]\n",
"7563 [D loss: 0.678491, acc.: 57.20%] [G loss: 0.801818]\n",
"7564 [D loss: 0.666760, acc.: 59.85%] [G loss: 0.831217]\n",
"7565 [D loss: 0.675034, acc.: 56.82%] [G loss: 0.837199]\n",
"7566 [D loss: 0.655168, acc.: 60.23%] [G loss: 0.825553]\n",
"7567 [D loss: 0.699837, acc.: 50.76%] [G loss: 0.838065]\n",
"7568 [D loss: 0.663525, acc.: 59.85%] [G loss: 0.852471]\n",
"7569 [D loss: 0.673985, acc.: 63.64%] [G loss: 0.829788]\n",
"7570 [D loss: 0.697380, acc.: 51.14%] [G loss: 0.838396]\n",
"7571 [D loss: 0.660017, acc.: 57.20%] [G loss: 0.825615]\n",
"7572 [D loss: 0.661639, acc.: 60.98%] [G loss: 0.837927]\n",
"7573 [D loss: 0.640029, acc.: 62.88%] [G loss: 0.832513]\n",
"7574 [D loss: 0.662637, acc.: 60.98%] [G loss: 0.850892]\n",
"7575 [D loss: 0.651194, acc.: 62.12%] [G loss: 0.791349]\n",
"7576 [D loss: 0.699497, acc.: 53.79%] [G loss: 0.819071]\n",
"7577 [D loss: 0.685451, acc.: 57.20%] [G loss: 0.825892]\n",
"7578 [D loss: 0.655494, acc.: 64.39%] [G loss: 0.828765]\n",
"7579 [D loss: 0.689637, acc.: 56.82%] [G loss: 0.829835]\n",
"7580 [D loss: 0.680845, acc.: 59.09%] [G loss: 0.822951]\n",
"7581 [D loss: 0.670873, acc.: 61.74%] [G loss: 0.829245]\n",
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"7583 [D loss: 0.667867, acc.: 58.71%] [G loss: 0.832453]\n",
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"7586 [D loss: 0.665265, acc.: 58.33%] [G loss: 0.829358]\n",
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"7589 [D loss: 0.680483, acc.: 55.30%] [G loss: 0.862057]\n",
"7590 [D loss: 0.667836, acc.: 57.58%] [G loss: 0.849334]\n",
"7591 [D loss: 0.676195, acc.: 56.06%] [G loss: 0.833673]\n",
"7592 [D loss: 0.661739, acc.: 57.95%] [G loss: 0.828461]\n",
"7593 [D loss: 0.674827, acc.: 57.58%] [G loss: 0.833820]\n",
"7594 [D loss: 0.688553, acc.: 54.17%] [G loss: 0.788103]\n",
"7595 [D loss: 0.652970, acc.: 59.47%] [G loss: 0.834982]\n",
"7596 [D loss: 0.680123, acc.: 56.44%] [G loss: 0.821248]\n",
"7597 [D loss: 0.678177, acc.: 60.23%] [G loss: 0.827514]\n",
"7598 [D loss: 0.673259, acc.: 56.44%] [G loss: 0.813416]\n",
"7599 [D loss: 0.658615, acc.: 60.23%] [G loss: 0.805178]\n",
"7600 [D loss: 0.672291, acc.: 58.33%] [G loss: 0.806050]\n",
"7601 [D loss: 0.673831, acc.: 60.98%] [G loss: 0.846050]\n",
"7602 [D loss: 0.663098, acc.: 60.23%] [G loss: 0.858063]\n",
"7603 [D loss: 0.707984, acc.: 48.11%] [G loss: 0.812058]\n",
"7604 [D loss: 0.677222, acc.: 53.03%] [G loss: 0.834175]\n",
"7605 [D loss: 0.671366, acc.: 60.23%] [G loss: 0.845010]\n",
"7606 [D loss: 0.688713, acc.: 57.95%] [G loss: 0.831172]\n",
"7607 [D loss: 0.678556, acc.: 58.33%] [G loss: 0.811688]\n",
"7608 [D loss: 0.680006, acc.: 56.82%] [G loss: 0.790185]\n",
"7609 [D loss: 0.676657, acc.: 56.06%] [G loss: 0.826255]\n",
"7610 [D loss: 0.690880, acc.: 51.89%] [G loss: 0.828967]\n",
"7611 [D loss: 0.655480, acc.: 61.74%] [G loss: 0.821041]\n",
"7612 [D loss: 0.670352, acc.: 58.33%] [G loss: 0.822188]\n",
"7613 [D loss: 0.684147, acc.: 56.06%] [G loss: 0.804577]\n",
"7614 [D loss: 0.677651, acc.: 59.09%] [G loss: 0.825386]\n",
"7615 [D loss: 0.660217, acc.: 57.95%] [G loss: 0.845542]\n",
"7616 [D loss: 0.670739, acc.: 59.47%] [G loss: 0.820588]\n",
"7617 [D loss: 0.669490, acc.: 57.95%] [G loss: 0.836546]\n",
"7618 [D loss: 0.675555, acc.: 59.85%] [G loss: 0.813643]\n",
"7619 [D loss: 0.676458, acc.: 56.06%] [G loss: 0.813534]\n",
"7620 [D loss: 0.663955, acc.: 57.58%] [G loss: 0.832287]\n",
"7621 [D loss: 0.693141, acc.: 54.17%] [G loss: 0.845829]\n",
"7622 [D loss: 0.680665, acc.: 58.33%] [G loss: 0.829669]\n",
"7623 [D loss: 0.682517, acc.: 52.27%] [G loss: 0.824872]\n",
"7624 [D loss: 0.664205, acc.: 57.95%] [G loss: 0.835126]\n",
"7625 [D loss: 0.672296, acc.: 57.95%] [G loss: 0.857075]\n",
"7626 [D loss: 0.688325, acc.: 55.68%] [G loss: 0.815981]\n",
"7627 [D loss: 0.668736, acc.: 62.12%] [G loss: 0.832442]\n",
"7628 [D loss: 0.659575, acc.: 63.26%] [G loss: 0.794051]\n",
"7629 [D loss: 0.665064, acc.: 57.95%] [G loss: 0.827567]\n",
"7630 [D loss: 0.675481, acc.: 58.71%] [G loss: 0.819969]\n",
"7631 [D loss: 0.671635, acc.: 57.95%] [G loss: 0.829656]\n",
"7632 [D loss: 0.665198, acc.: 62.12%] [G loss: 0.831783]\n",
"7633 [D loss: 0.684230, acc.: 57.95%] [G loss: 0.822998]\n",
"7634 [D loss: 0.685246, acc.: 54.55%] [G loss: 0.838667]\n",
"7635 [D loss: 0.656091, acc.: 60.61%] [G loss: 0.848656]\n",
"7636 [D loss: 0.706328, acc.: 51.89%] [G loss: 0.831146]\n",
"7637 [D loss: 0.674989, acc.: 56.82%] [G loss: 0.823557]\n",
"7638 [D loss: 0.689498, acc.: 53.03%] [G loss: 0.838222]\n",
"7639 [D loss: 0.678518, acc.: 54.17%] [G loss: 0.849141]\n",
"7640 [D loss: 0.682225, acc.: 58.33%] [G loss: 0.833680]\n",
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"7642 [D loss: 0.672734, acc.: 56.44%] [G loss: 0.836529]\n",
"7643 [D loss: 0.663034, acc.: 61.74%] [G loss: 0.816336]\n",
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"7656 [D loss: 0.646499, acc.: 61.74%] [G loss: 0.844005]\n",
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"7661 [D loss: 0.672459, acc.: 56.44%] [G loss: 0.809615]\n",
"7662 [D loss: 0.663133, acc.: 61.36%] [G loss: 0.799241]\n",
"7663 [D loss: 0.659355, acc.: 57.20%] [G loss: 0.835149]\n",
"7664 [D loss: 0.649818, acc.: 61.74%] [G loss: 0.807619]\n",
"7665 [D loss: 0.681702, acc.: 58.33%] [G loss: 0.783380]\n",
"7666 [D loss: 0.656175, acc.: 65.15%] [G loss: 0.802554]\n",
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"7668 [D loss: 0.674043, acc.: 57.95%] [G loss: 0.836293]\n",
"7669 [D loss: 0.682608, acc.: 59.85%] [G loss: 0.820561]\n",
"7670 [D loss: 0.683869, acc.: 56.06%] [G loss: 0.810024]\n",
"7671 [D loss: 0.668459, acc.: 58.71%] [G loss: 0.808961]\n",
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"7673 [D loss: 0.677509, acc.: 58.33%] [G loss: 0.809489]\n",
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"7675 [D loss: 0.667054, acc.: 61.74%] [G loss: 0.838171]\n",
"7676 [D loss: 0.657436, acc.: 59.85%] [G loss: 0.849519]\n",
"7677 [D loss: 0.686819, acc.: 56.82%] [G loss: 0.853442]\n",
"7678 [D loss: 0.672073, acc.: 55.68%] [G loss: 0.841389]\n",
"7679 [D loss: 0.697504, acc.: 54.55%] [G loss: 0.829344]\n",
"7680 [D loss: 0.669950, acc.: 56.44%] [G loss: 0.768833]\n",
"7681 [D loss: 0.654245, acc.: 60.61%] [G loss: 0.856021]\n",
"7682 [D loss: 0.698026, acc.: 56.44%] [G loss: 0.835303]\n",
"7683 [D loss: 0.667889, acc.: 60.61%] [G loss: 0.810163]\n",
"7684 [D loss: 0.667673, acc.: 59.09%] [G loss: 0.810129]\n",
"7685 [D loss: 0.690795, acc.: 52.27%] [G loss: 0.807182]\n",
"7686 [D loss: 0.674638, acc.: 53.41%] [G loss: 0.791867]\n",
"7687 [D loss: 0.666032, acc.: 59.09%] [G loss: 0.804707]\n",
"7688 [D loss: 0.676519, acc.: 57.58%] [G loss: 0.812920]\n",
"7689 [D loss: 0.660484, acc.: 60.23%] [G loss: 0.854086]\n",
"7690 [D loss: 0.658976, acc.: 60.61%] [G loss: 0.851394]\n",
"7691 [D loss: 0.685492, acc.: 51.89%] [G loss: 0.824978]\n",
"7692 [D loss: 0.670042, acc.: 59.09%] [G loss: 0.819955]\n",
"7693 [D loss: 0.685201, acc.: 54.92%] [G loss: 0.820250]\n",
"7694 [D loss: 0.642477, acc.: 67.80%] [G loss: 0.845440]\n",
"7695 [D loss: 0.679485, acc.: 55.68%] [G loss: 0.850878]\n",
"7696 [D loss: 0.686510, acc.: 56.06%] [G loss: 0.854108]\n",
"7697 [D loss: 0.658952, acc.: 60.61%] [G loss: 0.833522]\n",
"7698 [D loss: 0.696221, acc.: 57.95%] [G loss: 0.832923]\n",
"7699 [D loss: 0.659805, acc.: 57.95%] [G loss: 0.830630]\n",
"7700 [D loss: 0.637837, acc.: 64.02%] [G loss: 0.832675]\n",
"7701 [D loss: 0.689892, acc.: 57.58%] [G loss: 0.843555]\n",
"7702 [D loss: 0.644274, acc.: 64.77%] [G loss: 0.866318]\n",
"7703 [D loss: 0.665392, acc.: 59.85%] [G loss: 0.863492]\n",
"7704 [D loss: 0.667367, acc.: 58.71%] [G loss: 0.870856]\n",
"7705 [D loss: 0.684863, acc.: 57.20%] [G loss: 0.835834]\n",
"7706 [D loss: 0.647575, acc.: 62.88%] [G loss: 0.839306]\n",
"7707 [D loss: 0.643323, acc.: 62.12%] [G loss: 0.826725]\n",
"7708 [D loss: 0.694458, acc.: 51.52%] [G loss: 0.810852]\n",
"7709 [D loss: 0.664236, acc.: 59.47%] [G loss: 0.795884]\n",
"7710 [D loss: 0.685025, acc.: 57.20%] [G loss: 0.820193]\n",
"7711 [D loss: 0.683117, acc.: 50.38%] [G loss: 0.813408]\n",
"7712 [D loss: 0.689670, acc.: 53.03%] [G loss: 0.831418]\n",
"7713 [D loss: 0.674698, acc.: 57.95%] [G loss: 0.799522]\n",
"7714 [D loss: 0.688767, acc.: 55.68%] [G loss: 0.822914]\n",
"7715 [D loss: 0.687271, acc.: 54.55%] [G loss: 0.847560]\n",
"7716 [D loss: 0.680499, acc.: 58.71%] [G loss: 0.835403]\n",
"7717 [D loss: 0.660826, acc.: 60.23%] [G loss: 0.847924]\n",
"7718 [D loss: 0.642090, acc.: 67.80%] [G loss: 0.856303]\n",
"7719 [D loss: 0.674303, acc.: 60.23%] [G loss: 0.838442]\n",
"7720 [D loss: 0.689394, acc.: 57.58%] [G loss: 0.849372]\n",
"7721 [D loss: 0.678717, acc.: 53.41%] [G loss: 0.862613]\n",
"7722 [D loss: 0.679560, acc.: 56.82%] [G loss: 0.862089]\n",
"7723 [D loss: 0.669640, acc.: 58.71%] [G loss: 0.823816]\n",
"7724 [D loss: 0.663388, acc.: 59.47%] [G loss: 0.820565]\n",
"7725 [D loss: 0.676524, acc.: 59.09%] [G loss: 0.858942]\n",
"7726 [D loss: 0.674461, acc.: 61.36%] [G loss: 0.821109]\n",
"7727 [D loss: 0.657540, acc.: 62.50%] [G loss: 0.836073]\n",
"7728 [D loss: 0.661523, acc.: 61.74%] [G loss: 0.823276]\n",
"7729 [D loss: 0.685698, acc.: 57.20%] [G loss: 0.820476]\n",
"7730 [D loss: 0.679873, acc.: 55.68%] [G loss: 0.811979]\n",
"7731 [D loss: 0.653066, acc.: 62.12%] [G loss: 0.824632]\n",
"7732 [D loss: 0.690260, acc.: 55.68%] [G loss: 0.817149]\n",
"7733 [D loss: 0.674825, acc.: 57.58%] [G loss: 0.832306]\n",
"7734 [D loss: 0.665355, acc.: 57.20%] [G loss: 0.853966]\n",
"7735 [D loss: 0.681070, acc.: 56.82%] [G loss: 0.859583]\n",
"7736 [D loss: 0.666780, acc.: 55.30%] [G loss: 0.826197]\n",
"7737 [D loss: 0.679116, acc.: 56.82%] [G loss: 0.823070]\n",
"7738 [D loss: 0.661769, acc.: 58.71%] [G loss: 0.821777]\n",
"7739 [D loss: 0.681602, acc.: 57.20%] [G loss: 0.804843]\n",
"7740 [D loss: 0.659956, acc.: 60.98%] [G loss: 0.833429]\n",
"7741 [D loss: 0.683997, acc.: 55.68%] [G loss: 0.842557]\n",
"7742 [D loss: 0.675893, acc.: 56.06%] [G loss: 0.847187]\n",
"7743 [D loss: 0.680059, acc.: 56.82%] [G loss: 0.782235]\n",
"7744 [D loss: 0.655048, acc.: 62.88%] [G loss: 0.790236]\n",
"7745 [D loss: 0.683750, acc.: 55.68%] [G loss: 0.814236]\n",
"7746 [D loss: 0.674126, acc.: 62.12%] [G loss: 0.847940]\n",
"7747 [D loss: 0.685375, acc.: 57.95%] [G loss: 0.817438]\n",
"7748 [D loss: 0.672585, acc.: 58.33%] [G loss: 0.848794]\n",
"7749 [D loss: 0.672627, acc.: 58.71%] [G loss: 0.818891]\n",
"7750 [D loss: 0.658818, acc.: 58.71%] [G loss: 0.816523]\n",
"7751 [D loss: 0.676964, acc.: 57.95%] [G loss: 0.838651]\n",
"7752 [D loss: 0.678909, acc.: 56.82%] [G loss: 0.879713]\n",
"7753 [D loss: 0.691660, acc.: 52.65%] [G loss: 0.835424]\n",
"7754 [D loss: 0.695288, acc.: 54.17%] [G loss: 0.848396]\n",
"7755 [D loss: 0.681147, acc.: 60.61%] [G loss: 0.845728]\n",
"7756 [D loss: 0.681987, acc.: 54.17%] [G loss: 0.837992]\n",
"7757 [D loss: 0.660880, acc.: 60.61%] [G loss: 0.806136]\n",
"7758 [D loss: 0.677874, acc.: 54.92%] [G loss: 0.823084]\n",
"7759 [D loss: 0.671181, acc.: 60.61%] [G loss: 0.847721]\n",
"7760 [D loss: 0.693585, acc.: 56.44%] [G loss: 0.850176]\n",
"7761 [D loss: 0.667353, acc.: 62.12%] [G loss: 0.866789]\n",
"7762 [D loss: 0.678401, acc.: 57.95%] [G loss: 0.831018]\n",
"7763 [D loss: 0.658191, acc.: 59.09%] [G loss: 0.830751]\n",
"7764 [D loss: 0.662798, acc.: 59.85%] [G loss: 0.821039]\n",
"7765 [D loss: 0.674014, acc.: 59.47%] [G loss: 0.860978]\n",
"7766 [D loss: 0.682869, acc.: 56.06%] [G loss: 0.834429]\n",
"7767 [D loss: 0.651712, acc.: 63.64%] [G loss: 0.861277]\n",
"7768 [D loss: 0.667737, acc.: 56.44%] [G loss: 0.845762]\n",
"7769 [D loss: 0.678994, acc.: 57.58%] [G loss: 0.799569]\n",
"7770 [D loss: 0.655803, acc.: 61.74%] [G loss: 0.855963]\n",
"7771 [D loss: 0.665249, acc.: 60.23%] [G loss: 0.806644]\n",
"7772 [D loss: 0.685256, acc.: 55.30%] [G loss: 0.811850]\n",
"7773 [D loss: 0.663229, acc.: 59.09%] [G loss: 0.817517]\n",
"7774 [D loss: 0.670965, acc.: 56.06%] [G loss: 0.803331]\n",
"7775 [D loss: 0.664857, acc.: 60.61%] [G loss: 0.844205]\n",
"7776 [D loss: 0.671486, acc.: 57.20%] [G loss: 0.845085]\n",
"7777 [D loss: 0.695106, acc.: 51.14%] [G loss: 0.867621]\n",
"7778 [D loss: 0.671634, acc.: 60.23%] [G loss: 0.868485]\n",
"7779 [D loss: 0.700508, acc.: 49.62%] [G loss: 0.842766]\n",
"7780 [D loss: 0.675004, acc.: 58.33%] [G loss: 0.831491]\n",
"7781 [D loss: 0.664724, acc.: 59.09%] [G loss: 0.853579]\n",
"7782 [D loss: 0.672424, acc.: 57.20%] [G loss: 0.827862]\n",
"7783 [D loss: 0.682863, acc.: 56.82%] [G loss: 0.829028]\n",
"7784 [D loss: 0.676998, acc.: 58.71%] [G loss: 0.840345]\n",
"7785 [D loss: 0.676468, acc.: 57.20%] [G loss: 0.816372]\n",
"7786 [D loss: 0.668365, acc.: 57.58%] [G loss: 0.826206]\n",
"7787 [D loss: 0.663759, acc.: 61.36%] [G loss: 0.826854]\n",
"7788 [D loss: 0.658197, acc.: 61.36%] [G loss: 0.844759]\n",
"7789 [D loss: 0.662320, acc.: 60.98%] [G loss: 0.835126]\n",
"7790 [D loss: 0.688714, acc.: 55.68%] [G loss: 0.814986]\n",
"7791 [D loss: 0.662320, acc.: 60.23%] [G loss: 0.830185]\n",
"7792 [D loss: 0.680118, acc.: 54.55%] [G loss: 0.796016]\n",
"7793 [D loss: 0.674847, acc.: 58.71%] [G loss: 0.850992]\n",
"7794 [D loss: 0.686962, acc.: 55.30%] [G loss: 0.827156]\n",
"7795 [D loss: 0.677432, acc.: 56.82%] [G loss: 0.861479]\n",
"7796 [D loss: 0.649899, acc.: 62.50%] [G loss: 0.825746]\n",
"7797 [D loss: 0.684015, acc.: 57.20%] [G loss: 0.845443]\n",
"7798 [D loss: 0.668555, acc.: 59.09%] [G loss: 0.793854]\n",
"7799 [D loss: 0.660558, acc.: 56.06%] [G loss: 0.811320]\n",
"7800 [D loss: 0.679551, acc.: 55.68%] [G loss: 0.835944]\n",
"7801 [D loss: 0.683748, acc.: 56.82%] [G loss: 0.795296]\n",
"7802 [D loss: 0.665506, acc.: 60.23%] [G loss: 0.823252]\n",
"7803 [D loss: 0.670819, acc.: 62.88%] [G loss: 0.828661]\n",
"7804 [D loss: 0.679017, acc.: 59.85%] [G loss: 0.814445]\n",
"7805 [D loss: 0.674710, acc.: 55.68%] [G loss: 0.847033]\n",
"7806 [D loss: 0.679706, acc.: 56.06%] [G loss: 0.861691]\n",
"7807 [D loss: 0.664539, acc.: 59.09%] [G loss: 0.848620]\n",
"7808 [D loss: 0.642389, acc.: 64.39%] [G loss: 0.812539]\n",
"7809 [D loss: 0.663831, acc.: 59.47%] [G loss: 0.837718]\n",
"7810 [D loss: 0.685043, acc.: 58.71%] [G loss: 0.795520]\n",
"7811 [D loss: 0.677488, acc.: 60.23%] [G loss: 0.836322]\n",
"7812 [D loss: 0.674706, acc.: 59.85%] [G loss: 0.826642]\n",
"7813 [D loss: 0.663249, acc.: 61.36%] [G loss: 0.801451]\n",
"7814 [D loss: 0.655267, acc.: 64.77%] [G loss: 0.841640]\n",
"7815 [D loss: 0.665755, acc.: 60.23%] [G loss: 0.841369]\n",
"7816 [D loss: 0.688167, acc.: 55.68%] [G loss: 0.846407]\n",
"7817 [D loss: 0.698749, acc.: 55.30%] [G loss: 0.831227]\n",
"7818 [D loss: 0.664407, acc.: 57.95%] [G loss: 0.839583]\n",
"7819 [D loss: 0.661027, acc.: 62.88%] [G loss: 0.812047]\n",
"7820 [D loss: 0.663300, acc.: 59.47%] [G loss: 0.822670]\n",
"7821 [D loss: 0.664123, acc.: 59.85%] [G loss: 0.846954]\n",
"7822 [D loss: 0.680817, acc.: 57.95%] [G loss: 0.858893]\n",
"7823 [D loss: 0.684542, acc.: 58.71%] [G loss: 0.808488]\n",
"7824 [D loss: 0.677271, acc.: 56.44%] [G loss: 0.837268]\n",
"7825 [D loss: 0.649856, acc.: 63.64%] [G loss: 0.835410]\n",
"7826 [D loss: 0.673409, acc.: 61.36%] [G loss: 0.838962]\n",
"7827 [D loss: 0.692349, acc.: 54.55%] [G loss: 0.817965]\n",
"7828 [D loss: 0.685163, acc.: 53.41%] [G loss: 0.813294]\n",
"7829 [D loss: 0.641660, acc.: 67.05%] [G loss: 0.814940]\n",
"7830 [D loss: 0.687429, acc.: 54.17%] [G loss: 0.830523]\n",
"7831 [D loss: 0.652822, acc.: 58.33%] [G loss: 0.821921]\n",
"7832 [D loss: 0.694099, acc.: 54.92%] [G loss: 0.837364]\n",
"7833 [D loss: 0.662391, acc.: 56.82%] [G loss: 0.830824]\n",
"7834 [D loss: 0.684020, acc.: 54.92%] [G loss: 0.818152]\n",
"7835 [D loss: 0.664870, acc.: 56.82%] [G loss: 0.838735]\n",
"7836 [D loss: 0.665223, acc.: 61.74%] [G loss: 0.829635]\n",
"7837 [D loss: 0.684187, acc.: 57.20%] [G loss: 0.848953]\n",
"7838 [D loss: 0.679070, acc.: 56.06%] [G loss: 0.854708]\n",
"7839 [D loss: 0.659531, acc.: 59.47%] [G loss: 0.845057]\n",
"7840 [D loss: 0.658794, acc.: 60.23%] [G loss: 0.836594]\n",
"7841 [D loss: 0.681433, acc.: 56.82%] [G loss: 0.833958]\n",
"7842 [D loss: 0.654160, acc.: 60.23%] [G loss: 0.846699]\n",
"7843 [D loss: 0.674147, acc.: 56.82%] [G loss: 0.829895]\n",
"7844 [D loss: 0.657571, acc.: 61.74%] [G loss: 0.828179]\n",
"7845 [D loss: 0.682571, acc.: 57.95%] [G loss: 0.846518]\n",
"7846 [D loss: 0.647558, acc.: 63.64%] [G loss: 0.822881]\n",
"7847 [D loss: 0.668252, acc.: 57.95%] [G loss: 0.810757]\n",
"7848 [D loss: 0.658660, acc.: 62.50%] [G loss: 0.863322]\n",
"7849 [D loss: 0.662641, acc.: 59.85%] [G loss: 0.830057]\n",
"7850 [D loss: 0.664013, acc.: 62.50%] [G loss: 0.814781]\n",
"7851 [D loss: 0.683903, acc.: 57.95%] [G loss: 0.819492]\n",
"7852 [D loss: 0.690081, acc.: 59.09%] [G loss: 0.842962]\n",
"7853 [D loss: 0.663236, acc.: 59.47%] [G loss: 0.831739]\n",
"7854 [D loss: 0.684711, acc.: 54.17%] [G loss: 0.804155]\n",
"7855 [D loss: 0.666355, acc.: 57.95%] [G loss: 0.821591]\n",
"7856 [D loss: 0.669345, acc.: 57.95%] [G loss: 0.881542]\n",
"7857 [D loss: 0.664743, acc.: 60.98%] [G loss: 0.856017]\n",
"7858 [D loss: 0.703161, acc.: 55.30%] [G loss: 0.829364]\n",
"7859 [D loss: 0.657399, acc.: 59.09%] [G loss: 0.867803]\n",
"7860 [D loss: 0.667250, acc.: 60.98%] [G loss: 0.819658]\n",
"7861 [D loss: 0.687412, acc.: 54.17%] [G loss: 0.819149]\n",
"7862 [D loss: 0.650140, acc.: 63.26%] [G loss: 0.820945]\n",
"7863 [D loss: 0.664118, acc.: 63.26%] [G loss: 0.825198]\n",
"7864 [D loss: 0.666198, acc.: 59.85%] [G loss: 0.803768]\n",
"7865 [D loss: 0.683639, acc.: 54.17%] [G loss: 0.837061]\n",
"7866 [D loss: 0.682940, acc.: 56.44%] [G loss: 0.835234]\n",
"7867 [D loss: 0.692885, acc.: 54.92%] [G loss: 0.792878]\n",
"7868 [D loss: 0.674572, acc.: 57.20%] [G loss: 0.831197]\n",
"7869 [D loss: 0.662143, acc.: 60.23%] [G loss: 0.846554]\n",
"7870 [D loss: 0.669044, acc.: 58.33%] [G loss: 0.828701]\n",
"7871 [D loss: 0.662504, acc.: 60.98%] [G loss: 0.849261]\n",
"7872 [D loss: 0.679553, acc.: 57.58%] [G loss: 0.849272]\n",
"7873 [D loss: 0.690606, acc.: 54.17%] [G loss: 0.818588]\n",
"7874 [D loss: 0.654132, acc.: 60.23%] [G loss: 0.824351]\n",
"7875 [D loss: 0.664412, acc.: 59.47%] [G loss: 0.839691]\n",
"7876 [D loss: 0.678371, acc.: 55.68%] [G loss: 0.801062]\n",
"7877 [D loss: 0.667119, acc.: 57.95%] [G loss: 0.791436]\n",
"7878 [D loss: 0.667465, acc.: 58.71%] [G loss: 0.834994]\n",
"7879 [D loss: 0.657810, acc.: 61.74%] [G loss: 0.813457]\n",
"7880 [D loss: 0.665739, acc.: 61.36%] [G loss: 0.829307]\n",
"7881 [D loss: 0.653434, acc.: 63.64%] [G loss: 0.834906]\n",
"7882 [D loss: 0.680810, acc.: 57.58%] [G loss: 0.832374]\n",
"7883 [D loss: 0.658892, acc.: 58.33%] [G loss: 0.820426]\n",
"7884 [D loss: 0.665283, acc.: 58.71%] [G loss: 0.845238]\n",
"7885 [D loss: 0.664378, acc.: 60.61%] [G loss: 0.864126]\n",
"7886 [D loss: 0.693413, acc.: 55.68%] [G loss: 0.812668]\n",
"7887 [D loss: 0.670841, acc.: 57.58%] [G loss: 0.831236]\n",
"7888 [D loss: 0.684515, acc.: 56.06%] [G loss: 0.788176]\n",
"7889 [D loss: 0.679013, acc.: 57.95%] [G loss: 0.852911]\n",
"7890 [D loss: 0.663326, acc.: 57.58%] [G loss: 0.881633]\n",
"7891 [D loss: 0.669117, acc.: 56.06%] [G loss: 0.848401]\n",
"7892 [D loss: 0.682985, acc.: 55.68%] [G loss: 0.827377]\n",
"7893 [D loss: 0.684322, acc.: 59.09%] [G loss: 0.818867]\n",
"7894 [D loss: 0.682757, acc.: 58.33%] [G loss: 0.820228]\n",
"7895 [D loss: 0.680376, acc.: 56.06%] [G loss: 0.822263]\n",
"7896 [D loss: 0.671000, acc.: 57.95%] [G loss: 0.817980]\n",
"7897 [D loss: 0.667084, acc.: 58.33%] [G loss: 0.851920]\n",
"7898 [D loss: 0.669552, acc.: 60.23%] [G loss: 0.816367]\n",
"7899 [D loss: 0.660276, acc.: 60.23%] [G loss: 0.806419]\n",
"7900 [D loss: 0.677938, acc.: 62.88%] [G loss: 0.807033]\n",
"7901 [D loss: 0.698348, acc.: 53.03%] [G loss: 0.816355]\n",
"7902 [D loss: 0.683240, acc.: 57.58%] [G loss: 0.859767]\n",
"7903 [D loss: 0.683628, acc.: 56.44%] [G loss: 0.823941]\n",
"7904 [D loss: 0.652600, acc.: 64.02%] [G loss: 0.820943]\n",
"7905 [D loss: 0.669199, acc.: 59.47%] [G loss: 0.809644]\n",
"7906 [D loss: 0.663202, acc.: 60.61%] [G loss: 0.792520]\n",
"7907 [D loss: 0.680912, acc.: 56.82%] [G loss: 0.817366]\n",
"7908 [D loss: 0.672176, acc.: 60.61%] [G loss: 0.801277]\n",
"7909 [D loss: 0.682358, acc.: 56.44%] [G loss: 0.831796]\n",
"7910 [D loss: 0.685298, acc.: 56.06%] [G loss: 0.849280]\n",
"7911 [D loss: 0.670433, acc.: 62.12%] [G loss: 0.820262]\n",
"7912 [D loss: 0.664400, acc.: 58.71%] [G loss: 0.827226]\n",
"7913 [D loss: 0.677686, acc.: 56.82%] [G loss: 0.849474]\n",
"7914 [D loss: 0.663484, acc.: 61.74%] [G loss: 0.826497]\n",
"7915 [D loss: 0.663740, acc.: 58.71%] [G loss: 0.829859]\n",
"7916 [D loss: 0.678978, acc.: 57.58%] [G loss: 0.855325]\n",
"7917 [D loss: 0.670216, acc.: 58.71%] [G loss: 0.831099]\n",
"7918 [D loss: 0.668751, acc.: 59.09%] [G loss: 0.843553]\n",
"7919 [D loss: 0.666235, acc.: 60.61%] [G loss: 0.831673]\n",
"7920 [D loss: 0.674909, acc.: 59.09%] [G loss: 0.824788]\n",
"7921 [D loss: 0.672766, acc.: 60.98%] [G loss: 0.825692]\n",
"7922 [D loss: 0.688398, acc.: 55.68%] [G loss: 0.832187]\n",
"7923 [D loss: 0.698040, acc.: 54.92%] [G loss: 0.829813]\n",
"7924 [D loss: 0.680801, acc.: 56.82%] [G loss: 0.816649]\n",
"7925 [D loss: 0.670593, acc.: 61.74%] [G loss: 0.793734]\n",
"7926 [D loss: 0.664343, acc.: 63.26%] [G loss: 0.813267]\n",
"7927 [D loss: 0.650796, acc.: 65.53%] [G loss: 0.811388]\n",
"7928 [D loss: 0.671725, acc.: 56.82%] [G loss: 0.828178]\n",
"7929 [D loss: 0.687490, acc.: 50.76%] [G loss: 0.812388]\n",
"7930 [D loss: 0.691670, acc.: 54.55%] [G loss: 0.856276]\n",
"7931 [D loss: 0.661955, acc.: 60.23%] [G loss: 0.840479]\n",
"7932 [D loss: 0.660313, acc.: 62.88%] [G loss: 0.864242]\n",
"7933 [D loss: 0.680089, acc.: 55.30%] [G loss: 0.827631]\n",
"7934 [D loss: 0.668803, acc.: 57.95%] [G loss: 0.814027]\n",
"7935 [D loss: 0.659922, acc.: 59.85%] [G loss: 0.818694]\n",
"7936 [D loss: 0.659987, acc.: 55.68%] [G loss: 0.832750]\n",
"7937 [D loss: 0.689956, acc.: 52.65%] [G loss: 0.809263]\n",
"7938 [D loss: 0.664473, acc.: 58.33%] [G loss: 0.841085]\n",
"7939 [D loss: 0.655366, acc.: 61.36%] [G loss: 0.840705]\n",
"7940 [D loss: 0.692909, acc.: 54.17%] [G loss: 0.811833]\n",
"7941 [D loss: 0.660672, acc.: 60.98%] [G loss: 0.822686]\n",
"7942 [D loss: 0.685533, acc.: 53.41%] [G loss: 0.790017]\n",
"7943 [D loss: 0.667311, acc.: 59.09%] [G loss: 0.825865]\n",
"7944 [D loss: 0.649382, acc.: 64.02%] [G loss: 0.843283]\n",
"7945 [D loss: 0.683246, acc.: 58.33%] [G loss: 0.817502]\n",
"7946 [D loss: 0.655530, acc.: 63.64%] [G loss: 0.857805]\n",
"7947 [D loss: 0.661398, acc.: 62.12%] [G loss: 0.794887]\n",
"7948 [D loss: 0.667762, acc.: 60.61%] [G loss: 0.813621]\n",
"7949 [D loss: 0.694129, acc.: 55.30%] [G loss: 0.798090]\n",
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"7951 [D loss: 0.673016, acc.: 59.47%] [G loss: 0.834226]\n",
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"7953 [D loss: 0.671289, acc.: 62.50%] [G loss: 0.829941]\n",
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"7955 [D loss: 0.675135, acc.: 54.55%] [G loss: 0.842499]\n",
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"7958 [D loss: 0.664323, acc.: 62.88%] [G loss: 0.822676]\n",
"7959 [D loss: 0.649073, acc.: 65.53%] [G loss: 0.831587]\n",
"7960 [D loss: 0.689900, acc.: 57.58%] [G loss: 0.863740]\n",
"7961 [D loss: 0.681989, acc.: 54.55%] [G loss: 0.826748]\n",
"7962 [D loss: 0.664451, acc.: 61.74%] [G loss: 0.826286]\n",
"7963 [D loss: 0.680247, acc.: 57.58%] [G loss: 0.847677]\n",
"7964 [D loss: 0.676787, acc.: 55.30%] [G loss: 0.820071]\n",
"7965 [D loss: 0.683682, acc.: 54.17%] [G loss: 0.860970]\n",
"7966 [D loss: 0.682707, acc.: 57.95%] [G loss: 0.797397]\n",
"7967 [D loss: 0.667023, acc.: 57.20%] [G loss: 0.853872]\n",
"7968 [D loss: 0.676302, acc.: 56.06%] [G loss: 0.827548]\n",
"7969 [D loss: 0.681420, acc.: 57.95%] [G loss: 0.825167]\n",
"7970 [D loss: 0.651101, acc.: 60.98%] [G loss: 0.798938]\n",
"7971 [D loss: 0.708565, acc.: 53.03%] [G loss: 0.844812]\n",
"7972 [D loss: 0.660982, acc.: 59.85%] [G loss: 0.833881]\n",
"7973 [D loss: 0.676570, acc.: 58.71%] [G loss: 0.810160]\n",
"7974 [D loss: 0.651494, acc.: 59.85%] [G loss: 0.826930]\n",
"7975 [D loss: 0.670057, acc.: 58.33%] [G loss: 0.838822]\n",
"7976 [D loss: 0.646958, acc.: 65.91%] [G loss: 0.826089]\n",
"7977 [D loss: 0.683449, acc.: 54.92%] [G loss: 0.856093]\n",
"7978 [D loss: 0.638936, acc.: 66.29%] [G loss: 0.854787]\n",
"7979 [D loss: 0.676346, acc.: 57.20%] [G loss: 0.795513]\n",
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"7981 [D loss: 0.661684, acc.: 56.82%] [G loss: 0.835013]\n",
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"7986 [D loss: 0.675533, acc.: 54.92%] [G loss: 0.799595]\n",
"7987 [D loss: 0.665707, acc.: 60.23%] [G loss: 0.816901]\n",
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"7990 [D loss: 0.665244, acc.: 60.61%] [G loss: 0.822016]\n",
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"7993 [D loss: 0.668832, acc.: 54.92%] [G loss: 0.836607]\n",
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"7996 [D loss: 0.659307, acc.: 59.85%] [G loss: 0.804585]\n",
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"8000 [D loss: 0.680670, acc.: 53.41%] [G loss: 0.822054]\n",
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"8002 [D loss: 0.677293, acc.: 55.68%] [G loss: 0.844336]\n",
"8003 [D loss: 0.683875, acc.: 54.92%] [G loss: 0.836891]\n",
"8004 [D loss: 0.684198, acc.: 54.55%] [G loss: 0.843251]\n",
"8005 [D loss: 0.683591, acc.: 53.79%] [G loss: 0.804276]\n",
"8006 [D loss: 0.655377, acc.: 63.64%] [G loss: 0.835516]\n",
"8007 [D loss: 0.647805, acc.: 64.77%] [G loss: 0.845548]\n",
"8008 [D loss: 0.663142, acc.: 63.26%] [G loss: 0.842058]\n",
"8009 [D loss: 0.676521, acc.: 59.47%] [G loss: 0.859850]\n",
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"8011 [D loss: 0.670595, acc.: 58.33%] [G loss: 0.803535]\n",
"8012 [D loss: 0.678095, acc.: 61.74%] [G loss: 0.839366]\n",
"8013 [D loss: 0.680065, acc.: 59.47%] [G loss: 0.853834]\n",
"8014 [D loss: 0.669302, acc.: 58.33%] [G loss: 0.821377]\n",
"8015 [D loss: 0.672577, acc.: 57.95%] [G loss: 0.838215]\n",
"8016 [D loss: 0.670143, acc.: 58.33%] [G loss: 0.836789]\n",
"8017 [D loss: 0.668829, acc.: 56.44%] [G loss: 0.825315]\n",
"8018 [D loss: 0.704393, acc.: 51.89%] [G loss: 0.836309]\n",
"8019 [D loss: 0.656303, acc.: 61.36%] [G loss: 0.809120]\n",
"8020 [D loss: 0.659732, acc.: 60.61%] [G loss: 0.828869]\n",
"8021 [D loss: 0.659670, acc.: 60.23%] [G loss: 0.807270]\n",
"8022 [D loss: 0.689235, acc.: 57.58%] [G loss: 0.845231]\n",
"8023 [D loss: 0.682128, acc.: 55.30%] [G loss: 0.810010]\n",
"8024 [D loss: 0.673556, acc.: 57.58%] [G loss: 0.811293]\n",
"8025 [D loss: 0.674473, acc.: 57.95%] [G loss: 0.848770]\n",
"8026 [D loss: 0.674917, acc.: 56.44%] [G loss: 0.845480]\n",
"8027 [D loss: 0.660888, acc.: 57.95%] [G loss: 0.833604]\n",
"8028 [D loss: 0.680635, acc.: 56.82%] [G loss: 0.836177]\n",
"8029 [D loss: 0.689093, acc.: 54.17%] [G loss: 0.834106]\n",
"8030 [D loss: 0.691715, acc.: 57.95%] [G loss: 0.849169]\n",
"8031 [D loss: 0.677331, acc.: 60.98%] [G loss: 0.800697]\n",
"8032 [D loss: 0.676445, acc.: 60.61%] [G loss: 0.828947]\n",
"8033 [D loss: 0.687064, acc.: 59.85%] [G loss: 0.837222]\n",
"8034 [D loss: 0.678816, acc.: 57.20%] [G loss: 0.845688]\n",
"8035 [D loss: 0.678220, acc.: 59.47%] [G loss: 0.831707]\n",
"8036 [D loss: 0.664146, acc.: 61.36%] [G loss: 0.830776]\n",
"8037 [D loss: 0.686871, acc.: 56.82%] [G loss: 0.830255]\n",
"8038 [D loss: 0.676470, acc.: 60.23%] [G loss: 0.841872]\n",
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"8040 [D loss: 0.667609, acc.: 59.85%] [G loss: 0.861718]\n",
"8041 [D loss: 0.682482, acc.: 55.68%] [G loss: 0.852324]\n",
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"8165 [D loss: 0.679644, acc.: 54.55%] [G loss: 0.821567]\n",
"8166 [D loss: 0.674153, acc.: 58.71%] [G loss: 0.846488]\n",
"8167 [D loss: 0.688420, acc.: 53.79%] [G loss: 0.836146]\n",
"8168 [D loss: 0.683488, acc.: 55.30%] [G loss: 0.849602]\n",
"8169 [D loss: 0.686859, acc.: 58.71%] [G loss: 0.826800]\n",
"8170 [D loss: 0.675242, acc.: 57.58%] [G loss: 0.787338]\n",
"8171 [D loss: 0.672748, acc.: 59.47%] [G loss: 0.847433]\n",
"8172 [D loss: 0.652631, acc.: 64.02%] [G loss: 0.845389]\n",
"8173 [D loss: 0.676935, acc.: 54.17%] [G loss: 0.832759]\n",
"8174 [D loss: 0.667574, acc.: 58.33%] [G loss: 0.846964]\n",
"8175 [D loss: 0.686245, acc.: 56.06%] [G loss: 0.830914]\n",
"8176 [D loss: 0.679745, acc.: 54.55%] [G loss: 0.861892]\n",
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"8178 [D loss: 0.676696, acc.: 56.06%] [G loss: 0.839947]\n",
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"8180 [D loss: 0.668973, acc.: 57.95%] [G loss: 0.834905]\n",
"8181 [D loss: 0.660190, acc.: 61.74%] [G loss: 0.790194]\n",
"8182 [D loss: 0.680000, acc.: 55.30%] [G loss: 0.826107]\n",
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"8184 [D loss: 0.666394, acc.: 58.71%] [G loss: 0.829417]\n",
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"8186 [D loss: 0.690483, acc.: 53.79%] [G loss: 0.788294]\n",
"8187 [D loss: 0.649118, acc.: 63.64%] [G loss: 0.820299]\n",
"8188 [D loss: 0.650744, acc.: 65.53%] [G loss: 0.831068]\n",
"8189 [D loss: 0.666380, acc.: 62.12%] [G loss: 0.798139]\n",
"8190 [D loss: 0.667792, acc.: 60.61%] [G loss: 0.829495]\n",
"8191 [D loss: 0.652831, acc.: 63.64%] [G loss: 0.825997]\n",
"8192 [D loss: 0.649353, acc.: 66.67%] [G loss: 0.846976]\n",
"8193 [D loss: 0.651329, acc.: 63.64%] [G loss: 0.829030]\n",
"8194 [D loss: 0.670273, acc.: 54.92%] [G loss: 0.806290]\n",
"8195 [D loss: 0.676001, acc.: 57.95%] [G loss: 0.798931]\n",
"8196 [D loss: 0.673427, acc.: 56.82%] [G loss: 0.835744]\n",
"8197 [D loss: 0.680217, acc.: 57.58%] [G loss: 0.855283]\n",
"8198 [D loss: 0.664695, acc.: 57.95%] [G loss: 0.819973]\n",
"8199 [D loss: 0.649641, acc.: 61.36%] [G loss: 0.847861]\n",
"8200 [D loss: 0.678604, acc.: 56.82%] [G loss: 0.845760]\n",
"8201 [D loss: 0.658746, acc.: 62.12%] [G loss: 0.863604]\n",
"8202 [D loss: 0.667356, acc.: 54.92%] [G loss: 0.852741]\n",
"8203 [D loss: 0.664613, acc.: 62.50%] [G loss: 0.793374]\n",
"8204 [D loss: 0.694971, acc.: 53.41%] [G loss: 0.782804]\n",
"8205 [D loss: 0.682570, acc.: 53.03%] [G loss: 0.792068]\n",
"8206 [D loss: 0.656767, acc.: 63.64%] [G loss: 0.839592]\n",
"8207 [D loss: 0.707465, acc.: 53.03%] [G loss: 0.813670]\n",
"8208 [D loss: 0.674824, acc.: 57.58%] [G loss: 0.794558]\n",
"8209 [D loss: 0.681438, acc.: 58.71%] [G loss: 0.814781]\n",
"8210 [D loss: 0.657925, acc.: 60.61%] [G loss: 0.847384]\n",
"8211 [D loss: 0.688992, acc.: 56.44%] [G loss: 0.809772]\n",
"8212 [D loss: 0.679999, acc.: 57.20%] [G loss: 0.803276]\n",
"8213 [D loss: 0.695959, acc.: 54.92%] [G loss: 0.801559]\n",
"8214 [D loss: 0.671202, acc.: 57.95%] [G loss: 0.823607]\n",
"8215 [D loss: 0.674162, acc.: 55.30%] [G loss: 0.853603]\n",
"8216 [D loss: 0.673914, acc.: 58.33%] [G loss: 0.831681]\n",
"8217 [D loss: 0.677608, acc.: 56.06%] [G loss: 0.842924]\n",
"8218 [D loss: 0.661224, acc.: 62.12%] [G loss: 0.832333]\n",
"8219 [D loss: 0.678292, acc.: 58.71%] [G loss: 0.833741]\n",
"8220 [D loss: 0.669648, acc.: 57.58%] [G loss: 0.813314]\n",
"8221 [D loss: 0.677092, acc.: 54.17%] [G loss: 0.830900]\n",
"8222 [D loss: 0.666188, acc.: 58.33%] [G loss: 0.832392]\n",
"8223 [D loss: 0.663649, acc.: 55.30%] [G loss: 0.841918]\n",
"8224 [D loss: 0.661104, acc.: 59.85%] [G loss: 0.825294]\n",
"8225 [D loss: 0.712315, acc.: 48.11%] [G loss: 0.830660]\n",
"8226 [D loss: 0.687974, acc.: 53.03%] [G loss: 0.858922]\n",
"8227 [D loss: 0.663468, acc.: 57.95%] [G loss: 0.820746]\n",
"8228 [D loss: 0.656744, acc.: 62.50%] [G loss: 0.845476]\n",
"8229 [D loss: 0.667422, acc.: 59.47%] [G loss: 0.861938]\n",
"8230 [D loss: 0.672389, acc.: 57.95%] [G loss: 0.847033]\n",
"8231 [D loss: 0.672749, acc.: 58.71%] [G loss: 0.839160]\n",
"8232 [D loss: 0.669967, acc.: 59.47%] [G loss: 0.847411]\n",
"8233 [D loss: 0.667891, acc.: 58.71%] [G loss: 0.836135]\n",
"8234 [D loss: 0.688393, acc.: 53.41%] [G loss: 0.840784]\n",
"8235 [D loss: 0.688495, acc.: 54.92%] [G loss: 0.813890]\n",
"8236 [D loss: 0.670008, acc.: 62.12%] [G loss: 0.831786]\n",
"8237 [D loss: 0.685012, acc.: 54.17%] [G loss: 0.841606]\n",
"8238 [D loss: 0.665634, acc.: 58.33%] [G loss: 0.851677]\n",
"8239 [D loss: 0.671798, acc.: 57.95%] [G loss: 0.820964]\n",
"8240 [D loss: 0.677547, acc.: 54.92%] [G loss: 0.821600]\n",
"8241 [D loss: 0.675252, acc.: 60.23%] [G loss: 0.816100]\n",
"8242 [D loss: 0.685761, acc.: 54.92%] [G loss: 0.819598]\n",
"8243 [D loss: 0.660902, acc.: 60.23%] [G loss: 0.811230]\n",
"8244 [D loss: 0.663742, acc.: 58.33%] [G loss: 0.837516]\n",
"8245 [D loss: 0.694347, acc.: 56.44%] [G loss: 0.820876]\n",
"8246 [D loss: 0.676096, acc.: 56.06%] [G loss: 0.851827]\n",
"8247 [D loss: 0.685103, acc.: 57.95%] [G loss: 0.818607]\n",
"8248 [D loss: 0.686809, acc.: 54.55%] [G loss: 0.839885]\n",
"8249 [D loss: 0.669039, acc.: 58.33%] [G loss: 0.823607]\n",
"8250 [D loss: 0.657947, acc.: 60.61%] [G loss: 0.836468]\n",
"8251 [D loss: 0.667302, acc.: 54.92%] [G loss: 0.839733]\n",
"8252 [D loss: 0.675787, acc.: 58.71%] [G loss: 0.820888]\n",
"8253 [D loss: 0.666578, acc.: 61.36%] [G loss: 0.820232]\n",
"8254 [D loss: 0.674308, acc.: 55.68%] [G loss: 0.826565]\n",
"8255 [D loss: 0.671402, acc.: 58.71%] [G loss: 0.816349]\n",
"8256 [D loss: 0.655881, acc.: 58.33%] [G loss: 0.831463]\n",
"8257 [D loss: 0.629432, acc.: 67.80%] [G loss: 0.841951]\n",
"8258 [D loss: 0.710151, acc.: 51.14%] [G loss: 0.816246]\n",
"8259 [D loss: 0.685866, acc.: 54.92%] [G loss: 0.830988]\n",
"8260 [D loss: 0.672415, acc.: 55.30%] [G loss: 0.835495]\n",
"8261 [D loss: 0.667978, acc.: 62.88%] [G loss: 0.807323]\n",
"8262 [D loss: 0.675062, acc.: 60.23%] [G loss: 0.815539]\n",
"8263 [D loss: 0.674872, acc.: 58.71%] [G loss: 0.814574]\n",
"8264 [D loss: 0.671012, acc.: 57.58%] [G loss: 0.800313]\n",
"8265 [D loss: 0.678756, acc.: 58.33%] [G loss: 0.798496]\n",
"8266 [D loss: 0.642958, acc.: 67.05%] [G loss: 0.834800]\n",
"8267 [D loss: 0.666548, acc.: 60.23%] [G loss: 0.816507]\n",
"8268 [D loss: 0.675012, acc.: 58.71%] [G loss: 0.819759]\n",
"8269 [D loss: 0.651881, acc.: 64.77%] [G loss: 0.835842]\n",
"8270 [D loss: 0.679571, acc.: 57.20%] [G loss: 0.851284]\n",
"8271 [D loss: 0.662352, acc.: 60.98%] [G loss: 0.819505]\n",
"8272 [D loss: 0.663863, acc.: 62.50%] [G loss: 0.806009]\n",
"8273 [D loss: 0.642634, acc.: 63.26%] [G loss: 0.851327]\n",
"8274 [D loss: 0.658751, acc.: 62.12%] [G loss: 0.802847]\n",
"8275 [D loss: 0.679414, acc.: 56.82%] [G loss: 0.831971]\n",
"8276 [D loss: 0.682181, acc.: 51.89%] [G loss: 0.827658]\n",
"8277 [D loss: 0.679896, acc.: 52.27%] [G loss: 0.793146]\n",
"8278 [D loss: 0.658380, acc.: 60.23%] [G loss: 0.807883]\n",
"8279 [D loss: 0.690333, acc.: 56.44%] [G loss: 0.806605]\n",
"8280 [D loss: 0.684643, acc.: 52.27%] [G loss: 0.841291]\n",
"8281 [D loss: 0.670508, acc.: 56.82%] [G loss: 0.818074]\n",
"8282 [D loss: 0.654801, acc.: 61.36%] [G loss: 0.812881]\n",
"8283 [D loss: 0.696076, acc.: 53.41%] [G loss: 0.851927]\n",
"8284 [D loss: 0.682573, acc.: 53.41%] [G loss: 0.821529]\n",
"8285 [D loss: 0.668205, acc.: 60.98%] [G loss: 0.843585]\n",
"8286 [D loss: 0.658114, acc.: 62.12%] [G loss: 0.831034]\n",
"8287 [D loss: 0.674685, acc.: 52.27%] [G loss: 0.844300]\n",
"8288 [D loss: 0.673671, acc.: 60.23%] [G loss: 0.822895]\n",
"8289 [D loss: 0.680869, acc.: 56.82%] [G loss: 0.825472]\n",
"8290 [D loss: 0.664262, acc.: 60.98%] [G loss: 0.822208]\n",
"8291 [D loss: 0.669650, acc.: 59.47%] [G loss: 0.842927]\n",
"8292 [D loss: 0.671175, acc.: 61.36%] [G loss: 0.817717]\n",
"8293 [D loss: 0.685946, acc.: 55.68%] [G loss: 0.812575]\n",
"8294 [D loss: 0.668504, acc.: 59.47%] [G loss: 0.798729]\n",
"8295 [D loss: 0.664506, acc.: 60.98%] [G loss: 0.846723]\n",
"8296 [D loss: 0.697772, acc.: 54.92%] [G loss: 0.833005]\n",
"8297 [D loss: 0.669172, acc.: 59.47%] [G loss: 0.849593]\n",
"8298 [D loss: 0.662635, acc.: 60.98%] [G loss: 0.829666]\n",
"8299 [D loss: 0.684186, acc.: 54.55%] [G loss: 0.835347]\n",
"8300 [D loss: 0.682694, acc.: 54.55%] [G loss: 0.860431]\n",
"8301 [D loss: 0.671982, acc.: 57.20%] [G loss: 0.814376]\n",
"8302 [D loss: 0.654014, acc.: 60.98%] [G loss: 0.834177]\n",
"8303 [D loss: 0.675595, acc.: 56.06%] [G loss: 0.818344]\n",
"8304 [D loss: 0.665049, acc.: 60.61%] [G loss: 0.819390]\n",
"8305 [D loss: 0.666438, acc.: 62.88%] [G loss: 0.835454]\n",
"8306 [D loss: 0.680396, acc.: 54.92%] [G loss: 0.811345]\n",
"8307 [D loss: 0.677988, acc.: 55.30%] [G loss: 0.795466]\n",
"8308 [D loss: 0.664329, acc.: 60.23%] [G loss: 0.850373]\n",
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"8310 [D loss: 0.679771, acc.: 57.58%] [G loss: 0.859469]\n",
"8311 [D loss: 0.686092, acc.: 54.55%] [G loss: 0.839846]\n",
"8312 [D loss: 0.681120, acc.: 52.65%] [G loss: 0.818241]\n",
"8313 [D loss: 0.674155, acc.: 58.33%] [G loss: 0.802151]\n",
"8314 [D loss: 0.672524, acc.: 57.58%] [G loss: 0.816005]\n",
"8315 [D loss: 0.677369, acc.: 57.20%] [G loss: 0.815206]\n",
"8316 [D loss: 0.674881, acc.: 55.68%] [G loss: 0.853501]\n",
"8317 [D loss: 0.683052, acc.: 59.09%] [G loss: 0.844156]\n",
"8318 [D loss: 0.658787, acc.: 62.88%] [G loss: 0.794948]\n",
"8319 [D loss: 0.683275, acc.: 57.58%] [G loss: 0.813698]\n",
"8320 [D loss: 0.707431, acc.: 53.79%] [G loss: 0.824733]\n",
"8321 [D loss: 0.671815, acc.: 55.68%] [G loss: 0.833359]\n",
"8322 [D loss: 0.691232, acc.: 52.27%] [G loss: 0.864596]\n",
"8323 [D loss: 0.668471, acc.: 56.82%] [G loss: 0.860529]\n",
"8324 [D loss: 0.677068, acc.: 57.95%] [G loss: 0.846753]\n",
"8325 [D loss: 0.682301, acc.: 57.95%] [G loss: 0.894984]\n",
"8326 [D loss: 0.680879, acc.: 56.06%] [G loss: 0.834102]\n",
"8327 [D loss: 0.677770, acc.: 54.55%] [G loss: 0.861939]\n",
"8328 [D loss: 0.659575, acc.: 58.71%] [G loss: 0.840334]\n",
"8329 [D loss: 0.672571, acc.: 56.06%] [G loss: 0.842527]\n",
"8330 [D loss: 0.690199, acc.: 54.55%] [G loss: 0.832070]\n",
"8331 [D loss: 0.655489, acc.: 63.64%] [G loss: 0.849523]\n",
"8332 [D loss: 0.676804, acc.: 54.55%] [G loss: 0.818833]\n",
"8333 [D loss: 0.669949, acc.: 57.95%] [G loss: 0.835499]\n",
"8334 [D loss: 0.673137, acc.: 56.06%] [G loss: 0.850979]\n",
"8335 [D loss: 0.671132, acc.: 55.68%] [G loss: 0.835163]\n",
"8336 [D loss: 0.667678, acc.: 60.98%] [G loss: 0.852229]\n",
"8337 [D loss: 0.633159, acc.: 64.39%] [G loss: 0.829168]\n",
"8338 [D loss: 0.646440, acc.: 64.77%] [G loss: 0.856644]\n",
"8339 [D loss: 0.688467, acc.: 56.44%] [G loss: 0.841095]\n",
"8340 [D loss: 0.666292, acc.: 58.71%] [G loss: 0.823305]\n",
"8341 [D loss: 0.655487, acc.: 59.09%] [G loss: 0.827516]\n",
"8342 [D loss: 0.673325, acc.: 57.20%] [G loss: 0.800631]\n",
"8343 [D loss: 0.653575, acc.: 61.36%] [G loss: 0.816564]\n",
"8344 [D loss: 0.683527, acc.: 55.68%] [G loss: 0.824086]\n",
"8345 [D loss: 0.680664, acc.: 54.92%] [G loss: 0.857768]\n",
"8346 [D loss: 0.681065, acc.: 56.44%] [G loss: 0.827258]\n",
"8347 [D loss: 0.675417, acc.: 54.17%] [G loss: 0.854534]\n",
"8348 [D loss: 0.674415, acc.: 58.33%] [G loss: 0.840114]\n",
"8349 [D loss: 0.676516, acc.: 56.06%] [G loss: 0.812545]\n",
"8350 [D loss: 0.667995, acc.: 59.85%] [G loss: 0.828716]\n",
"8351 [D loss: 0.667689, acc.: 56.82%] [G loss: 0.825443]\n",
"8352 [D loss: 0.676702, acc.: 53.79%] [G loss: 0.825386]\n",
"8353 [D loss: 0.698034, acc.: 53.79%] [G loss: 0.833095]\n",
"8354 [D loss: 0.673280, acc.: 59.47%] [G loss: 0.823539]\n",
"8355 [D loss: 0.666545, acc.: 58.33%] [G loss: 0.841025]\n",
"8356 [D loss: 0.664696, acc.: 61.74%] [G loss: 0.812927]\n",
"8357 [D loss: 0.682036, acc.: 57.20%] [G loss: 0.787223]\n",
"8358 [D loss: 0.657153, acc.: 65.15%] [G loss: 0.822139]\n",
"8359 [D loss: 0.681583, acc.: 57.95%] [G loss: 0.833693]\n",
"8360 [D loss: 0.662705, acc.: 59.47%] [G loss: 0.813716]\n",
"8361 [D loss: 0.673262, acc.: 58.33%] [G loss: 0.808269]\n",
"8362 [D loss: 0.664080, acc.: 57.58%] [G loss: 0.805512]\n",
"8363 [D loss: 0.662101, acc.: 62.50%] [G loss: 0.819298]\n",
"8364 [D loss: 0.661071, acc.: 61.36%] [G loss: 0.819033]\n",
"8365 [D loss: 0.681192, acc.: 57.95%] [G loss: 0.822863]\n",
"8366 [D loss: 0.672596, acc.: 57.58%] [G loss: 0.797894]\n",
"8367 [D loss: 0.661965, acc.: 62.50%] [G loss: 0.817177]\n",
"8368 [D loss: 0.696351, acc.: 53.41%] [G loss: 0.810281]\n",
"8369 [D loss: 0.666062, acc.: 56.82%] [G loss: 0.764473]\n",
"8370 [D loss: 0.690697, acc.: 54.92%] [G loss: 0.822672]\n",
"8371 [D loss: 0.667038, acc.: 59.85%] [G loss: 0.792271]\n",
"8372 [D loss: 0.691968, acc.: 53.79%] [G loss: 0.847228]\n",
"8373 [D loss: 0.667665, acc.: 58.71%] [G loss: 0.874325]\n",
"8374 [D loss: 0.677960, acc.: 55.68%] [G loss: 0.779902]\n",
"8375 [D loss: 0.677687, acc.: 56.82%] [G loss: 0.792393]\n",
"8376 [D loss: 0.663357, acc.: 59.47%] [G loss: 0.815594]\n",
"8377 [D loss: 0.695394, acc.: 54.17%] [G loss: 0.833850]\n",
"8378 [D loss: 0.675737, acc.: 56.06%] [G loss: 0.845147]\n",
"8379 [D loss: 0.658752, acc.: 62.12%] [G loss: 0.815633]\n",
"8380 [D loss: 0.673699, acc.: 55.68%] [G loss: 0.817809]\n",
"8381 [D loss: 0.657824, acc.: 60.98%] [G loss: 0.853085]\n",
"8382 [D loss: 0.662668, acc.: 59.47%] [G loss: 0.822429]\n",
"8383 [D loss: 0.665016, acc.: 60.98%] [G loss: 0.830994]\n",
"8384 [D loss: 0.645237, acc.: 64.39%] [G loss: 0.814075]\n",
"8385 [D loss: 0.675594, acc.: 57.58%] [G loss: 0.850117]\n",
"8386 [D loss: 0.699944, acc.: 52.65%] [G loss: 0.806196]\n",
"8387 [D loss: 0.658901, acc.: 58.71%] [G loss: 0.834792]\n",
"8388 [D loss: 0.679459, acc.: 57.95%] [G loss: 0.838572]\n",
"8389 [D loss: 0.667090, acc.: 61.74%] [G loss: 0.844272]\n",
"8390 [D loss: 0.680944, acc.: 54.17%] [G loss: 0.823671]\n",
"8391 [D loss: 0.670501, acc.: 57.58%] [G loss: 0.792042]\n",
"8392 [D loss: 0.687641, acc.: 53.41%] [G loss: 0.809864]\n",
"8393 [D loss: 0.680095, acc.: 57.95%] [G loss: 0.806301]\n",
"8394 [D loss: 0.657445, acc.: 61.74%] [G loss: 0.826478]\n",
"8395 [D loss: 0.681823, acc.: 54.92%] [G loss: 0.845952]\n",
"8396 [D loss: 0.717934, acc.: 50.76%] [G loss: 0.816595]\n",
"8397 [D loss: 0.675209, acc.: 55.68%] [G loss: 0.834334]\n",
"8398 [D loss: 0.678889, acc.: 56.06%] [G loss: 0.823031]\n",
"8399 [D loss: 0.673708, acc.: 58.71%] [G loss: 0.834984]\n",
"8400 [D loss: 0.677979, acc.: 58.33%] [G loss: 0.843772]\n",
"8401 [D loss: 0.663258, acc.: 59.09%] [G loss: 0.823856]\n",
"8402 [D loss: 0.675601, acc.: 58.33%] [G loss: 0.809757]\n",
"8403 [D loss: 0.660116, acc.: 62.50%] [G loss: 0.857043]\n",
"8404 [D loss: 0.694907, acc.: 54.92%] [G loss: 0.825633]\n",
"8405 [D loss: 0.680921, acc.: 58.71%] [G loss: 0.794956]\n",
"8406 [D loss: 0.671818, acc.: 60.23%] [G loss: 0.802508]\n",
"8407 [D loss: 0.657327, acc.: 59.85%] [G loss: 0.814399]\n",
"8408 [D loss: 0.669334, acc.: 56.82%] [G loss: 0.824875]\n",
"8409 [D loss: 0.659480, acc.: 60.61%] [G loss: 0.835142]\n",
"8410 [D loss: 0.681477, acc.: 56.82%] [G loss: 0.800039]\n",
"8411 [D loss: 0.680860, acc.: 59.47%] [G loss: 0.824122]\n",
"8412 [D loss: 0.667430, acc.: 58.71%] [G loss: 0.814197]\n",
"8413 [D loss: 0.684529, acc.: 53.79%] [G loss: 0.816121]\n",
"8414 [D loss: 0.684013, acc.: 53.41%] [G loss: 0.860460]\n",
"8415 [D loss: 0.673723, acc.: 57.20%] [G loss: 0.833133]\n",
"8416 [D loss: 0.684245, acc.: 54.17%] [G loss: 0.822268]\n",
"8417 [D loss: 0.672328, acc.: 62.12%] [G loss: 0.803374]\n",
"8418 [D loss: 0.678281, acc.: 57.95%] [G loss: 0.793736]\n",
"8419 [D loss: 0.662427, acc.: 55.68%] [G loss: 0.818942]\n",
"8420 [D loss: 0.668723, acc.: 56.82%] [G loss: 0.820942]\n",
"8421 [D loss: 0.663497, acc.: 56.44%] [G loss: 0.823326]\n",
"8422 [D loss: 0.682088, acc.: 57.58%] [G loss: 0.839556]\n",
"8423 [D loss: 0.652270, acc.: 63.64%] [G loss: 0.837912]\n",
"8424 [D loss: 0.677450, acc.: 56.44%] [G loss: 0.835121]\n",
"8425 [D loss: 0.662700, acc.: 60.98%] [G loss: 0.853535]\n",
"8426 [D loss: 0.671953, acc.: 57.58%] [G loss: 0.838742]\n",
"8427 [D loss: 0.675420, acc.: 59.09%] [G loss: 0.823470]\n",
"8428 [D loss: 0.654983, acc.: 61.36%] [G loss: 0.819196]\n",
"8429 [D loss: 0.662117, acc.: 62.12%] [G loss: 0.827800]\n",
"8430 [D loss: 0.671064, acc.: 58.71%] [G loss: 0.818935]\n",
"8431 [D loss: 0.671496, acc.: 56.06%] [G loss: 0.813093]\n",
"8432 [D loss: 0.666442, acc.: 57.58%] [G loss: 0.834393]\n",
"8433 [D loss: 0.669613, acc.: 57.95%] [G loss: 0.839753]\n",
"8434 [D loss: 0.666401, acc.: 64.02%] [G loss: 0.848933]\n",
"8435 [D loss: 0.654093, acc.: 63.26%] [G loss: 0.831777]\n",
"8436 [D loss: 0.654783, acc.: 59.85%] [G loss: 0.813956]\n",
"8437 [D loss: 0.660943, acc.: 62.12%] [G loss: 0.818774]\n",
"8438 [D loss: 0.681770, acc.: 57.95%] [G loss: 0.814691]\n",
"8439 [D loss: 0.657332, acc.: 58.71%] [G loss: 0.839863]\n",
"8440 [D loss: 0.684232, acc.: 57.95%] [G loss: 0.828344]\n",
"8441 [D loss: 0.670274, acc.: 58.33%] [G loss: 0.845488]\n",
"8442 [D loss: 0.665457, acc.: 60.98%] [G loss: 0.829423]\n",
"8443 [D loss: 0.665273, acc.: 64.77%] [G loss: 0.814707]\n",
"8444 [D loss: 0.675632, acc.: 56.82%] [G loss: 0.851543]\n",
"8445 [D loss: 0.683111, acc.: 56.82%] [G loss: 0.825542]\n",
"8446 [D loss: 0.685313, acc.: 53.79%] [G loss: 0.819245]\n",
"8447 [D loss: 0.656001, acc.: 59.09%] [G loss: 0.880652]\n",
"8448 [D loss: 0.670709, acc.: 56.44%] [G loss: 0.852594]\n",
"8449 [D loss: 0.677931, acc.: 54.55%] [G loss: 0.845912]\n",
"8450 [D loss: 0.690034, acc.: 58.33%] [G loss: 0.823665]\n",
"8451 [D loss: 0.667759, acc.: 57.58%] [G loss: 0.795017]\n",
"8452 [D loss: 0.687230, acc.: 55.30%] [G loss: 0.837818]\n",
"8453 [D loss: 0.686257, acc.: 53.79%] [G loss: 0.872782]\n",
"8454 [D loss: 0.653687, acc.: 65.53%] [G loss: 0.864153]\n",
"8455 [D loss: 0.673711, acc.: 58.33%] [G loss: 0.852059]\n",
"8456 [D loss: 0.685085, acc.: 56.82%] [G loss: 0.850043]\n",
"8457 [D loss: 0.679642, acc.: 57.95%] [G loss: 0.805960]\n",
"8458 [D loss: 0.676023, acc.: 59.47%] [G loss: 0.849243]\n",
"8459 [D loss: 0.679880, acc.: 54.17%] [G loss: 0.847968]\n",
"8460 [D loss: 0.694110, acc.: 54.55%] [G loss: 0.844563]\n",
"8461 [D loss: 0.673023, acc.: 60.98%] [G loss: 0.822797]\n",
"8462 [D loss: 0.656273, acc.: 60.61%] [G loss: 0.824174]\n",
"8463 [D loss: 0.669797, acc.: 58.71%] [G loss: 0.846849]\n",
"8464 [D loss: 0.675046, acc.: 59.47%] [G loss: 0.825264]\n",
"8465 [D loss: 0.678661, acc.: 57.95%] [G loss: 0.817054]\n",
"8466 [D loss: 0.649611, acc.: 65.53%] [G loss: 0.799901]\n",
"8467 [D loss: 0.675755, acc.: 57.95%] [G loss: 0.849271]\n",
"8468 [D loss: 0.670449, acc.: 57.58%] [G loss: 0.843707]\n",
"8469 [D loss: 0.664312, acc.: 57.20%] [G loss: 0.831817]\n",
"8470 [D loss: 0.663709, acc.: 60.23%] [G loss: 0.819758]\n",
"8471 [D loss: 0.674583, acc.: 60.23%] [G loss: 0.808364]\n",
"8472 [D loss: 0.677590, acc.: 57.58%] [G loss: 0.820040]\n",
"8473 [D loss: 0.673023, acc.: 56.06%] [G loss: 0.836515]\n",
"8474 [D loss: 0.643738, acc.: 62.88%] [G loss: 0.821366]\n",
"8475 [D loss: 0.675644, acc.: 57.95%] [G loss: 0.816624]\n",
"8476 [D loss: 0.690863, acc.: 53.41%] [G loss: 0.867195]\n",
"8477 [D loss: 0.676468, acc.: 53.79%] [G loss: 0.844935]\n",
"8478 [D loss: 0.682441, acc.: 57.58%] [G loss: 0.802461]\n",
"8479 [D loss: 0.687803, acc.: 54.17%] [G loss: 0.798056]\n",
"8480 [D loss: 0.686102, acc.: 57.20%] [G loss: 0.803536]\n",
"8481 [D loss: 0.651457, acc.: 63.64%] [G loss: 0.823573]\n",
"8482 [D loss: 0.658785, acc.: 65.91%] [G loss: 0.837937]\n",
"8483 [D loss: 0.664969, acc.: 60.61%] [G loss: 0.829640]\n",
"8484 [D loss: 0.656413, acc.: 63.26%] [G loss: 0.851200]\n",
"8485 [D loss: 0.683176, acc.: 58.33%] [G loss: 0.821996]\n",
"8486 [D loss: 0.674341, acc.: 59.47%] [G loss: 0.817373]\n",
"8487 [D loss: 0.669493, acc.: 58.71%] [G loss: 0.860552]\n",
"8488 [D loss: 0.684682, acc.: 56.44%] [G loss: 0.863514]\n",
"8489 [D loss: 0.672802, acc.: 56.44%] [G loss: 0.802975]\n",
"8490 [D loss: 0.654666, acc.: 60.61%] [G loss: 0.832642]\n",
"8491 [D loss: 0.694374, acc.: 47.73%] [G loss: 0.823815]\n",
"8492 [D loss: 0.670365, acc.: 58.33%] [G loss: 0.809649]\n",
"8493 [D loss: 0.685048, acc.: 51.14%] [G loss: 0.818594]\n",
"8494 [D loss: 0.660694, acc.: 59.47%] [G loss: 0.827693]\n",
"8495 [D loss: 0.669681, acc.: 58.33%] [G loss: 0.829331]\n",
"8496 [D loss: 0.653083, acc.: 64.39%] [G loss: 0.864565]\n",
"8497 [D loss: 0.654155, acc.: 66.29%] [G loss: 0.873550]\n",
"8498 [D loss: 0.681698, acc.: 58.71%] [G loss: 0.855080]\n",
"8499 [D loss: 0.689039, acc.: 52.65%] [G loss: 0.841806]\n",
"8500 [D loss: 0.671624, acc.: 55.30%] [G loss: 0.832175]\n",
"8501 [D loss: 0.669025, acc.: 59.47%] [G loss: 0.813513]\n",
"8502 [D loss: 0.674795, acc.: 55.68%] [G loss: 0.853061]\n",
"8503 [D loss: 0.658942, acc.: 62.50%] [G loss: 0.855904]\n",
"8504 [D loss: 0.680084, acc.: 56.82%] [G loss: 0.866231]\n",
"8505 [D loss: 0.685601, acc.: 54.55%] [G loss: 0.864330]\n",
"8506 [D loss: 0.650657, acc.: 64.39%] [G loss: 0.851851]\n",
"8507 [D loss: 0.694928, acc.: 52.27%] [G loss: 0.813809]\n",
"8508 [D loss: 0.664639, acc.: 62.50%] [G loss: 0.821298]\n",
"8509 [D loss: 0.667354, acc.: 60.23%] [G loss: 0.806970]\n",
"8510 [D loss: 0.677811, acc.: 56.82%] [G loss: 0.800256]\n",
"8511 [D loss: 0.654289, acc.: 62.12%] [G loss: 0.863332]\n",
"8512 [D loss: 0.667012, acc.: 56.44%] [G loss: 0.819891]\n",
"8513 [D loss: 0.687182, acc.: 53.41%] [G loss: 0.822221]\n",
"8514 [D loss: 0.672926, acc.: 57.58%] [G loss: 0.862221]\n",
"8515 [D loss: 0.675205, acc.: 54.55%] [G loss: 0.820835]\n",
"8516 [D loss: 0.668159, acc.: 58.33%] [G loss: 0.832480]\n",
"8517 [D loss: 0.668325, acc.: 58.71%] [G loss: 0.826457]\n",
"8518 [D loss: 0.643991, acc.: 63.64%] [G loss: 0.803085]\n",
"8519 [D loss: 0.672256, acc.: 58.71%] [G loss: 0.842185]\n",
"8520 [D loss: 0.686944, acc.: 53.41%] [G loss: 0.868451]\n",
"8521 [D loss: 0.678251, acc.: 57.95%] [G loss: 0.844250]\n",
"8522 [D loss: 0.673341, acc.: 55.30%] [G loss: 0.811573]\n",
"8523 [D loss: 0.667890, acc.: 60.98%] [G loss: 0.835003]\n",
"8524 [D loss: 0.665412, acc.: 57.95%] [G loss: 0.854245]\n",
"8525 [D loss: 0.670523, acc.: 59.85%] [G loss: 0.829486]\n",
"8526 [D loss: 0.675123, acc.: 55.30%] [G loss: 0.878019]\n",
"8527 [D loss: 0.678513, acc.: 56.06%] [G loss: 0.816709]\n",
"8528 [D loss: 0.682007, acc.: 56.44%] [G loss: 0.831938]\n",
"8529 [D loss: 0.666399, acc.: 59.47%] [G loss: 0.813946]\n",
"8530 [D loss: 0.698641, acc.: 52.27%] [G loss: 0.837895]\n",
"8531 [D loss: 0.644661, acc.: 66.29%] [G loss: 0.864508]\n",
"8532 [D loss: 0.686598, acc.: 57.95%] [G loss: 0.826818]\n",
"8533 [D loss: 0.687631, acc.: 53.79%] [G loss: 0.786198]\n",
"8534 [D loss: 0.682878, acc.: 57.58%] [G loss: 0.804223]\n",
"8535 [D loss: 0.653026, acc.: 62.88%] [G loss: 0.795571]\n",
"8536 [D loss: 0.687746, acc.: 54.55%] [G loss: 0.843577]\n",
"8537 [D loss: 0.669363, acc.: 58.33%] [G loss: 0.825202]\n",
"8538 [D loss: 0.650364, acc.: 63.26%] [G loss: 0.837097]\n",
"8539 [D loss: 0.674359, acc.: 57.58%] [G loss: 0.835290]\n",
"8540 [D loss: 0.672897, acc.: 57.95%] [G loss: 0.860332]\n",
"8541 [D loss: 0.675517, acc.: 60.61%] [G loss: 0.840885]\n",
"8542 [D loss: 0.662094, acc.: 61.36%] [G loss: 0.810582]\n",
"8543 [D loss: 0.680999, acc.: 54.17%] [G loss: 0.831248]\n",
"8544 [D loss: 0.671706, acc.: 59.85%] [G loss: 0.814685]\n",
"8545 [D loss: 0.696519, acc.: 59.09%] [G loss: 0.815647]\n",
"8546 [D loss: 0.669074, acc.: 58.71%] [G loss: 0.814316]\n",
"8547 [D loss: 0.651904, acc.: 64.02%] [G loss: 0.840326]\n",
"8548 [D loss: 0.672545, acc.: 58.33%] [G loss: 0.823724]\n",
"8549 [D loss: 0.675709, acc.: 54.92%] [G loss: 0.831388]\n",
"8550 [D loss: 0.664942, acc.: 58.33%] [G loss: 0.812434]\n",
"8551 [D loss: 0.667315, acc.: 58.33%] [G loss: 0.807220]\n",
"8552 [D loss: 0.669067, acc.: 59.47%] [G loss: 0.822829]\n",
"8553 [D loss: 0.683361, acc.: 58.33%] [G loss: 0.853498]\n",
"8554 [D loss: 0.682396, acc.: 59.47%] [G loss: 0.843874]\n",
"8555 [D loss: 0.670800, acc.: 58.71%] [G loss: 0.847244]\n",
"8556 [D loss: 0.661287, acc.: 60.61%] [G loss: 0.827267]\n",
"8557 [D loss: 0.684220, acc.: 56.44%] [G loss: 0.802730]\n",
"8558 [D loss: 0.644064, acc.: 62.50%] [G loss: 0.830557]\n",
"8559 [D loss: 0.669615, acc.: 61.36%] [G loss: 0.827670]\n",
"8560 [D loss: 0.667132, acc.: 56.06%] [G loss: 0.829983]\n",
"8561 [D loss: 0.696673, acc.: 52.27%] [G loss: 0.810462]\n",
"8562 [D loss: 0.675630, acc.: 57.58%] [G loss: 0.823319]\n",
"8563 [D loss: 0.664808, acc.: 62.12%] [G loss: 0.803454]\n",
"8564 [D loss: 0.673711, acc.: 57.95%] [G loss: 0.840365]\n",
"8565 [D loss: 0.658854, acc.: 61.74%] [G loss: 0.849204]\n",
"8566 [D loss: 0.665041, acc.: 58.71%] [G loss: 0.837689]\n",
"8567 [D loss: 0.670130, acc.: 59.85%] [G loss: 0.852453]\n",
"8568 [D loss: 0.695607, acc.: 54.92%] [G loss: 0.867591]\n",
"8569 [D loss: 0.675194, acc.: 59.85%] [G loss: 0.822874]\n",
"8570 [D loss: 0.678825, acc.: 57.20%] [G loss: 0.828231]\n",
"8571 [D loss: 0.692338, acc.: 53.03%] [G loss: 0.827129]\n",
"8572 [D loss: 0.654426, acc.: 60.61%] [G loss: 0.834349]\n",
"8573 [D loss: 0.699436, acc.: 55.68%] [G loss: 0.803305]\n",
"8574 [D loss: 0.689266, acc.: 56.44%] [G loss: 0.855564]\n",
"8575 [D loss: 0.665200, acc.: 56.06%] [G loss: 0.836992]\n",
"8576 [D loss: 0.685388, acc.: 56.06%] [G loss: 0.808915]\n",
"8577 [D loss: 0.676577, acc.: 56.44%] [G loss: 0.839987]\n",
"8578 [D loss: 0.680704, acc.: 55.68%] [G loss: 0.830787]\n",
"8579 [D loss: 0.668392, acc.: 59.47%] [G loss: 0.865334]\n",
"8580 [D loss: 0.667510, acc.: 59.09%] [G loss: 0.801462]\n",
"8581 [D loss: 0.657105, acc.: 59.09%] [G loss: 0.818378]\n",
"8582 [D loss: 0.682200, acc.: 56.06%] [G loss: 0.811213]\n",
"8583 [D loss: 0.657984, acc.: 58.71%] [G loss: 0.867404]\n",
"8584 [D loss: 0.668586, acc.: 56.06%] [G loss: 0.841236]\n",
"8585 [D loss: 0.673071, acc.: 59.09%] [G loss: 0.826116]\n",
"8586 [D loss: 0.679092, acc.: 56.82%] [G loss: 0.900043]\n",
"8587 [D loss: 0.691381, acc.: 54.92%] [G loss: 0.836329]\n",
"8588 [D loss: 0.694789, acc.: 51.52%] [G loss: 0.785336]\n",
"8589 [D loss: 0.708157, acc.: 50.76%] [G loss: 0.838270]\n",
"8590 [D loss: 0.651533, acc.: 62.12%] [G loss: 0.833867]\n",
"8591 [D loss: 0.685105, acc.: 56.44%] [G loss: 0.819220]\n",
"8592 [D loss: 0.681542, acc.: 54.92%] [G loss: 0.814798]\n",
"8593 [D loss: 0.675276, acc.: 59.85%] [G loss: 0.823015]\n",
"8594 [D loss: 0.681763, acc.: 55.68%] [G loss: 0.811588]\n",
"8595 [D loss: 0.666755, acc.: 60.23%] [G loss: 0.849264]\n",
"8596 [D loss: 0.672780, acc.: 55.68%] [G loss: 0.859968]\n",
"8597 [D loss: 0.658472, acc.: 63.64%] [G loss: 0.839861]\n",
"8598 [D loss: 0.683159, acc.: 58.33%] [G loss: 0.838892]\n",
"8599 [D loss: 0.651808, acc.: 62.12%] [G loss: 0.814424]\n",
"8600 [D loss: 0.668132, acc.: 57.58%] [G loss: 0.834515]\n",
"8601 [D loss: 0.701547, acc.: 51.52%] [G loss: 0.806012]\n",
"8602 [D loss: 0.669640, acc.: 59.09%] [G loss: 0.817835]\n",
"8603 [D loss: 0.661902, acc.: 61.36%] [G loss: 0.815314]\n",
"8604 [D loss: 0.682019, acc.: 56.82%] [G loss: 0.833334]\n",
"8605 [D loss: 0.662532, acc.: 60.98%] [G loss: 0.833711]\n",
"8606 [D loss: 0.671168, acc.: 56.82%] [G loss: 0.840516]\n",
"8607 [D loss: 0.669547, acc.: 58.71%] [G loss: 0.805931]\n",
"8608 [D loss: 0.664152, acc.: 62.88%] [G loss: 0.822667]\n",
"8609 [D loss: 0.651128, acc.: 62.12%] [G loss: 0.828453]\n",
"8610 [D loss: 0.680672, acc.: 51.52%] [G loss: 0.861844]\n",
"8611 [D loss: 0.681797, acc.: 55.68%] [G loss: 0.852516]\n",
"8612 [D loss: 0.675512, acc.: 56.44%] [G loss: 0.799721]\n",
"8613 [D loss: 0.687159, acc.: 54.55%] [G loss: 0.841902]\n",
"8614 [D loss: 0.638731, acc.: 64.39%] [G loss: 0.812897]\n",
"8615 [D loss: 0.672019, acc.: 56.44%] [G loss: 0.840532]\n",
"8616 [D loss: 0.709031, acc.: 53.79%] [G loss: 0.830427]\n",
"8617 [D loss: 0.683256, acc.: 60.23%] [G loss: 0.810660]\n",
"8618 [D loss: 0.683743, acc.: 57.20%] [G loss: 0.819111]\n",
"8619 [D loss: 0.662615, acc.: 57.20%] [G loss: 0.850182]\n",
"8620 [D loss: 0.662147, acc.: 57.95%] [G loss: 0.877426]\n",
"8621 [D loss: 0.693025, acc.: 52.27%] [G loss: 0.835065]\n",
"8622 [D loss: 0.649433, acc.: 60.61%] [G loss: 0.859298]\n",
"8623 [D loss: 0.676455, acc.: 57.20%] [G loss: 0.833675]\n",
"8624 [D loss: 0.680808, acc.: 57.95%] [G loss: 0.811130]\n",
"8625 [D loss: 0.649320, acc.: 64.39%] [G loss: 0.860223]\n",
"8626 [D loss: 0.665654, acc.: 60.61%] [G loss: 0.859093]\n",
"8627 [D loss: 0.673129, acc.: 58.33%] [G loss: 0.850365]\n",
"8628 [D loss: 0.674446, acc.: 55.30%] [G loss: 0.821887]\n",
"8629 [D loss: 0.667588, acc.: 57.58%] [G loss: 0.817682]\n",
"8630 [D loss: 0.672860, acc.: 56.82%] [G loss: 0.792155]\n",
"8631 [D loss: 0.683150, acc.: 60.61%] [G loss: 0.810031]\n",
"8632 [D loss: 0.663429, acc.: 61.74%] [G loss: 0.781685]\n",
"8633 [D loss: 0.689473, acc.: 55.68%] [G loss: 0.813945]\n",
"8634 [D loss: 0.705597, acc.: 52.27%] [G loss: 0.821240]\n",
"8635 [D loss: 0.680032, acc.: 60.23%] [G loss: 0.808453]\n",
"8636 [D loss: 0.664319, acc.: 58.33%] [G loss: 0.841284]\n",
"8637 [D loss: 0.681116, acc.: 54.55%] [G loss: 0.824823]\n",
"8638 [D loss: 0.659318, acc.: 60.61%] [G loss: 0.851889]\n",
"8639 [D loss: 0.658247, acc.: 56.82%] [G loss: 0.828130]\n",
"8640 [D loss: 0.676552, acc.: 57.95%] [G loss: 0.817102]\n",
"8641 [D loss: 0.670516, acc.: 59.47%] [G loss: 0.801882]\n",
"8642 [D loss: 0.665358, acc.: 60.23%] [G loss: 0.818848]\n",
"8643 [D loss: 0.672809, acc.: 58.33%] [G loss: 0.879788]\n",
"8644 [D loss: 0.675310, acc.: 57.58%] [G loss: 0.828637]\n",
"8645 [D loss: 0.697782, acc.: 51.89%] [G loss: 0.846744]\n",
"8646 [D loss: 0.663681, acc.: 57.95%] [G loss: 0.828027]\n",
"8647 [D loss: 0.686818, acc.: 53.79%] [G loss: 0.831695]\n",
"8648 [D loss: 0.694606, acc.: 55.68%] [G loss: 0.816796]\n",
"8649 [D loss: 0.660164, acc.: 62.12%] [G loss: 0.834124]\n",
"8650 [D loss: 0.664752, acc.: 60.23%] [G loss: 0.813212]\n",
"8651 [D loss: 0.670600, acc.: 58.33%] [G loss: 0.842261]\n",
"8652 [D loss: 0.683171, acc.: 55.68%] [G loss: 0.827733]\n",
"8653 [D loss: 0.672898, acc.: 60.61%] [G loss: 0.826806]\n",
"8654 [D loss: 0.689247, acc.: 54.92%] [G loss: 0.845437]\n",
"8655 [D loss: 0.673247, acc.: 59.09%] [G loss: 0.852367]\n",
"8656 [D loss: 0.686727, acc.: 55.68%] [G loss: 0.847923]\n",
"8657 [D loss: 0.675082, acc.: 57.58%] [G loss: 0.813212]\n",
"8658 [D loss: 0.685708, acc.: 53.79%] [G loss: 0.871520]\n",
"8659 [D loss: 0.670087, acc.: 58.33%] [G loss: 0.840794]\n",
"8660 [D loss: 0.680078, acc.: 52.65%] [G loss: 0.786369]\n",
"8661 [D loss: 0.644555, acc.: 65.15%] [G loss: 0.828899]\n",
"8662 [D loss: 0.680915, acc.: 57.58%] [G loss: 0.846696]\n",
"8663 [D loss: 0.674583, acc.: 57.20%] [G loss: 0.834625]\n",
"8664 [D loss: 0.660133, acc.: 57.58%] [G loss: 0.836868]\n",
"8665 [D loss: 0.670977, acc.: 57.58%] [G loss: 0.825899]\n",
"8666 [D loss: 0.702346, acc.: 54.55%] [G loss: 0.807725]\n",
"8667 [D loss: 0.662862, acc.: 60.23%] [G loss: 0.828139]\n",
"8668 [D loss: 0.654416, acc.: 65.15%] [G loss: 0.818777]\n",
"8669 [D loss: 0.660769, acc.: 60.98%] [G loss: 0.842096]\n",
"8670 [D loss: 0.680471, acc.: 56.44%] [G loss: 0.853798]\n",
"8671 [D loss: 0.678265, acc.: 56.82%] [G loss: 0.856283]\n",
"8672 [D loss: 0.655326, acc.: 62.88%] [G loss: 0.852550]\n",
"8673 [D loss: 0.667998, acc.: 57.95%] [G loss: 0.807829]\n",
"8674 [D loss: 0.673937, acc.: 58.33%] [G loss: 0.819246]\n",
"8675 [D loss: 0.667742, acc.: 58.71%] [G loss: 0.835316]\n",
"8676 [D loss: 0.666958, acc.: 59.09%] [G loss: 0.825304]\n",
"8677 [D loss: 0.663336, acc.: 59.47%] [G loss: 0.842737]\n",
"8678 [D loss: 0.677980, acc.: 55.68%] [G loss: 0.816421]\n",
"8679 [D loss: 0.656934, acc.: 61.36%] [G loss: 0.846349]\n",
"8680 [D loss: 0.663628, acc.: 59.85%] [G loss: 0.820318]\n",
"8681 [D loss: 0.675804, acc.: 56.82%] [G loss: 0.856646]\n",
"8682 [D loss: 0.660255, acc.: 61.74%] [G loss: 0.849221]\n",
"8683 [D loss: 0.668432, acc.: 61.74%] [G loss: 0.818221]\n",
"8684 [D loss: 0.666621, acc.: 61.74%] [G loss: 0.831716]\n",
"8685 [D loss: 0.683048, acc.: 55.30%] [G loss: 0.845914]\n",
"8686 [D loss: 0.679972, acc.: 54.17%] [G loss: 0.835196]\n",
"8687 [D loss: 0.667856, acc.: 59.09%] [G loss: 0.826438]\n",
"8688 [D loss: 0.657240, acc.: 61.74%] [G loss: 0.836987]\n",
"8689 [D loss: 0.676774, acc.: 59.85%] [G loss: 0.793679]\n",
"8690 [D loss: 0.673253, acc.: 59.85%] [G loss: 0.809365]\n",
"8691 [D loss: 0.661874, acc.: 59.09%] [G loss: 0.822865]\n",
"8692 [D loss: 0.698897, acc.: 53.41%] [G loss: 0.812180]\n",
"8693 [D loss: 0.654546, acc.: 61.74%] [G loss: 0.805368]\n",
"8694 [D loss: 0.657895, acc.: 62.50%] [G loss: 0.843675]\n",
"8695 [D loss: 0.673963, acc.: 55.68%] [G loss: 0.818171]\n",
"8696 [D loss: 0.685717, acc.: 57.20%] [G loss: 0.790025]\n",
"8697 [D loss: 0.702613, acc.: 52.27%] [G loss: 0.830654]\n",
"8698 [D loss: 0.663972, acc.: 58.33%] [G loss: 0.820704]\n",
"8699 [D loss: 0.666858, acc.: 57.20%] [G loss: 0.823820]\n",
"8700 [D loss: 0.668633, acc.: 57.20%] [G loss: 0.852951]\n",
"8701 [D loss: 0.662204, acc.: 60.98%] [G loss: 0.805593]\n",
"8702 [D loss: 0.674742, acc.: 54.55%] [G loss: 0.813096]\n",
"8703 [D loss: 0.668600, acc.: 57.20%] [G loss: 0.841796]\n",
"8704 [D loss: 0.655838, acc.: 62.50%] [G loss: 0.812279]\n",
"8705 [D loss: 0.691014, acc.: 58.71%] [G loss: 0.825248]\n",
"8706 [D loss: 0.668829, acc.: 58.71%] [G loss: 0.797593]\n",
"8707 [D loss: 0.671794, acc.: 59.47%] [G loss: 0.827669]\n",
"8708 [D loss: 0.664994, acc.: 54.92%] [G loss: 0.857145]\n",
"8709 [D loss: 0.682766, acc.: 57.20%] [G loss: 0.814668]\n",
"8710 [D loss: 0.684066, acc.: 54.55%] [G loss: 0.822942]\n",
"8711 [D loss: 0.668232, acc.: 57.95%] [G loss: 0.825189]\n",
"8712 [D loss: 0.682328, acc.: 54.17%] [G loss: 0.848529]\n",
"8713 [D loss: 0.665751, acc.: 60.61%] [G loss: 0.853227]\n",
"8714 [D loss: 0.680186, acc.: 54.55%] [G loss: 0.866879]\n",
"8715 [D loss: 0.680747, acc.: 55.68%] [G loss: 0.857851]\n",
"8716 [D loss: 0.676812, acc.: 58.71%] [G loss: 0.842264]\n",
"8717 [D loss: 0.671663, acc.: 59.47%] [G loss: 0.853103]\n",
"8718 [D loss: 0.669006, acc.: 59.85%] [G loss: 0.802265]\n",
"8719 [D loss: 0.681523, acc.: 59.09%] [G loss: 0.823047]\n",
"8720 [D loss: 0.697006, acc.: 54.92%] [G loss: 0.814148]\n",
"8721 [D loss: 0.671483, acc.: 59.85%] [G loss: 0.820170]\n",
"8722 [D loss: 0.662525, acc.: 58.71%] [G loss: 0.791760]\n",
"8723 [D loss: 0.684656, acc.: 56.44%] [G loss: 0.817783]\n",
"8724 [D loss: 0.655410, acc.: 62.12%] [G loss: 0.816798]\n",
"8725 [D loss: 0.664638, acc.: 57.20%] [G loss: 0.823978]\n",
"8726 [D loss: 0.671142, acc.: 55.68%] [G loss: 0.811332]\n",
"8727 [D loss: 0.660299, acc.: 60.23%] [G loss: 0.806564]\n",
"8728 [D loss: 0.671863, acc.: 57.95%] [G loss: 0.834452]\n",
"8729 [D loss: 0.679817, acc.: 55.68%] [G loss: 0.843154]\n",
"8730 [D loss: 0.676070, acc.: 56.06%] [G loss: 0.801486]\n",
"8731 [D loss: 0.660133, acc.: 58.71%] [G loss: 0.802056]\n",
"8732 [D loss: 0.663778, acc.: 59.85%] [G loss: 0.808918]\n",
"8733 [D loss: 0.664486, acc.: 58.33%] [G loss: 0.827231]\n",
"8734 [D loss: 0.675179, acc.: 59.47%] [G loss: 0.823625]\n",
"8735 [D loss: 0.656742, acc.: 57.95%] [G loss: 0.832212]\n",
"8736 [D loss: 0.651581, acc.: 63.64%] [G loss: 0.847799]\n",
"8737 [D loss: 0.678789, acc.: 57.20%] [G loss: 0.855206]\n",
"8738 [D loss: 0.684634, acc.: 53.03%] [G loss: 0.847074]\n",
"8739 [D loss: 0.678503, acc.: 57.58%] [G loss: 0.821265]\n",
"8740 [D loss: 0.681612, acc.: 55.68%] [G loss: 0.816474]\n",
"8741 [D loss: 0.691476, acc.: 54.55%] [G loss: 0.869942]\n",
"8742 [D loss: 0.683163, acc.: 55.30%] [G loss: 0.842552]\n",
"8743 [D loss: 0.673482, acc.: 60.61%] [G loss: 0.834428]\n",
"8744 [D loss: 0.672455, acc.: 61.74%] [G loss: 0.852081]\n",
"8745 [D loss: 0.695857, acc.: 52.65%] [G loss: 0.870168]\n",
"8746 [D loss: 0.655558, acc.: 62.50%] [G loss: 0.873023]\n",
"8747 [D loss: 0.679579, acc.: 57.95%] [G loss: 0.837176]\n",
"8748 [D loss: 0.682231, acc.: 53.79%] [G loss: 0.837204]\n",
"8749 [D loss: 0.661612, acc.: 59.09%] [G loss: 0.863221]\n",
"8750 [D loss: 0.678658, acc.: 56.44%] [G loss: 0.851790]\n",
"8751 [D loss: 0.708651, acc.: 48.86%] [G loss: 0.838258]\n",
"8752 [D loss: 0.660830, acc.: 59.47%] [G loss: 0.837180]\n",
"8753 [D loss: 0.666906, acc.: 56.06%] [G loss: 0.834786]\n",
"8754 [D loss: 0.668206, acc.: 59.09%] [G loss: 0.852564]\n",
"8755 [D loss: 0.672401, acc.: 58.71%] [G loss: 0.855165]\n",
"8756 [D loss: 0.682678, acc.: 55.68%] [G loss: 0.820085]\n",
"8757 [D loss: 0.673159, acc.: 55.68%] [G loss: 0.829618]\n",
"8758 [D loss: 0.688411, acc.: 55.30%] [G loss: 0.792924]\n",
"8759 [D loss: 0.671790, acc.: 56.06%] [G loss: 0.819592]\n",
"8760 [D loss: 0.670442, acc.: 59.85%] [G loss: 0.813944]\n",
"8761 [D loss: 0.659807, acc.: 60.61%] [G loss: 0.831733]\n",
"8762 [D loss: 0.682354, acc.: 53.79%] [G loss: 0.817830]\n",
"8763 [D loss: 0.658460, acc.: 62.88%] [G loss: 0.832376]\n",
"8764 [D loss: 0.667290, acc.: 57.95%] [G loss: 0.808820]\n",
"8765 [D loss: 0.658026, acc.: 62.88%] [G loss: 0.837143]\n",
"8766 [D loss: 0.684279, acc.: 56.06%] [G loss: 0.863443]\n",
"8767 [D loss: 0.689881, acc.: 56.82%] [G loss: 0.840602]\n",
"8768 [D loss: 0.685825, acc.: 54.92%] [G loss: 0.820299]\n",
"8769 [D loss: 0.687341, acc.: 52.65%] [G loss: 0.866612]\n",
"8770 [D loss: 0.666265, acc.: 59.09%] [G loss: 0.864313]\n",
"8771 [D loss: 0.642595, acc.: 66.67%] [G loss: 0.816068]\n",
"8772 [D loss: 0.675435, acc.: 59.47%] [G loss: 0.828465]\n",
"8773 [D loss: 0.668824, acc.: 58.71%] [G loss: 0.831520]\n",
"8774 [D loss: 0.653998, acc.: 60.61%] [G loss: 0.826267]\n",
"8775 [D loss: 0.687464, acc.: 53.79%] [G loss: 0.815943]\n",
"8776 [D loss: 0.689308, acc.: 55.68%] [G loss: 0.787328]\n",
"8777 [D loss: 0.656676, acc.: 62.88%] [G loss: 0.839566]\n",
"8778 [D loss: 0.662678, acc.: 61.36%] [G loss: 0.829111]\n",
"8779 [D loss: 0.675166, acc.: 55.68%] [G loss: 0.836523]\n",
"8780 [D loss: 0.663502, acc.: 60.61%] [G loss: 0.836402]\n",
"8781 [D loss: 0.682880, acc.: 54.17%] [G loss: 0.856033]\n",
"8782 [D loss: 0.682496, acc.: 57.58%] [G loss: 0.803415]\n",
"8783 [D loss: 0.664344, acc.: 58.71%] [G loss: 0.831039]\n",
"8784 [D loss: 0.673205, acc.: 57.58%] [G loss: 0.820513]\n",
"8785 [D loss: 0.677806, acc.: 59.09%] [G loss: 0.817512]\n",
"8786 [D loss: 0.677186, acc.: 57.58%] [G loss: 0.799446]\n",
"8787 [D loss: 0.684303, acc.: 56.06%] [G loss: 0.817181]\n",
"8788 [D loss: 0.649059, acc.: 63.26%] [G loss: 0.853337]\n",
"8789 [D loss: 0.674819, acc.: 59.47%] [G loss: 0.824014]\n",
"8790 [D loss: 0.685927, acc.: 54.92%] [G loss: 0.830681]\n",
"8791 [D loss: 0.673798, acc.: 52.65%] [G loss: 0.869895]\n",
"8792 [D loss: 0.660364, acc.: 61.36%] [G loss: 0.836826]\n",
"8793 [D loss: 0.670971, acc.: 57.20%] [G loss: 0.805517]\n",
"8794 [D loss: 0.684739, acc.: 57.20%] [G loss: 0.813878]\n",
"8795 [D loss: 0.664401, acc.: 59.09%] [G loss: 0.847663]\n",
"8796 [D loss: 0.668736, acc.: 58.33%] [G loss: 0.815708]\n",
"8797 [D loss: 0.686552, acc.: 54.92%] [G loss: 0.821451]\n",
"8798 [D loss: 0.676883, acc.: 58.71%] [G loss: 0.832138]\n",
"8799 [D loss: 0.676895, acc.: 55.30%] [G loss: 0.822707]\n",
"8800 [D loss: 0.667159, acc.: 60.98%] [G loss: 0.803924]\n",
"8801 [D loss: 0.671426, acc.: 56.44%] [G loss: 0.826253]\n",
"8802 [D loss: 0.648061, acc.: 64.02%] [G loss: 0.800744]\n",
"8803 [D loss: 0.678828, acc.: 57.95%] [G loss: 0.792245]\n",
"8804 [D loss: 0.657199, acc.: 62.50%] [G loss: 0.846725]\n",
"8805 [D loss: 0.679716, acc.: 57.20%] [G loss: 0.831696]\n",
"8806 [D loss: 0.663537, acc.: 57.20%] [G loss: 0.824392]\n",
"8807 [D loss: 0.669842, acc.: 59.09%] [G loss: 0.819578]\n",
"8808 [D loss: 0.695359, acc.: 52.27%] [G loss: 0.829046]\n",
"8809 [D loss: 0.654686, acc.: 61.74%] [G loss: 0.814950]\n",
"8810 [D loss: 0.648336, acc.: 64.39%] [G loss: 0.874735]\n",
"8811 [D loss: 0.669633, acc.: 60.61%] [G loss: 0.826647]\n",
"8812 [D loss: 0.688959, acc.: 57.58%] [G loss: 0.822250]\n",
"8813 [D loss: 0.692382, acc.: 55.30%] [G loss: 0.838661]\n",
"8814 [D loss: 0.666773, acc.: 59.09%] [G loss: 0.819659]\n",
"8815 [D loss: 0.674419, acc.: 54.92%] [G loss: 0.852567]\n",
"8816 [D loss: 0.681035, acc.: 57.20%] [G loss: 0.837194]\n",
"8817 [D loss: 0.670460, acc.: 56.06%] [G loss: 0.843957]\n",
"8818 [D loss: 0.670213, acc.: 57.58%] [G loss: 0.814463]\n",
"8819 [D loss: 0.664150, acc.: 60.23%] [G loss: 0.836302]\n",
"8820 [D loss: 0.686002, acc.: 54.17%] [G loss: 0.829766]\n",
"8821 [D loss: 0.665495, acc.: 60.61%] [G loss: 0.793757]\n",
"8822 [D loss: 0.665837, acc.: 57.95%] [G loss: 0.833692]\n",
"8823 [D loss: 0.688024, acc.: 57.58%] [G loss: 0.838262]\n",
"8824 [D loss: 0.678967, acc.: 55.68%] [G loss: 0.817605]\n",
"8825 [D loss: 0.669899, acc.: 60.23%] [G loss: 0.827364]\n",
"8826 [D loss: 0.673080, acc.: 58.71%] [G loss: 0.847839]\n",
"8827 [D loss: 0.679751, acc.: 58.71%] [G loss: 0.835051]\n",
"8828 [D loss: 0.662372, acc.: 60.98%] [G loss: 0.815866]\n",
"8829 [D loss: 0.675017, acc.: 58.33%] [G loss: 0.832945]\n",
"8830 [D loss: 0.667454, acc.: 56.82%] [G loss: 0.842392]\n",
"8831 [D loss: 0.676638, acc.: 57.20%] [G loss: 0.825080]\n",
"8832 [D loss: 0.652550, acc.: 63.64%] [G loss: 0.823218]\n",
"8833 [D loss: 0.693292, acc.: 55.30%] [G loss: 0.803916]\n",
"8834 [D loss: 0.664289, acc.: 59.85%] [G loss: 0.817408]\n",
"8835 [D loss: 0.667123, acc.: 64.02%] [G loss: 0.840381]\n",
"8836 [D loss: 0.672648, acc.: 57.20%] [G loss: 0.838834]\n",
"8837 [D loss: 0.650825, acc.: 60.23%] [G loss: 0.845372]\n",
"8838 [D loss: 0.678642, acc.: 59.85%] [G loss: 0.824984]\n",
"8839 [D loss: 0.678574, acc.: 56.82%] [G loss: 0.828150]\n",
"8840 [D loss: 0.667970, acc.: 57.58%] [G loss: 0.825077]\n",
"8841 [D loss: 0.672303, acc.: 56.06%] [G loss: 0.856812]\n",
"8842 [D loss: 0.678681, acc.: 57.58%] [G loss: 0.807250]\n",
"8843 [D loss: 0.680996, acc.: 56.06%] [G loss: 0.835102]\n",
"8844 [D loss: 0.654931, acc.: 57.95%] [G loss: 0.857847]\n",
"8845 [D loss: 0.671093, acc.: 60.23%] [G loss: 0.832063]\n",
"8846 [D loss: 0.675725, acc.: 55.30%] [G loss: 0.824303]\n",
"8847 [D loss: 0.685264, acc.: 51.89%] [G loss: 0.813566]\n",
"8848 [D loss: 0.671226, acc.: 60.98%] [G loss: 0.804289]\n",
"8849 [D loss: 0.671838, acc.: 60.61%] [G loss: 0.822081]\n",
"8850 [D loss: 0.677885, acc.: 60.61%] [G loss: 0.827255]\n",
"8851 [D loss: 0.688536, acc.: 58.33%] [G loss: 0.804676]\n",
"8852 [D loss: 0.670472, acc.: 59.09%] [G loss: 0.802012]\n",
"8853 [D loss: 0.682467, acc.: 53.79%] [G loss: 0.826521]\n",
"8854 [D loss: 0.685448, acc.: 54.55%] [G loss: 0.826227]\n",
"8855 [D loss: 0.686430, acc.: 54.17%] [G loss: 0.808034]\n",
"8856 [D loss: 0.677869, acc.: 56.44%] [G loss: 0.847020]\n",
"8857 [D loss: 0.669603, acc.: 59.09%] [G loss: 0.872046]\n",
"8858 [D loss: 0.658731, acc.: 56.82%] [G loss: 0.870196]\n",
"8859 [D loss: 0.660072, acc.: 60.23%] [G loss: 0.833925]\n",
"8860 [D loss: 0.686937, acc.: 53.79%] [G loss: 0.811206]\n",
"8861 [D loss: 0.673309, acc.: 57.95%] [G loss: 0.831423]\n",
"8862 [D loss: 0.668167, acc.: 59.47%] [G loss: 0.801758]\n",
"8863 [D loss: 0.667434, acc.: 58.71%] [G loss: 0.821168]\n",
"8864 [D loss: 0.676079, acc.: 57.95%] [G loss: 0.843843]\n",
"8865 [D loss: 0.661541, acc.: 59.85%] [G loss: 0.826534]\n",
"8866 [D loss: 0.671328, acc.: 59.09%] [G loss: 0.849654]\n",
"8867 [D loss: 0.680995, acc.: 55.30%] [G loss: 0.814963]\n",
"8868 [D loss: 0.661587, acc.: 60.23%] [G loss: 0.846007]\n",
"8869 [D loss: 0.685038, acc.: 59.47%] [G loss: 0.813757]\n",
"8870 [D loss: 0.678986, acc.: 53.79%] [G loss: 0.817511]\n",
"8871 [D loss: 0.689628, acc.: 54.17%] [G loss: 0.844445]\n",
"8872 [D loss: 0.687429, acc.: 54.55%] [G loss: 0.807446]\n",
"8873 [D loss: 0.678586, acc.: 57.20%] [G loss: 0.838999]\n",
"8874 [D loss: 0.669926, acc.: 60.23%] [G loss: 0.844300]\n",
"8875 [D loss: 0.697241, acc.: 56.06%] [G loss: 0.819111]\n",
"8876 [D loss: 0.674369, acc.: 58.33%] [G loss: 0.789619]\n",
"8877 [D loss: 0.676644, acc.: 60.61%] [G loss: 0.804006]\n",
"8878 [D loss: 0.708669, acc.: 52.65%] [G loss: 0.801053]\n",
"8879 [D loss: 0.676721, acc.: 56.44%] [G loss: 0.836388]\n",
"8880 [D loss: 0.655175, acc.: 60.23%] [G loss: 0.864425]\n",
"8881 [D loss: 0.664302, acc.: 63.64%] [G loss: 0.848964]\n",
"8882 [D loss: 0.679520, acc.: 58.33%] [G loss: 0.822887]\n",
"8883 [D loss: 0.690540, acc.: 57.58%] [G loss: 0.807173]\n",
"8884 [D loss: 0.684546, acc.: 56.06%] [G loss: 0.807552]\n",
"8885 [D loss: 0.643492, acc.: 65.53%] [G loss: 0.871852]\n",
"8886 [D loss: 0.694703, acc.: 55.30%] [G loss: 0.832642]\n",
"8887 [D loss: 0.684202, acc.: 56.06%] [G loss: 0.831107]\n",
"8888 [D loss: 0.677512, acc.: 57.20%] [G loss: 0.783147]\n",
"8889 [D loss: 0.680685, acc.: 53.79%] [G loss: 0.831529]\n",
"8890 [D loss: 0.682356, acc.: 52.65%] [G loss: 0.829683]\n",
"8891 [D loss: 0.678056, acc.: 56.06%] [G loss: 0.824724]\n",
"8892 [D loss: 0.673131, acc.: 56.82%] [G loss: 0.858881]\n",
"8893 [D loss: 0.666996, acc.: 60.98%] [G loss: 0.863467]\n",
"8894 [D loss: 0.682458, acc.: 56.82%] [G loss: 0.832786]\n",
"8895 [D loss: 0.689778, acc.: 59.09%] [G loss: 0.833716]\n",
"8896 [D loss: 0.670749, acc.: 56.82%] [G loss: 0.803556]\n",
"8897 [D loss: 0.665045, acc.: 59.09%] [G loss: 0.838588]\n",
"8898 [D loss: 0.666539, acc.: 62.12%] [G loss: 0.837930]\n",
"8899 [D loss: 0.668986, acc.: 57.20%] [G loss: 0.815337]\n",
"8900 [D loss: 0.666585, acc.: 59.47%] [G loss: 0.804028]\n",
"8901 [D loss: 0.676889, acc.: 59.85%] [G loss: 0.820323]\n",
"8902 [D loss: 0.661938, acc.: 61.36%] [G loss: 0.838514]\n",
"8903 [D loss: 0.689714, acc.: 54.55%] [G loss: 0.839402]\n",
"8904 [D loss: 0.682123, acc.: 53.79%] [G loss: 0.818168]\n",
"8905 [D loss: 0.674542, acc.: 57.20%] [G loss: 0.819263]\n",
"8906 [D loss: 0.683170, acc.: 54.92%] [G loss: 0.827529]\n",
"8907 [D loss: 0.672717, acc.: 57.20%] [G loss: 0.852124]\n",
"8908 [D loss: 0.649260, acc.: 64.02%] [G loss: 0.829291]\n",
"8909 [D loss: 0.700972, acc.: 53.03%] [G loss: 0.813974]\n",
"8910 [D loss: 0.699465, acc.: 51.89%] [G loss: 0.817977]\n",
"8911 [D loss: 0.691051, acc.: 54.17%] [G loss: 0.828236]\n",
"8912 [D loss: 0.681775, acc.: 57.58%] [G loss: 0.798958]\n",
"8913 [D loss: 0.653286, acc.: 65.53%] [G loss: 0.853646]\n",
"8914 [D loss: 0.683793, acc.: 56.44%] [G loss: 0.843463]\n",
"8915 [D loss: 0.654020, acc.: 65.15%] [G loss: 0.850262]\n",
"8916 [D loss: 0.649755, acc.: 64.39%] [G loss: 0.821858]\n",
"8917 [D loss: 0.667053, acc.: 58.33%] [G loss: 0.836636]\n",
"8918 [D loss: 0.657528, acc.: 59.85%] [G loss: 0.801404]\n",
"8919 [D loss: 0.676237, acc.: 62.12%] [G loss: 0.810533]\n",
"8920 [D loss: 0.679055, acc.: 60.23%] [G loss: 0.798738]\n",
"8921 [D loss: 0.667603, acc.: 56.82%] [G loss: 0.796159]\n",
"8922 [D loss: 0.670134, acc.: 56.44%] [G loss: 0.822940]\n",
"8923 [D loss: 0.661456, acc.: 58.33%] [G loss: 0.847835]\n",
"8924 [D loss: 0.698538, acc.: 52.27%] [G loss: 0.828541]\n",
"8925 [D loss: 0.675523, acc.: 54.17%] [G loss: 0.802760]\n",
"8926 [D loss: 0.669341, acc.: 57.95%] [G loss: 0.826290]\n",
"8927 [D loss: 0.669355, acc.: 57.95%] [G loss: 0.825976]\n",
"8928 [D loss: 0.669582, acc.: 55.30%] [G loss: 0.839861]\n",
"8929 [D loss: 0.663735, acc.: 62.88%] [G loss: 0.815719]\n",
"8930 [D loss: 0.658196, acc.: 62.12%] [G loss: 0.825155]\n",
"8931 [D loss: 0.653211, acc.: 61.74%] [G loss: 0.863149]\n",
"8932 [D loss: 0.672134, acc.: 60.23%] [G loss: 0.836869]\n",
"8933 [D loss: 0.663743, acc.: 59.47%] [G loss: 0.834970]\n",
"8934 [D loss: 0.680726, acc.: 58.33%] [G loss: 0.819165]\n",
"8935 [D loss: 0.663369, acc.: 62.12%] [G loss: 0.835477]\n",
"8936 [D loss: 0.700223, acc.: 53.03%] [G loss: 0.855177]\n",
"8937 [D loss: 0.667367, acc.: 62.12%] [G loss: 0.859046]\n",
"8938 [D loss: 0.678557, acc.: 58.71%] [G loss: 0.846089]\n",
"8939 [D loss: 0.661147, acc.: 61.36%] [G loss: 0.830311]\n",
"8940 [D loss: 0.695221, acc.: 53.03%] [G loss: 0.787144]\n",
"8941 [D loss: 0.672425, acc.: 55.30%] [G loss: 0.832702]\n",
"8942 [D loss: 0.684925, acc.: 56.82%] [G loss: 0.819668]\n",
"8943 [D loss: 0.673533, acc.: 56.44%] [G loss: 0.817640]\n",
"8944 [D loss: 0.640127, acc.: 62.12%] [G loss: 0.842738]\n",
"8945 [D loss: 0.702285, acc.: 52.65%] [G loss: 0.824941]\n",
"8946 [D loss: 0.681397, acc.: 54.17%] [G loss: 0.817856]\n",
"8947 [D loss: 0.679826, acc.: 56.06%] [G loss: 0.820239]\n",
"8948 [D loss: 0.669895, acc.: 60.61%] [G loss: 0.807633]\n",
"8949 [D loss: 0.665322, acc.: 59.47%] [G loss: 0.814275]\n",
"8950 [D loss: 0.666788, acc.: 56.44%] [G loss: 0.853632]\n",
"8951 [D loss: 0.667895, acc.: 62.12%] [G loss: 0.833101]\n",
"8952 [D loss: 0.673110, acc.: 54.55%] [G loss: 0.814901]\n",
"8953 [D loss: 0.679559, acc.: 59.47%] [G loss: 0.800685]\n",
"8954 [D loss: 0.664442, acc.: 60.23%] [G loss: 0.817668]\n",
"8955 [D loss: 0.688210, acc.: 52.27%] [G loss: 0.849549]\n",
"8956 [D loss: 0.675996, acc.: 58.71%] [G loss: 0.845542]\n",
"8957 [D loss: 0.659250, acc.: 64.02%] [G loss: 0.827115]\n",
"8958 [D loss: 0.679231, acc.: 56.44%] [G loss: 0.810092]\n",
"8959 [D loss: 0.681614, acc.: 56.44%] [G loss: 0.842059]\n",
"8960 [D loss: 0.681015, acc.: 56.44%] [G loss: 0.855488]\n",
"8961 [D loss: 0.697785, acc.: 54.55%] [G loss: 0.832220]\n",
"8962 [D loss: 0.668252, acc.: 60.23%] [G loss: 0.811266]\n",
"8963 [D loss: 0.698110, acc.: 55.30%] [G loss: 0.829042]\n",
"8964 [D loss: 0.655816, acc.: 61.36%] [G loss: 0.827568]\n",
"8965 [D loss: 0.653642, acc.: 62.12%] [G loss: 0.838420]\n",
"8966 [D loss: 0.675779, acc.: 60.23%] [G loss: 0.869119]\n",
"8967 [D loss: 0.668044, acc.: 59.09%] [G loss: 0.842082]\n",
"8968 [D loss: 0.669165, acc.: 62.12%] [G loss: 0.820668]\n",
"8969 [D loss: 0.685670, acc.: 57.20%] [G loss: 0.840487]\n",
"8970 [D loss: 0.687261, acc.: 54.92%] [G loss: 0.835216]\n",
"8971 [D loss: 0.653665, acc.: 61.74%] [G loss: 0.881386]\n",
"8972 [D loss: 0.691095, acc.: 53.79%] [G loss: 0.842553]\n",
"8973 [D loss: 0.673996, acc.: 57.58%] [G loss: 0.817174]\n",
"8974 [D loss: 0.641563, acc.: 64.77%] [G loss: 0.823451]\n",
"8975 [D loss: 0.656437, acc.: 58.33%] [G loss: 0.843652]\n",
"8976 [D loss: 0.675388, acc.: 56.44%] [G loss: 0.841360]\n",
"8977 [D loss: 0.673862, acc.: 59.09%] [G loss: 0.826500]\n",
"8978 [D loss: 0.681948, acc.: 56.82%] [G loss: 0.822849]\n",
"8979 [D loss: 0.681893, acc.: 54.17%] [G loss: 0.819877]\n",
"8980 [D loss: 0.681487, acc.: 57.58%] [G loss: 0.813098]\n",
"8981 [D loss: 0.671352, acc.: 59.85%] [G loss: 0.806136]\n",
"8982 [D loss: 0.669796, acc.: 59.47%] [G loss: 0.807309]\n",
"8983 [D loss: 0.676727, acc.: 59.85%] [G loss: 0.836049]\n",
"8984 [D loss: 0.667854, acc.: 58.71%] [G loss: 0.855759]\n",
"8985 [D loss: 0.682865, acc.: 54.17%] [G loss: 0.854840]\n",
"8986 [D loss: 0.651616, acc.: 60.98%] [G loss: 0.850336]\n",
"8987 [D loss: 0.683331, acc.: 52.65%] [G loss: 0.833005]\n",
"8988 [D loss: 0.678135, acc.: 57.58%] [G loss: 0.824870]\n",
"8989 [D loss: 0.647365, acc.: 64.39%] [G loss: 0.839481]\n",
"8990 [D loss: 0.631893, acc.: 62.88%] [G loss: 0.818061]\n",
"8991 [D loss: 0.702639, acc.: 51.89%] [G loss: 0.813401]\n",
"8992 [D loss: 0.714382, acc.: 50.38%] [G loss: 0.849061]\n",
"8993 [D loss: 0.662636, acc.: 55.68%] [G loss: 0.837960]\n",
"8994 [D loss: 0.674094, acc.: 61.74%] [G loss: 0.834568]\n",
"8995 [D loss: 0.678002, acc.: 57.20%] [G loss: 0.860463]\n",
"8996 [D loss: 0.655234, acc.: 61.74%] [G loss: 0.846841]\n",
"8997 [D loss: 0.690063, acc.: 57.58%] [G loss: 0.828638]\n",
"8998 [D loss: 0.688809, acc.: 57.58%] [G loss: 0.809126]\n",
"8999 [D loss: 0.671200, acc.: 57.20%] [G loss: 0.823171]\n",
"9000 [D loss: 0.685460, acc.: 51.89%] [G loss: 0.832447]\n",
"9001 [D loss: 0.678111, acc.: 56.82%] [G loss: 0.828013]\n",
"9002 [D loss: 0.639707, acc.: 62.12%] [G loss: 0.863314]\n",
"9003 [D loss: 0.679162, acc.: 56.06%] [G loss: 0.815157]\n",
"9004 [D loss: 0.688697, acc.: 56.82%] [G loss: 0.843547]\n",
"9005 [D loss: 0.670740, acc.: 58.33%] [G loss: 0.837687]\n",
"9006 [D loss: 0.672242, acc.: 57.95%] [G loss: 0.841215]\n",
"9007 [D loss: 0.668629, acc.: 60.23%] [G loss: 0.845833]\n",
"9008 [D loss: 0.681270, acc.: 56.82%] [G loss: 0.859851]\n",
"9009 [D loss: 0.687003, acc.: 54.92%] [G loss: 0.850787]\n",
"9010 [D loss: 0.675943, acc.: 57.58%] [G loss: 0.822242]\n",
"9011 [D loss: 0.686168, acc.: 52.65%] [G loss: 0.828947]\n",
"9012 [D loss: 0.658967, acc.: 58.71%] [G loss: 0.808865]\n",
"9013 [D loss: 0.661952, acc.: 61.74%] [G loss: 0.809438]\n",
"9014 [D loss: 0.659571, acc.: 61.36%] [G loss: 0.829192]\n",
"9015 [D loss: 0.670167, acc.: 59.85%] [G loss: 0.798467]\n",
"9016 [D loss: 0.671725, acc.: 57.20%] [G loss: 0.825080]\n",
"9017 [D loss: 0.684354, acc.: 56.44%] [G loss: 0.827835]\n",
"9018 [D loss: 0.669088, acc.: 59.85%] [G loss: 0.813618]\n",
"9019 [D loss: 0.653906, acc.: 63.64%] [G loss: 0.826735]\n",
"9020 [D loss: 0.677024, acc.: 51.89%] [G loss: 0.812443]\n",
"9021 [D loss: 0.667149, acc.: 59.85%] [G loss: 0.816957]\n",
"9022 [D loss: 0.658129, acc.: 58.71%] [G loss: 0.824540]\n",
"9023 [D loss: 0.669456, acc.: 57.58%] [G loss: 0.819305]\n",
"9024 [D loss: 0.693271, acc.: 56.82%] [G loss: 0.837213]\n",
"9025 [D loss: 0.680234, acc.: 53.41%] [G loss: 0.795824]\n",
"9026 [D loss: 0.663383, acc.: 60.61%] [G loss: 0.804430]\n",
"9027 [D loss: 0.654820, acc.: 59.47%] [G loss: 0.843811]\n",
"9028 [D loss: 0.669913, acc.: 59.85%] [G loss: 0.825594]\n",
"9029 [D loss: 0.653549, acc.: 62.12%] [G loss: 0.804756]\n",
"9030 [D loss: 0.689134, acc.: 56.44%] [G loss: 0.807772]\n",
"9031 [D loss: 0.676332, acc.: 58.33%] [G loss: 0.852315]\n",
"9032 [D loss: 0.667328, acc.: 58.33%] [G loss: 0.844182]\n",
"9033 [D loss: 0.666468, acc.: 61.36%] [G loss: 0.835690]\n",
"9034 [D loss: 0.658073, acc.: 62.12%] [G loss: 0.839702]\n",
"9035 [D loss: 0.677029, acc.: 59.47%] [G loss: 0.823291]\n",
"9036 [D loss: 0.666359, acc.: 59.85%] [G loss: 0.812689]\n",
"9037 [D loss: 0.683926, acc.: 56.44%] [G loss: 0.831586]\n",
"9038 [D loss: 0.688137, acc.: 57.20%] [G loss: 0.802951]\n",
"9039 [D loss: 0.646118, acc.: 63.26%] [G loss: 0.816180]\n",
"9040 [D loss: 0.671854, acc.: 59.09%] [G loss: 0.828736]\n",
"9041 [D loss: 0.662825, acc.: 61.74%] [G loss: 0.841063]\n",
"9042 [D loss: 0.673569, acc.: 56.06%] [G loss: 0.860981]\n",
"9043 [D loss: 0.699010, acc.: 54.55%] [G loss: 0.834454]\n",
"9044 [D loss: 0.669075, acc.: 60.98%] [G loss: 0.855175]\n",
"9045 [D loss: 0.675595, acc.: 59.09%] [G loss: 0.829292]\n",
"9046 [D loss: 0.674702, acc.: 53.03%] [G loss: 0.853175]\n",
"9047 [D loss: 0.675543, acc.: 58.33%] [G loss: 0.851831]\n",
"9048 [D loss: 0.669934, acc.: 59.09%] [G loss: 0.880548]\n",
"9049 [D loss: 0.680401, acc.: 56.44%] [G loss: 0.841231]\n",
"9050 [D loss: 0.694315, acc.: 56.82%] [G loss: 0.811416]\n",
"9051 [D loss: 0.689093, acc.: 54.17%] [G loss: 0.824808]\n",
"9052 [D loss: 0.677207, acc.: 57.20%] [G loss: 0.822286]\n",
"9053 [D loss: 0.674161, acc.: 62.12%] [G loss: 0.877579]\n",
"9054 [D loss: 0.690497, acc.: 53.79%] [G loss: 0.845669]\n",
"9055 [D loss: 0.672410, acc.: 57.58%] [G loss: 0.798533]\n",
"9056 [D loss: 0.685550, acc.: 56.44%] [G loss: 0.820827]\n",
"9057 [D loss: 0.695158, acc.: 53.79%] [G loss: 0.837842]\n",
"9058 [D loss: 0.662757, acc.: 60.23%] [G loss: 0.834178]\n",
"9059 [D loss: 0.672241, acc.: 59.09%] [G loss: 0.836726]\n",
"9060 [D loss: 0.672838, acc.: 58.71%] [G loss: 0.815919]\n",
"9061 [D loss: 0.660632, acc.: 59.85%] [G loss: 0.806001]\n",
"9062 [D loss: 0.671084, acc.: 58.71%] [G loss: 0.825538]\n",
"9063 [D loss: 0.663203, acc.: 59.09%] [G loss: 0.844472]\n",
"9064 [D loss: 0.672586, acc.: 58.71%] [G loss: 0.800827]\n",
"9065 [D loss: 0.685504, acc.: 57.20%] [G loss: 0.792961]\n",
"9066 [D loss: 0.673610, acc.: 58.71%] [G loss: 0.816900]\n",
"9067 [D loss: 0.668728, acc.: 61.74%] [G loss: 0.818140]\n",
"9068 [D loss: 0.698805, acc.: 50.76%] [G loss: 0.828030]\n",
"9069 [D loss: 0.687888, acc.: 57.58%] [G loss: 0.809828]\n",
"9070 [D loss: 0.686024, acc.: 56.06%] [G loss: 0.812441]\n",
"9071 [D loss: 0.669202, acc.: 57.95%] [G loss: 0.832412]\n",
"9072 [D loss: 0.670548, acc.: 56.82%] [G loss: 0.819963]\n",
"9073 [D loss: 0.653851, acc.: 60.61%] [G loss: 0.821652]\n",
"9074 [D loss: 0.664348, acc.: 59.85%] [G loss: 0.844035]\n",
"9075 [D loss: 0.666147, acc.: 55.68%] [G loss: 0.814376]\n",
"9076 [D loss: 0.688763, acc.: 54.92%] [G loss: 0.825205]\n",
"9077 [D loss: 0.672588, acc.: 57.20%] [G loss: 0.833711]\n",
"9078 [D loss: 0.637698, acc.: 62.50%] [G loss: 0.838442]\n",
"9079 [D loss: 0.657593, acc.: 58.71%] [G loss: 0.845672]\n",
"9080 [D loss: 0.671186, acc.: 56.44%] [G loss: 0.831162]\n",
"9081 [D loss: 0.676329, acc.: 59.47%] [G loss: 0.874353]\n",
"9082 [D loss: 0.671796, acc.: 59.47%] [G loss: 0.824817]\n",
"9083 [D loss: 0.686140, acc.: 54.17%] [G loss: 0.842375]\n",
"9084 [D loss: 0.697370, acc.: 56.44%] [G loss: 0.857176]\n",
"9085 [D loss: 0.681797, acc.: 57.95%] [G loss: 0.878272]\n",
"9086 [D loss: 0.653952, acc.: 62.88%] [G loss: 0.869013]\n",
"9087 [D loss: 0.676359, acc.: 55.68%] [G loss: 0.870546]\n",
"9088 [D loss: 0.653941, acc.: 64.77%] [G loss: 0.836320]\n",
"9089 [D loss: 0.697537, acc.: 56.06%] [G loss: 0.858234]\n",
"9090 [D loss: 0.670154, acc.: 59.85%] [G loss: 0.828819]\n",
"9091 [D loss: 0.691434, acc.: 55.68%] [G loss: 0.815612]\n",
"9092 [D loss: 0.690701, acc.: 56.82%] [G loss: 0.813646]\n",
"9093 [D loss: 0.676983, acc.: 57.58%] [G loss: 0.816554]\n",
"9094 [D loss: 0.674690, acc.: 58.33%] [G loss: 0.830616]\n",
"9095 [D loss: 0.660630, acc.: 60.98%] [G loss: 0.867662]\n",
"9096 [D loss: 0.680910, acc.: 52.65%] [G loss: 0.849780]\n",
"9097 [D loss: 0.637119, acc.: 67.05%] [G loss: 0.839505]\n",
"9098 [D loss: 0.683593, acc.: 54.92%] [G loss: 0.847135]\n",
"9099 [D loss: 0.671425, acc.: 56.06%] [G loss: 0.805892]\n",
"9100 [D loss: 0.669543, acc.: 60.23%] [G loss: 0.855881]\n",
"9101 [D loss: 0.677977, acc.: 59.09%] [G loss: 0.840577]\n",
"9102 [D loss: 0.687536, acc.: 54.92%] [G loss: 0.815067]\n",
"9103 [D loss: 0.666938, acc.: 59.47%] [G loss: 0.786774]\n",
"9104 [D loss: 0.683949, acc.: 52.27%] [G loss: 0.816699]\n",
"9105 [D loss: 0.668813, acc.: 60.98%] [G loss: 0.844521]\n",
"9106 [D loss: 0.672164, acc.: 58.33%] [G loss: 0.806191]\n",
"9107 [D loss: 0.680617, acc.: 56.82%] [G loss: 0.818647]\n",
"9108 [D loss: 0.673243, acc.: 56.44%] [G loss: 0.817829]\n",
"9109 [D loss: 0.658686, acc.: 60.98%] [G loss: 0.819529]\n",
"9110 [D loss: 0.665769, acc.: 59.85%] [G loss: 0.848180]\n",
"9111 [D loss: 0.677749, acc.: 55.30%] [G loss: 0.782684]\n",
"9112 [D loss: 0.698756, acc.: 58.33%] [G loss: 0.784078]\n",
"9113 [D loss: 0.678576, acc.: 58.71%] [G loss: 0.786062]\n",
"9114 [D loss: 0.665905, acc.: 60.61%] [G loss: 0.828495]\n",
"9115 [D loss: 0.671246, acc.: 56.82%] [G loss: 0.827485]\n",
"9116 [D loss: 0.705647, acc.: 51.89%] [G loss: 0.817511]\n",
"9117 [D loss: 0.658653, acc.: 59.85%] [G loss: 0.849220]\n",
"9118 [D loss: 0.675998, acc.: 56.82%] [G loss: 0.858693]\n",
"9119 [D loss: 0.653698, acc.: 62.88%] [G loss: 0.799395]\n",
"9120 [D loss: 0.694400, acc.: 54.17%] [G loss: 0.805455]\n",
"9121 [D loss: 0.682289, acc.: 57.58%] [G loss: 0.865977]\n",
"9122 [D loss: 0.688525, acc.: 53.41%] [G loss: 0.857019]\n",
"9123 [D loss: 0.692119, acc.: 54.55%] [G loss: 0.842290]\n",
"9124 [D loss: 0.660843, acc.: 64.02%] [G loss: 0.845001]\n",
"9125 [D loss: 0.663300, acc.: 62.88%] [G loss: 0.820711]\n",
"9126 [D loss: 0.660889, acc.: 59.47%] [G loss: 0.849755]\n",
"9127 [D loss: 0.675383, acc.: 57.20%] [G loss: 0.843704]\n",
"9128 [D loss: 0.664442, acc.: 57.58%] [G loss: 0.839836]\n",
"9129 [D loss: 0.675119, acc.: 59.47%] [G loss: 0.817566]\n",
"9130 [D loss: 0.666138, acc.: 60.23%] [G loss: 0.835098]\n",
"9131 [D loss: 0.654109, acc.: 59.09%] [G loss: 0.831517]\n",
"9132 [D loss: 0.663445, acc.: 59.85%] [G loss: 0.845914]\n",
"9133 [D loss: 0.693778, acc.: 54.55%] [G loss: 0.849843]\n",
"9134 [D loss: 0.693288, acc.: 53.03%] [G loss: 0.841092]\n",
"9135 [D loss: 0.672881, acc.: 56.44%] [G loss: 0.809443]\n",
"9136 [D loss: 0.679199, acc.: 57.58%] [G loss: 0.832234]\n",
"9137 [D loss: 0.663176, acc.: 62.50%] [G loss: 0.808817]\n",
"9138 [D loss: 0.677853, acc.: 59.09%] [G loss: 0.822806]\n",
"9139 [D loss: 0.677860, acc.: 56.82%] [G loss: 0.852594]\n",
"9140 [D loss: 0.689681, acc.: 56.06%] [G loss: 0.849185]\n",
"9141 [D loss: 0.671802, acc.: 60.23%] [G loss: 0.818684]\n",
"9142 [D loss: 0.673542, acc.: 56.44%] [G loss: 0.826384]\n",
"9143 [D loss: 0.665665, acc.: 57.58%] [G loss: 0.827909]\n",
"9144 [D loss: 0.687898, acc.: 55.68%] [G loss: 0.813817]\n",
"9145 [D loss: 0.686531, acc.: 56.82%] [G loss: 0.803468]\n",
"9146 [D loss: 0.655217, acc.: 61.74%] [G loss: 0.859098]\n",
"9147 [D loss: 0.660140, acc.: 65.91%] [G loss: 0.825517]\n",
"9148 [D loss: 0.684633, acc.: 56.06%] [G loss: 0.833373]\n",
"9149 [D loss: 0.685580, acc.: 54.55%] [G loss: 0.832664]\n",
"9150 [D loss: 0.666400, acc.: 57.95%] [G loss: 0.859535]\n",
"9151 [D loss: 0.690341, acc.: 55.68%] [G loss: 0.843901]\n",
"9152 [D loss: 0.656387, acc.: 60.98%] [G loss: 0.834230]\n",
"9153 [D loss: 0.668608, acc.: 61.36%] [G loss: 0.788424]\n",
"9154 [D loss: 0.679291, acc.: 54.92%] [G loss: 0.791975]\n",
"9155 [D loss: 0.663914, acc.: 59.09%] [G loss: 0.801739]\n",
"9156 [D loss: 0.663493, acc.: 59.47%] [G loss: 0.820315]\n",
"9157 [D loss: 0.651074, acc.: 63.64%] [G loss: 0.824162]\n",
"9158 [D loss: 0.683896, acc.: 57.58%] [G loss: 0.815333]\n",
"9159 [D loss: 0.681732, acc.: 54.17%] [G loss: 0.865662]\n",
"9160 [D loss: 0.684453, acc.: 53.79%] [G loss: 0.829292]\n",
"9161 [D loss: 0.670284, acc.: 56.06%] [G loss: 0.815175]\n",
"9162 [D loss: 0.684253, acc.: 53.41%] [G loss: 0.818388]\n",
"9163 [D loss: 0.675084, acc.: 56.44%] [G loss: 0.815691]\n",
"9164 [D loss: 0.660004, acc.: 57.95%] [G loss: 0.821350]\n",
"9165 [D loss: 0.671217, acc.: 57.95%] [G loss: 0.842401]\n",
"9166 [D loss: 0.685115, acc.: 57.58%] [G loss: 0.837010]\n",
"9167 [D loss: 0.679658, acc.: 57.20%] [G loss: 0.774217]\n",
"9168 [D loss: 0.695658, acc.: 55.30%] [G loss: 0.848329]\n",
"9169 [D loss: 0.675422, acc.: 56.82%] [G loss: 0.838282]\n",
"9170 [D loss: 0.684402, acc.: 60.23%] [G loss: 0.831473]\n",
"9171 [D loss: 0.675140, acc.: 59.09%] [G loss: 0.796544]\n",
"9172 [D loss: 0.674838, acc.: 58.71%] [G loss: 0.819061]\n",
"9173 [D loss: 0.664179, acc.: 63.26%] [G loss: 0.823361]\n",
"9174 [D loss: 0.685288, acc.: 56.06%] [G loss: 0.847045]\n",
"9175 [D loss: 0.688841, acc.: 52.65%] [G loss: 0.819936]\n",
"9176 [D loss: 0.660538, acc.: 61.36%] [G loss: 0.837439]\n",
"9177 [D loss: 0.651577, acc.: 60.23%] [G loss: 0.843851]\n",
"9178 [D loss: 0.688399, acc.: 56.06%] [G loss: 0.818261]\n",
"9179 [D loss: 0.661916, acc.: 60.61%] [G loss: 0.826267]\n",
"9180 [D loss: 0.678556, acc.: 54.92%] [G loss: 0.805454]\n",
"9181 [D loss: 0.672190, acc.: 57.95%] [G loss: 0.814532]\n",
"9182 [D loss: 0.648552, acc.: 62.50%] [G loss: 0.806675]\n",
"9183 [D loss: 0.662719, acc.: 58.33%] [G loss: 0.822843]\n",
"9184 [D loss: 0.658553, acc.: 60.61%] [G loss: 0.838670]\n",
"9185 [D loss: 0.660131, acc.: 61.36%] [G loss: 0.835841]\n",
"9186 [D loss: 0.651057, acc.: 62.12%] [G loss: 0.827292]\n",
"9187 [D loss: 0.673840, acc.: 63.64%] [G loss: 0.820885]\n",
"9188 [D loss: 0.678381, acc.: 58.71%] [G loss: 0.812391]\n",
"9189 [D loss: 0.685715, acc.: 53.79%] [G loss: 0.835380]\n",
"9190 [D loss: 0.697054, acc.: 51.52%] [G loss: 0.821274]\n",
"9191 [D loss: 0.663230, acc.: 59.09%] [G loss: 0.842393]\n",
"9192 [D loss: 0.693663, acc.: 53.41%] [G loss: 0.802926]\n",
"9193 [D loss: 0.665255, acc.: 59.09%] [G loss: 0.826348]\n",
"9194 [D loss: 0.678486, acc.: 59.47%] [G loss: 0.819960]\n",
"9195 [D loss: 0.677811, acc.: 53.79%] [G loss: 0.824626]\n",
"9196 [D loss: 0.688255, acc.: 54.55%] [G loss: 0.881505]\n",
"9197 [D loss: 0.672798, acc.: 57.58%] [G loss: 0.853070]\n",
"9198 [D loss: 0.688169, acc.: 53.79%] [G loss: 0.816112]\n",
"9199 [D loss: 0.666014, acc.: 58.33%] [G loss: 0.818185]\n",
"9200 [D loss: 0.679893, acc.: 62.12%] [G loss: 0.826176]\n",
"9201 [D loss: 0.671221, acc.: 59.09%] [G loss: 0.804455]\n",
"9202 [D loss: 0.702127, acc.: 55.30%] [G loss: 0.816464]\n",
"9203 [D loss: 0.679681, acc.: 54.17%] [G loss: 0.842873]\n",
"9204 [D loss: 0.658320, acc.: 61.36%] [G loss: 0.846727]\n",
"9205 [D loss: 0.675538, acc.: 58.71%] [G loss: 0.819636]\n",
"9206 [D loss: 0.671184, acc.: 59.85%] [G loss: 0.802066]\n",
"9207 [D loss: 0.659664, acc.: 60.98%] [G loss: 0.831979]\n",
"9208 [D loss: 0.680150, acc.: 57.20%] [G loss: 0.846757]\n",
"9209 [D loss: 0.671025, acc.: 56.06%] [G loss: 0.855143]\n",
"9210 [D loss: 0.692314, acc.: 57.95%] [G loss: 0.808966]\n",
"9211 [D loss: 0.668755, acc.: 63.26%] [G loss: 0.829723]\n",
"9212 [D loss: 0.660219, acc.: 59.85%] [G loss: 0.821621]\n",
"9213 [D loss: 0.669178, acc.: 57.58%] [G loss: 0.815202]\n",
"9214 [D loss: 0.662098, acc.: 59.47%] [G loss: 0.791644]\n",
"9215 [D loss: 0.657391, acc.: 59.47%] [G loss: 0.836302]\n",
"9216 [D loss: 0.663181, acc.: 60.98%] [G loss: 0.794681]\n",
"9217 [D loss: 0.678197, acc.: 57.20%] [G loss: 0.805720]\n",
"9218 [D loss: 0.666209, acc.: 62.50%] [G loss: 0.856669]\n",
"9219 [D loss: 0.696217, acc.: 52.65%] [G loss: 0.827528]\n",
"9220 [D loss: 0.673319, acc.: 59.47%] [G loss: 0.813058]\n",
"9221 [D loss: 0.678851, acc.: 54.17%] [G loss: 0.837277]\n",
"9222 [D loss: 0.674654, acc.: 56.44%] [G loss: 0.805607]\n",
"9223 [D loss: 0.675296, acc.: 59.85%] [G loss: 0.816554]\n",
"9224 [D loss: 0.675635, acc.: 58.33%] [G loss: 0.847186]\n",
"9225 [D loss: 0.668892, acc.: 57.95%] [G loss: 0.841449]\n",
"9226 [D loss: 0.665439, acc.: 60.23%] [G loss: 0.798863]\n",
"9227 [D loss: 0.699008, acc.: 53.79%] [G loss: 0.832507]\n",
"9228 [D loss: 0.697613, acc.: 54.55%] [G loss: 0.850764]\n",
"9229 [D loss: 0.664926, acc.: 57.20%] [G loss: 0.833822]\n",
"9230 [D loss: 0.668711, acc.: 59.47%] [G loss: 0.831654]\n",
"9231 [D loss: 0.674966, acc.: 51.14%] [G loss: 0.825509]\n",
"9232 [D loss: 0.687345, acc.: 55.30%] [G loss: 0.825512]\n",
"9233 [D loss: 0.667136, acc.: 55.30%] [G loss: 0.846338]\n",
"9234 [D loss: 0.669507, acc.: 57.20%] [G loss: 0.819071]\n",
"9235 [D loss: 0.659794, acc.: 59.47%] [G loss: 0.862187]\n",
"9236 [D loss: 0.673629, acc.: 57.20%] [G loss: 0.830298]\n",
"9237 [D loss: 0.673523, acc.: 55.30%] [G loss: 0.850486]\n",
"9238 [D loss: 0.662218, acc.: 59.09%] [G loss: 0.802031]\n",
"9239 [D loss: 0.675920, acc.: 56.44%] [G loss: 0.804368]\n",
"9240 [D loss: 0.679898, acc.: 55.30%] [G loss: 0.814423]\n",
"9241 [D loss: 0.683203, acc.: 56.82%] [G loss: 0.834701]\n",
"9242 [D loss: 0.671278, acc.: 58.33%] [G loss: 0.814781]\n",
"9243 [D loss: 0.661780, acc.: 58.33%] [G loss: 0.843844]\n",
"9244 [D loss: 0.656775, acc.: 59.85%] [G loss: 0.825753]\n",
"9245 [D loss: 0.668250, acc.: 58.71%] [G loss: 0.817947]\n",
"9246 [D loss: 0.681025, acc.: 54.55%] [G loss: 0.817639]\n",
"9247 [D loss: 0.665704, acc.: 56.82%] [G loss: 0.844465]\n",
"9248 [D loss: 0.681842, acc.: 58.33%] [G loss: 0.844454]\n",
"9249 [D loss: 0.659734, acc.: 59.09%] [G loss: 0.826482]\n",
"9250 [D loss: 0.681081, acc.: 54.17%] [G loss: 0.847070]\n",
"9251 [D loss: 0.679644, acc.: 59.85%] [G loss: 0.826039]\n",
"9252 [D loss: 0.669137, acc.: 59.85%] [G loss: 0.819321]\n",
"9253 [D loss: 0.665403, acc.: 57.20%] [G loss: 0.836054]\n",
"9254 [D loss: 0.680834, acc.: 58.33%] [G loss: 0.794950]\n",
"9255 [D loss: 0.651158, acc.: 63.64%] [G loss: 0.801974]\n",
"9256 [D loss: 0.662505, acc.: 64.02%] [G loss: 0.836115]\n",
"9257 [D loss: 0.670044, acc.: 57.58%] [G loss: 0.828453]\n",
"9258 [D loss: 0.687334, acc.: 57.20%] [G loss: 0.811682]\n",
"9259 [D loss: 0.677595, acc.: 57.95%] [G loss: 0.791782]\n",
"9260 [D loss: 0.701499, acc.: 50.00%] [G loss: 0.865119]\n",
"9261 [D loss: 0.662821, acc.: 61.74%] [G loss: 0.839983]\n",
"9262 [D loss: 0.654093, acc.: 62.50%] [G loss: 0.884091]\n",
"9263 [D loss: 0.681203, acc.: 57.95%] [G loss: 0.829218]\n",
"9264 [D loss: 0.674443, acc.: 59.09%] [G loss: 0.829956]\n",
"9265 [D loss: 0.688512, acc.: 54.17%] [G loss: 0.815719]\n",
"9266 [D loss: 0.655167, acc.: 60.23%] [G loss: 0.821043]\n",
"9267 [D loss: 0.646902, acc.: 62.88%] [G loss: 0.827379]\n",
"9268 [D loss: 0.702579, acc.: 56.06%] [G loss: 0.830045]\n",
"9269 [D loss: 0.655251, acc.: 60.23%] [G loss: 0.776793]\n",
"9270 [D loss: 0.679287, acc.: 57.58%] [G loss: 0.830374]\n",
"9271 [D loss: 0.684481, acc.: 54.55%] [G loss: 0.807660]\n",
"9272 [D loss: 0.666243, acc.: 59.47%] [G loss: 0.840185]\n",
"9273 [D loss: 0.691741, acc.: 53.41%] [G loss: 0.835150]\n",
"9274 [D loss: 0.659667, acc.: 64.77%] [G loss: 0.822347]\n",
"9275 [D loss: 0.661918, acc.: 62.88%] [G loss: 0.840974]\n",
"9276 [D loss: 0.689890, acc.: 53.41%] [G loss: 0.787890]\n",
"9277 [D loss: 0.652158, acc.: 60.98%] [G loss: 0.832369]\n",
"9278 [D loss: 0.672516, acc.: 57.58%] [G loss: 0.804974]\n",
"9279 [D loss: 0.662749, acc.: 59.85%] [G loss: 0.813591]\n",
"9280 [D loss: 0.685354, acc.: 59.09%] [G loss: 0.871159]\n",
"9281 [D loss: 0.647351, acc.: 62.88%] [G loss: 0.829665]\n",
"9282 [D loss: 0.698779, acc.: 48.11%] [G loss: 0.828279]\n",
"9283 [D loss: 0.669595, acc.: 59.09%] [G loss: 0.832288]\n",
"9284 [D loss: 0.657909, acc.: 57.95%] [G loss: 0.840872]\n",
"9285 [D loss: 0.670879, acc.: 58.33%] [G loss: 0.822077]\n",
"9286 [D loss: 0.681661, acc.: 54.55%] [G loss: 0.843601]\n",
"9287 [D loss: 0.667412, acc.: 57.95%] [G loss: 0.835238]\n",
"9288 [D loss: 0.654692, acc.: 64.39%] [G loss: 0.849258]\n",
"9289 [D loss: 0.665388, acc.: 57.95%] [G loss: 0.810491]\n",
"9290 [D loss: 0.691927, acc.: 56.44%] [G loss: 0.820822]\n",
"9291 [D loss: 0.688052, acc.: 56.44%] [G loss: 0.826020]\n",
"9292 [D loss: 0.666072, acc.: 60.61%] [G loss: 0.844540]\n",
"9293 [D loss: 0.688883, acc.: 56.06%] [G loss: 0.805310]\n",
"9294 [D loss: 0.658531, acc.: 57.20%] [G loss: 0.826768]\n",
"9295 [D loss: 0.675103, acc.: 57.20%] [G loss: 0.827615]\n",
"9296 [D loss: 0.663185, acc.: 61.74%] [G loss: 0.826554]\n",
"9297 [D loss: 0.638096, acc.: 66.67%] [G loss: 0.843601]\n",
"9298 [D loss: 0.663852, acc.: 60.61%] [G loss: 0.826824]\n",
"9299 [D loss: 0.677982, acc.: 58.33%] [G loss: 0.798443]\n",
"9300 [D loss: 0.680004, acc.: 57.58%] [G loss: 0.828296]\n",
"9301 [D loss: 0.668854, acc.: 58.33%] [G loss: 0.862605]\n",
"9302 [D loss: 0.677966, acc.: 54.92%] [G loss: 0.845160]\n",
"9303 [D loss: 0.668448, acc.: 59.47%] [G loss: 0.836374]\n",
"9304 [D loss: 0.666771, acc.: 56.06%] [G loss: 0.824081]\n",
"9305 [D loss: 0.680594, acc.: 59.85%] [G loss: 0.807206]\n",
"9306 [D loss: 0.679449, acc.: 56.82%] [G loss: 0.806035]\n",
"9307 [D loss: 0.682397, acc.: 59.85%] [G loss: 0.809171]\n",
"9308 [D loss: 0.682417, acc.: 59.85%] [G loss: 0.800324]\n",
"9309 [D loss: 0.669248, acc.: 59.09%] [G loss: 0.815264]\n",
"9310 [D loss: 0.691444, acc.: 56.44%] [G loss: 0.811255]\n",
"9311 [D loss: 0.695741, acc.: 55.30%] [G loss: 0.846351]\n",
"9312 [D loss: 0.685521, acc.: 52.65%] [G loss: 0.826549]\n",
"9313 [D loss: 0.697737, acc.: 53.79%] [G loss: 0.803642]\n",
"9314 [D loss: 0.681923, acc.: 56.44%] [G loss: 0.835964]\n",
"9315 [D loss: 0.644458, acc.: 64.77%] [G loss: 0.824313]\n",
"9316 [D loss: 0.686468, acc.: 58.33%] [G loss: 0.825384]\n",
"9317 [D loss: 0.673442, acc.: 56.82%] [G loss: 0.854581]\n",
"9318 [D loss: 0.687760, acc.: 51.52%] [G loss: 0.788594]\n",
"9319 [D loss: 0.686374, acc.: 54.92%] [G loss: 0.806230]\n",
"9320 [D loss: 0.650077, acc.: 64.02%] [G loss: 0.810970]\n",
"9321 [D loss: 0.679212, acc.: 55.30%] [G loss: 0.802501]\n",
"9322 [D loss: 0.681689, acc.: 56.44%] [G loss: 0.802686]\n",
"9323 [D loss: 0.671884, acc.: 57.58%] [G loss: 0.847689]\n",
"9324 [D loss: 0.669302, acc.: 57.58%] [G loss: 0.807509]\n",
"9325 [D loss: 0.669976, acc.: 59.85%] [G loss: 0.807024]\n",
"9326 [D loss: 0.671852, acc.: 58.33%] [G loss: 0.856659]\n",
"9327 [D loss: 0.668345, acc.: 60.23%] [G loss: 0.854689]\n",
"9328 [D loss: 0.686188, acc.: 56.82%] [G loss: 0.848801]\n",
"9329 [D loss: 0.684582, acc.: 54.92%] [G loss: 0.820543]\n",
"9330 [D loss: 0.681799, acc.: 58.33%] [G loss: 0.817188]\n",
"9331 [D loss: 0.669548, acc.: 59.85%] [G loss: 0.837254]\n",
"9332 [D loss: 0.667508, acc.: 59.09%] [G loss: 0.870121]\n",
"9333 [D loss: 0.688632, acc.: 55.30%] [G loss: 0.836651]\n",
"9334 [D loss: 0.674766, acc.: 55.68%] [G loss: 0.825841]\n",
"9335 [D loss: 0.646071, acc.: 65.91%] [G loss: 0.824513]\n",
"9336 [D loss: 0.651252, acc.: 65.15%] [G loss: 0.851081]\n",
"9337 [D loss: 0.667076, acc.: 59.09%] [G loss: 0.837427]\n",
"9338 [D loss: 0.665455, acc.: 59.85%] [G loss: 0.817631]\n",
"9339 [D loss: 0.672618, acc.: 59.85%] [G loss: 0.818659]\n",
"9340 [D loss: 0.657372, acc.: 60.61%] [G loss: 0.840957]\n",
"9341 [D loss: 0.679298, acc.: 57.20%] [G loss: 0.835265]\n",
"9342 [D loss: 0.672138, acc.: 63.26%] [G loss: 0.801362]\n",
"9343 [D loss: 0.677393, acc.: 61.74%] [G loss: 0.817185]\n",
"9344 [D loss: 0.688355, acc.: 54.92%] [G loss: 0.822986]\n",
"9345 [D loss: 0.686944, acc.: 53.79%] [G loss: 0.853422]\n",
"9346 [D loss: 0.672697, acc.: 57.20%] [G loss: 0.862632]\n",
"9347 [D loss: 0.702196, acc.: 56.06%] [G loss: 0.837338]\n",
"9348 [D loss: 0.666730, acc.: 62.12%] [G loss: 0.823367]\n",
"9349 [D loss: 0.674865, acc.: 56.44%] [G loss: 0.819545]\n",
"9350 [D loss: 0.650314, acc.: 60.61%] [G loss: 0.846587]\n",
"9351 [D loss: 0.647281, acc.: 61.36%] [G loss: 0.841834]\n",
"9352 [D loss: 0.678834, acc.: 57.95%] [G loss: 0.787449]\n",
"9353 [D loss: 0.670365, acc.: 58.33%] [G loss: 0.861496]\n",
"9354 [D loss: 0.663503, acc.: 61.36%] [G loss: 0.878548]\n",
"9355 [D loss: 0.684136, acc.: 56.06%] [G loss: 0.831735]\n",
"9356 [D loss: 0.673363, acc.: 59.47%] [G loss: 0.838391]\n",
"9357 [D loss: 0.671007, acc.: 64.02%] [G loss: 0.830917]\n",
"9358 [D loss: 0.702817, acc.: 51.89%] [G loss: 0.835112]\n",
"9359 [D loss: 0.660889, acc.: 63.64%] [G loss: 0.855107]\n",
"9360 [D loss: 0.669101, acc.: 62.88%] [G loss: 0.834571]\n",
"9361 [D loss: 0.663172, acc.: 60.23%] [G loss: 0.812064]\n",
"9362 [D loss: 0.664508, acc.: 59.47%] [G loss: 0.830577]\n",
"9363 [D loss: 0.683426, acc.: 56.44%] [G loss: 0.843136]\n",
"9364 [D loss: 0.691072, acc.: 58.33%] [G loss: 0.821495]\n",
"9365 [D loss: 0.679961, acc.: 55.30%] [G loss: 0.828204]\n",
"9366 [D loss: 0.666507, acc.: 58.33%] [G loss: 0.809408]\n",
"9367 [D loss: 0.675636, acc.: 57.58%] [G loss: 0.825450]\n",
"9368 [D loss: 0.673508, acc.: 56.82%] [G loss: 0.832121]\n",
"9369 [D loss: 0.684286, acc.: 59.47%] [G loss: 0.814264]\n",
"9370 [D loss: 0.670232, acc.: 55.68%] [G loss: 0.816836]\n",
"9371 [D loss: 0.680473, acc.: 59.47%] [G loss: 0.802250]\n",
"9372 [D loss: 0.670947, acc.: 58.71%] [G loss: 0.833484]\n",
"9373 [D loss: 0.685978, acc.: 55.68%] [G loss: 0.801544]\n",
"9374 [D loss: 0.677227, acc.: 57.20%] [G loss: 0.813323]\n",
"9375 [D loss: 0.657225, acc.: 63.26%] [G loss: 0.800384]\n",
"9376 [D loss: 0.665256, acc.: 61.74%] [G loss: 0.830071]\n",
"9377 [D loss: 0.667646, acc.: 60.98%] [G loss: 0.841656]\n",
"9378 [D loss: 0.687539, acc.: 55.68%] [G loss: 0.842763]\n",
"9379 [D loss: 0.666834, acc.: 56.06%] [G loss: 0.822376]\n",
"9380 [D loss: 0.698426, acc.: 54.17%] [G loss: 0.846448]\n",
"9381 [D loss: 0.655829, acc.: 59.47%] [G loss: 0.844626]\n",
"9382 [D loss: 0.669887, acc.: 58.71%] [G loss: 0.846585]\n",
"9383 [D loss: 0.694803, acc.: 54.55%] [G loss: 0.833714]\n",
"9384 [D loss: 0.681075, acc.: 56.44%] [G loss: 0.815777]\n",
"9385 [D loss: 0.666152, acc.: 58.71%] [G loss: 0.856342]\n",
"9386 [D loss: 0.688445, acc.: 51.89%] [G loss: 0.825490]\n",
"9387 [D loss: 0.685605, acc.: 53.41%] [G loss: 0.830271]\n",
"9388 [D loss: 0.669684, acc.: 57.20%] [G loss: 0.822429]\n",
"9389 [D loss: 0.675859, acc.: 61.36%] [G loss: 0.838520]\n",
"9390 [D loss: 0.642395, acc.: 60.23%] [G loss: 0.815629]\n",
"9391 [D loss: 0.674590, acc.: 57.20%] [G loss: 0.820556]\n",
"9392 [D loss: 0.690810, acc.: 52.27%] [G loss: 0.802905]\n",
"9393 [D loss: 0.668832, acc.: 57.58%] [G loss: 0.831275]\n",
"9394 [D loss: 0.663361, acc.: 61.36%] [G loss: 0.843852]\n",
"9395 [D loss: 0.688612, acc.: 56.44%] [G loss: 0.780232]\n",
"9396 [D loss: 0.666741, acc.: 58.71%] [G loss: 0.813307]\n",
"9397 [D loss: 0.676354, acc.: 56.44%] [G loss: 0.815300]\n",
"9398 [D loss: 0.664374, acc.: 58.71%] [G loss: 0.851248]\n",
"9399 [D loss: 0.675701, acc.: 57.20%] [G loss: 0.810633]\n",
"9400 [D loss: 0.655831, acc.: 60.61%] [G loss: 0.864745]\n",
"9401 [D loss: 0.695357, acc.: 50.76%] [G loss: 0.800035]\n",
"9402 [D loss: 0.669466, acc.: 54.92%] [G loss: 0.811683]\n",
"9403 [D loss: 0.672976, acc.: 54.55%] [G loss: 0.810509]\n",
"9404 [D loss: 0.677506, acc.: 56.44%] [G loss: 0.821407]\n",
"9405 [D loss: 0.674093, acc.: 54.92%] [G loss: 0.842870]\n",
"9406 [D loss: 0.665623, acc.: 61.74%] [G loss: 0.812451]\n",
"9407 [D loss: 0.683753, acc.: 54.92%] [G loss: 0.811296]\n",
"9408 [D loss: 0.679004, acc.: 53.79%] [G loss: 0.825365]\n",
"9409 [D loss: 0.657163, acc.: 59.85%] [G loss: 0.799433]\n",
"9410 [D loss: 0.678713, acc.: 58.71%] [G loss: 0.790406]\n",
"9411 [D loss: 0.681568, acc.: 54.92%] [G loss: 0.812243]\n",
"9412 [D loss: 0.688491, acc.: 56.06%] [G loss: 0.821631]\n",
"9413 [D loss: 0.672866, acc.: 56.82%] [G loss: 0.834326]\n",
"9414 [D loss: 0.653983, acc.: 63.26%] [G loss: 0.806633]\n",
"9415 [D loss: 0.654880, acc.: 61.36%] [G loss: 0.826243]\n",
"9416 [D loss: 0.665814, acc.: 58.71%] [G loss: 0.855139]\n",
"9417 [D loss: 0.665083, acc.: 57.20%] [G loss: 0.823622]\n",
"9418 [D loss: 0.650482, acc.: 66.67%] [G loss: 0.849194]\n",
"9419 [D loss: 0.660977, acc.: 60.98%] [G loss: 0.799492]\n",
"9420 [D loss: 0.676202, acc.: 55.68%] [G loss: 0.814862]\n",
"9421 [D loss: 0.682981, acc.: 49.62%] [G loss: 0.821291]\n",
"9422 [D loss: 0.673887, acc.: 59.47%] [G loss: 0.828393]\n",
"9423 [D loss: 0.688059, acc.: 54.92%] [G loss: 0.827174]\n",
"9424 [D loss: 0.672262, acc.: 54.55%] [G loss: 0.827683]\n",
"9425 [D loss: 0.676981, acc.: 55.30%] [G loss: 0.823600]\n",
"9426 [D loss: 0.648593, acc.: 62.12%] [G loss: 0.826155]\n",
"9427 [D loss: 0.649261, acc.: 62.88%] [G loss: 0.829614]\n",
"9428 [D loss: 0.662322, acc.: 60.23%] [G loss: 0.839082]\n",
"9429 [D loss: 0.655063, acc.: 61.36%] [G loss: 0.852237]\n",
"9430 [D loss: 0.662427, acc.: 62.88%] [G loss: 0.855499]\n",
"9431 [D loss: 0.692343, acc.: 56.06%] [G loss: 0.823590]\n",
"9432 [D loss: 0.672982, acc.: 53.41%] [G loss: 0.856441]\n",
"9433 [D loss: 0.663046, acc.: 60.23%] [G loss: 0.806752]\n",
"9434 [D loss: 0.682125, acc.: 56.82%] [G loss: 0.848331]\n",
"9435 [D loss: 0.667272, acc.: 61.74%] [G loss: 0.821476]\n",
"9436 [D loss: 0.673834, acc.: 57.95%] [G loss: 0.815335]\n",
"9437 [D loss: 0.714590, acc.: 50.38%] [G loss: 0.841521]\n",
"9438 [D loss: 0.663626, acc.: 60.61%] [G loss: 0.839985]\n",
"9439 [D loss: 0.702868, acc.: 50.38%] [G loss: 0.798428]\n",
"9440 [D loss: 0.657339, acc.: 61.36%] [G loss: 0.802109]\n",
"9441 [D loss: 0.672281, acc.: 58.71%] [G loss: 0.812791]\n",
"9442 [D loss: 0.686825, acc.: 59.47%] [G loss: 0.829335]\n",
"9443 [D loss: 0.677966, acc.: 58.71%] [G loss: 0.817309]\n",
"9444 [D loss: 0.681584, acc.: 56.44%] [G loss: 0.822708]\n",
"9445 [D loss: 0.644615, acc.: 60.98%] [G loss: 0.887216]\n",
"9446 [D loss: 0.673950, acc.: 57.20%] [G loss: 0.853127]\n",
"9447 [D loss: 0.655964, acc.: 60.61%] [G loss: 0.876176]\n",
"9448 [D loss: 0.671519, acc.: 57.95%] [G loss: 0.835140]\n",
"9449 [D loss: 0.675377, acc.: 55.68%] [G loss: 0.847702]\n",
"9450 [D loss: 0.651519, acc.: 62.50%] [G loss: 0.836035]\n",
"9451 [D loss: 0.659976, acc.: 59.85%] [G loss: 0.869617]\n",
"9452 [D loss: 0.681345, acc.: 56.06%] [G loss: 0.818170]\n",
"9453 [D loss: 0.665333, acc.: 60.61%] [G loss: 0.814194]\n",
"9454 [D loss: 0.662244, acc.: 60.61%] [G loss: 0.835252]\n",
"9455 [D loss: 0.682708, acc.: 55.30%] [G loss: 0.827706]\n",
"9456 [D loss: 0.665486, acc.: 58.71%] [G loss: 0.828192]\n",
"9457 [D loss: 0.696975, acc.: 52.27%] [G loss: 0.844799]\n",
"9458 [D loss: 0.666372, acc.: 59.85%] [G loss: 0.872822]\n",
"9459 [D loss: 0.681081, acc.: 57.95%] [G loss: 0.839910]\n",
"9460 [D loss: 0.661216, acc.: 60.61%] [G loss: 0.825606]\n",
"9461 [D loss: 0.672926, acc.: 59.85%] [G loss: 0.864165]\n",
"9462 [D loss: 0.658834, acc.: 60.98%] [G loss: 0.858420]\n",
"9463 [D loss: 0.701562, acc.: 50.76%] [G loss: 0.813467]\n",
"9464 [D loss: 0.659740, acc.: 60.61%] [G loss: 0.829657]\n",
"9465 [D loss: 0.686881, acc.: 56.06%] [G loss: 0.799562]\n",
"9466 [D loss: 0.670354, acc.: 59.09%] [G loss: 0.806522]\n",
"9467 [D loss: 0.650365, acc.: 60.98%] [G loss: 0.832546]\n",
"9468 [D loss: 0.704055, acc.: 51.52%] [G loss: 0.830166]\n",
"9469 [D loss: 0.660506, acc.: 61.74%] [G loss: 0.827522]\n",
"9470 [D loss: 0.668823, acc.: 62.50%] [G loss: 0.812718]\n",
"9471 [D loss: 0.717318, acc.: 50.38%] [G loss: 0.789231]\n",
"9472 [D loss: 0.667468, acc.: 57.95%] [G loss: 0.800460]\n",
"9473 [D loss: 0.693277, acc.: 54.92%] [G loss: 0.843407]\n",
"9474 [D loss: 0.698397, acc.: 48.86%] [G loss: 0.816851]\n",
"9475 [D loss: 0.694534, acc.: 54.17%] [G loss: 0.805613]\n",
"9476 [D loss: 0.694936, acc.: 55.30%] [G loss: 0.805122]\n",
"9477 [D loss: 0.663295, acc.: 57.20%] [G loss: 0.820650]\n",
"9478 [D loss: 0.672290, acc.: 54.17%] [G loss: 0.806577]\n",
"9479 [D loss: 0.674140, acc.: 59.09%] [G loss: 0.840608]\n",
"9480 [D loss: 0.677498, acc.: 59.09%] [G loss: 0.849278]\n",
"9481 [D loss: 0.664531, acc.: 61.36%] [G loss: 0.841279]\n",
"9482 [D loss: 0.690361, acc.: 52.65%] [G loss: 0.812625]\n",
"9483 [D loss: 0.677088, acc.: 56.82%] [G loss: 0.817039]\n",
"9484 [D loss: 0.674586, acc.: 60.61%] [G loss: 0.857579]\n",
"9485 [D loss: 0.685829, acc.: 56.82%] [G loss: 0.829732]\n",
"9486 [D loss: 0.653156, acc.: 60.23%] [G loss: 0.855865]\n",
"9487 [D loss: 0.673581, acc.: 56.82%] [G loss: 0.819489]\n",
"9488 [D loss: 0.685414, acc.: 53.03%] [G loss: 0.827434]\n",
"9489 [D loss: 0.652432, acc.: 60.61%] [G loss: 0.805825]\n",
"9490 [D loss: 0.661370, acc.: 59.85%] [G loss: 0.847259]\n",
"9491 [D loss: 0.676777, acc.: 60.61%] [G loss: 0.857400]\n",
"9492 [D loss: 0.693383, acc.: 53.79%] [G loss: 0.842927]\n",
"9493 [D loss: 0.677663, acc.: 59.85%] [G loss: 0.820647]\n",
"9494 [D loss: 0.644655, acc.: 62.50%] [G loss: 0.818104]\n",
"9495 [D loss: 0.685720, acc.: 56.82%] [G loss: 0.802008]\n",
"9496 [D loss: 0.667331, acc.: 57.20%] [G loss: 0.823827]\n",
"9497 [D loss: 0.675571, acc.: 58.33%] [G loss: 0.801369]\n",
"9498 [D loss: 0.679624, acc.: 59.09%] [G loss: 0.829927]\n",
"9499 [D loss: 0.661254, acc.: 60.23%] [G loss: 0.820050]\n",
"9500 [D loss: 0.654594, acc.: 59.85%] [G loss: 0.819313]\n",
"9501 [D loss: 0.666709, acc.: 57.20%] [G loss: 0.814596]\n",
"9502 [D loss: 0.656691, acc.: 62.88%] [G loss: 0.807877]\n",
"9503 [D loss: 0.639952, acc.: 68.18%] [G loss: 0.790995]\n",
"9504 [D loss: 0.681398, acc.: 55.68%] [G loss: 0.825642]\n",
"9505 [D loss: 0.670049, acc.: 58.33%] [G loss: 0.838250]\n",
"9506 [D loss: 0.663559, acc.: 59.85%] [G loss: 0.864957]\n",
"9507 [D loss: 0.686137, acc.: 53.41%] [G loss: 0.819856]\n",
"9508 [D loss: 0.688933, acc.: 51.52%] [G loss: 0.831715]\n",
"9509 [D loss: 0.686508, acc.: 58.33%] [G loss: 0.828079]\n",
"9510 [D loss: 0.683316, acc.: 55.30%] [G loss: 0.861924]\n",
"9511 [D loss: 0.636251, acc.: 65.15%] [G loss: 0.857083]\n",
"9512 [D loss: 0.703202, acc.: 53.03%] [G loss: 0.824543]\n",
"9513 [D loss: 0.668200, acc.: 57.95%] [G loss: 0.847271]\n",
"9514 [D loss: 0.672338, acc.: 62.12%] [G loss: 0.829109]\n",
"9515 [D loss: 0.641754, acc.: 64.39%] [G loss: 0.798917]\n",
"9516 [D loss: 0.685857, acc.: 52.65%] [G loss: 0.817098]\n",
"9517 [D loss: 0.674954, acc.: 60.23%] [G loss: 0.814826]\n",
"9518 [D loss: 0.670725, acc.: 60.61%] [G loss: 0.812074]\n",
"9519 [D loss: 0.679727, acc.: 57.95%] [G loss: 0.814169]\n",
"9520 [D loss: 0.669911, acc.: 59.09%] [G loss: 0.830589]\n",
"9521 [D loss: 0.671510, acc.: 60.61%] [G loss: 0.832127]\n",
"9522 [D loss: 0.680987, acc.: 55.68%] [G loss: 0.829013]\n",
"9523 [D loss: 0.672863, acc.: 55.68%] [G loss: 0.836951]\n",
"9524 [D loss: 0.669799, acc.: 55.68%] [G loss: 0.852162]\n",
"9525 [D loss: 0.693487, acc.: 53.79%] [G loss: 0.821364]\n",
"9526 [D loss: 0.679601, acc.: 56.44%] [G loss: 0.856245]\n",
"9527 [D loss: 0.662647, acc.: 61.36%] [G loss: 0.832379]\n",
"9528 [D loss: 0.676268, acc.: 56.44%] [G loss: 0.820351]\n",
"9529 [D loss: 0.655725, acc.: 62.12%] [G loss: 0.824595]\n",
"9530 [D loss: 0.694776, acc.: 53.79%] [G loss: 0.833597]\n",
"9531 [D loss: 0.653005, acc.: 57.58%] [G loss: 0.819333]\n",
"9532 [D loss: 0.693164, acc.: 56.06%] [G loss: 0.833749]\n",
"9533 [D loss: 0.684662, acc.: 54.55%] [G loss: 0.849087]\n",
"9534 [D loss: 0.697762, acc.: 52.27%] [G loss: 0.831079]\n",
"9535 [D loss: 0.690745, acc.: 54.92%] [G loss: 0.817985]\n",
"9536 [D loss: 0.688834, acc.: 56.82%] [G loss: 0.810881]\n",
"9537 [D loss: 0.667525, acc.: 61.36%] [G loss: 0.843139]\n",
"9538 [D loss: 0.661583, acc.: 60.23%] [G loss: 0.833821]\n",
"9539 [D loss: 0.685766, acc.: 53.41%] [G loss: 0.829650]\n",
"9540 [D loss: 0.656825, acc.: 62.88%] [G loss: 0.819895]\n",
"9541 [D loss: 0.658630, acc.: 61.74%] [G loss: 0.842383]\n",
"9542 [D loss: 0.680721, acc.: 58.71%] [G loss: 0.826553]\n",
"9543 [D loss: 0.687707, acc.: 53.41%] [G loss: 0.817789]\n",
"9544 [D loss: 0.684455, acc.: 56.06%] [G loss: 0.841009]\n",
"9545 [D loss: 0.653641, acc.: 63.26%] [G loss: 0.842359]\n",
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"9547 [D loss: 0.668264, acc.: 59.85%] [G loss: 0.825479]\n",
"9548 [D loss: 0.681384, acc.: 58.33%] [G loss: 0.819385]\n",
"9549 [D loss: 0.674541, acc.: 59.09%] [G loss: 0.841903]\n",
"9550 [D loss: 0.674962, acc.: 61.36%] [G loss: 0.820840]\n",
"9551 [D loss: 0.661028, acc.: 62.88%] [G loss: 0.837057]\n",
"9552 [D loss: 0.664261, acc.: 59.09%] [G loss: 0.837384]\n",
"9553 [D loss: 0.663442, acc.: 58.33%] [G loss: 0.839966]\n",
"9554 [D loss: 0.703874, acc.: 56.82%] [G loss: 0.835593]\n",
"9555 [D loss: 0.679614, acc.: 60.61%] [G loss: 0.867447]\n",
"9556 [D loss: 0.684817, acc.: 52.27%] [G loss: 0.845362]\n",
"9557 [D loss: 0.685446, acc.: 56.06%] [G loss: 0.851567]\n",
"9558 [D loss: 0.675444, acc.: 58.33%] [G loss: 0.835765]\n",
"9559 [D loss: 0.673493, acc.: 59.47%] [G loss: 0.808578]\n",
"9560 [D loss: 0.665967, acc.: 60.61%] [G loss: 0.840710]\n",
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"9562 [D loss: 0.668134, acc.: 59.09%] [G loss: 0.847641]\n",
"9563 [D loss: 0.671310, acc.: 59.47%] [G loss: 0.828081]\n",
"9564 [D loss: 0.656182, acc.: 62.50%] [G loss: 0.851654]\n",
"9565 [D loss: 0.680359, acc.: 54.17%] [G loss: 0.814567]\n",
"9566 [D loss: 0.680112, acc.: 53.79%] [G loss: 0.862835]\n",
"9567 [D loss: 0.677948, acc.: 55.30%] [G loss: 0.853033]\n",
"9568 [D loss: 0.686705, acc.: 58.71%] [G loss: 0.870620]\n",
"9569 [D loss: 0.675288, acc.: 56.06%] [G loss: 0.859311]\n",
"9570 [D loss: 0.682722, acc.: 54.92%] [G loss: 0.831967]\n",
"9571 [D loss: 0.662643, acc.: 60.61%] [G loss: 0.852963]\n",
"9572 [D loss: 0.685488, acc.: 55.68%] [G loss: 0.839950]\n",
"9573 [D loss: 0.688963, acc.: 53.03%] [G loss: 0.849109]\n",
"9574 [D loss: 0.664501, acc.: 54.17%] [G loss: 0.816512]\n",
"9575 [D loss: 0.658408, acc.: 62.12%] [G loss: 0.835613]\n",
"9576 [D loss: 0.667458, acc.: 56.06%] [G loss: 0.856514]\n",
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"9578 [D loss: 0.668282, acc.: 60.23%] [G loss: 0.842518]\n",
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"9580 [D loss: 0.668855, acc.: 59.85%] [G loss: 0.814909]\n",
"9581 [D loss: 0.669567, acc.: 57.58%] [G loss: 0.802053]\n",
"9582 [D loss: 0.666843, acc.: 59.09%] [G loss: 0.830503]\n",
"9583 [D loss: 0.685939, acc.: 58.71%] [G loss: 0.782969]\n",
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"9586 [D loss: 0.655028, acc.: 65.15%] [G loss: 0.847942]\n",
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"9589 [D loss: 0.674328, acc.: 62.50%] [G loss: 0.814590]\n",
"9590 [D loss: 0.693857, acc.: 51.52%] [G loss: 0.797865]\n",
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"9592 [D loss: 0.675918, acc.: 59.47%] [G loss: 0.813561]\n",
"9593 [D loss: 0.672805, acc.: 57.95%] [G loss: 0.822453]\n",
"9594 [D loss: 0.672920, acc.: 56.06%] [G loss: 0.857936]\n",
"9595 [D loss: 0.660413, acc.: 56.44%] [G loss: 0.864713]\n",
"9596 [D loss: 0.679140, acc.: 54.55%] [G loss: 0.851009]\n",
"9597 [D loss: 0.671726, acc.: 58.33%] [G loss: 0.842064]\n",
"9598 [D loss: 0.661066, acc.: 62.50%] [G loss: 0.823082]\n",
"9599 [D loss: 0.675643, acc.: 56.06%] [G loss: 0.809081]\n",
"9600 [D loss: 0.658286, acc.: 60.98%] [G loss: 0.793226]\n",
"9601 [D loss: 0.670985, acc.: 57.95%] [G loss: 0.804058]\n",
"9602 [D loss: 0.659493, acc.: 62.88%] [G loss: 0.809286]\n",
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"9604 [D loss: 0.679973, acc.: 55.68%] [G loss: 0.796193]\n",
"9605 [D loss: 0.657673, acc.: 61.36%] [G loss: 0.872411]\n",
"9606 [D loss: 0.695624, acc.: 54.55%] [G loss: 0.833691]\n",
"9607 [D loss: 0.672814, acc.: 53.03%] [G loss: 0.820870]\n",
"9608 [D loss: 0.661411, acc.: 57.20%] [G loss: 0.839100]\n",
"9609 [D loss: 0.646147, acc.: 66.29%] [G loss: 0.810912]\n",
"9610 [D loss: 0.704374, acc.: 53.41%] [G loss: 0.811019]\n",
"9611 [D loss: 0.654722, acc.: 61.74%] [G loss: 0.841078]\n",
"9612 [D loss: 0.672309, acc.: 59.47%] [G loss: 0.807805]\n",
"9613 [D loss: 0.678963, acc.: 57.20%] [G loss: 0.820684]\n",
"9614 [D loss: 0.679829, acc.: 55.30%] [G loss: 0.837803]\n",
"9615 [D loss: 0.694584, acc.: 51.89%] [G loss: 0.830870]\n",
"9616 [D loss: 0.680836, acc.: 54.17%] [G loss: 0.838880]\n",
"9617 [D loss: 0.702831, acc.: 55.68%] [G loss: 0.841330]\n",
"9618 [D loss: 0.671867, acc.: 60.23%] [G loss: 0.832399]\n",
"9619 [D loss: 0.672264, acc.: 59.85%] [G loss: 0.814968]\n",
"9620 [D loss: 0.678912, acc.: 55.68%] [G loss: 0.840800]\n",
"9621 [D loss: 0.674598, acc.: 59.47%] [G loss: 0.838124]\n",
"9622 [D loss: 0.665007, acc.: 60.98%] [G loss: 0.814900]\n",
"9623 [D loss: 0.666892, acc.: 62.50%] [G loss: 0.850305]\n",
"9624 [D loss: 0.686337, acc.: 56.06%] [G loss: 0.812970]\n",
"9625 [D loss: 0.648283, acc.: 61.36%] [G loss: 0.793947]\n",
"9626 [D loss: 0.678002, acc.: 56.44%] [G loss: 0.834500]\n",
"9627 [D loss: 0.665538, acc.: 58.71%] [G loss: 0.839306]\n",
"9628 [D loss: 0.672353, acc.: 57.58%] [G loss: 0.836951]\n",
"9629 [D loss: 0.668555, acc.: 59.09%] [G loss: 0.848804]\n",
"9630 [D loss: 0.659401, acc.: 59.09%] [G loss: 0.804081]\n",
"9631 [D loss: 0.671074, acc.: 54.92%] [G loss: 0.844171]\n",
"9632 [D loss: 0.683084, acc.: 56.44%] [G loss: 0.842158]\n",
"9633 [D loss: 0.692928, acc.: 50.76%] [G loss: 0.814319]\n",
"9634 [D loss: 0.658976, acc.: 58.71%] [G loss: 0.789712]\n",
"9635 [D loss: 0.669635, acc.: 58.33%] [G loss: 0.858843]\n",
"9636 [D loss: 0.659853, acc.: 61.74%] [G loss: 0.841885]\n",
"9637 [D loss: 0.685277, acc.: 57.95%] [G loss: 0.800958]\n",
"9638 [D loss: 0.676940, acc.: 57.95%] [G loss: 0.845265]\n",
"9639 [D loss: 0.669634, acc.: 59.47%] [G loss: 0.862363]\n",
"9640 [D loss: 0.667556, acc.: 57.58%] [G loss: 0.818570]\n",
"9641 [D loss: 0.677306, acc.: 55.30%] [G loss: 0.838540]\n",
"9642 [D loss: 0.667641, acc.: 60.23%] [G loss: 0.821502]\n",
"9643 [D loss: 0.675032, acc.: 57.58%] [G loss: 0.817949]\n",
"9644 [D loss: 0.661521, acc.: 57.58%] [G loss: 0.835782]\n",
"9645 [D loss: 0.685180, acc.: 54.55%] [G loss: 0.837263]\n",
"9646 [D loss: 0.704089, acc.: 52.27%] [G loss: 0.821488]\n",
"9647 [D loss: 0.679106, acc.: 50.76%] [G loss: 0.832092]\n",
"9648 [D loss: 0.666022, acc.: 60.23%] [G loss: 0.839363]\n",
"9649 [D loss: 0.661276, acc.: 61.74%] [G loss: 0.821069]\n",
"9650 [D loss: 0.683689, acc.: 58.71%] [G loss: 0.816970]\n",
"9651 [D loss: 0.681275, acc.: 54.17%] [G loss: 0.835034]\n",
"9652 [D loss: 0.675701, acc.: 60.61%] [G loss: 0.806746]\n",
"9653 [D loss: 0.672237, acc.: 58.33%] [G loss: 0.811316]\n",
"9654 [D loss: 0.672671, acc.: 57.95%] [G loss: 0.805470]\n",
"9655 [D loss: 0.669273, acc.: 55.68%] [G loss: 0.830940]\n",
"9656 [D loss: 0.682457, acc.: 56.82%] [G loss: 0.845071]\n",
"9657 [D loss: 0.662318, acc.: 60.98%] [G loss: 0.824272]\n",
"9658 [D loss: 0.666706, acc.: 60.98%] [G loss: 0.833826]\n",
"9659 [D loss: 0.690912, acc.: 51.89%] [G loss: 0.832420]\n",
"9660 [D loss: 0.673388, acc.: 60.23%] [G loss: 0.851959]\n",
"9661 [D loss: 0.682210, acc.: 55.68%] [G loss: 0.844635]\n",
"9662 [D loss: 0.677763, acc.: 55.68%] [G loss: 0.832953]\n",
"9663 [D loss: 0.680077, acc.: 56.06%] [G loss: 0.798688]\n",
"9664 [D loss: 0.683223, acc.: 54.55%] [G loss: 0.808052]\n",
"9665 [D loss: 0.694262, acc.: 53.03%] [G loss: 0.814692]\n",
"9666 [D loss: 0.688079, acc.: 55.30%] [G loss: 0.827599]\n",
"9667 [D loss: 0.658645, acc.: 59.47%] [G loss: 0.837157]\n",
"9668 [D loss: 0.691513, acc.: 53.41%] [G loss: 0.813229]\n",
"9669 [D loss: 0.671551, acc.: 60.61%] [G loss: 0.856949]\n",
"9670 [D loss: 0.664367, acc.: 60.61%] [G loss: 0.810036]\n",
"9671 [D loss: 0.682084, acc.: 54.92%] [G loss: 0.824939]\n",
"9672 [D loss: 0.679297, acc.: 58.33%] [G loss: 0.824498]\n",
"9673 [D loss: 0.666499, acc.: 57.20%] [G loss: 0.815396]\n",
"9674 [D loss: 0.660932, acc.: 58.33%] [G loss: 0.851478]\n",
"9675 [D loss: 0.660855, acc.: 62.50%] [G loss: 0.831649]\n",
"9676 [D loss: 0.691553, acc.: 54.55%] [G loss: 0.821955]\n",
"9677 [D loss: 0.662561, acc.: 60.98%] [G loss: 0.821271]\n",
"9678 [D loss: 0.666240, acc.: 59.09%] [G loss: 0.825551]\n",
"9679 [D loss: 0.677845, acc.: 57.20%] [G loss: 0.822204]\n",
"9680 [D loss: 0.673349, acc.: 53.03%] [G loss: 0.818033]\n",
"9681 [D loss: 0.684072, acc.: 51.52%] [G loss: 0.824454]\n",
"9682 [D loss: 0.681322, acc.: 51.89%] [G loss: 0.825727]\n",
"9683 [D loss: 0.698304, acc.: 56.06%] [G loss: 0.821161]\n",
"9684 [D loss: 0.665723, acc.: 60.61%] [G loss: 0.851045]\n",
"9685 [D loss: 0.683634, acc.: 56.06%] [G loss: 0.832357]\n",
"9686 [D loss: 0.671919, acc.: 57.58%] [G loss: 0.824540]\n",
"9687 [D loss: 0.679009, acc.: 56.44%] [G loss: 0.813925]\n",
"9688 [D loss: 0.669637, acc.: 57.58%] [G loss: 0.806835]\n",
"9689 [D loss: 0.668691, acc.: 60.98%] [G loss: 0.849267]\n",
"9690 [D loss: 0.671776, acc.: 55.30%] [G loss: 0.829493]\n",
"9691 [D loss: 0.660613, acc.: 56.44%] [G loss: 0.795919]\n",
"9692 [D loss: 0.682032, acc.: 54.92%] [G loss: 0.824670]\n",
"9693 [D loss: 0.690726, acc.: 56.44%] [G loss: 0.843478]\n",
"9694 [D loss: 0.665576, acc.: 57.20%] [G loss: 0.833340]\n",
"9695 [D loss: 0.672413, acc.: 59.09%] [G loss: 0.802272]\n",
"9696 [D loss: 0.676178, acc.: 55.30%] [G loss: 0.835533]\n",
"9697 [D loss: 0.677816, acc.: 55.68%] [G loss: 0.804604]\n",
"9698 [D loss: 0.691330, acc.: 51.14%] [G loss: 0.830641]\n",
"9699 [D loss: 0.679149, acc.: 56.82%] [G loss: 0.780668]\n",
"9700 [D loss: 0.693618, acc.: 52.65%] [G loss: 0.773697]\n",
"9701 [D loss: 0.662425, acc.: 61.36%] [G loss: 0.812999]\n",
"9702 [D loss: 0.663860, acc.: 59.09%] [G loss: 0.819257]\n",
"9703 [D loss: 0.671933, acc.: 56.06%] [G loss: 0.835610]\n",
"9704 [D loss: 0.669038, acc.: 63.64%] [G loss: 0.856489]\n",
"9705 [D loss: 0.661504, acc.: 55.30%] [G loss: 0.842738]\n",
"9706 [D loss: 0.682234, acc.: 52.65%] [G loss: 0.830223]\n",
"9707 [D loss: 0.649621, acc.: 64.77%] [G loss: 0.842547]\n",
"9708 [D loss: 0.655896, acc.: 63.26%] [G loss: 0.842885]\n",
"9709 [D loss: 0.697891, acc.: 54.55%] [G loss: 0.842533]\n",
"9710 [D loss: 0.668316, acc.: 59.09%] [G loss: 0.821640]\n",
"9711 [D loss: 0.652692, acc.: 60.61%] [G loss: 0.776513]\n",
"9712 [D loss: 0.659410, acc.: 62.12%] [G loss: 0.791774]\n",
"9713 [D loss: 0.661191, acc.: 64.39%] [G loss: 0.814234]\n",
"9714 [D loss: 0.669508, acc.: 59.09%] [G loss: 0.835210]\n",
"9715 [D loss: 0.669259, acc.: 60.61%] [G loss: 0.806234]\n",
"9716 [D loss: 0.678246, acc.: 54.55%] [G loss: 0.854606]\n",
"9717 [D loss: 0.684316, acc.: 50.00%] [G loss: 0.818536]\n",
"9718 [D loss: 0.671837, acc.: 56.06%] [G loss: 0.839638]\n",
"9719 [D loss: 0.672963, acc.: 60.23%] [G loss: 0.835111]\n",
"9720 [D loss: 0.673021, acc.: 56.44%] [G loss: 0.896980]\n",
"9721 [D loss: 0.667636, acc.: 56.44%] [G loss: 0.840591]\n",
"9722 [D loss: 0.702479, acc.: 48.86%] [G loss: 0.798395]\n",
"9723 [D loss: 0.663916, acc.: 58.33%] [G loss: 0.846841]\n",
"9724 [D loss: 0.672682, acc.: 54.92%] [G loss: 0.861974]\n",
"9725 [D loss: 0.671183, acc.: 54.92%] [G loss: 0.826118]\n",
"9726 [D loss: 0.670388, acc.: 61.36%] [G loss: 0.834561]\n",
"9727 [D loss: 0.668197, acc.: 59.85%] [G loss: 0.814770]\n",
"9728 [D loss: 0.663906, acc.: 61.74%] [G loss: 0.849589]\n",
"9729 [D loss: 0.652471, acc.: 62.88%] [G loss: 0.849030]\n",
"9730 [D loss: 0.704451, acc.: 53.79%] [G loss: 0.826840]\n",
"9731 [D loss: 0.681251, acc.: 54.17%] [G loss: 0.811960]\n",
"9732 [D loss: 0.691755, acc.: 53.03%] [G loss: 0.786317]\n",
"9733 [D loss: 0.679674, acc.: 56.82%] [G loss: 0.774871]\n",
"9734 [D loss: 0.662112, acc.: 59.85%] [G loss: 0.841619]\n",
"9735 [D loss: 0.674250, acc.: 55.30%] [G loss: 0.811839]\n",
"9736 [D loss: 0.666919, acc.: 64.02%] [G loss: 0.848793]\n",
"9737 [D loss: 0.664769, acc.: 62.88%] [G loss: 0.823187]\n",
"9738 [D loss: 0.677710, acc.: 56.82%] [G loss: 0.811361]\n",
"9739 [D loss: 0.675678, acc.: 56.06%] [G loss: 0.836357]\n",
"9740 [D loss: 0.651820, acc.: 67.05%] [G loss: 0.839176]\n",
"9741 [D loss: 0.662197, acc.: 62.12%] [G loss: 0.820120]\n",
"9742 [D loss: 0.662917, acc.: 62.12%] [G loss: 0.846243]\n",
"9743 [D loss: 0.682261, acc.: 54.55%] [G loss: 0.860268]\n",
"9744 [D loss: 0.664754, acc.: 59.09%] [G loss: 0.838625]\n",
"9745 [D loss: 0.697748, acc.: 54.17%] [G loss: 0.838240]\n",
"9746 [D loss: 0.687033, acc.: 58.33%] [G loss: 0.840578]\n",
"9747 [D loss: 0.674532, acc.: 57.58%] [G loss: 0.891999]\n",
"9748 [D loss: 0.683083, acc.: 54.92%] [G loss: 0.832654]\n",
"9749 [D loss: 0.642693, acc.: 58.71%] [G loss: 0.859842]\n",
"9750 [D loss: 0.678345, acc.: 55.68%] [G loss: 0.855144]\n",
"9751 [D loss: 0.669218, acc.: 57.95%] [G loss: 0.848113]\n",
"9752 [D loss: 0.710757, acc.: 50.38%] [G loss: 0.852463]\n",
"9753 [D loss: 0.685204, acc.: 57.20%] [G loss: 0.817163]\n",
"9754 [D loss: 0.675580, acc.: 56.06%] [G loss: 0.845681]\n",
"9755 [D loss: 0.668908, acc.: 62.50%] [G loss: 0.873505]\n",
"9756 [D loss: 0.687937, acc.: 56.06%] [G loss: 0.856961]\n",
"9757 [D loss: 0.660463, acc.: 59.09%] [G loss: 0.831363]\n",
"9758 [D loss: 0.670775, acc.: 58.71%] [G loss: 0.830546]\n",
"9759 [D loss: 0.660806, acc.: 59.09%] [G loss: 0.799640]\n",
"9760 [D loss: 0.656336, acc.: 59.47%] [G loss: 0.817382]\n",
"9761 [D loss: 0.667700, acc.: 57.58%] [G loss: 0.866946]\n",
"9762 [D loss: 0.676215, acc.: 57.20%] [G loss: 0.821171]\n",
"9763 [D loss: 0.691213, acc.: 54.17%] [G loss: 0.848514]\n",
"9764 [D loss: 0.675868, acc.: 57.20%] [G loss: 0.833140]\n",
"9765 [D loss: 0.666816, acc.: 59.47%] [G loss: 0.819492]\n",
"9766 [D loss: 0.676958, acc.: 55.68%] [G loss: 0.819441]\n",
"9767 [D loss: 0.671995, acc.: 56.44%] [G loss: 0.842651]\n",
"9768 [D loss: 0.688346, acc.: 56.06%] [G loss: 0.836501]\n",
"9769 [D loss: 0.685824, acc.: 55.30%] [G loss: 0.850668]\n",
"9770 [D loss: 0.657500, acc.: 62.50%] [G loss: 0.826822]\n",
"9771 [D loss: 0.650253, acc.: 64.77%] [G loss: 0.858999]\n",
"9772 [D loss: 0.668645, acc.: 55.30%] [G loss: 0.832156]\n",
"9773 [D loss: 0.662893, acc.: 60.98%] [G loss: 0.850676]\n",
"9774 [D loss: 0.674131, acc.: 57.58%] [G loss: 0.835825]\n",
"9775 [D loss: 0.662746, acc.: 60.61%] [G loss: 0.820370]\n",
"9776 [D loss: 0.690523, acc.: 58.33%] [G loss: 0.801663]\n",
"9777 [D loss: 0.657957, acc.: 63.26%] [G loss: 0.808818]\n",
"9778 [D loss: 0.678707, acc.: 57.20%] [G loss: 0.808862]\n",
"9779 [D loss: 0.666353, acc.: 57.58%] [G loss: 0.821468]\n",
"9780 [D loss: 0.658547, acc.: 62.12%] [G loss: 0.830924]\n",
"9781 [D loss: 0.672197, acc.: 60.98%] [G loss: 0.807726]\n",
"9782 [D loss: 0.677579, acc.: 57.95%] [G loss: 0.827425]\n",
"9783 [D loss: 0.668795, acc.: 59.47%] [G loss: 0.838242]\n",
"9784 [D loss: 0.675534, acc.: 54.92%] [G loss: 0.788105]\n",
"9785 [D loss: 0.675979, acc.: 58.71%] [G loss: 0.849996]\n",
"9786 [D loss: 0.658783, acc.: 62.88%] [G loss: 0.863596]\n",
"9787 [D loss: 0.685720, acc.: 55.30%] [G loss: 0.819111]\n",
"9788 [D loss: 0.664482, acc.: 57.95%] [G loss: 0.829089]\n",
"9789 [D loss: 0.661391, acc.: 60.61%] [G loss: 0.868059]\n",
"9790 [D loss: 0.660844, acc.: 59.09%] [G loss: 0.847652]\n",
"9791 [D loss: 0.658139, acc.: 65.15%] [G loss: 0.843671]\n",
"9792 [D loss: 0.678033, acc.: 60.23%] [G loss: 0.826214]\n",
"9793 [D loss: 0.667033, acc.: 59.47%] [G loss: 0.867212]\n",
"9794 [D loss: 0.679985, acc.: 54.55%] [G loss: 0.818701]\n",
"9795 [D loss: 0.682076, acc.: 55.68%] [G loss: 0.869335]\n",
"9796 [D loss: 0.682747, acc.: 55.68%] [G loss: 0.806291]\n",
"9797 [D loss: 0.646329, acc.: 67.42%] [G loss: 0.789327]\n",
"9798 [D loss: 0.672873, acc.: 57.20%] [G loss: 0.840461]\n",
"9799 [D loss: 0.677143, acc.: 56.44%] [G loss: 0.868901]\n",
"9800 [D loss: 0.658172, acc.: 58.33%] [G loss: 0.856720]\n",
"9801 [D loss: 0.689703, acc.: 54.17%] [G loss: 0.816432]\n",
"9802 [D loss: 0.663396, acc.: 55.30%] [G loss: 0.830143]\n",
"9803 [D loss: 0.677402, acc.: 52.65%] [G loss: 0.841348]\n",
"9804 [D loss: 0.684932, acc.: 54.92%] [G loss: 0.817004]\n",
"9805 [D loss: 0.673437, acc.: 56.44%] [G loss: 0.803897]\n",
"9806 [D loss: 0.685544, acc.: 54.92%] [G loss: 0.822534]\n",
"9807 [D loss: 0.681478, acc.: 54.17%] [G loss: 0.816717]\n",
"9808 [D loss: 0.655910, acc.: 59.47%] [G loss: 0.841602]\n",
"9809 [D loss: 0.656789, acc.: 60.98%] [G loss: 0.857009]\n",
"9810 [D loss: 0.669525, acc.: 54.92%] [G loss: 0.816657]\n",
"9811 [D loss: 0.684081, acc.: 55.68%] [G loss: 0.819844]\n",
"9812 [D loss: 0.661720, acc.: 62.12%] [G loss: 0.819812]\n",
"9813 [D loss: 0.673178, acc.: 55.68%] [G loss: 0.839433]\n",
"9814 [D loss: 0.674929, acc.: 59.85%] [G loss: 0.820359]\n",
"9815 [D loss: 0.664791, acc.: 61.74%] [G loss: 0.798113]\n",
"9816 [D loss: 0.654245, acc.: 62.88%] [G loss: 0.833388]\n",
"9817 [D loss: 0.670083, acc.: 57.95%] [G loss: 0.832707]\n",
"9818 [D loss: 0.669530, acc.: 57.20%] [G loss: 0.858357]\n",
"9819 [D loss: 0.664918, acc.: 61.36%] [G loss: 0.829056]\n",
"9820 [D loss: 0.660338, acc.: 60.61%] [G loss: 0.806040]\n",
"9821 [D loss: 0.681127, acc.: 60.23%] [G loss: 0.841536]\n",
"9822 [D loss: 0.668310, acc.: 56.82%] [G loss: 0.872010]\n",
"9823 [D loss: 0.690640, acc.: 56.06%] [G loss: 0.824605]\n",
"9824 [D loss: 0.679572, acc.: 55.68%] [G loss: 0.860289]\n",
"9825 [D loss: 0.672528, acc.: 57.20%] [G loss: 0.835389]\n",
"9826 [D loss: 0.702040, acc.: 52.65%] [G loss: 0.805562]\n",
"9827 [D loss: 0.660713, acc.: 62.12%] [G loss: 0.826215]\n",
"9828 [D loss: 0.652261, acc.: 61.36%] [G loss: 0.827048]\n",
"9829 [D loss: 0.665502, acc.: 57.58%] [G loss: 0.825756]\n",
"9830 [D loss: 0.679017, acc.: 54.92%] [G loss: 0.823665]\n",
"9831 [D loss: 0.663876, acc.: 62.50%] [G loss: 0.800343]\n",
"9832 [D loss: 0.654586, acc.: 61.74%] [G loss: 0.819134]\n",
"9833 [D loss: 0.665213, acc.: 59.47%] [G loss: 0.782167]\n",
"9834 [D loss: 0.667738, acc.: 61.74%] [G loss: 0.833951]\n",
"9835 [D loss: 0.680223, acc.: 60.61%] [G loss: 0.822001]\n",
"9836 [D loss: 0.690384, acc.: 55.68%] [G loss: 0.808375]\n",
"9837 [D loss: 0.665854, acc.: 56.82%] [G loss: 0.837062]\n",
"9838 [D loss: 0.644107, acc.: 62.12%] [G loss: 0.834625]\n",
"9839 [D loss: 0.691649, acc.: 54.92%] [G loss: 0.838507]\n",
"9840 [D loss: 0.671067, acc.: 58.33%] [G loss: 0.811533]\n",
"9841 [D loss: 0.677123, acc.: 56.44%] [G loss: 0.810515]\n",
"9842 [D loss: 0.688867, acc.: 57.58%] [G loss: 0.798762]\n",
"9843 [D loss: 0.674928, acc.: 54.92%] [G loss: 0.807863]\n",
"9844 [D loss: 0.668917, acc.: 57.95%] [G loss: 0.825000]\n",
"9845 [D loss: 0.671302, acc.: 60.61%] [G loss: 0.803877]\n",
"9846 [D loss: 0.687217, acc.: 55.30%] [G loss: 0.843112]\n",
"9847 [D loss: 0.673129, acc.: 60.61%] [G loss: 0.809671]\n",
"9848 [D loss: 0.655520, acc.: 61.74%] [G loss: 0.829247]\n",
"9849 [D loss: 0.686269, acc.: 54.17%] [G loss: 0.852651]\n",
"9850 [D loss: 0.666837, acc.: 59.09%] [G loss: 0.857623]\n",
"9851 [D loss: 0.652269, acc.: 62.12%] [G loss: 0.847364]\n",
"9852 [D loss: 0.675844, acc.: 60.61%] [G loss: 0.835430]\n",
"9853 [D loss: 0.705433, acc.: 55.30%] [G loss: 0.844485]\n",
"9854 [D loss: 0.674045, acc.: 59.85%] [G loss: 0.842919]\n",
"9855 [D loss: 0.704510, acc.: 54.92%] [G loss: 0.822793]\n",
"9856 [D loss: 0.666329, acc.: 58.71%] [G loss: 0.837483]\n",
"9857 [D loss: 0.680599, acc.: 54.92%] [G loss: 0.833173]\n",
"9858 [D loss: 0.672737, acc.: 57.95%] [G loss: 0.807192]\n",
"9859 [D loss: 0.665598, acc.: 63.64%] [G loss: 0.816101]\n",
"9860 [D loss: 0.668775, acc.: 59.85%] [G loss: 0.815982]\n",
"9861 [D loss: 0.666109, acc.: 58.71%] [G loss: 0.808359]\n",
"9862 [D loss: 0.670210, acc.: 60.61%] [G loss: 0.829906]\n",
"9863 [D loss: 0.673213, acc.: 55.30%] [G loss: 0.832216]\n",
"9864 [D loss: 0.692761, acc.: 53.03%] [G loss: 0.845253]\n",
"9865 [D loss: 0.683566, acc.: 57.20%] [G loss: 0.842794]\n",
"9866 [D loss: 0.654479, acc.: 61.36%] [G loss: 0.819666]\n",
"9867 [D loss: 0.665067, acc.: 59.09%] [G loss: 0.848502]\n",
"9868 [D loss: 0.665762, acc.: 59.09%] [G loss: 0.838743]\n",
"9869 [D loss: 0.679566, acc.: 54.17%] [G loss: 0.852722]\n",
"9870 [D loss: 0.686751, acc.: 55.68%] [G loss: 0.864054]\n",
"9871 [D loss: 0.668538, acc.: 56.82%] [G loss: 0.824075]\n",
"9872 [D loss: 0.657962, acc.: 62.50%] [G loss: 0.829721]\n",
"9873 [D loss: 0.691318, acc.: 53.41%] [G loss: 0.825703]\n",
"9874 [D loss: 0.672777, acc.: 59.09%] [G loss: 0.829811]\n",
"9875 [D loss: 0.677383, acc.: 57.58%] [G loss: 0.811138]\n",
"9876 [D loss: 0.686748, acc.: 53.79%] [G loss: 0.819742]\n",
"9877 [D loss: 0.672741, acc.: 57.95%] [G loss: 0.803320]\n",
"9878 [D loss: 0.674300, acc.: 53.41%] [G loss: 0.832357]\n",
"9879 [D loss: 0.684809, acc.: 54.92%] [G loss: 0.838189]\n",
"9880 [D loss: 0.678302, acc.: 57.95%] [G loss: 0.813538]\n",
"9881 [D loss: 0.660207, acc.: 63.64%] [G loss: 0.811666]\n",
"9882 [D loss: 0.659307, acc.: 57.20%] [G loss: 0.815477]\n",
"9883 [D loss: 0.675691, acc.: 55.68%] [G loss: 0.824709]\n",
"9884 [D loss: 0.681663, acc.: 54.55%] [G loss: 0.829665]\n",
"9885 [D loss: 0.689154, acc.: 56.06%] [G loss: 0.808877]\n",
"9886 [D loss: 0.677756, acc.: 55.30%] [G loss: 0.838635]\n",
"9887 [D loss: 0.673485, acc.: 55.68%] [G loss: 0.815727]\n",
"9888 [D loss: 0.666357, acc.: 60.61%] [G loss: 0.806352]\n",
"9889 [D loss: 0.664172, acc.: 59.47%] [G loss: 0.824036]\n",
"9890 [D loss: 0.695916, acc.: 55.30%] [G loss: 0.821795]\n",
"9891 [D loss: 0.678319, acc.: 57.20%] [G loss: 0.818069]\n",
"9892 [D loss: 0.687772, acc.: 54.92%] [G loss: 0.814087]\n",
"9893 [D loss: 0.664577, acc.: 59.09%] [G loss: 0.822346]\n",
"9894 [D loss: 0.660679, acc.: 60.23%] [G loss: 0.851011]\n",
"9895 [D loss: 0.670413, acc.: 58.33%] [G loss: 0.828416]\n",
"9896 [D loss: 0.687411, acc.: 55.68%] [G loss: 0.807497]\n",
"9897 [D loss: 0.673595, acc.: 54.92%] [G loss: 0.832325]\n",
"9898 [D loss: 0.673909, acc.: 55.30%] [G loss: 0.799860]\n",
"9899 [D loss: 0.665767, acc.: 61.36%] [G loss: 0.831943]\n",
"9900 [D loss: 0.670688, acc.: 56.82%] [G loss: 0.837834]\n",
"9901 [D loss: 0.660961, acc.: 57.20%] [G loss: 0.800384]\n",
"9902 [D loss: 0.649629, acc.: 63.26%] [G loss: 0.829031]\n",
"9903 [D loss: 0.694258, acc.: 54.92%] [G loss: 0.831054]\n",
"9904 [D loss: 0.677147, acc.: 55.30%] [G loss: 0.844641]\n",
"9905 [D loss: 0.658953, acc.: 62.12%] [G loss: 0.812675]\n",
"9906 [D loss: 0.669971, acc.: 62.88%] [G loss: 0.843277]\n",
"9907 [D loss: 0.647566, acc.: 63.26%] [G loss: 0.816857]\n",
"9908 [D loss: 0.684013, acc.: 57.58%] [G loss: 0.785041]\n",
"9909 [D loss: 0.661188, acc.: 59.09%] [G loss: 0.844625]\n",
"9910 [D loss: 0.683422, acc.: 56.82%] [G loss: 0.861849]\n",
"9911 [D loss: 0.688678, acc.: 56.44%] [G loss: 0.854216]\n",
"9912 [D loss: 0.693483, acc.: 55.30%] [G loss: 0.818220]\n",
"9913 [D loss: 0.634778, acc.: 64.02%] [G loss: 0.865584]\n",
"9914 [D loss: 0.671484, acc.: 58.71%] [G loss: 0.858508]\n",
"9915 [D loss: 0.688743, acc.: 55.30%] [G loss: 0.865262]\n",
"9916 [D loss: 0.684366, acc.: 57.58%] [G loss: 0.829264]\n",
"9917 [D loss: 0.679207, acc.: 53.79%] [G loss: 0.829658]\n",
"9918 [D loss: 0.685878, acc.: 54.92%] [G loss: 0.852184]\n",
"9919 [D loss: 0.682305, acc.: 56.44%] [G loss: 0.809724]\n",
"9920 [D loss: 0.673202, acc.: 58.71%] [G loss: 0.807446]\n",
"9921 [D loss: 0.667030, acc.: 56.82%] [G loss: 0.795786]\n",
"9922 [D loss: 0.671208, acc.: 57.95%] [G loss: 0.811916]\n",
"9923 [D loss: 0.667015, acc.: 57.20%] [G loss: 0.855992]\n",
"9924 [D loss: 0.671873, acc.: 57.95%] [G loss: 0.855058]\n",
"9925 [D loss: 0.691921, acc.: 55.68%] [G loss: 0.840258]\n",
"9926 [D loss: 0.678331, acc.: 54.92%] [G loss: 0.826368]\n",
"9927 [D loss: 0.682429, acc.: 56.82%] [G loss: 0.843247]\n",
"9928 [D loss: 0.668647, acc.: 56.06%] [G loss: 0.823976]\n",
"9929 [D loss: 0.688466, acc.: 54.92%] [G loss: 0.783789]\n",
"9930 [D loss: 0.655319, acc.: 60.98%] [G loss: 0.834013]\n",
"9931 [D loss: 0.695629, acc.: 54.17%] [G loss: 0.812133]\n",
"9932 [D loss: 0.667518, acc.: 58.33%] [G loss: 0.849396]\n",
"9933 [D loss: 0.666392, acc.: 59.47%] [G loss: 0.833105]\n",
"9934 [D loss: 0.676248, acc.: 59.47%] [G loss: 0.803517]\n",
"9935 [D loss: 0.671382, acc.: 57.95%] [G loss: 0.838375]\n",
"9936 [D loss: 0.671514, acc.: 56.82%] [G loss: 0.855058]\n",
"9937 [D loss: 0.663990, acc.: 60.61%] [G loss: 0.808543]\n",
"9938 [D loss: 0.687313, acc.: 58.33%] [G loss: 0.829891]\n",
"9939 [D loss: 0.652465, acc.: 63.26%] [G loss: 0.862683]\n",
"9940 [D loss: 0.679528, acc.: 55.68%] [G loss: 0.861843]\n",
"9941 [D loss: 0.683922, acc.: 54.55%] [G loss: 0.813287]\n",
"9942 [D loss: 0.669642, acc.: 58.71%] [G loss: 0.828523]\n",
"9943 [D loss: 0.672416, acc.: 57.95%] [G loss: 0.850460]\n",
"9944 [D loss: 0.668139, acc.: 59.47%] [G loss: 0.858700]\n",
"9945 [D loss: 0.670767, acc.: 58.33%] [G loss: 0.872724]\n",
"9946 [D loss: 0.683811, acc.: 53.79%] [G loss: 0.832858]\n",
"9947 [D loss: 0.667042, acc.: 57.58%] [G loss: 0.827622]\n",
"9948 [D loss: 0.677189, acc.: 58.71%] [G loss: 0.805846]\n",
"9949 [D loss: 0.674235, acc.: 56.44%] [G loss: 0.849503]\n",
"9950 [D loss: 0.663126, acc.: 60.61%] [G loss: 0.826920]\n",
"9951 [D loss: 0.705198, acc.: 55.68%] [G loss: 0.824715]\n",
"9952 [D loss: 0.667044, acc.: 60.61%] [G loss: 0.802744]\n",
"9953 [D loss: 0.673722, acc.: 55.68%] [G loss: 0.800979]\n",
"9954 [D loss: 0.697811, acc.: 54.17%] [G loss: 0.810915]\n",
"9955 [D loss: 0.666482, acc.: 57.58%] [G loss: 0.856917]\n",
"9956 [D loss: 0.656529, acc.: 63.26%] [G loss: 0.849886]\n",
"9957 [D loss: 0.699520, acc.: 50.38%] [G loss: 0.847408]\n",
"9958 [D loss: 0.674377, acc.: 54.55%] [G loss: 0.823341]\n",
"9959 [D loss: 0.679478, acc.: 57.58%] [G loss: 0.833035]\n",
"9960 [D loss: 0.677046, acc.: 56.06%] [G loss: 0.848195]\n",
"9961 [D loss: 0.656108, acc.: 60.61%] [G loss: 0.828771]\n",
"9962 [D loss: 0.692014, acc.: 51.52%] [G loss: 0.800597]\n",
"9963 [D loss: 0.686959, acc.: 58.33%] [G loss: 0.822021]\n",
"9964 [D loss: 0.687084, acc.: 55.68%] [G loss: 0.838920]\n",
"9965 [D loss: 0.675316, acc.: 57.95%] [G loss: 0.827765]\n",
"9966 [D loss: 0.663712, acc.: 59.85%] [G loss: 0.812953]\n",
"9967 [D loss: 0.684380, acc.: 56.44%] [G loss: 0.849085]\n",
"9968 [D loss: 0.683673, acc.: 56.44%] [G loss: 0.805557]\n",
"9969 [D loss: 0.693610, acc.: 51.52%] [G loss: 0.809511]\n",
"9970 [D loss: 0.656962, acc.: 62.88%] [G loss: 0.803211]\n",
"9971 [D loss: 0.660061, acc.: 62.88%] [G loss: 0.793178]\n",
"9972 [D loss: 0.643412, acc.: 62.50%] [G loss: 0.775053]\n",
"9973 [D loss: 0.683094, acc.: 55.68%] [G loss: 0.838144]\n",
"9974 [D loss: 0.663297, acc.: 58.33%] [G loss: 0.818900]\n",
"9975 [D loss: 0.665000, acc.: 58.71%] [G loss: 0.859600]\n",
"9976 [D loss: 0.670398, acc.: 60.23%] [G loss: 0.870908]\n",
"9977 [D loss: 0.662801, acc.: 62.50%] [G loss: 0.841872]\n",
"9978 [D loss: 0.685709, acc.: 55.30%] [G loss: 0.841078]\n",
"9979 [D loss: 0.678553, acc.: 53.79%] [G loss: 0.845499]\n",
"9980 [D loss: 0.661827, acc.: 61.74%] [G loss: 0.850075]\n",
"9981 [D loss: 0.684317, acc.: 51.89%] [G loss: 0.840068]\n",
"9982 [D loss: 0.671115, acc.: 54.92%] [G loss: 0.842155]\n",
"9983 [D loss: 0.677157, acc.: 60.23%] [G loss: 0.848163]\n",
"9984 [D loss: 0.654392, acc.: 62.88%] [G loss: 0.826899]\n",
"9985 [D loss: 0.657381, acc.: 61.74%] [G loss: 0.834204]\n",
"9986 [D loss: 0.692534, acc.: 57.58%] [G loss: 0.850226]\n",
"9987 [D loss: 0.673300, acc.: 58.33%] [G loss: 0.832560]\n",
"9988 [D loss: 0.700532, acc.: 56.82%] [G loss: 0.827017]\n",
"9989 [D loss: 0.669856, acc.: 60.61%] [G loss: 0.818673]\n",
"9990 [D loss: 0.677140, acc.: 56.44%] [G loss: 0.825256]\n",
"9991 [D loss: 0.668580, acc.: 58.71%] [G loss: 0.828905]\n",
"9992 [D loss: 0.653157, acc.: 63.64%] [G loss: 0.847161]\n",
"9993 [D loss: 0.627649, acc.: 66.29%] [G loss: 0.802981]\n",
"9994 [D loss: 0.676676, acc.: 57.95%] [G loss: 0.851629]\n",
"9995 [D loss: 0.663559, acc.: 61.74%] [G loss: 0.860106]\n",
"9996 [D loss: 0.711295, acc.: 51.89%] [G loss: 0.850564]\n",
"9997 [D loss: 0.675871, acc.: 59.09%] [G loss: 0.834112]\n",
"9998 [D loss: 0.676516, acc.: 54.17%] [G loss: 0.857224]\n",
"9999 [D loss: 0.690758, acc.: 55.68%] [G loss: 0.800626]\n",
"10000 [D loss: 0.691323, acc.: 54.17%] [G loss: 0.798658]\n",
"10001 [D loss: 0.658968, acc.: 58.71%] [G loss: 0.844498]\n",
"10002 [D loss: 0.697716, acc.: 53.79%] [G loss: 0.817534]\n",
"10003 [D loss: 0.677504, acc.: 58.33%] [G loss: 0.858008]\n",
"10004 [D loss: 0.685410, acc.: 55.30%] [G loss: 0.862813]\n",
"10005 [D loss: 0.682050, acc.: 57.95%] [G loss: 0.879293]\n",
"10006 [D loss: 0.690984, acc.: 57.20%] [G loss: 0.832797]\n",
"10007 [D loss: 0.694278, acc.: 57.95%] [G loss: 0.839254]\n",
"10008 [D loss: 0.669153, acc.: 60.98%] [G loss: 0.855573]\n",
"10009 [D loss: 0.663398, acc.: 63.64%] [G loss: 0.836744]\n",
"10010 [D loss: 0.695134, acc.: 52.27%] [G loss: 0.830141]\n",
"10011 [D loss: 0.696797, acc.: 54.55%] [G loss: 0.827996]\n",
"10012 [D loss: 0.666595, acc.: 58.33%] [G loss: 0.852158]\n",
"10013 [D loss: 0.662391, acc.: 57.58%] [G loss: 0.821720]\n",
"10014 [D loss: 0.686996, acc.: 54.17%] [G loss: 0.776689]\n",
"10015 [D loss: 0.676196, acc.: 57.20%] [G loss: 0.818542]\n",
"10016 [D loss: 0.680267, acc.: 55.30%] [G loss: 0.809933]\n",
"10017 [D loss: 0.677104, acc.: 54.55%] [G loss: 0.842632]\n",
"10018 [D loss: 0.693872, acc.: 54.55%] [G loss: 0.839416]\n",
"10019 [D loss: 0.696129, acc.: 52.65%] [G loss: 0.825861]\n",
"10020 [D loss: 0.671105, acc.: 60.61%] [G loss: 0.840608]\n",
"10021 [D loss: 0.677314, acc.: 56.82%] [G loss: 0.836138]\n",
"10022 [D loss: 0.665256, acc.: 59.09%] [G loss: 0.848375]\n",
"10023 [D loss: 0.663355, acc.: 57.20%] [G loss: 0.854645]\n",
"10024 [D loss: 0.659884, acc.: 57.95%] [G loss: 0.837278]\n",
"10025 [D loss: 0.661756, acc.: 58.33%] [G loss: 0.819729]\n",
"10026 [D loss: 0.706199, acc.: 48.11%] [G loss: 0.827714]\n",
"10027 [D loss: 0.662769, acc.: 58.71%] [G loss: 0.804161]\n",
"10028 [D loss: 0.684114, acc.: 54.92%] [G loss: 0.831217]\n",
"10029 [D loss: 0.686679, acc.: 55.68%] [G loss: 0.805240]\n",
"10030 [D loss: 0.682111, acc.: 54.92%] [G loss: 0.847889]\n",
"10031 [D loss: 0.652299, acc.: 60.23%] [G loss: 0.856698]\n",
"10032 [D loss: 0.679290, acc.: 56.44%] [G loss: 0.866208]\n",
"10033 [D loss: 0.659501, acc.: 56.82%] [G loss: 0.823911]\n",
"10034 [D loss: 0.664203, acc.: 59.47%] [G loss: 0.831477]\n",
"10035 [D loss: 0.676984, acc.: 55.68%] [G loss: 0.836926]\n",
"10036 [D loss: 0.670389, acc.: 57.20%] [G loss: 0.803453]\n",
"10037 [D loss: 0.694025, acc.: 53.03%] [G loss: 0.832296]\n",
"10038 [D loss: 0.678980, acc.: 55.68%] [G loss: 0.805968]\n",
"10039 [D loss: 0.646204, acc.: 64.77%] [G loss: 0.820316]\n",
"10040 [D loss: 0.677188, acc.: 57.20%] [G loss: 0.827386]\n",
"10041 [D loss: 0.680973, acc.: 56.44%] [G loss: 0.806407]\n",
"10042 [D loss: 0.693669, acc.: 50.76%] [G loss: 0.813704]\n",
"10043 [D loss: 0.670869, acc.: 57.95%] [G loss: 0.868536]\n",
"10044 [D loss: 0.670195, acc.: 60.23%] [G loss: 0.850038]\n",
"10045 [D loss: 0.665683, acc.: 59.85%] [G loss: 0.810476]\n",
"10046 [D loss: 0.651332, acc.: 62.12%] [G loss: 0.834745]\n",
"10047 [D loss: 0.686280, acc.: 56.06%] [G loss: 0.850237]\n",
"10048 [D loss: 0.683479, acc.: 56.06%] [G loss: 0.840249]\n",
"10049 [D loss: 0.685461, acc.: 56.44%] [G loss: 0.820680]\n",
"10050 [D loss: 0.690208, acc.: 54.17%] [G loss: 0.809206]\n",
"10051 [D loss: 0.653086, acc.: 62.50%] [G loss: 0.796791]\n",
"10052 [D loss: 0.653779, acc.: 64.39%] [G loss: 0.821157]\n",
"10053 [D loss: 0.676001, acc.: 59.47%] [G loss: 0.828447]\n",
"10054 [D loss: 0.667508, acc.: 61.36%] [G loss: 0.842614]\n",
"10055 [D loss: 0.661074, acc.: 59.47%] [G loss: 0.855660]\n",
"10056 [D loss: 0.659969, acc.: 60.98%] [G loss: 0.843266]\n",
"10057 [D loss: 0.676141, acc.: 57.95%] [G loss: 0.852306]\n",
"10058 [D loss: 0.663749, acc.: 64.39%] [G loss: 0.792364]\n",
"10059 [D loss: 0.657231, acc.: 60.98%] [G loss: 0.814696]\n",
"10060 [D loss: 0.674822, acc.: 57.20%] [G loss: 0.826532]\n",
"10061 [D loss: 0.660463, acc.: 59.09%] [G loss: 0.820064]\n",
"10062 [D loss: 0.667416, acc.: 55.30%] [G loss: 0.806461]\n",
"10063 [D loss: 0.687956, acc.: 54.55%] [G loss: 0.849364]\n",
"10064 [D loss: 0.672004, acc.: 60.23%] [G loss: 0.827753]\n",
"10065 [D loss: 0.675340, acc.: 57.58%] [G loss: 0.840935]\n",
"10066 [D loss: 0.682403, acc.: 53.79%] [G loss: 0.846001]\n",
"10067 [D loss: 0.688473, acc.: 54.55%] [G loss: 0.804202]\n",
"10068 [D loss: 0.678115, acc.: 57.95%] [G loss: 0.788596]\n",
"10069 [D loss: 0.674325, acc.: 56.06%] [G loss: 0.812950]\n",
"10070 [D loss: 0.673368, acc.: 58.71%] [G loss: 0.814532]\n",
"10071 [D loss: 0.679049, acc.: 60.23%] [G loss: 0.821312]\n",
"10072 [D loss: 0.687038, acc.: 59.09%] [G loss: 0.856198]\n",
"10073 [D loss: 0.674485, acc.: 54.17%] [G loss: 0.824635]\n",
"10074 [D loss: 0.664509, acc.: 59.47%] [G loss: 0.839315]\n",
"10075 [D loss: 0.706077, acc.: 48.48%] [G loss: 0.816673]\n",
"10076 [D loss: 0.664236, acc.: 57.95%] [G loss: 0.859763]\n",
"10077 [D loss: 0.672396, acc.: 56.82%] [G loss: 0.847692]\n",
"10078 [D loss: 0.674249, acc.: 56.82%] [G loss: 0.853126]\n",
"10079 [D loss: 0.713405, acc.: 50.76%] [G loss: 0.851952]\n",
"10080 [D loss: 0.683412, acc.: 56.44%] [G loss: 0.832259]\n",
"10081 [D loss: 0.674408, acc.: 58.33%] [G loss: 0.827320]\n",
"10082 [D loss: 0.653164, acc.: 63.26%] [G loss: 0.800670]\n",
"10083 [D loss: 0.701335, acc.: 54.55%] [G loss: 0.815819]\n",
"10084 [D loss: 0.671771, acc.: 54.55%] [G loss: 0.789673]\n",
"10085 [D loss: 0.630748, acc.: 69.32%] [G loss: 0.837005]\n",
"10086 [D loss: 0.694587, acc.: 52.27%] [G loss: 0.813709]\n",
"10087 [D loss: 0.667501, acc.: 57.58%] [G loss: 0.810718]\n",
"10088 [D loss: 0.661817, acc.: 60.23%] [G loss: 0.826083]\n",
"10089 [D loss: 0.650265, acc.: 65.53%] [G loss: 0.842290]\n",
"10090 [D loss: 0.677431, acc.: 59.09%] [G loss: 0.828310]\n",
"10091 [D loss: 0.660858, acc.: 60.61%] [G loss: 0.805098]\n",
"10092 [D loss: 0.680106, acc.: 58.33%] [G loss: 0.823528]\n",
"10093 [D loss: 0.683749, acc.: 54.92%] [G loss: 0.869129]\n",
"10094 [D loss: 0.674677, acc.: 58.71%] [G loss: 0.867276]\n",
"10095 [D loss: 0.675703, acc.: 56.44%] [G loss: 0.809230]\n",
"10096 [D loss: 0.652406, acc.: 62.88%] [G loss: 0.824927]\n",
"10097 [D loss: 0.675600, acc.: 55.68%] [G loss: 0.837855]\n",
"10098 [D loss: 0.663254, acc.: 59.85%] [G loss: 0.800977]\n",
"10099 [D loss: 0.653792, acc.: 63.26%] [G loss: 0.849111]\n",
"10100 [D loss: 0.657605, acc.: 61.74%] [G loss: 0.848586]\n",
"10101 [D loss: 0.662542, acc.: 61.74%] [G loss: 0.803070]\n",
"10102 [D loss: 0.663046, acc.: 59.47%] [G loss: 0.823837]\n",
"10103 [D loss: 0.641654, acc.: 68.18%] [G loss: 0.830009]\n",
"10104 [D loss: 0.691184, acc.: 54.17%] [G loss: 0.822824]\n",
"10105 [D loss: 0.682878, acc.: 55.30%] [G loss: 0.854897]\n",
"10106 [D loss: 0.671601, acc.: 57.20%] [G loss: 0.823925]\n",
"10107 [D loss: 0.698249, acc.: 51.14%] [G loss: 0.810017]\n",
"10108 [D loss: 0.678437, acc.: 58.71%] [G loss: 0.816135]\n",
"10109 [D loss: 0.668799, acc.: 57.95%] [G loss: 0.828850]\n",
"10110 [D loss: 0.675340, acc.: 56.82%] [G loss: 0.819872]\n",
"10111 [D loss: 0.678766, acc.: 56.82%] [G loss: 0.833169]\n",
"10112 [D loss: 0.668049, acc.: 61.74%] [G loss: 0.837955]\n",
"10113 [D loss: 0.679642, acc.: 54.55%] [G loss: 0.825411]\n",
"10114 [D loss: 0.672533, acc.: 60.98%] [G loss: 0.820444]\n",
"10115 [D loss: 0.688761, acc.: 53.79%] [G loss: 0.833640]\n",
"10116 [D loss: 0.671374, acc.: 59.09%] [G loss: 0.854882]\n",
"10117 [D loss: 0.672191, acc.: 58.33%] [G loss: 0.808165]\n",
"10118 [D loss: 0.673895, acc.: 60.23%] [G loss: 0.834428]\n",
"10119 [D loss: 0.656587, acc.: 61.74%] [G loss: 0.811303]\n",
"10120 [D loss: 0.678105, acc.: 59.47%] [G loss: 0.849778]\n",
"10121 [D loss: 0.677241, acc.: 58.71%] [G loss: 0.831216]\n",
"10122 [D loss: 0.683261, acc.: 59.85%] [G loss: 0.822974]\n",
"10123 [D loss: 0.683665, acc.: 56.06%] [G loss: 0.838863]\n",
"10124 [D loss: 0.640633, acc.: 60.98%] [G loss: 0.819080]\n",
"10125 [D loss: 0.688440, acc.: 53.03%] [G loss: 0.786172]\n",
"10126 [D loss: 0.683722, acc.: 55.30%] [G loss: 0.800381]\n",
"10127 [D loss: 0.671540, acc.: 60.23%] [G loss: 0.819655]\n",
"10128 [D loss: 0.652229, acc.: 61.36%] [G loss: 0.839972]\n",
"10129 [D loss: 0.692791, acc.: 55.30%] [G loss: 0.805507]\n",
"10130 [D loss: 0.692613, acc.: 53.03%] [G loss: 0.827656]\n",
"10131 [D loss: 0.670628, acc.: 55.68%] [G loss: 0.836008]\n",
"10132 [D loss: 0.689841, acc.: 53.79%] [G loss: 0.843613]\n",
"10133 [D loss: 0.684950, acc.: 57.58%] [G loss: 0.818880]\n",
"10134 [D loss: 0.676929, acc.: 58.33%] [G loss: 0.804536]\n",
"10135 [D loss: 0.679681, acc.: 56.82%] [G loss: 0.839672]\n",
"10136 [D loss: 0.685936, acc.: 51.52%] [G loss: 0.827100]\n",
"10137 [D loss: 0.662847, acc.: 62.88%] [G loss: 0.840675]\n",
"10138 [D loss: 0.658034, acc.: 63.26%] [G loss: 0.824271]\n",
"10139 [D loss: 0.676170, acc.: 55.68%] [G loss: 0.851807]\n",
"10140 [D loss: 0.684235, acc.: 55.30%] [G loss: 0.815915]\n",
"10141 [D loss: 0.682644, acc.: 56.06%] [G loss: 0.787135]\n",
"10142 [D loss: 0.656701, acc.: 62.12%] [G loss: 0.840713]\n",
"10143 [D loss: 0.654875, acc.: 64.02%] [G loss: 0.805070]\n",
"10144 [D loss: 0.683950, acc.: 57.58%] [G loss: 0.833573]\n",
"10145 [D loss: 0.667496, acc.: 57.20%] [G loss: 0.822852]\n",
"10146 [D loss: 0.684462, acc.: 55.30%] [G loss: 0.820401]\n",
"10147 [D loss: 0.667831, acc.: 59.09%] [G loss: 0.804285]\n",
"10148 [D loss: 0.671618, acc.: 57.95%] [G loss: 0.823616]\n",
"10149 [D loss: 0.678978, acc.: 54.92%] [G loss: 0.843940]\n",
"10150 [D loss: 0.667474, acc.: 60.61%] [G loss: 0.818607]\n",
"10151 [D loss: 0.685338, acc.: 57.20%] [G loss: 0.812809]\n",
"10152 [D loss: 0.666146, acc.: 57.20%] [G loss: 0.813632]\n",
"10153 [D loss: 0.676984, acc.: 58.33%] [G loss: 0.810926]\n",
"10154 [D loss: 0.677667, acc.: 60.23%] [G loss: 0.832856]\n",
"10155 [D loss: 0.670338, acc.: 57.58%] [G loss: 0.840854]\n",
"10156 [D loss: 0.684470, acc.: 60.23%] [G loss: 0.777743]\n",
"10157 [D loss: 0.672846, acc.: 58.33%] [G loss: 0.836052]\n",
"10158 [D loss: 0.667053, acc.: 62.12%] [G loss: 0.842975]\n",
"10159 [D loss: 0.671282, acc.: 59.47%] [G loss: 0.850584]\n",
"10160 [D loss: 0.676482, acc.: 54.92%] [G loss: 0.820904]\n",
"10161 [D loss: 0.687107, acc.: 60.61%] [G loss: 0.811109]\n",
"10162 [D loss: 0.676960, acc.: 58.33%] [G loss: 0.833784]\n",
"10163 [D loss: 0.670074, acc.: 59.09%] [G loss: 0.823400]\n",
"10164 [D loss: 0.681260, acc.: 56.44%] [G loss: 0.809537]\n",
"10165 [D loss: 0.680793, acc.: 59.09%] [G loss: 0.797259]\n",
"10166 [D loss: 0.650000, acc.: 64.39%] [G loss: 0.856063]\n",
"10167 [D loss: 0.662183, acc.: 60.23%] [G loss: 0.836329]\n",
"10168 [D loss: 0.687526, acc.: 53.03%] [G loss: 0.836285]\n",
"10169 [D loss: 0.659034, acc.: 61.74%] [G loss: 0.840854]\n",
"10170 [D loss: 0.658547, acc.: 61.74%] [G loss: 0.814801]\n",
"10171 [D loss: 0.667821, acc.: 60.61%] [G loss: 0.829979]\n",
"10172 [D loss: 0.656869, acc.: 59.85%] [G loss: 0.814850]\n",
"10173 [D loss: 0.695502, acc.: 52.27%] [G loss: 0.823433]\n",
"10174 [D loss: 0.710249, acc.: 50.76%] [G loss: 0.832750]\n",
"10175 [D loss: 0.694056, acc.: 53.03%] [G loss: 0.860413]\n",
"10176 [D loss: 0.677520, acc.: 58.33%] [G loss: 0.831239]\n",
"10177 [D loss: 0.676157, acc.: 58.33%] [G loss: 0.830392]\n",
"10178 [D loss: 0.667231, acc.: 54.92%] [G loss: 0.850754]\n",
"10179 [D loss: 0.660620, acc.: 57.20%] [G loss: 0.834506]\n",
"10180 [D loss: 0.671543, acc.: 62.88%] [G loss: 0.818245]\n",
"10181 [D loss: 0.666494, acc.: 59.09%] [G loss: 0.815757]\n",
"10182 [D loss: 0.681513, acc.: 58.33%] [G loss: 0.813357]\n",
"10183 [D loss: 0.701478, acc.: 51.14%] [G loss: 0.802370]\n",
"10184 [D loss: 0.696217, acc.: 52.27%] [G loss: 0.813209]\n",
"10185 [D loss: 0.695885, acc.: 55.68%] [G loss: 0.838602]\n",
"10186 [D loss: 0.669927, acc.: 60.23%] [G loss: 0.814335]\n",
"10187 [D loss: 0.670538, acc.: 56.82%] [G loss: 0.833148]\n",
"10188 [D loss: 0.698579, acc.: 50.38%] [G loss: 0.843672]\n",
"10189 [D loss: 0.671831, acc.: 57.95%] [G loss: 0.822017]\n",
"10190 [D loss: 0.687569, acc.: 55.30%] [G loss: 0.829146]\n",
"10191 [D loss: 0.650736, acc.: 64.02%] [G loss: 0.834689]\n",
"10192 [D loss: 0.683671, acc.: 54.92%] [G loss: 0.839572]\n",
"10193 [D loss: 0.674392, acc.: 59.09%] [G loss: 0.847508]\n",
"10194 [D loss: 0.668611, acc.: 57.95%] [G loss: 0.849104]\n",
"10195 [D loss: 0.658589, acc.: 60.23%] [G loss: 0.849345]\n",
"10196 [D loss: 0.656679, acc.: 60.98%] [G loss: 0.831442]\n",
"10197 [D loss: 0.678873, acc.: 55.30%] [G loss: 0.816631]\n",
"10198 [D loss: 0.661002, acc.: 56.82%] [G loss: 0.840048]\n",
"10199 [D loss: 0.667567, acc.: 59.09%] [G loss: 0.844461]\n",
"10200 [D loss: 0.686638, acc.: 54.55%] [G loss: 0.809078]\n",
"10201 [D loss: 0.654926, acc.: 60.61%] [G loss: 0.807133]\n",
"10202 [D loss: 0.684278, acc.: 53.79%] [G loss: 0.840917]\n",
"10203 [D loss: 0.694506, acc.: 56.06%] [G loss: 0.820800]\n",
"10204 [D loss: 0.662807, acc.: 57.95%] [G loss: 0.854382]\n",
"10205 [D loss: 0.648603, acc.: 64.77%] [G loss: 0.826177]\n",
"10206 [D loss: 0.659522, acc.: 61.36%] [G loss: 0.813187]\n",
"10207 [D loss: 0.678961, acc.: 61.36%] [G loss: 0.809355]\n",
"10208 [D loss: 0.655856, acc.: 62.88%] [G loss: 0.845674]\n",
"10209 [D loss: 0.664040, acc.: 57.20%] [G loss: 0.815650]\n",
"10210 [D loss: 0.673276, acc.: 56.44%] [G loss: 0.841575]\n",
"10211 [D loss: 0.673016, acc.: 56.44%] [G loss: 0.845175]\n",
"10212 [D loss: 0.669817, acc.: 57.95%] [G loss: 0.798580]\n",
"10213 [D loss: 0.672854, acc.: 59.09%] [G loss: 0.827746]\n",
"10214 [D loss: 0.664849, acc.: 56.44%] [G loss: 0.834972]\n",
"10215 [D loss: 0.682845, acc.: 53.03%] [G loss: 0.844239]\n",
"10216 [D loss: 0.662908, acc.: 59.09%] [G loss: 0.817072]\n",
"10217 [D loss: 0.681768, acc.: 56.44%] [G loss: 0.854331]\n",
"10218 [D loss: 0.684356, acc.: 56.44%] [G loss: 0.846555]\n",
"10219 [D loss: 0.673855, acc.: 59.09%] [G loss: 0.811922]\n",
"10220 [D loss: 0.690766, acc.: 54.92%] [G loss: 0.819603]\n",
"10221 [D loss: 0.651369, acc.: 61.74%] [G loss: 0.800533]\n",
"10222 [D loss: 0.681137, acc.: 58.33%] [G loss: 0.857496]\n",
"10223 [D loss: 0.693751, acc.: 54.55%] [G loss: 0.851778]\n",
"10224 [D loss: 0.670753, acc.: 60.98%] [G loss: 0.850104]\n",
"10225 [D loss: 0.701407, acc.: 52.65%] [G loss: 0.790577]\n",
"10226 [D loss: 0.682971, acc.: 56.06%] [G loss: 0.841371]\n",
"10227 [D loss: 0.653991, acc.: 60.23%] [G loss: 0.853650]\n",
"10228 [D loss: 0.686916, acc.: 57.95%] [G loss: 0.811905]\n",
"10229 [D loss: 0.693903, acc.: 56.44%] [G loss: 0.828660]\n",
"10230 [D loss: 0.659192, acc.: 62.12%] [G loss: 0.849688]\n",
"10231 [D loss: 0.661203, acc.: 56.44%] [G loss: 0.806239]\n",
"10232 [D loss: 0.682797, acc.: 58.33%] [G loss: 0.856167]\n",
"10233 [D loss: 0.691258, acc.: 54.92%] [G loss: 0.824269]\n",
"10234 [D loss: 0.658345, acc.: 60.98%] [G loss: 0.829322]\n",
"10235 [D loss: 0.661547, acc.: 60.61%] [G loss: 0.829747]\n",
"10236 [D loss: 0.658205, acc.: 64.39%] [G loss: 0.844921]\n",
"10237 [D loss: 0.664960, acc.: 59.09%] [G loss: 0.877357]\n",
"10238 [D loss: 0.677503, acc.: 56.44%] [G loss: 0.841186]\n",
"10239 [D loss: 0.662805, acc.: 62.12%] [G loss: 0.826954]\n",
"10240 [D loss: 0.681010, acc.: 56.44%] [G loss: 0.818092]\n",
"10241 [D loss: 0.667657, acc.: 59.47%] [G loss: 0.827253]\n",
"10242 [D loss: 0.689845, acc.: 54.92%] [G loss: 0.850656]\n",
"10243 [D loss: 0.675508, acc.: 58.33%] [G loss: 0.821539]\n",
"10244 [D loss: 0.673288, acc.: 56.82%] [G loss: 0.858076]\n",
"10245 [D loss: 0.686625, acc.: 58.33%] [G loss: 0.841908]\n",
"10246 [D loss: 0.681777, acc.: 59.85%] [G loss: 0.839966]\n",
"10247 [D loss: 0.673077, acc.: 58.71%] [G loss: 0.858639]\n",
"10248 [D loss: 0.674465, acc.: 58.71%] [G loss: 0.828200]\n",
"10249 [D loss: 0.682089, acc.: 56.44%] [G loss: 0.815716]\n",
"10250 [D loss: 0.656017, acc.: 59.09%] [G loss: 0.824032]\n",
"10251 [D loss: 0.684286, acc.: 56.82%] [G loss: 0.841507]\n",
"10252 [D loss: 0.660233, acc.: 62.50%] [G loss: 0.839748]\n",
"10253 [D loss: 0.656644, acc.: 59.09%] [G loss: 0.844280]\n",
"10254 [D loss: 0.665487, acc.: 55.30%] [G loss: 0.804432]\n",
"10255 [D loss: 0.677081, acc.: 59.09%] [G loss: 0.820618]\n",
"10256 [D loss: 0.669472, acc.: 61.74%] [G loss: 0.837150]\n",
"10257 [D loss: 0.658015, acc.: 57.95%] [G loss: 0.804411]\n",
"10258 [D loss: 0.664076, acc.: 62.88%] [G loss: 0.823602]\n",
"10259 [D loss: 0.683116, acc.: 56.82%] [G loss: 0.829358]\n",
"10260 [D loss: 0.671947, acc.: 59.47%] [G loss: 0.812590]\n",
"10261 [D loss: 0.668532, acc.: 60.61%] [G loss: 0.867489]\n",
"10262 [D loss: 0.675985, acc.: 57.58%] [G loss: 0.859125]\n",
"10263 [D loss: 0.676060, acc.: 57.58%] [G loss: 0.856650]\n",
"10264 [D loss: 0.647681, acc.: 63.26%] [G loss: 0.830697]\n",
"10265 [D loss: 0.692073, acc.: 53.79%] [G loss: 0.787710]\n",
"10266 [D loss: 0.683604, acc.: 56.44%] [G loss: 0.829769]\n",
"10267 [D loss: 0.672656, acc.: 60.61%] [G loss: 0.820430]\n",
"10268 [D loss: 0.680395, acc.: 54.55%] [G loss: 0.810259]\n",
"10269 [D loss: 0.663773, acc.: 58.71%] [G loss: 0.854935]\n",
"10270 [D loss: 0.667192, acc.: 58.71%] [G loss: 0.841432]\n",
"10271 [D loss: 0.686110, acc.: 53.79%] [G loss: 0.817178]\n",
"10272 [D loss: 0.689543, acc.: 52.65%] [G loss: 0.813938]\n",
"10273 [D loss: 0.652502, acc.: 63.64%] [G loss: 0.859106]\n",
"10274 [D loss: 0.662802, acc.: 61.74%] [G loss: 0.854622]\n",
"10275 [D loss: 0.635714, acc.: 61.36%] [G loss: 0.844198]\n",
"10276 [D loss: 0.680610, acc.: 57.95%] [G loss: 0.825784]\n",
"10277 [D loss: 0.663934, acc.: 57.95%] [G loss: 0.827258]\n",
"10278 [D loss: 0.669650, acc.: 60.61%] [G loss: 0.818843]\n",
"10279 [D loss: 0.677572, acc.: 56.06%] [G loss: 0.792463]\n",
"10280 [D loss: 0.680487, acc.: 54.92%] [G loss: 0.824607]\n",
"10281 [D loss: 0.674976, acc.: 59.85%] [G loss: 0.812837]\n",
"10282 [D loss: 0.671784, acc.: 60.23%] [G loss: 0.791473]\n",
"10283 [D loss: 0.663383, acc.: 59.09%] [G loss: 0.829872]\n",
"10284 [D loss: 0.664719, acc.: 57.20%] [G loss: 0.820270]\n",
"10285 [D loss: 0.671172, acc.: 57.58%] [G loss: 0.816583]\n",
"10286 [D loss: 0.676227, acc.: 60.98%] [G loss: 0.856732]\n",
"10287 [D loss: 0.686806, acc.: 59.09%] [G loss: 0.845181]\n",
"10288 [D loss: 0.676276, acc.: 57.58%] [G loss: 0.848067]\n",
"10289 [D loss: 0.687881, acc.: 56.06%] [G loss: 0.830450]\n",
"10290 [D loss: 0.681496, acc.: 54.17%] [G loss: 0.840721]\n",
"10291 [D loss: 0.670788, acc.: 62.12%] [G loss: 0.843249]\n",
"10292 [D loss: 0.673862, acc.: 59.85%] [G loss: 0.815249]\n",
"10293 [D loss: 0.685105, acc.: 55.68%] [G loss: 0.845861]\n",
"10294 [D loss: 0.641870, acc.: 64.02%] [G loss: 0.882743]\n",
"10295 [D loss: 0.675151, acc.: 58.33%] [G loss: 0.862809]\n",
"10296 [D loss: 0.657805, acc.: 61.74%] [G loss: 0.831747]\n",
"10297 [D loss: 0.674026, acc.: 59.47%] [G loss: 0.836354]\n",
"10298 [D loss: 0.671864, acc.: 60.23%] [G loss: 0.803626]\n",
"10299 [D loss: 0.655166, acc.: 60.98%] [G loss: 0.829823]\n",
"10300 [D loss: 0.680961, acc.: 56.06%] [G loss: 0.827200]\n",
"10301 [D loss: 0.685646, acc.: 52.27%] [G loss: 0.826384]\n",
"10302 [D loss: 0.696048, acc.: 52.27%] [G loss: 0.797431]\n",
"10303 [D loss: 0.679058, acc.: 57.95%] [G loss: 0.812159]\n",
"10304 [D loss: 0.682447, acc.: 57.58%] [G loss: 0.812997]\n",
"10305 [D loss: 0.661835, acc.: 62.12%] [G loss: 0.813511]\n",
"10306 [D loss: 0.662470, acc.: 59.85%] [G loss: 0.865896]\n",
"10307 [D loss: 0.706114, acc.: 52.65%] [G loss: 0.810980]\n",
"10308 [D loss: 0.662194, acc.: 59.85%] [G loss: 0.803237]\n",
"10309 [D loss: 0.686496, acc.: 56.06%] [G loss: 0.846806]\n",
"10310 [D loss: 0.681980, acc.: 56.44%] [G loss: 0.840160]\n",
"10311 [D loss: 0.681537, acc.: 52.27%] [G loss: 0.850427]\n",
"10312 [D loss: 0.699287, acc.: 51.52%] [G loss: 0.870994]\n",
"10313 [D loss: 0.678564, acc.: 59.09%] [G loss: 0.827026]\n",
"10314 [D loss: 0.667412, acc.: 61.36%] [G loss: 0.843593]\n",
"10315 [D loss: 0.672409, acc.: 60.23%] [G loss: 0.819064]\n",
"10316 [D loss: 0.657587, acc.: 61.74%] [G loss: 0.818492]\n",
"10317 [D loss: 0.666148, acc.: 56.06%] [G loss: 0.844983]\n",
"10318 [D loss: 0.646884, acc.: 62.88%] [G loss: 0.853596]\n",
"10319 [D loss: 0.666348, acc.: 61.36%] [G loss: 0.842121]\n",
"10320 [D loss: 0.689322, acc.: 52.65%] [G loss: 0.866084]\n",
"10321 [D loss: 0.670677, acc.: 57.95%] [G loss: 0.847104]\n",
"10322 [D loss: 0.670887, acc.: 61.36%] [G loss: 0.870589]\n",
"10323 [D loss: 0.694181, acc.: 52.27%] [G loss: 0.838490]\n",
"10324 [D loss: 0.705200, acc.: 51.89%] [G loss: 0.879479]\n",
"10325 [D loss: 0.667911, acc.: 58.33%] [G loss: 0.805778]\n",
"10326 [D loss: 0.686737, acc.: 53.79%] [G loss: 0.819749]\n",
"10327 [D loss: 0.675622, acc.: 56.82%] [G loss: 0.818444]\n",
"10328 [D loss: 0.687821, acc.: 49.24%] [G loss: 0.819043]\n",
"10329 [D loss: 0.677355, acc.: 56.82%] [G loss: 0.824556]\n",
"10330 [D loss: 0.670106, acc.: 58.33%] [G loss: 0.836928]\n",
"10331 [D loss: 0.679589, acc.: 60.61%] [G loss: 0.832449]\n",
"10332 [D loss: 0.650797, acc.: 64.39%] [G loss: 0.839167]\n",
"10333 [D loss: 0.662314, acc.: 60.98%] [G loss: 0.840187]\n",
"10334 [D loss: 0.682208, acc.: 54.55%] [G loss: 0.813856]\n",
"10335 [D loss: 0.682042, acc.: 55.68%] [G loss: 0.841085]\n",
"10336 [D loss: 0.677443, acc.: 57.95%] [G loss: 0.825784]\n",
"10337 [D loss: 0.681710, acc.: 57.95%] [G loss: 0.815120]\n",
"10338 [D loss: 0.686442, acc.: 53.03%] [G loss: 0.821928]\n",
"10339 [D loss: 0.680489, acc.: 53.79%] [G loss: 0.810503]\n",
"10340 [D loss: 0.670159, acc.: 60.23%] [G loss: 0.816972]\n",
"10341 [D loss: 0.656459, acc.: 57.58%] [G loss: 0.842118]\n",
"10342 [D loss: 0.650890, acc.: 60.98%] [G loss: 0.845900]\n",
"10343 [D loss: 0.664871, acc.: 59.09%] [G loss: 0.817848]\n",
"10344 [D loss: 0.703492, acc.: 51.89%] [G loss: 0.808807]\n",
"10345 [D loss: 0.664526, acc.: 57.20%] [G loss: 0.798393]\n",
"10346 [D loss: 0.671766, acc.: 59.47%] [G loss: 0.809012]\n",
"10347 [D loss: 0.681800, acc.: 53.03%] [G loss: 0.803639]\n",
"10348 [D loss: 0.676636, acc.: 57.20%] [G loss: 0.804733]\n",
"10349 [D loss: 0.671391, acc.: 58.33%] [G loss: 0.820126]\n",
"10350 [D loss: 0.660124, acc.: 61.36%] [G loss: 0.843335]\n",
"10351 [D loss: 0.689135, acc.: 50.38%] [G loss: 0.862928]\n",
"10352 [D loss: 0.684926, acc.: 57.20%] [G loss: 0.804156]\n",
"10353 [D loss: 0.694448, acc.: 54.92%] [G loss: 0.782563]\n",
"10354 [D loss: 0.657659, acc.: 65.53%] [G loss: 0.814577]\n",
"10355 [D loss: 0.682566, acc.: 57.95%] [G loss: 0.810661]\n",
"10356 [D loss: 0.683498, acc.: 57.58%] [G loss: 0.850101]\n",
"10357 [D loss: 0.683639, acc.: 58.33%] [G loss: 0.847519]\n",
"10358 [D loss: 0.698189, acc.: 50.00%] [G loss: 0.822029]\n",
"10359 [D loss: 0.672876, acc.: 55.30%] [G loss: 0.835211]\n",
"10360 [D loss: 0.649811, acc.: 64.39%] [G loss: 0.815656]\n",
"10361 [D loss: 0.669832, acc.: 57.58%] [G loss: 0.826062]\n",
"10362 [D loss: 0.672693, acc.: 58.33%] [G loss: 0.809728]\n",
"10363 [D loss: 0.674056, acc.: 60.23%] [G loss: 0.813208]\n",
"10364 [D loss: 0.695710, acc.: 53.03%] [G loss: 0.828568]\n",
"10365 [D loss: 0.683121, acc.: 56.82%] [G loss: 0.795692]\n",
"10366 [D loss: 0.653720, acc.: 64.77%] [G loss: 0.801286]\n",
"10367 [D loss: 0.677974, acc.: 57.95%] [G loss: 0.787161]\n",
"10368 [D loss: 0.684532, acc.: 56.06%] [G loss: 0.780226]\n",
"10369 [D loss: 0.671168, acc.: 57.58%] [G loss: 0.807718]\n",
"10370 [D loss: 0.683065, acc.: 56.06%] [G loss: 0.844139]\n",
"10371 [D loss: 0.672353, acc.: 57.58%] [G loss: 0.832196]\n",
"10372 [D loss: 0.681810, acc.: 56.06%] [G loss: 0.798205]\n",
"10373 [D loss: 0.644388, acc.: 65.53%] [G loss: 0.787915]\n",
"10374 [D loss: 0.653506, acc.: 60.23%] [G loss: 0.827494]\n",
"10375 [D loss: 0.677328, acc.: 58.71%] [G loss: 0.843970]\n",
"10376 [D loss: 0.706732, acc.: 52.65%] [G loss: 0.812552]\n",
"10377 [D loss: 0.694070, acc.: 54.17%] [G loss: 0.850242]\n",
"10378 [D loss: 0.668214, acc.: 53.41%] [G loss: 0.861840]\n",
"10379 [D loss: 0.682627, acc.: 53.41%] [G loss: 0.827944]\n",
"10380 [D loss: 0.677305, acc.: 57.20%] [G loss: 0.848551]\n",
"10381 [D loss: 0.682412, acc.: 58.33%] [G loss: 0.810566]\n",
"10382 [D loss: 0.680043, acc.: 54.55%] [G loss: 0.848854]\n",
"10383 [D loss: 0.675573, acc.: 53.41%] [G loss: 0.854298]\n",
"10384 [D loss: 0.685025, acc.: 56.06%] [G loss: 0.802701]\n",
"10385 [D loss: 0.670715, acc.: 58.33%] [G loss: 0.827293]\n",
"10386 [D loss: 0.682381, acc.: 56.06%] [G loss: 0.811511]\n",
"10387 [D loss: 0.658013, acc.: 65.15%] [G loss: 0.846633]\n",
"10388 [D loss: 0.681670, acc.: 58.33%] [G loss: 0.834045]\n",
"10389 [D loss: 0.664888, acc.: 59.85%] [G loss: 0.809755]\n",
"10390 [D loss: 0.681600, acc.: 56.44%] [G loss: 0.821023]\n",
"10391 [D loss: 0.677904, acc.: 54.92%] [G loss: 0.790138]\n",
"10392 [D loss: 0.650146, acc.: 60.61%] [G loss: 0.805324]\n",
"10393 [D loss: 0.646120, acc.: 62.50%] [G loss: 0.848218]\n",
"10394 [D loss: 0.677353, acc.: 56.06%] [G loss: 0.815970]\n",
"10395 [D loss: 0.702248, acc.: 50.00%] [G loss: 0.787872]\n",
"10396 [D loss: 0.670665, acc.: 59.09%] [G loss: 0.811998]\n",
"10397 [D loss: 0.673281, acc.: 59.85%] [G loss: 0.833820]\n",
"10398 [D loss: 0.674255, acc.: 55.30%] [G loss: 0.797605]\n",
"10399 [D loss: 0.672036, acc.: 60.23%] [G loss: 0.834971]\n",
"10400 [D loss: 0.672313, acc.: 57.58%] [G loss: 0.835734]\n",
"10401 [D loss: 0.669776, acc.: 56.06%] [G loss: 0.843528]\n",
"10402 [D loss: 0.664207, acc.: 62.50%] [G loss: 0.864886]\n",
"10403 [D loss: 0.674909, acc.: 58.33%] [G loss: 0.814607]\n",
"10404 [D loss: 0.693312, acc.: 52.65%] [G loss: 0.829146]\n",
"10405 [D loss: 0.688092, acc.: 56.06%] [G loss: 0.821754]\n",
"10406 [D loss: 0.656450, acc.: 61.36%] [G loss: 0.827252]\n",
"10407 [D loss: 0.682046, acc.: 57.58%] [G loss: 0.815291]\n",
"10408 [D loss: 0.666317, acc.: 57.20%] [G loss: 0.812800]\n",
"10409 [D loss: 0.680747, acc.: 52.65%] [G loss: 0.840103]\n",
"10410 [D loss: 0.684720, acc.: 54.17%] [G loss: 0.830399]\n",
"10411 [D loss: 0.686505, acc.: 53.03%] [G loss: 0.794011]\n",
"10412 [D loss: 0.676384, acc.: 56.82%] [G loss: 0.835996]\n",
"10413 [D loss: 0.668505, acc.: 57.20%] [G loss: 0.811665]\n",
"10414 [D loss: 0.675505, acc.: 58.71%] [G loss: 0.839353]\n",
"10415 [D loss: 0.673052, acc.: 58.71%] [G loss: 0.835665]\n",
"10416 [D loss: 0.656011, acc.: 57.20%] [G loss: 0.853043]\n",
"10417 [D loss: 0.663087, acc.: 59.47%] [G loss: 0.864838]\n",
"10418 [D loss: 0.689448, acc.: 53.03%] [G loss: 0.826503]\n",
"10419 [D loss: 0.672536, acc.: 56.82%] [G loss: 0.850999]\n",
"10420 [D loss: 0.664639, acc.: 60.61%] [G loss: 0.832317]\n",
"10421 [D loss: 0.665083, acc.: 58.33%] [G loss: 0.839813]\n",
"10422 [D loss: 0.678685, acc.: 56.82%] [G loss: 0.837622]\n",
"10423 [D loss: 0.685218, acc.: 55.68%] [G loss: 0.843290]\n",
"10424 [D loss: 0.674778, acc.: 60.98%] [G loss: 0.860212]\n",
"10425 [D loss: 0.688642, acc.: 55.68%] [G loss: 0.824069]\n",
"10426 [D loss: 0.690726, acc.: 53.79%] [G loss: 0.790387]\n",
"10427 [D loss: 0.684777, acc.: 54.17%] [G loss: 0.797535]\n",
"10428 [D loss: 0.675368, acc.: 60.23%] [G loss: 0.787717]\n",
"10429 [D loss: 0.675703, acc.: 56.82%] [G loss: 0.827395]\n",
"10430 [D loss: 0.697770, acc.: 51.89%] [G loss: 0.838727]\n",
"10431 [D loss: 0.676426, acc.: 58.33%] [G loss: 0.895559]\n",
"10432 [D loss: 0.664289, acc.: 60.23%] [G loss: 0.832306]\n",
"10433 [D loss: 0.676533, acc.: 54.55%] [G loss: 0.850439]\n",
"10434 [D loss: 0.692975, acc.: 51.14%] [G loss: 0.837050]\n",
"10435 [D loss: 0.666367, acc.: 60.23%] [G loss: 0.822677]\n",
"10436 [D loss: 0.690317, acc.: 51.89%] [G loss: 0.804564]\n",
"10437 [D loss: 0.667152, acc.: 60.61%] [G loss: 0.831794]\n",
"10438 [D loss: 0.654444, acc.: 63.64%] [G loss: 0.834509]\n",
"10439 [D loss: 0.685488, acc.: 56.44%] [G loss: 0.821378]\n",
"10440 [D loss: 0.664952, acc.: 59.09%] [G loss: 0.814147]\n",
"10441 [D loss: 0.666814, acc.: 58.33%] [G loss: 0.819128]\n",
"10442 [D loss: 0.700757, acc.: 54.17%] [G loss: 0.787440]\n",
"10443 [D loss: 0.671635, acc.: 61.36%] [G loss: 0.796951]\n",
"10444 [D loss: 0.656253, acc.: 61.74%] [G loss: 0.815310]\n",
"10445 [D loss: 0.683491, acc.: 51.52%] [G loss: 0.806386]\n",
"10446 [D loss: 0.677778, acc.: 53.03%] [G loss: 0.817759]\n",
"10447 [D loss: 0.656371, acc.: 61.36%] [G loss: 0.846085]\n",
"10448 [D loss: 0.698149, acc.: 51.14%] [G loss: 0.830330]\n",
"10449 [D loss: 0.651977, acc.: 63.64%] [G loss: 0.792620]\n",
"10450 [D loss: 0.691374, acc.: 53.03%] [G loss: 0.836636]\n",
"10451 [D loss: 0.680445, acc.: 55.68%] [G loss: 0.804984]\n",
"10452 [D loss: 0.694005, acc.: 55.68%] [G loss: 0.865199]\n",
"10453 [D loss: 0.676433, acc.: 58.33%] [G loss: 0.850806]\n",
"10454 [D loss: 0.668299, acc.: 59.47%] [G loss: 0.824239]\n",
"10455 [D loss: 0.678251, acc.: 53.41%] [G loss: 0.809752]\n",
"10456 [D loss: 0.691941, acc.: 54.55%] [G loss: 0.819695]\n",
"10457 [D loss: 0.698332, acc.: 57.20%] [G loss: 0.815995]\n",
"10458 [D loss: 0.647988, acc.: 63.26%] [G loss: 0.822691]\n",
"10459 [D loss: 0.692267, acc.: 53.03%] [G loss: 0.839392]\n",
"10460 [D loss: 0.659710, acc.: 61.36%] [G loss: 0.849333]\n",
"10461 [D loss: 0.687463, acc.: 54.92%] [G loss: 0.820151]\n",
"10462 [D loss: 0.655392, acc.: 60.23%] [G loss: 0.837977]\n",
"10463 [D loss: 0.670638, acc.: 57.20%] [G loss: 0.833170]\n",
"10464 [D loss: 0.676267, acc.: 58.33%] [G loss: 0.812595]\n",
"10465 [D loss: 0.653495, acc.: 57.58%] [G loss: 0.834352]\n",
"10466 [D loss: 0.655143, acc.: 63.26%] [G loss: 0.833714]\n",
"10467 [D loss: 0.685589, acc.: 54.55%] [G loss: 0.838429]\n",
"10468 [D loss: 0.662267, acc.: 63.64%] [G loss: 0.822672]\n",
"10469 [D loss: 0.667336, acc.: 59.09%] [G loss: 0.851874]\n",
"10470 [D loss: 0.664417, acc.: 58.71%] [G loss: 0.815937]\n",
"10471 [D loss: 0.679153, acc.: 53.03%] [G loss: 0.815448]\n",
"10472 [D loss: 0.675040, acc.: 60.23%] [G loss: 0.875561]\n",
"10473 [D loss: 0.677045, acc.: 56.82%] [G loss: 0.828976]\n",
"10474 [D loss: 0.675043, acc.: 57.95%] [G loss: 0.843759]\n",
"10475 [D loss: 0.677302, acc.: 54.17%] [G loss: 0.816970]\n",
"10476 [D loss: 0.669711, acc.: 55.68%] [G loss: 0.832939]\n",
"10477 [D loss: 0.679760, acc.: 56.06%] [G loss: 0.819211]\n",
"10478 [D loss: 0.672920, acc.: 58.33%] [G loss: 0.848726]\n",
"10479 [D loss: 0.683924, acc.: 53.41%] [G loss: 0.845577]\n",
"10480 [D loss: 0.678202, acc.: 57.95%] [G loss: 0.852201]\n",
"10481 [D loss: 0.707094, acc.: 51.52%] [G loss: 0.841611]\n",
"10482 [D loss: 0.657039, acc.: 59.09%] [G loss: 0.826573]\n",
"10483 [D loss: 0.681640, acc.: 60.61%] [G loss: 0.826939]\n",
"10484 [D loss: 0.687383, acc.: 52.65%] [G loss: 0.823229]\n",
"10485 [D loss: 0.649467, acc.: 61.36%] [G loss: 0.850044]\n",
"10486 [D loss: 0.675578, acc.: 56.82%] [G loss: 0.815387]\n",
"10487 [D loss: 0.668515, acc.: 58.33%] [G loss: 0.810835]\n",
"10488 [D loss: 0.664976, acc.: 56.44%] [G loss: 0.824135]\n",
"10489 [D loss: 0.669019, acc.: 61.36%] [G loss: 0.844649]\n",
"10490 [D loss: 0.675856, acc.: 60.23%] [G loss: 0.863129]\n",
"10491 [D loss: 0.700404, acc.: 52.27%] [G loss: 0.821575]\n",
"10492 [D loss: 0.661546, acc.: 60.61%] [G loss: 0.809408]\n",
"10493 [D loss: 0.658809, acc.: 60.23%] [G loss: 0.827444]\n",
"10494 [D loss: 0.676694, acc.: 56.44%] [G loss: 0.814756]\n",
"10495 [D loss: 0.678910, acc.: 57.58%] [G loss: 0.855430]\n",
"10496 [D loss: 0.676883, acc.: 55.30%] [G loss: 0.823445]\n",
"10497 [D loss: 0.679218, acc.: 53.41%] [G loss: 0.778233]\n",
"10498 [D loss: 0.673645, acc.: 57.20%] [G loss: 0.789850]\n",
"10499 [D loss: 0.670758, acc.: 59.47%] [G loss: 0.831924]\n",
"10500 [D loss: 0.684854, acc.: 57.20%] [G loss: 0.834639]\n",
"10501 [D loss: 0.703071, acc.: 50.76%] [G loss: 0.797768]\n",
"10502 [D loss: 0.685859, acc.: 55.30%] [G loss: 0.836390]\n",
"10503 [D loss: 0.668736, acc.: 57.20%] [G loss: 0.840262]\n",
"10504 [D loss: 0.681012, acc.: 54.17%] [G loss: 0.805674]\n",
"10505 [D loss: 0.666047, acc.: 59.47%] [G loss: 0.815492]\n",
"10506 [D loss: 0.677307, acc.: 55.30%] [G loss: 0.819592]\n",
"10507 [D loss: 0.659150, acc.: 62.88%] [G loss: 0.829076]\n",
"10508 [D loss: 0.693711, acc.: 52.27%] [G loss: 0.827795]\n",
"10509 [D loss: 0.653167, acc.: 60.23%] [G loss: 0.830070]\n",
"10510 [D loss: 0.644280, acc.: 64.77%] [G loss: 0.866616]\n",
"10511 [D loss: 0.665139, acc.: 62.88%] [G loss: 0.816263]\n",
"10512 [D loss: 0.689462, acc.: 54.17%] [G loss: 0.790704]\n",
"10513 [D loss: 0.679825, acc.: 59.09%] [G loss: 0.834157]\n",
"10514 [D loss: 0.670433, acc.: 58.71%] [G loss: 0.860291]\n",
"10515 [D loss: 0.689430, acc.: 54.17%] [G loss: 0.838222]\n",
"10516 [D loss: 0.669302, acc.: 56.44%] [G loss: 0.848993]\n",
"10517 [D loss: 0.683962, acc.: 53.79%] [G loss: 0.801172]\n",
"10518 [D loss: 0.685876, acc.: 57.95%] [G loss: 0.797105]\n",
"10519 [D loss: 0.652304, acc.: 65.53%] [G loss: 0.804403]\n",
"10520 [D loss: 0.658045, acc.: 60.61%] [G loss: 0.823909]\n",
"10521 [D loss: 0.693370, acc.: 54.92%] [G loss: 0.820772]\n",
"10522 [D loss: 0.688159, acc.: 53.79%] [G loss: 0.815924]\n",
"10523 [D loss: 0.674690, acc.: 59.09%] [G loss: 0.836428]\n",
"10524 [D loss: 0.700133, acc.: 54.55%] [G loss: 0.841478]\n",
"10525 [D loss: 0.664389, acc.: 62.12%] [G loss: 0.823420]\n",
"10526 [D loss: 0.683397, acc.: 53.03%] [G loss: 0.836546]\n",
"10527 [D loss: 0.670569, acc.: 58.33%] [G loss: 0.822757]\n",
"10528 [D loss: 0.675082, acc.: 57.20%] [G loss: 0.802892]\n",
"10529 [D loss: 0.686277, acc.: 56.44%] [G loss: 0.813593]\n",
"10530 [D loss: 0.675378, acc.: 55.68%] [G loss: 0.833803]\n",
"10531 [D loss: 0.677457, acc.: 56.06%] [G loss: 0.826935]\n",
"10532 [D loss: 0.679042, acc.: 55.68%] [G loss: 0.848213]\n",
"10533 [D loss: 0.662891, acc.: 64.02%] [G loss: 0.845598]\n",
"10534 [D loss: 0.676422, acc.: 54.92%] [G loss: 0.826711]\n",
"10535 [D loss: 0.693998, acc.: 51.89%] [G loss: 0.827546]\n",
"10536 [D loss: 0.676184, acc.: 60.23%] [G loss: 0.816870]\n",
"10537 [D loss: 0.680518, acc.: 57.95%] [G loss: 0.819108]\n",
"10538 [D loss: 0.660483, acc.: 59.47%] [G loss: 0.835709]\n",
"10539 [D loss: 0.695407, acc.: 53.79%] [G loss: 0.847253]\n",
"10540 [D loss: 0.678911, acc.: 56.82%] [G loss: 0.808925]\n",
"10541 [D loss: 0.686957, acc.: 53.41%] [G loss: 0.802104]\n",
"10542 [D loss: 0.668337, acc.: 60.23%] [G loss: 0.819951]\n",
"10543 [D loss: 0.678702, acc.: 58.33%] [G loss: 0.797100]\n",
"10544 [D loss: 0.694784, acc.: 55.30%] [G loss: 0.807336]\n",
"10545 [D loss: 0.684624, acc.: 57.20%] [G loss: 0.825718]\n",
"10546 [D loss: 0.683161, acc.: 56.06%] [G loss: 0.822265]\n",
"10547 [D loss: 0.676998, acc.: 56.06%] [G loss: 0.834984]\n",
"10548 [D loss: 0.678485, acc.: 54.92%] [G loss: 0.812808]\n",
"10549 [D loss: 0.660274, acc.: 59.47%] [G loss: 0.833963]\n",
"10550 [D loss: 0.668328, acc.: 60.23%] [G loss: 0.837220]\n",
"10551 [D loss: 0.694232, acc.: 53.41%] [G loss: 0.858475]\n",
"10552 [D loss: 0.668362, acc.: 60.23%] [G loss: 0.856720]\n",
"10553 [D loss: 0.692694, acc.: 54.92%] [G loss: 0.806212]\n",
"10554 [D loss: 0.681089, acc.: 54.92%] [G loss: 0.832984]\n",
"10555 [D loss: 0.673646, acc.: 56.06%] [G loss: 0.838541]\n",
"10556 [D loss: 0.671195, acc.: 59.09%] [G loss: 0.841250]\n",
"10557 [D loss: 0.675171, acc.: 59.09%] [G loss: 0.834030]\n",
"10558 [D loss: 0.647070, acc.: 64.02%] [G loss: 0.816748]\n",
"10559 [D loss: 0.704194, acc.: 51.89%] [G loss: 0.815548]\n",
"10560 [D loss: 0.681587, acc.: 56.44%] [G loss: 0.838846]\n",
"10561 [D loss: 0.691833, acc.: 53.03%] [G loss: 0.849317]\n",
"10562 [D loss: 0.674802, acc.: 54.55%] [G loss: 0.806855]\n",
"10563 [D loss: 0.674524, acc.: 54.55%] [G loss: 0.848171]\n",
"10564 [D loss: 0.672242, acc.: 59.47%] [G loss: 0.849393]\n",
"10565 [D loss: 0.664387, acc.: 58.71%] [G loss: 0.825522]\n",
"10566 [D loss: 0.658844, acc.: 58.33%] [G loss: 0.857005]\n",
"10567 [D loss: 0.684755, acc.: 55.30%] [G loss: 0.826242]\n",
"10568 [D loss: 0.655664, acc.: 64.02%] [G loss: 0.858048]\n",
"10569 [D loss: 0.666166, acc.: 57.58%] [G loss: 0.855524]\n",
"10570 [D loss: 0.661909, acc.: 59.09%] [G loss: 0.861989]\n",
"10571 [D loss: 0.690533, acc.: 52.65%] [G loss: 0.880110]\n",
"10572 [D loss: 0.675878, acc.: 57.58%] [G loss: 0.849680]\n",
"10573 [D loss: 0.647320, acc.: 59.09%] [G loss: 0.880215]\n",
"10574 [D loss: 0.680848, acc.: 58.33%] [G loss: 0.883732]\n",
"10575 [D loss: 0.663958, acc.: 59.85%] [G loss: 0.884950]\n",
"10576 [D loss: 0.669513, acc.: 58.71%] [G loss: 0.883385]\n",
"10577 [D loss: 0.653643, acc.: 58.33%] [G loss: 0.837461]\n",
"10578 [D loss: 0.677328, acc.: 57.58%] [G loss: 0.809814]\n",
"10579 [D loss: 0.684231, acc.: 55.30%] [G loss: 0.817205]\n",
"10580 [D loss: 0.658113, acc.: 60.98%] [G loss: 0.836654]\n",
"10581 [D loss: 0.669715, acc.: 59.47%] [G loss: 0.813765]\n",
"10582 [D loss: 0.680126, acc.: 56.06%] [G loss: 0.807961]\n",
"10583 [D loss: 0.643271, acc.: 59.85%] [G loss: 0.820804]\n",
"10584 [D loss: 0.664515, acc.: 64.02%] [G loss: 0.830351]\n",
"10585 [D loss: 0.663721, acc.: 62.12%] [G loss: 0.803187]\n",
"10586 [D loss: 0.679903, acc.: 55.30%] [G loss: 0.824089]\n",
"10587 [D loss: 0.694816, acc.: 52.65%] [G loss: 0.831870]\n",
"10588 [D loss: 0.670943, acc.: 56.06%] [G loss: 0.845143]\n",
"10589 [D loss: 0.695365, acc.: 56.44%] [G loss: 0.834467]\n",
"10590 [D loss: 0.684624, acc.: 54.55%] [G loss: 0.843419]\n",
"10591 [D loss: 0.702735, acc.: 49.24%] [G loss: 0.848375]\n",
"10592 [D loss: 0.668711, acc.: 59.09%] [G loss: 0.873022]\n",
"10593 [D loss: 0.670672, acc.: 59.47%] [G loss: 0.841146]\n",
"10594 [D loss: 0.660924, acc.: 59.47%] [G loss: 0.821680]\n",
"10595 [D loss: 0.709448, acc.: 48.86%] [G loss: 0.827119]\n",
"10596 [D loss: 0.700399, acc.: 50.76%] [G loss: 0.794924]\n",
"10597 [D loss: 0.672092, acc.: 58.33%] [G loss: 0.818301]\n",
"10598 [D loss: 0.651866, acc.: 62.50%] [G loss: 0.809756]\n",
"10599 [D loss: 0.656271, acc.: 64.02%] [G loss: 0.858662]\n",
"10600 [D loss: 0.673265, acc.: 56.44%] [G loss: 0.811740]\n",
"10601 [D loss: 0.687355, acc.: 53.41%] [G loss: 0.818970]\n",
"10602 [D loss: 0.656681, acc.: 59.47%] [G loss: 0.826804]\n",
"10603 [D loss: 0.667802, acc.: 59.09%] [G loss: 0.830479]\n",
"10604 [D loss: 0.660811, acc.: 63.64%] [G loss: 0.808589]\n",
"10605 [D loss: 0.663755, acc.: 62.50%] [G loss: 0.861235]\n",
"10606 [D loss: 0.660957, acc.: 58.33%] [G loss: 0.809615]\n",
"10607 [D loss: 0.678302, acc.: 57.20%] [G loss: 0.816852]\n",
"10608 [D loss: 0.683329, acc.: 56.44%] [G loss: 0.826776]\n",
"10609 [D loss: 0.673204, acc.: 57.58%] [G loss: 0.849722]\n",
"10610 [D loss: 0.682544, acc.: 57.95%] [G loss: 0.843984]\n",
"10611 [D loss: 0.668116, acc.: 54.55%] [G loss: 0.850133]\n",
"10612 [D loss: 0.658521, acc.: 62.12%] [G loss: 0.824596]\n",
"10613 [D loss: 0.669937, acc.: 57.58%] [G loss: 0.840190]\n",
"10614 [D loss: 0.664814, acc.: 61.36%] [G loss: 0.841184]\n",
"10615 [D loss: 0.687076, acc.: 57.95%] [G loss: 0.802517]\n",
"10616 [D loss: 0.670620, acc.: 58.71%] [G loss: 0.794333]\n",
"10617 [D loss: 0.661774, acc.: 61.36%] [G loss: 0.809299]\n",
"10618 [D loss: 0.689481, acc.: 54.55%] [G loss: 0.848796]\n",
"10619 [D loss: 0.668521, acc.: 62.12%] [G loss: 0.819218]\n",
"10620 [D loss: 0.693904, acc.: 50.00%] [G loss: 0.829722]\n",
"10621 [D loss: 0.659090, acc.: 60.23%] [G loss: 0.845445]\n",
"10622 [D loss: 0.680100, acc.: 53.79%] [G loss: 0.858141]\n",
"10623 [D loss: 0.692210, acc.: 54.55%] [G loss: 0.839632]\n",
"10624 [D loss: 0.672941, acc.: 59.47%] [G loss: 0.813361]\n",
"10625 [D loss: 0.686472, acc.: 56.82%] [G loss: 0.808333]\n",
"10626 [D loss: 0.664788, acc.: 62.12%] [G loss: 0.775638]\n",
"10627 [D loss: 0.657428, acc.: 60.98%] [G loss: 0.836097]\n",
"10628 [D loss: 0.633760, acc.: 64.39%] [G loss: 0.832253]\n",
"10629 [D loss: 0.677911, acc.: 56.44%] [G loss: 0.799087]\n",
"10630 [D loss: 0.655753, acc.: 60.98%] [G loss: 0.834373]\n",
"10631 [D loss: 0.693308, acc.: 50.38%] [G loss: 0.781284]\n",
"10632 [D loss: 0.671041, acc.: 59.47%] [G loss: 0.830147]\n",
"10633 [D loss: 0.662199, acc.: 59.09%] [G loss: 0.864058]\n",
"10634 [D loss: 0.654541, acc.: 60.23%] [G loss: 0.831174]\n",
"10635 [D loss: 0.678312, acc.: 59.47%] [G loss: 0.811165]\n",
"10636 [D loss: 0.693558, acc.: 53.41%] [G loss: 0.848633]\n",
"10637 [D loss: 0.665298, acc.: 59.85%] [G loss: 0.788970]\n",
"10638 [D loss: 0.640586, acc.: 64.77%] [G loss: 0.823376]\n",
"10639 [D loss: 0.670842, acc.: 60.23%] [G loss: 0.789006]\n",
"10640 [D loss: 0.663245, acc.: 58.71%] [G loss: 0.807404]\n",
"10641 [D loss: 0.687057, acc.: 54.17%] [G loss: 0.849450]\n",
"10642 [D loss: 0.669585, acc.: 57.58%] [G loss: 0.821807]\n",
"10643 [D loss: 0.660124, acc.: 60.61%] [G loss: 0.843585]\n",
"10644 [D loss: 0.663578, acc.: 60.98%] [G loss: 0.846012]\n",
"10645 [D loss: 0.665178, acc.: 59.85%] [G loss: 0.853829]\n",
"10646 [D loss: 0.682200, acc.: 51.52%] [G loss: 0.847832]\n",
"10647 [D loss: 0.666327, acc.: 59.85%] [G loss: 0.801926]\n",
"10648 [D loss: 0.691563, acc.: 54.17%] [G loss: 0.809726]\n",
"10649 [D loss: 0.680204, acc.: 59.09%] [G loss: 0.805832]\n",
"10650 [D loss: 0.663409, acc.: 58.71%] [G loss: 0.795083]\n",
"10651 [D loss: 0.665670, acc.: 58.33%] [G loss: 0.841100]\n",
"10652 [D loss: 0.675984, acc.: 57.58%] [G loss: 0.823379]\n",
"10653 [D loss: 0.663682, acc.: 60.61%] [G loss: 0.795050]\n",
"10654 [D loss: 0.646689, acc.: 64.77%] [G loss: 0.823138]\n",
"10655 [D loss: 0.689811, acc.: 56.44%] [G loss: 0.827656]\n",
"10656 [D loss: 0.681318, acc.: 56.06%] [G loss: 0.844770]\n",
"10657 [D loss: 0.707351, acc.: 50.38%] [G loss: 0.780865]\n",
"10658 [D loss: 0.651248, acc.: 64.02%] [G loss: 0.811306]\n",
"10659 [D loss: 0.676079, acc.: 53.03%] [G loss: 0.833151]\n",
"10660 [D loss: 0.667054, acc.: 58.71%] [G loss: 0.853992]\n",
"10661 [D loss: 0.676183, acc.: 57.58%] [G loss: 0.836834]\n",
"10662 [D loss: 0.674890, acc.: 57.20%] [G loss: 0.843872]\n",
"10663 [D loss: 0.672327, acc.: 58.71%] [G loss: 0.815020]\n",
"10664 [D loss: 0.674293, acc.: 59.09%] [G loss: 0.817981]\n",
"10665 [D loss: 0.658846, acc.: 63.26%] [G loss: 0.838884]\n",
"10666 [D loss: 0.686950, acc.: 56.06%] [G loss: 0.814949]\n",
"10667 [D loss: 0.660055, acc.: 60.98%] [G loss: 0.834765]\n",
"10668 [D loss: 0.673551, acc.: 56.44%] [G loss: 0.839498]\n",
"10669 [D loss: 0.666768, acc.: 59.85%] [G loss: 0.847184]\n",
"10670 [D loss: 0.695588, acc.: 51.14%] [G loss: 0.843462]\n",
"10671 [D loss: 0.674536, acc.: 58.33%] [G loss: 0.816983]\n",
"10672 [D loss: 0.662493, acc.: 61.74%] [G loss: 0.814152]\n",
"10673 [D loss: 0.651336, acc.: 64.02%] [G loss: 0.835474]\n",
"10674 [D loss: 0.668184, acc.: 59.85%] [G loss: 0.822399]\n",
"10675 [D loss: 0.682733, acc.: 58.71%] [G loss: 0.793319]\n",
"10676 [D loss: 0.675316, acc.: 55.30%] [G loss: 0.835193]\n",
"10677 [D loss: 0.674464, acc.: 58.71%] [G loss: 0.849260]\n",
"10678 [D loss: 0.663765, acc.: 60.98%] [G loss: 0.824311]\n",
"10679 [D loss: 0.661117, acc.: 60.23%] [G loss: 0.837671]\n",
"10680 [D loss: 0.684912, acc.: 54.17%] [G loss: 0.834849]\n",
"10681 [D loss: 0.676708, acc.: 60.23%] [G loss: 0.852720]\n",
"10682 [D loss: 0.694391, acc.: 56.82%] [G loss: 0.816517]\n",
"10683 [D loss: 0.694143, acc.: 55.30%] [G loss: 0.823145]\n",
"10684 [D loss: 0.659418, acc.: 60.61%] [G loss: 0.850682]\n",
"10685 [D loss: 0.682483, acc.: 57.20%] [G loss: 0.814503]\n",
"10686 [D loss: 0.680586, acc.: 54.92%] [G loss: 0.824227]\n",
"10687 [D loss: 0.680719, acc.: 57.20%] [G loss: 0.825397]\n",
"10688 [D loss: 0.678052, acc.: 59.09%] [G loss: 0.842607]\n",
"10689 [D loss: 0.666665, acc.: 60.23%] [G loss: 0.895799]\n",
"10690 [D loss: 0.695120, acc.: 56.44%] [G loss: 0.852458]\n",
"10691 [D loss: 0.682740, acc.: 55.30%] [G loss: 0.861755]\n",
"10692 [D loss: 0.669537, acc.: 62.12%] [G loss: 0.800016]\n",
"10693 [D loss: 0.666318, acc.: 61.36%] [G loss: 0.834801]\n",
"10694 [D loss: 0.649077, acc.: 61.74%] [G loss: 0.837886]\n",
"10695 [D loss: 0.655547, acc.: 60.61%] [G loss: 0.826671]\n",
"10696 [D loss: 0.671563, acc.: 57.95%] [G loss: 0.835913]\n",
"10697 [D loss: 0.687091, acc.: 56.06%] [G loss: 0.824185]\n",
"10698 [D loss: 0.684227, acc.: 53.79%] [G loss: 0.807362]\n",
"10699 [D loss: 0.659517, acc.: 62.88%] [G loss: 0.852946]\n",
"10700 [D loss: 0.663314, acc.: 57.95%] [G loss: 0.818021]\n",
"10701 [D loss: 0.681131, acc.: 56.06%] [G loss: 0.819783]\n",
"10702 [D loss: 0.682100, acc.: 56.82%] [G loss: 0.813231]\n",
"10703 [D loss: 0.646356, acc.: 62.88%] [G loss: 0.834946]\n",
"10704 [D loss: 0.658722, acc.: 65.15%] [G loss: 0.814671]\n",
"10705 [D loss: 0.672835, acc.: 59.47%] [G loss: 0.810955]\n",
"10706 [D loss: 0.664199, acc.: 60.23%] [G loss: 0.838815]\n",
"10707 [D loss: 0.689460, acc.: 52.27%] [G loss: 0.809342]\n",
"10708 [D loss: 0.675306, acc.: 54.55%] [G loss: 0.805089]\n",
"10709 [D loss: 0.676206, acc.: 54.55%] [G loss: 0.825329]\n",
"10710 [D loss: 0.686934, acc.: 56.06%] [G loss: 0.816085]\n",
"10711 [D loss: 0.695756, acc.: 55.68%] [G loss: 0.796944]\n",
"10712 [D loss: 0.675973, acc.: 58.71%] [G loss: 0.843043]\n",
"10713 [D loss: 0.700254, acc.: 53.03%] [G loss: 0.843223]\n",
"10714 [D loss: 0.661969, acc.: 56.82%] [G loss: 0.849921]\n",
"10715 [D loss: 0.673849, acc.: 54.17%] [G loss: 0.854349]\n",
"10716 [D loss: 0.671329, acc.: 58.71%] [G loss: 0.830240]\n",
"10717 [D loss: 0.648091, acc.: 59.09%] [G loss: 0.826156]\n",
"10718 [D loss: 0.673294, acc.: 58.33%] [G loss: 0.791929]\n",
"10719 [D loss: 0.699870, acc.: 52.27%] [G loss: 0.819552]\n",
"10720 [D loss: 0.664947, acc.: 60.98%] [G loss: 0.805217]\n",
"10721 [D loss: 0.652839, acc.: 62.50%] [G loss: 0.825919]\n",
"10722 [D loss: 0.658764, acc.: 62.50%] [G loss: 0.835005]\n",
"10723 [D loss: 0.675925, acc.: 55.30%] [G loss: 0.792650]\n",
"10724 [D loss: 0.669991, acc.: 60.61%] [G loss: 0.842420]\n",
"10725 [D loss: 0.720174, acc.: 50.00%] [G loss: 0.838576]\n",
"10726 [D loss: 0.674114, acc.: 60.98%] [G loss: 0.820695]\n",
"10727 [D loss: 0.677935, acc.: 56.82%] [G loss: 0.820608]\n",
"10728 [D loss: 0.660635, acc.: 59.09%] [G loss: 0.830917]\n",
"10729 [D loss: 0.662565, acc.: 63.26%] [G loss: 0.822647]\n",
"10730 [D loss: 0.686200, acc.: 54.55%] [G loss: 0.824455]\n",
"10731 [D loss: 0.672503, acc.: 60.98%] [G loss: 0.833980]\n",
"10732 [D loss: 0.679799, acc.: 55.68%] [G loss: 0.824375]\n",
"10733 [D loss: 0.667588, acc.: 58.33%] [G loss: 0.843747]\n",
"10734 [D loss: 0.678154, acc.: 56.82%] [G loss: 0.815317]\n",
"10735 [D loss: 0.666106, acc.: 57.95%] [G loss: 0.844652]\n",
"10736 [D loss: 0.670174, acc.: 55.30%] [G loss: 0.848975]\n",
"10737 [D loss: 0.667921, acc.: 55.68%] [G loss: 0.850826]\n",
"10738 [D loss: 0.676177, acc.: 60.61%] [G loss: 0.841174]\n",
"10739 [D loss: 0.680889, acc.: 59.85%] [G loss: 0.803316]\n",
"10740 [D loss: 0.683210, acc.: 59.09%] [G loss: 0.814255]\n",
"10741 [D loss: 0.682215, acc.: 57.95%] [G loss: 0.822796]\n",
"10742 [D loss: 0.675441, acc.: 52.65%] [G loss: 0.817282]\n",
"10743 [D loss: 0.669828, acc.: 59.09%] [G loss: 0.833307]\n",
"10744 [D loss: 0.685183, acc.: 51.89%] [G loss: 0.810206]\n",
"10745 [D loss: 0.667678, acc.: 59.47%] [G loss: 0.822243]\n",
"10746 [D loss: 0.676795, acc.: 56.06%] [G loss: 0.808365]\n",
"10747 [D loss: 0.657233, acc.: 62.50%] [G loss: 0.824806]\n",
"10748 [D loss: 0.678974, acc.: 56.06%] [G loss: 0.852520]\n",
"10749 [D loss: 0.678737, acc.: 56.44%] [G loss: 0.800732]\n",
"10750 [D loss: 0.664312, acc.: 58.71%] [G loss: 0.860606]\n",
"10751 [D loss: 0.666680, acc.: 59.09%] [G loss: 0.870735]\n",
"10752 [D loss: 0.679648, acc.: 56.82%] [G loss: 0.851303]\n",
"10753 [D loss: 0.669325, acc.: 59.85%] [G loss: 0.829974]\n",
"10754 [D loss: 0.656703, acc.: 60.98%] [G loss: 0.803739]\n",
"10755 [D loss: 0.669250, acc.: 58.33%] [G loss: 0.832150]\n",
"10756 [D loss: 0.658530, acc.: 62.50%] [G loss: 0.813836]\n",
"10757 [D loss: 0.662869, acc.: 63.64%] [G loss: 0.821267]\n",
"10758 [D loss: 0.694401, acc.: 54.55%] [G loss: 0.826812]\n",
"10759 [D loss: 0.671552, acc.: 52.65%] [G loss: 0.814046]\n",
"10760 [D loss: 0.664052, acc.: 59.47%] [G loss: 0.864180]\n",
"10761 [D loss: 0.682081, acc.: 57.58%] [G loss: 0.827012]\n",
"10762 [D loss: 0.656469, acc.: 62.50%] [G loss: 0.824719]\n",
"10763 [D loss: 0.645948, acc.: 65.91%] [G loss: 0.829491]\n",
"10764 [D loss: 0.677745, acc.: 56.44%] [G loss: 0.834115]\n",
"10765 [D loss: 0.663101, acc.: 58.71%] [G loss: 0.820628]\n",
"10766 [D loss: 0.666695, acc.: 59.47%] [G loss: 0.858970]\n",
"10767 [D loss: 0.690446, acc.: 52.27%] [G loss: 0.840971]\n",
"10768 [D loss: 0.682468, acc.: 54.55%] [G loss: 0.828946]\n",
"10769 [D loss: 0.662548, acc.: 61.36%] [G loss: 0.845206]\n",
"10770 [D loss: 0.674817, acc.: 57.95%] [G loss: 0.861024]\n",
"10771 [D loss: 0.668557, acc.: 61.74%] [G loss: 0.858052]\n",
"10772 [D loss: 0.671103, acc.: 59.09%] [G loss: 0.794762]\n",
"10773 [D loss: 0.678297, acc.: 56.44%] [G loss: 0.807619]\n",
"10774 [D loss: 0.666289, acc.: 58.71%] [G loss: 0.801562]\n",
"10775 [D loss: 0.676927, acc.: 56.44%] [G loss: 0.794662]\n",
"10776 [D loss: 0.683881, acc.: 58.33%] [G loss: 0.849282]\n",
"10777 [D loss: 0.675057, acc.: 60.98%] [G loss: 0.847295]\n",
"10778 [D loss: 0.685452, acc.: 55.68%] [G loss: 0.882570]\n",
"10779 [D loss: 0.671252, acc.: 58.33%] [G loss: 0.831998]\n",
"10780 [D loss: 0.690518, acc.: 53.03%] [G loss: 0.820710]\n",
"10781 [D loss: 0.655905, acc.: 62.88%] [G loss: 0.827498]\n",
"10782 [D loss: 0.687510, acc.: 54.17%] [G loss: 0.828626]\n",
"10783 [D loss: 0.662479, acc.: 60.23%] [G loss: 0.822950]\n",
"10784 [D loss: 0.668414, acc.: 59.09%] [G loss: 0.832056]\n",
"10785 [D loss: 0.692041, acc.: 55.30%] [G loss: 0.819389]\n",
"10786 [D loss: 0.676410, acc.: 60.23%] [G loss: 0.831921]\n",
"10787 [D loss: 0.667822, acc.: 59.47%] [G loss: 0.838097]\n",
"10788 [D loss: 0.659458, acc.: 61.74%] [G loss: 0.833571]\n",
"10789 [D loss: 0.641566, acc.: 67.05%] [G loss: 0.850015]\n",
"10790 [D loss: 0.670090, acc.: 59.85%] [G loss: 0.798933]\n",
"10791 [D loss: 0.669333, acc.: 59.47%] [G loss: 0.820794]\n",
"10792 [D loss: 0.676562, acc.: 56.82%] [G loss: 0.822566]\n",
"10793 [D loss: 0.683589, acc.: 52.65%] [G loss: 0.834664]\n",
"10794 [D loss: 0.674607, acc.: 60.61%] [G loss: 0.834552]\n",
"10795 [D loss: 0.679851, acc.: 59.47%] [G loss: 0.841246]\n",
"10796 [D loss: 0.704544, acc.: 56.44%] [G loss: 0.827451]\n",
"10797 [D loss: 0.663862, acc.: 60.23%] [G loss: 0.825584]\n",
"10798 [D loss: 0.676544, acc.: 56.82%] [G loss: 0.843821]\n",
"10799 [D loss: 0.664671, acc.: 59.85%] [G loss: 0.822884]\n",
"10800 [D loss: 0.691905, acc.: 54.17%] [G loss: 0.839939]\n",
"10801 [D loss: 0.680659, acc.: 57.58%] [G loss: 0.820511]\n",
"10802 [D loss: 0.683768, acc.: 58.33%] [G loss: 0.842493]\n",
"10803 [D loss: 0.659043, acc.: 60.61%] [G loss: 0.858943]\n",
"10804 [D loss: 0.675761, acc.: 57.58%] [G loss: 0.845659]\n",
"10805 [D loss: 0.694091, acc.: 54.92%] [G loss: 0.875756]\n",
"10806 [D loss: 0.668417, acc.: 60.98%] [G loss: 0.834564]\n",
"10807 [D loss: 0.680682, acc.: 57.58%] [G loss: 0.840757]\n",
"10808 [D loss: 0.682229, acc.: 56.06%] [G loss: 0.835500]\n",
"10809 [D loss: 0.664638, acc.: 61.36%] [G loss: 0.842636]\n",
"10810 [D loss: 0.674821, acc.: 59.09%] [G loss: 0.828325]\n",
"10811 [D loss: 0.677257, acc.: 59.47%] [G loss: 0.849109]\n",
"10812 [D loss: 0.668421, acc.: 60.23%] [G loss: 0.854184]\n",
"10813 [D loss: 0.670142, acc.: 58.71%] [G loss: 0.851633]\n",
"10814 [D loss: 0.681098, acc.: 57.95%] [G loss: 0.860325]\n",
"10815 [D loss: 0.695918, acc.: 51.52%] [G loss: 0.807173]\n",
"10816 [D loss: 0.677872, acc.: 57.20%] [G loss: 0.819400]\n",
"10817 [D loss: 0.683781, acc.: 58.33%] [G loss: 0.841062]\n",
"10818 [D loss: 0.692662, acc.: 51.89%] [G loss: 0.847070]\n",
"10819 [D loss: 0.654926, acc.: 61.36%] [G loss: 0.855996]\n",
"10820 [D loss: 0.669842, acc.: 62.88%] [G loss: 0.876016]\n",
"10821 [D loss: 0.659703, acc.: 62.50%] [G loss: 0.832219]\n",
"10822 [D loss: 0.693566, acc.: 53.41%] [G loss: 0.825002]\n",
"10823 [D loss: 0.659552, acc.: 59.09%] [G loss: 0.825185]\n",
"10824 [D loss: 0.658952, acc.: 62.50%] [G loss: 0.838433]\n",
"10825 [D loss: 0.646682, acc.: 61.36%] [G loss: 0.814753]\n",
"10826 [D loss: 0.676143, acc.: 56.06%] [G loss: 0.816685]\n",
"10827 [D loss: 0.691999, acc.: 56.82%] [G loss: 0.801686]\n",
"10828 [D loss: 0.654951, acc.: 62.88%] [G loss: 0.845877]\n",
"10829 [D loss: 0.673236, acc.: 58.33%] [G loss: 0.804165]\n",
"10830 [D loss: 0.692629, acc.: 55.30%] [G loss: 0.818647]\n",
"10831 [D loss: 0.672454, acc.: 58.71%] [G loss: 0.829805]\n",
"10832 [D loss: 0.680285, acc.: 56.44%] [G loss: 0.834017]\n",
"10833 [D loss: 0.669686, acc.: 56.82%] [G loss: 0.837504]\n",
"10834 [D loss: 0.667798, acc.: 60.61%] [G loss: 0.829840]\n",
"10835 [D loss: 0.692906, acc.: 54.92%] [G loss: 0.841093]\n",
"10836 [D loss: 0.673219, acc.: 56.44%] [G loss: 0.862152]\n",
"10837 [D loss: 0.661364, acc.: 61.36%] [G loss: 0.851286]\n",
"10838 [D loss: 0.670339, acc.: 59.09%] [G loss: 0.812483]\n",
"10839 [D loss: 0.691417, acc.: 53.79%] [G loss: 0.861371]\n",
"10840 [D loss: 0.661129, acc.: 62.12%] [G loss: 0.812411]\n",
"10841 [D loss: 0.661417, acc.: 60.61%] [G loss: 0.813181]\n",
"10842 [D loss: 0.672596, acc.: 59.47%] [G loss: 0.827105]\n",
"10843 [D loss: 0.670031, acc.: 58.33%] [G loss: 0.839686]\n",
"10844 [D loss: 0.646235, acc.: 62.50%] [G loss: 0.846701]\n",
"10845 [D loss: 0.669331, acc.: 57.95%] [G loss: 0.843708]\n",
"10846 [D loss: 0.654518, acc.: 60.98%] [G loss: 0.840055]\n",
"10847 [D loss: 0.689236, acc.: 54.17%] [G loss: 0.821290]\n",
"10848 [D loss: 0.683979, acc.: 56.44%] [G loss: 0.825639]\n",
"10849 [D loss: 0.672151, acc.: 57.58%] [G loss: 0.838259]\n",
"10850 [D loss: 0.670870, acc.: 57.58%] [G loss: 0.815176]\n",
"10851 [D loss: 0.681697, acc.: 54.17%] [G loss: 0.840957]\n",
"10852 [D loss: 0.671113, acc.: 58.33%] [G loss: 0.840052]\n",
"10853 [D loss: 0.665859, acc.: 57.58%] [G loss: 0.836477]\n",
"10854 [D loss: 0.647672, acc.: 62.12%] [G loss: 0.829663]\n",
"10855 [D loss: 0.672645, acc.: 62.12%] [G loss: 0.853288]\n",
"10856 [D loss: 0.679286, acc.: 54.17%] [G loss: 0.845619]\n",
"10857 [D loss: 0.703575, acc.: 54.92%] [G loss: 0.825933]\n",
"10858 [D loss: 0.671419, acc.: 59.09%] [G loss: 0.834345]\n",
"10859 [D loss: 0.671976, acc.: 59.85%] [G loss: 0.820651]\n",
"10860 [D loss: 0.667049, acc.: 58.33%] [G loss: 0.836392]\n",
"10861 [D loss: 0.689228, acc.: 54.92%] [G loss: 0.838052]\n",
"10862 [D loss: 0.672812, acc.: 57.58%] [G loss: 0.833571]\n",
"10863 [D loss: 0.665135, acc.: 59.85%] [G loss: 0.833320]\n",
"10864 [D loss: 0.675606, acc.: 58.33%] [G loss: 0.818868]\n",
"10865 [D loss: 0.673067, acc.: 60.23%] [G loss: 0.831211]\n",
"10866 [D loss: 0.666433, acc.: 60.23%] [G loss: 0.818554]\n",
"10867 [D loss: 0.683637, acc.: 55.30%] [G loss: 0.833850]\n",
"10868 [D loss: 0.667786, acc.: 60.23%] [G loss: 0.817409]\n",
"10869 [D loss: 0.655587, acc.: 61.74%] [G loss: 0.828616]\n",
"10870 [D loss: 0.679254, acc.: 59.47%] [G loss: 0.836342]\n",
"10871 [D loss: 0.680877, acc.: 53.79%] [G loss: 0.805998]\n",
"10872 [D loss: 0.677679, acc.: 58.33%] [G loss: 0.808145]\n",
"10873 [D loss: 0.657213, acc.: 60.98%] [G loss: 0.804038]\n",
"10874 [D loss: 0.671286, acc.: 57.95%] [G loss: 0.828385]\n",
"10875 [D loss: 0.657523, acc.: 59.09%] [G loss: 0.835902]\n",
"10876 [D loss: 0.667997, acc.: 60.61%] [G loss: 0.825553]\n",
"10877 [D loss: 0.685063, acc.: 55.68%] [G loss: 0.816123]\n",
"10878 [D loss: 0.649187, acc.: 62.12%] [G loss: 0.864575]\n",
"10879 [D loss: 0.653430, acc.: 62.50%] [G loss: 0.862121]\n",
"10880 [D loss: 0.686207, acc.: 55.30%] [G loss: 0.816485]\n",
"10881 [D loss: 0.669884, acc.: 60.23%] [G loss: 0.846141]\n",
"10882 [D loss: 0.665132, acc.: 54.92%] [G loss: 0.850767]\n",
"10883 [D loss: 0.686253, acc.: 56.82%] [G loss: 0.816733]\n",
"10884 [D loss: 0.664354, acc.: 56.44%] [G loss: 0.801529]\n",
"10885 [D loss: 0.673872, acc.: 55.30%] [G loss: 0.826875]\n",
"10886 [D loss: 0.672539, acc.: 59.47%] [G loss: 0.859302]\n",
"10887 [D loss: 0.684152, acc.: 54.92%] [G loss: 0.838488]\n",
"10888 [D loss: 0.673936, acc.: 58.71%] [G loss: 0.850438]\n",
"10889 [D loss: 0.672087, acc.: 57.58%] [G loss: 0.851190]\n",
"10890 [D loss: 0.665871, acc.: 60.23%] [G loss: 0.861932]\n",
"10891 [D loss: 0.665262, acc.: 57.58%] [G loss: 0.826607]\n",
"10892 [D loss: 0.676527, acc.: 57.95%] [G loss: 0.824181]\n",
"10893 [D loss: 0.675511, acc.: 55.68%] [G loss: 0.836730]\n",
"10894 [D loss: 0.660656, acc.: 60.61%] [G loss: 0.828417]\n",
"10895 [D loss: 0.661612, acc.: 59.47%] [G loss: 0.855786]\n",
"10896 [D loss: 0.675458, acc.: 60.61%] [G loss: 0.830161]\n",
"10897 [D loss: 0.685684, acc.: 56.06%] [G loss: 0.814901]\n",
"10898 [D loss: 0.698484, acc.: 53.79%] [G loss: 0.765128]\n",
"10899 [D loss: 0.680836, acc.: 57.20%] [G loss: 0.803882]\n",
"10900 [D loss: 0.670271, acc.: 58.33%] [G loss: 0.851547]\n",
"10901 [D loss: 0.654893, acc.: 62.50%] [G loss: 0.839896]\n",
"10902 [D loss: 0.658773, acc.: 65.91%] [G loss: 0.836430]\n",
"10903 [D loss: 0.673534, acc.: 58.33%] [G loss: 0.848207]\n",
"10904 [D loss: 0.673983, acc.: 56.82%] [G loss: 0.855211]\n",
"10905 [D loss: 0.673288, acc.: 57.58%] [G loss: 0.805922]\n",
"10906 [D loss: 0.673042, acc.: 55.30%] [G loss: 0.779187]\n",
"10907 [D loss: 0.660729, acc.: 59.85%] [G loss: 0.805089]\n",
"10908 [D loss: 0.678013, acc.: 57.58%] [G loss: 0.805208]\n",
"10909 [D loss: 0.671693, acc.: 57.20%] [G loss: 0.823364]\n",
"10910 [D loss: 0.688687, acc.: 54.17%] [G loss: 0.820595]\n",
"10911 [D loss: 0.647530, acc.: 64.02%] [G loss: 0.816830]\n",
"10912 [D loss: 0.658177, acc.: 63.64%] [G loss: 0.825809]\n",
"10913 [D loss: 0.663807, acc.: 57.58%] [G loss: 0.805230]\n",
"10914 [D loss: 0.671526, acc.: 59.47%] [G loss: 0.828596]\n",
"10915 [D loss: 0.670067, acc.: 64.77%] [G loss: 0.846890]\n",
"10916 [D loss: 0.688245, acc.: 56.44%] [G loss: 0.815401]\n",
"10917 [D loss: 0.659150, acc.: 60.61%] [G loss: 0.852707]\n",
"10918 [D loss: 0.675459, acc.: 55.68%] [G loss: 0.824803]\n",
"10919 [D loss: 0.689336, acc.: 57.58%] [G loss: 0.848219]\n",
"10920 [D loss: 0.681783, acc.: 60.23%] [G loss: 0.817003]\n",
"10921 [D loss: 0.669538, acc.: 58.33%] [G loss: 0.828580]\n",
"10922 [D loss: 0.668296, acc.: 60.23%] [G loss: 0.860119]\n",
"10923 [D loss: 0.683953, acc.: 57.95%] [G loss: 0.844602]\n",
"10924 [D loss: 0.675691, acc.: 59.09%] [G loss: 0.874941]\n",
"10925 [D loss: 0.685785, acc.: 54.55%] [G loss: 0.864671]\n",
"10926 [D loss: 0.683478, acc.: 53.79%] [G loss: 0.815038]\n",
"10927 [D loss: 0.692791, acc.: 53.41%] [G loss: 0.834102]\n",
"10928 [D loss: 0.673281, acc.: 55.68%] [G loss: 0.836725]\n",
"10929 [D loss: 0.669371, acc.: 60.61%] [G loss: 0.858912]\n",
"10930 [D loss: 0.669514, acc.: 58.71%] [G loss: 0.841246]\n",
"10931 [D loss: 0.681008, acc.: 59.47%] [G loss: 0.815197]\n",
"10932 [D loss: 0.668677, acc.: 53.41%] [G loss: 0.837447]\n",
"10933 [D loss: 0.669433, acc.: 59.09%] [G loss: 0.828176]\n",
"10934 [D loss: 0.670826, acc.: 60.98%] [G loss: 0.818958]\n",
"10935 [D loss: 0.667579, acc.: 58.71%] [G loss: 0.806847]\n",
"10936 [D loss: 0.671155, acc.: 60.61%] [G loss: 0.835704]\n",
"10937 [D loss: 0.659927, acc.: 57.95%] [G loss: 0.861421]\n",
"10938 [D loss: 0.674637, acc.: 53.03%] [G loss: 0.860289]\n",
"10939 [D loss: 0.679560, acc.: 58.33%] [G loss: 0.816703]\n",
"10940 [D loss: 0.662892, acc.: 61.74%] [G loss: 0.830161]\n",
"10941 [D loss: 0.670782, acc.: 56.82%] [G loss: 0.825009]\n",
"10942 [D loss: 0.660696, acc.: 60.61%] [G loss: 0.820650]\n",
"10943 [D loss: 0.681703, acc.: 59.09%] [G loss: 0.846674]\n",
"10944 [D loss: 0.677763, acc.: 53.79%] [G loss: 0.828841]\n",
"10945 [D loss: 0.665867, acc.: 61.36%] [G loss: 0.848521]\n",
"10946 [D loss: 0.677475, acc.: 57.95%] [G loss: 0.817909]\n",
"10947 [D loss: 0.671641, acc.: 57.95%] [G loss: 0.833253]\n",
"10948 [D loss: 0.663897, acc.: 60.98%] [G loss: 0.832425]\n",
"10949 [D loss: 0.639462, acc.: 65.15%] [G loss: 0.830333]\n",
"10950 [D loss: 0.692780, acc.: 57.20%] [G loss: 0.817961]\n",
"10951 [D loss: 0.688986, acc.: 53.41%] [G loss: 0.804928]\n",
"10952 [D loss: 0.664656, acc.: 62.88%] [G loss: 0.827610]\n",
"10953 [D loss: 0.663858, acc.: 61.74%] [G loss: 0.841935]\n",
"10954 [D loss: 0.689153, acc.: 54.55%] [G loss: 0.856795]\n",
"10955 [D loss: 0.654338, acc.: 63.26%] [G loss: 0.846696]\n",
"10956 [D loss: 0.661783, acc.: 61.36%] [G loss: 0.823894]\n",
"10957 [D loss: 0.670194, acc.: 57.95%] [G loss: 0.812359]\n",
"10958 [D loss: 0.687332, acc.: 54.55%] [G loss: 0.801814]\n",
"10959 [D loss: 0.671734, acc.: 55.30%] [G loss: 0.838278]\n",
"10960 [D loss: 0.664735, acc.: 60.61%] [G loss: 0.864903]\n",
"10961 [D loss: 0.653261, acc.: 61.36%] [G loss: 0.867479]\n",
"10962 [D loss: 0.690381, acc.: 51.14%] [G loss: 0.860969]\n",
"10963 [D loss: 0.665903, acc.: 62.88%] [G loss: 0.822081]\n",
"10964 [D loss: 0.678954, acc.: 56.82%] [G loss: 0.808343]\n",
"10965 [D loss: 0.671904, acc.: 55.30%] [G loss: 0.812783]\n",
"10966 [D loss: 0.668555, acc.: 57.95%] [G loss: 0.850989]\n",
"10967 [D loss: 0.695808, acc.: 55.30%] [G loss: 0.846144]\n",
"10968 [D loss: 0.692374, acc.: 51.52%] [G loss: 0.819394]\n",
"10969 [D loss: 0.664276, acc.: 62.50%] [G loss: 0.807633]\n",
"10970 [D loss: 0.646511, acc.: 63.26%] [G loss: 0.855434]\n",
"10971 [D loss: 0.671353, acc.: 57.58%] [G loss: 0.811129]\n",
"10972 [D loss: 0.675292, acc.: 60.61%] [G loss: 0.796342]\n",
"10973 [D loss: 0.678498, acc.: 56.44%] [G loss: 0.801415]\n",
"10974 [D loss: 0.660609, acc.: 62.50%] [G loss: 0.830754]\n",
"10975 [D loss: 0.678222, acc.: 62.88%] [G loss: 0.832225]\n",
"10976 [D loss: 0.678311, acc.: 56.44%] [G loss: 0.841890]\n",
"10977 [D loss: 0.691109, acc.: 51.14%] [G loss: 0.839019]\n",
"10978 [D loss: 0.682259, acc.: 57.95%] [G loss: 0.827751]\n",
"10979 [D loss: 0.674482, acc.: 58.71%] [G loss: 0.844262]\n",
"10980 [D loss: 0.677944, acc.: 56.82%] [G loss: 0.824279]\n",
"10981 [D loss: 0.667594, acc.: 58.71%] [G loss: 0.878895]\n",
"10982 [D loss: 0.670639, acc.: 56.82%] [G loss: 0.835257]\n",
"10983 [D loss: 0.666498, acc.: 59.09%] [G loss: 0.828604]\n",
"10984 [D loss: 0.670154, acc.: 57.20%] [G loss: 0.845450]\n",
"10985 [D loss: 0.674895, acc.: 54.55%] [G loss: 0.843996]\n",
"10986 [D loss: 0.679291, acc.: 58.71%] [G loss: 0.788649]\n",
"10987 [D loss: 0.656548, acc.: 58.71%] [G loss: 0.828575]\n",
"10988 [D loss: 0.668731, acc.: 61.74%] [G loss: 0.787414]\n",
"10989 [D loss: 0.683041, acc.: 55.68%] [G loss: 0.847442]\n",
"10990 [D loss: 0.666867, acc.: 58.71%] [G loss: 0.826362]\n",
"10991 [D loss: 0.663972, acc.: 58.33%] [G loss: 0.840402]\n",
"10992 [D loss: 0.676528, acc.: 58.33%] [G loss: 0.866415]\n",
"10993 [D loss: 0.652398, acc.: 63.64%] [G loss: 0.839652]\n",
"10994 [D loss: 0.671788, acc.: 60.98%] [G loss: 0.811387]\n",
"10995 [D loss: 0.683380, acc.: 55.68%] [G loss: 0.837051]\n",
"10996 [D loss: 0.649918, acc.: 64.77%] [G loss: 0.843147]\n",
"10997 [D loss: 0.670424, acc.: 55.30%] [G loss: 0.844084]\n",
"10998 [D loss: 0.664588, acc.: 59.09%] [G loss: 0.818930]\n",
"10999 [D loss: 0.664768, acc.: 60.98%] [G loss: 0.836457]\n",
"11000 [D loss: 0.665692, acc.: 58.33%] [G loss: 0.847543]\n",
"11001 [D loss: 0.691811, acc.: 52.27%] [G loss: 0.818425]\n",
"11002 [D loss: 0.692535, acc.: 53.41%] [G loss: 0.816509]\n",
"11003 [D loss: 0.651565, acc.: 59.09%] [G loss: 0.821222]\n",
"11004 [D loss: 0.679492, acc.: 56.44%] [G loss: 0.840737]\n",
"11005 [D loss: 0.682449, acc.: 55.68%] [G loss: 0.823408]\n",
"11006 [D loss: 0.679366, acc.: 54.55%] [G loss: 0.849758]\n",
"11007 [D loss: 0.662784, acc.: 60.98%] [G loss: 0.853343]\n",
"11008 [D loss: 0.665240, acc.: 59.47%] [G loss: 0.818514]\n",
"11009 [D loss: 0.670717, acc.: 58.33%] [G loss: 0.804084]\n",
"11010 [D loss: 0.656619, acc.: 63.26%] [G loss: 0.840011]\n",
"11011 [D loss: 0.663152, acc.: 64.02%] [G loss: 0.847607]\n",
"11012 [D loss: 0.706598, acc.: 49.62%] [G loss: 0.836611]\n",
"11013 [D loss: 0.664251, acc.: 58.33%] [G loss: 0.863424]\n",
"11014 [D loss: 0.684559, acc.: 55.30%] [G loss: 0.853358]\n",
"11015 [D loss: 0.658940, acc.: 61.74%] [G loss: 0.818182]\n",
"11016 [D loss: 0.679875, acc.: 56.06%] [G loss: 0.824018]\n",
"11017 [D loss: 0.670923, acc.: 60.98%] [G loss: 0.803477]\n",
"11018 [D loss: 0.683412, acc.: 56.44%] [G loss: 0.814498]\n",
"11019 [D loss: 0.653441, acc.: 61.74%] [G loss: 0.835105]\n",
"11020 [D loss: 0.674364, acc.: 57.58%] [G loss: 0.802917]\n",
"11021 [D loss: 0.657750, acc.: 59.47%] [G loss: 0.834963]\n",
"11022 [D loss: 0.670007, acc.: 58.71%] [G loss: 0.842942]\n",
"11023 [D loss: 0.685098, acc.: 56.06%] [G loss: 0.857486]\n",
"11024 [D loss: 0.655324, acc.: 60.23%] [G loss: 0.823461]\n",
"11025 [D loss: 0.658896, acc.: 60.98%] [G loss: 0.852511]\n",
"11026 [D loss: 0.680271, acc.: 58.33%] [G loss: 0.843395]\n",
"11027 [D loss: 0.675975, acc.: 58.33%] [G loss: 0.849546]\n",
"11028 [D loss: 0.667214, acc.: 62.12%] [G loss: 0.845899]\n",
"11029 [D loss: 0.644755, acc.: 62.88%] [G loss: 0.852378]\n",
"11030 [D loss: 0.698352, acc.: 55.30%] [G loss: 0.804036]\n",
"11031 [D loss: 0.656968, acc.: 60.23%] [G loss: 0.849483]\n",
"11032 [D loss: 0.662957, acc.: 58.71%] [G loss: 0.842379]\n",
"11033 [D loss: 0.670350, acc.: 62.50%] [G loss: 0.798185]\n",
"11034 [D loss: 0.675103, acc.: 59.85%] [G loss: 0.800304]\n",
"11035 [D loss: 0.660422, acc.: 62.50%] [G loss: 0.825907]\n",
"11036 [D loss: 0.668412, acc.: 59.09%] [G loss: 0.822608]\n",
"11037 [D loss: 0.669727, acc.: 56.06%] [G loss: 0.823926]\n",
"11038 [D loss: 0.641403, acc.: 63.26%] [G loss: 0.818301]\n",
"11039 [D loss: 0.684079, acc.: 52.27%] [G loss: 0.850509]\n",
"11040 [D loss: 0.688404, acc.: 57.58%] [G loss: 0.817393]\n",
"11041 [D loss: 0.663852, acc.: 57.95%] [G loss: 0.871240]\n",
"11042 [D loss: 0.662153, acc.: 62.50%] [G loss: 0.855209]\n",
"11043 [D loss: 0.684380, acc.: 56.06%] [G loss: 0.847794]\n",
"11044 [D loss: 0.663255, acc.: 59.85%] [G loss: 0.837233]\n",
"11045 [D loss: 0.674353, acc.: 58.71%] [G loss: 0.814197]\n",
"11046 [D loss: 0.675646, acc.: 57.95%] [G loss: 0.811279]\n",
"11047 [D loss: 0.655493, acc.: 64.02%] [G loss: 0.831789]\n",
"11048 [D loss: 0.690536, acc.: 53.79%] [G loss: 0.848790]\n",
"11049 [D loss: 0.671437, acc.: 57.58%] [G loss: 0.831896]\n",
"11050 [D loss: 0.684513, acc.: 57.95%] [G loss: 0.840221]\n",
"11051 [D loss: 0.684007, acc.: 56.44%] [G loss: 0.845468]\n",
"11052 [D loss: 0.659102, acc.: 58.71%] [G loss: 0.845092]\n",
"11053 [D loss: 0.687314, acc.: 54.55%] [G loss: 0.826113]\n",
"11054 [D loss: 0.665710, acc.: 57.95%] [G loss: 0.815259]\n",
"11055 [D loss: 0.685744, acc.: 56.82%] [G loss: 0.808504]\n",
"11056 [D loss: 0.655421, acc.: 59.47%] [G loss: 0.826621]\n",
"11057 [D loss: 0.653139, acc.: 60.23%] [G loss: 0.821840]\n",
"11058 [D loss: 0.671149, acc.: 58.71%] [G loss: 0.825102]\n",
"11059 [D loss: 0.657235, acc.: 59.47%] [G loss: 0.847931]\n",
"11060 [D loss: 0.679944, acc.: 53.79%] [G loss: 0.826078]\n",
"11061 [D loss: 0.661989, acc.: 60.98%] [G loss: 0.815030]\n",
"11062 [D loss: 0.663652, acc.: 59.85%] [G loss: 0.873616]\n",
"11063 [D loss: 0.709873, acc.: 50.00%] [G loss: 0.829889]\n",
"11064 [D loss: 0.662154, acc.: 58.33%] [G loss: 0.818138]\n",
"11065 [D loss: 0.662387, acc.: 61.74%] [G loss: 0.815329]\n",
"11066 [D loss: 0.696533, acc.: 56.06%] [G loss: 0.823868]\n",
"11067 [D loss: 0.679356, acc.: 55.30%] [G loss: 0.821681]\n",
"11068 [D loss: 0.676753, acc.: 57.20%] [G loss: 0.834788]\n",
"11069 [D loss: 0.688202, acc.: 54.92%] [G loss: 0.835575]\n",
"11070 [D loss: 0.687020, acc.: 53.03%] [G loss: 0.816493]\n",
"11071 [D loss: 0.679900, acc.: 54.17%] [G loss: 0.787440]\n",
"11072 [D loss: 0.668082, acc.: 58.33%] [G loss: 0.837180]\n",
"11073 [D loss: 0.653756, acc.: 60.98%] [G loss: 0.815635]\n",
"11074 [D loss: 0.672969, acc.: 57.20%] [G loss: 0.846891]\n",
"11075 [D loss: 0.675272, acc.: 56.82%] [G loss: 0.812659]\n",
"11076 [D loss: 0.652787, acc.: 64.02%] [G loss: 0.811594]\n",
"11077 [D loss: 0.658042, acc.: 58.71%] [G loss: 0.809228]\n",
"11078 [D loss: 0.692502, acc.: 50.76%] [G loss: 0.820421]\n",
"11079 [D loss: 0.642597, acc.: 64.77%] [G loss: 0.812822]\n",
"11080 [D loss: 0.662988, acc.: 59.47%] [G loss: 0.813731]\n",
"11081 [D loss: 0.674074, acc.: 57.58%] [G loss: 0.814333]\n",
"11082 [D loss: 0.664680, acc.: 59.09%] [G loss: 0.788632]\n",
"11083 [D loss: 0.686863, acc.: 55.30%] [G loss: 0.793077]\n",
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"11085 [D loss: 0.650260, acc.: 63.26%] [G loss: 0.822348]\n",
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"11087 [D loss: 0.684829, acc.: 58.71%] [G loss: 0.816517]\n",
"11088 [D loss: 0.674169, acc.: 57.58%] [G loss: 0.832866]\n",
"11089 [D loss: 0.699859, acc.: 52.27%] [G loss: 0.858858]\n",
"11090 [D loss: 0.675981, acc.: 57.58%] [G loss: 0.822936]\n",
"11091 [D loss: 0.671292, acc.: 55.68%] [G loss: 0.830693]\n",
"11092 [D loss: 0.666461, acc.: 57.20%] [G loss: 0.818423]\n",
"11093 [D loss: 0.685258, acc.: 56.82%] [G loss: 0.829495]\n",
"11094 [D loss: 0.677189, acc.: 58.33%] [G loss: 0.839775]\n",
"11095 [D loss: 0.669850, acc.: 59.09%] [G loss: 0.827522]\n",
"11096 [D loss: 0.667698, acc.: 59.47%] [G loss: 0.819438]\n",
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"11099 [D loss: 0.654821, acc.: 62.88%] [G loss: 0.825768]\n",
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"11107 [D loss: 0.672131, acc.: 57.95%] [G loss: 0.823246]\n",
"11108 [D loss: 0.682605, acc.: 51.14%] [G loss: 0.856283]\n",
"11109 [D loss: 0.680154, acc.: 56.44%] [G loss: 0.809829]\n",
"11110 [D loss: 0.651046, acc.: 64.77%] [G loss: 0.859908]\n",
"11111 [D loss: 0.653623, acc.: 62.88%] [G loss: 0.818352]\n",
"11112 [D loss: 0.668044, acc.: 61.36%] [G loss: 0.842166]\n",
"11113 [D loss: 0.657710, acc.: 63.26%] [G loss: 0.809027]\n",
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"11119 [D loss: 0.665297, acc.: 58.33%] [G loss: 0.873718]\n",
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"11122 [D loss: 0.653769, acc.: 61.74%] [G loss: 0.819809]\n",
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"11126 [D loss: 0.653671, acc.: 62.50%] [G loss: 0.835410]\n",
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"11134 [D loss: 0.659183, acc.: 62.88%] [G loss: 0.843577]\n",
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"11323 [D loss: 0.647911, acc.: 63.26%] [G loss: 0.838412]\n",
"11324 [D loss: 0.678657, acc.: 57.95%] [G loss: 0.856377]\n",
"11325 [D loss: 0.683216, acc.: 55.68%] [G loss: 0.843390]\n",
"11326 [D loss: 0.687480, acc.: 54.17%] [G loss: 0.830010]\n",
"11327 [D loss: 0.681320, acc.: 53.03%] [G loss: 0.830030]\n",
"11328 [D loss: 0.654243, acc.: 62.12%] [G loss: 0.861251]\n",
"11329 [D loss: 0.694746, acc.: 53.79%] [G loss: 0.835632]\n",
"11330 [D loss: 0.657265, acc.: 59.47%] [G loss: 0.840358]\n",
"11331 [D loss: 0.683201, acc.: 57.20%] [G loss: 0.811114]\n",
"11332 [D loss: 0.659613, acc.: 60.98%] [G loss: 0.816493]\n",
"11333 [D loss: 0.672829, acc.: 56.06%] [G loss: 0.841668]\n",
"11334 [D loss: 0.689603, acc.: 52.27%] [G loss: 0.834549]\n",
"11335 [D loss: 0.650183, acc.: 62.50%] [G loss: 0.839227]\n",
"11336 [D loss: 0.663166, acc.: 63.26%] [G loss: 0.839508]\n",
"11337 [D loss: 0.678586, acc.: 57.95%] [G loss: 0.801075]\n",
"11338 [D loss: 0.645536, acc.: 63.26%] [G loss: 0.860110]\n",
"11339 [D loss: 0.672207, acc.: 55.68%] [G loss: 0.843509]\n",
"11340 [D loss: 0.682139, acc.: 57.20%] [G loss: 0.801902]\n",
"11341 [D loss: 0.664150, acc.: 59.47%] [G loss: 0.813472]\n",
"11342 [D loss: 0.680782, acc.: 59.47%] [G loss: 0.867745]\n",
"11343 [D loss: 0.686479, acc.: 54.17%] [G loss: 0.859495]\n",
"11344 [D loss: 0.668438, acc.: 59.09%] [G loss: 0.831162]\n",
"11345 [D loss: 0.680852, acc.: 56.44%] [G loss: 0.848936]\n",
"11346 [D loss: 0.655884, acc.: 61.36%] [G loss: 0.847404]\n",
"11347 [D loss: 0.683355, acc.: 54.17%] [G loss: 0.840690]\n",
"11348 [D loss: 0.665580, acc.: 59.09%] [G loss: 0.829891]\n",
"11349 [D loss: 0.696366, acc.: 58.71%] [G loss: 0.805549]\n",
"11350 [D loss: 0.662616, acc.: 59.09%] [G loss: 0.778989]\n",
"11351 [D loss: 0.663738, acc.: 60.61%] [G loss: 0.809326]\n",
"11352 [D loss: 0.649264, acc.: 62.88%] [G loss: 0.850567]\n",
"11353 [D loss: 0.678642, acc.: 54.92%] [G loss: 0.804850]\n",
"11354 [D loss: 0.669892, acc.: 60.23%] [G loss: 0.843903]\n",
"11355 [D loss: 0.668839, acc.: 57.95%] [G loss: 0.864273]\n",
"11356 [D loss: 0.684366, acc.: 56.06%] [G loss: 0.814601]\n",
"11357 [D loss: 0.677971, acc.: 57.95%] [G loss: 0.873457]\n",
"11358 [D loss: 0.670039, acc.: 60.61%] [G loss: 0.813175]\n",
"11359 [D loss: 0.665694, acc.: 58.71%] [G loss: 0.849538]\n",
"11360 [D loss: 0.661928, acc.: 57.95%] [G loss: 0.800899]\n",
"11361 [D loss: 0.663904, acc.: 58.33%] [G loss: 0.781196]\n",
"11362 [D loss: 0.708605, acc.: 53.41%] [G loss: 0.813980]\n",
"11363 [D loss: 0.700912, acc.: 53.41%] [G loss: 0.823524]\n",
"11364 [D loss: 0.669496, acc.: 59.09%] [G loss: 0.833326]\n",
"11365 [D loss: 0.689602, acc.: 54.55%] [G loss: 0.837325]\n",
"11366 [D loss: 0.690028, acc.: 53.41%] [G loss: 0.832526]\n",
"11367 [D loss: 0.680431, acc.: 56.82%] [G loss: 0.843495]\n",
"11368 [D loss: 0.663803, acc.: 58.33%] [G loss: 0.826818]\n",
"11369 [D loss: 0.690611, acc.: 53.79%] [G loss: 0.808554]\n",
"11370 [D loss: 0.665181, acc.: 59.09%] [G loss: 0.807794]\n",
"11371 [D loss: 0.657253, acc.: 64.02%] [G loss: 0.816915]\n",
"11372 [D loss: 0.668870, acc.: 62.12%] [G loss: 0.798433]\n",
"11373 [D loss: 0.663041, acc.: 64.39%] [G loss: 0.811023]\n",
"11374 [D loss: 0.676645, acc.: 59.47%] [G loss: 0.817976]\n",
"11375 [D loss: 0.680550, acc.: 56.82%] [G loss: 0.810016]\n",
"11376 [D loss: 0.679020, acc.: 58.33%] [G loss: 0.791479]\n",
"11377 [D loss: 0.665417, acc.: 56.82%] [G loss: 0.826962]\n",
"11378 [D loss: 0.667193, acc.: 57.20%] [G loss: 0.813948]\n",
"11379 [D loss: 0.649374, acc.: 60.23%] [G loss: 0.825965]\n",
"11380 [D loss: 0.679361, acc.: 57.58%] [G loss: 0.828486]\n",
"11381 [D loss: 0.669367, acc.: 58.33%] [G loss: 0.838150]\n",
"11382 [D loss: 0.665847, acc.: 59.09%] [G loss: 0.833940]\n",
"11383 [D loss: 0.680952, acc.: 56.06%] [G loss: 0.822554]\n",
"11384 [D loss: 0.674096, acc.: 55.30%] [G loss: 0.805358]\n",
"11385 [D loss: 0.647203, acc.: 65.15%] [G loss: 0.830945]\n",
"11386 [D loss: 0.665951, acc.: 59.85%] [G loss: 0.848881]\n",
"11387 [D loss: 0.660092, acc.: 60.61%] [G loss: 0.813338]\n",
"11388 [D loss: 0.668195, acc.: 60.98%] [G loss: 0.815284]\n",
"11389 [D loss: 0.695475, acc.: 52.27%] [G loss: 0.812997]\n",
"11390 [D loss: 0.656337, acc.: 61.36%] [G loss: 0.841150]\n",
"11391 [D loss: 0.687916, acc.: 58.71%] [G loss: 0.840865]\n",
"11392 [D loss: 0.679230, acc.: 59.09%] [G loss: 0.802030]\n",
"11393 [D loss: 0.657879, acc.: 61.36%] [G loss: 0.819122]\n",
"11394 [D loss: 0.686772, acc.: 54.55%] [G loss: 0.835882]\n",
"11395 [D loss: 0.668977, acc.: 59.85%] [G loss: 0.857168]\n",
"11396 [D loss: 0.670272, acc.: 60.61%] [G loss: 0.824150]\n",
"11397 [D loss: 0.663618, acc.: 62.88%] [G loss: 0.828375]\n",
"11398 [D loss: 0.664099, acc.: 59.85%] [G loss: 0.846639]\n",
"11399 [D loss: 0.668489, acc.: 56.82%] [G loss: 0.792781]\n",
"11400 [D loss: 0.694243, acc.: 54.55%] [G loss: 0.805962]\n",
"11401 [D loss: 0.659213, acc.: 61.36%] [G loss: 0.804533]\n",
"11402 [D loss: 0.671339, acc.: 57.95%] [G loss: 0.842217]\n",
"11403 [D loss: 0.677633, acc.: 55.68%] [G loss: 0.842034]\n",
"11404 [D loss: 0.671331, acc.: 60.98%] [G loss: 0.827381]\n",
"11405 [D loss: 0.671959, acc.: 58.33%] [G loss: 0.809783]\n",
"11406 [D loss: 0.662911, acc.: 58.71%] [G loss: 0.833648]\n",
"11407 [D loss: 0.686772, acc.: 53.03%] [G loss: 0.813288]\n",
"11408 [D loss: 0.651799, acc.: 62.50%] [G loss: 0.813068]\n",
"11409 [D loss: 0.705138, acc.: 51.52%] [G loss: 0.806359]\n",
"11410 [D loss: 0.652349, acc.: 62.88%] [G loss: 0.858607]\n",
"11411 [D loss: 0.698836, acc.: 52.27%] [G loss: 0.809431]\n",
"11412 [D loss: 0.659075, acc.: 63.26%] [G loss: 0.850226]\n",
"11413 [D loss: 0.691401, acc.: 54.17%] [G loss: 0.830662]\n",
"11414 [D loss: 0.680694, acc.: 54.55%] [G loss: 0.857625]\n",
"11415 [D loss: 0.644422, acc.: 62.50%] [G loss: 0.830507]\n",
"11416 [D loss: 0.693431, acc.: 52.27%] [G loss: 0.830405]\n",
"11417 [D loss: 0.682364, acc.: 55.68%] [G loss: 0.811760]\n",
"11418 [D loss: 0.685678, acc.: 51.14%] [G loss: 0.842628]\n",
"11419 [D loss: 0.644255, acc.: 65.91%] [G loss: 0.840384]\n",
"11420 [D loss: 0.673264, acc.: 55.68%] [G loss: 0.861615]\n",
"11421 [D loss: 0.676459, acc.: 57.20%] [G loss: 0.841728]\n",
"11422 [D loss: 0.664228, acc.: 59.85%] [G loss: 0.856249]\n",
"11423 [D loss: 0.687246, acc.: 53.79%] [G loss: 0.831789]\n",
"11424 [D loss: 0.651001, acc.: 62.88%] [G loss: 0.829769]\n",
"11425 [D loss: 0.669873, acc.: 60.98%] [G loss: 0.789787]\n",
"11426 [D loss: 0.666907, acc.: 56.44%] [G loss: 0.808892]\n",
"11427 [D loss: 0.681975, acc.: 53.03%] [G loss: 0.820468]\n",
"11428 [D loss: 0.667135, acc.: 60.61%] [G loss: 0.844018]\n",
"11429 [D loss: 0.678704, acc.: 52.27%] [G loss: 0.823529]\n",
"11430 [D loss: 0.676125, acc.: 54.55%] [G loss: 0.806287]\n",
"11431 [D loss: 0.661762, acc.: 58.71%] [G loss: 0.831879]\n",
"11432 [D loss: 0.681598, acc.: 57.20%] [G loss: 0.819210]\n",
"11433 [D loss: 0.674195, acc.: 61.36%] [G loss: 0.803655]\n",
"11434 [D loss: 0.679239, acc.: 54.92%] [G loss: 0.813219]\n",
"11435 [D loss: 0.678562, acc.: 57.20%] [G loss: 0.826656]\n",
"11436 [D loss: 0.664949, acc.: 61.74%] [G loss: 0.854750]\n",
"11437 [D loss: 0.689579, acc.: 52.27%] [G loss: 0.825321]\n",
"11438 [D loss: 0.685693, acc.: 57.95%] [G loss: 0.808305]\n",
"11439 [D loss: 0.662658, acc.: 61.74%] [G loss: 0.823557]\n",
"11440 [D loss: 0.674317, acc.: 60.23%] [G loss: 0.823534]\n",
"11441 [D loss: 0.672593, acc.: 55.68%] [G loss: 0.882707]\n",
"11442 [D loss: 0.664424, acc.: 57.95%] [G loss: 0.855080]\n",
"11443 [D loss: 0.669577, acc.: 58.71%] [G loss: 0.808402]\n",
"11444 [D loss: 0.698666, acc.: 54.92%] [G loss: 0.836505]\n",
"11445 [D loss: 0.676761, acc.: 54.17%] [G loss: 0.818435]\n",
"11446 [D loss: 0.668126, acc.: 57.95%] [G loss: 0.863396]\n",
"11447 [D loss: 0.693588, acc.: 50.76%] [G loss: 0.854045]\n",
"11448 [D loss: 0.699383, acc.: 52.27%] [G loss: 0.845208]\n",
"11449 [D loss: 0.671188, acc.: 58.33%] [G loss: 0.842810]\n",
"11450 [D loss: 0.683197, acc.: 53.41%] [G loss: 0.798951]\n",
"11451 [D loss: 0.669980, acc.: 56.06%] [G loss: 0.825143]\n",
"11452 [D loss: 0.660573, acc.: 58.71%] [G loss: 0.813988]\n",
"11453 [D loss: 0.663060, acc.: 57.20%] [G loss: 0.818862]\n",
"11454 [D loss: 0.666478, acc.: 59.85%] [G loss: 0.816573]\n",
"11455 [D loss: 0.640026, acc.: 65.91%] [G loss: 0.793614]\n",
"11456 [D loss: 0.667291, acc.: 58.33%] [G loss: 0.834781]\n",
"11457 [D loss: 0.645293, acc.: 60.98%] [G loss: 0.817676]\n",
"11458 [D loss: 0.639630, acc.: 59.47%] [G loss: 0.854288]\n",
"11459 [D loss: 0.680193, acc.: 57.95%] [G loss: 0.823068]\n",
"11460 [D loss: 0.691979, acc.: 54.92%] [G loss: 0.816842]\n",
"11461 [D loss: 0.667050, acc.: 57.58%] [G loss: 0.842789]\n",
"11462 [D loss: 0.663630, acc.: 60.61%] [G loss: 0.854504]\n",
"11463 [D loss: 0.683467, acc.: 56.82%] [G loss: 0.842688]\n",
"11464 [D loss: 0.670002, acc.: 60.23%] [G loss: 0.858655]\n",
"11465 [D loss: 0.685127, acc.: 56.44%] [G loss: 0.813164]\n",
"11466 [D loss: 0.672942, acc.: 58.71%] [G loss: 0.827215]\n",
"11467 [D loss: 0.663947, acc.: 62.12%] [G loss: 0.836949]\n",
"11468 [D loss: 0.680202, acc.: 57.20%] [G loss: 0.830458]\n",
"11469 [D loss: 0.672433, acc.: 56.44%] [G loss: 0.831631]\n",
"11470 [D loss: 0.672314, acc.: 59.47%] [G loss: 0.835597]\n",
"11471 [D loss: 0.673525, acc.: 60.23%] [G loss: 0.823802]\n",
"11472 [D loss: 0.685046, acc.: 52.27%] [G loss: 0.848738]\n",
"11473 [D loss: 0.704063, acc.: 52.27%] [G loss: 0.847769]\n",
"11474 [D loss: 0.687051, acc.: 56.44%] [G loss: 0.812142]\n",
"11475 [D loss: 0.688831, acc.: 53.41%] [G loss: 0.871511]\n",
"11476 [D loss: 0.676895, acc.: 58.71%] [G loss: 0.827320]\n",
"11477 [D loss: 0.652007, acc.: 60.98%] [G loss: 0.851152]\n",
"11478 [D loss: 0.670913, acc.: 57.58%] [G loss: 0.852913]\n",
"11479 [D loss: 0.708883, acc.: 48.86%] [G loss: 0.858514]\n",
"11480 [D loss: 0.660483, acc.: 62.12%] [G loss: 0.817408]\n",
"11481 [D loss: 0.704137, acc.: 51.89%] [G loss: 0.806688]\n",
"11482 [D loss: 0.681566, acc.: 56.44%] [G loss: 0.842337]\n",
"11483 [D loss: 0.662249, acc.: 60.61%] [G loss: 0.819813]\n",
"11484 [D loss: 0.684222, acc.: 56.82%] [G loss: 0.833961]\n",
"11485 [D loss: 0.661922, acc.: 58.71%] [G loss: 0.795497]\n",
"11486 [D loss: 0.669382, acc.: 59.47%] [G loss: 0.854775]\n",
"11487 [D loss: 0.668746, acc.: 58.71%] [G loss: 0.840836]\n",
"11488 [D loss: 0.653541, acc.: 60.23%] [G loss: 0.844522]\n",
"11489 [D loss: 0.670117, acc.: 59.09%] [G loss: 0.851694]\n",
"11490 [D loss: 0.668698, acc.: 61.36%] [G loss: 0.843703]\n",
"11491 [D loss: 0.655014, acc.: 60.61%] [G loss: 0.824623]\n",
"11492 [D loss: 0.664040, acc.: 59.47%] [G loss: 0.837841]\n",
"11493 [D loss: 0.662705, acc.: 59.85%] [G loss: 0.824480]\n",
"11494 [D loss: 0.645241, acc.: 65.15%] [G loss: 0.828346]\n",
"11495 [D loss: 0.662703, acc.: 60.61%] [G loss: 0.836473]\n",
"11496 [D loss: 0.681856, acc.: 54.92%] [G loss: 0.842938]\n",
"11497 [D loss: 0.657320, acc.: 63.26%] [G loss: 0.809338]\n",
"11498 [D loss: 0.676700, acc.: 57.95%] [G loss: 0.845392]\n",
"11499 [D loss: 0.694102, acc.: 53.03%] [G loss: 0.831614]\n",
"11500 [D loss: 0.700774, acc.: 53.41%] [G loss: 0.850469]\n",
"11501 [D loss: 0.670135, acc.: 60.23%] [G loss: 0.831846]\n",
"11502 [D loss: 0.706037, acc.: 51.52%] [G loss: 0.806041]\n",
"11503 [D loss: 0.686139, acc.: 54.55%] [G loss: 0.808226]\n",
"11504 [D loss: 0.689506, acc.: 55.30%] [G loss: 0.835908]\n",
"11505 [D loss: 0.649016, acc.: 64.02%] [G loss: 0.848216]\n",
"11506 [D loss: 0.665169, acc.: 57.95%] [G loss: 0.817050]\n",
"11507 [D loss: 0.667188, acc.: 57.20%] [G loss: 0.814115]\n",
"11508 [D loss: 0.690551, acc.: 54.55%] [G loss: 0.794224]\n",
"11509 [D loss: 0.664122, acc.: 60.98%] [G loss: 0.857739]\n",
"11510 [D loss: 0.683643, acc.: 56.82%] [G loss: 0.869997]\n",
"11511 [D loss: 0.672201, acc.: 60.61%] [G loss: 0.825157]\n",
"11512 [D loss: 0.679259, acc.: 56.44%] [G loss: 0.831352]\n",
"11513 [D loss: 0.684953, acc.: 56.06%] [G loss: 0.797728]\n",
"11514 [D loss: 0.671770, acc.: 61.36%] [G loss: 0.818178]\n",
"11515 [D loss: 0.669912, acc.: 60.23%] [G loss: 0.819786]\n",
"11516 [D loss: 0.673948, acc.: 59.09%] [G loss: 0.871530]\n",
"11517 [D loss: 0.655366, acc.: 60.61%] [G loss: 0.827827]\n",
"11518 [D loss: 0.678424, acc.: 56.82%] [G loss: 0.804868]\n",
"11519 [D loss: 0.676336, acc.: 58.33%] [G loss: 0.839338]\n",
"11520 [D loss: 0.676993, acc.: 56.44%] [G loss: 0.807935]\n",
"11521 [D loss: 0.675097, acc.: 59.09%] [G loss: 0.824259]\n",
"11522 [D loss: 0.659707, acc.: 60.23%] [G loss: 0.798408]\n",
"11523 [D loss: 0.684239, acc.: 54.17%] [G loss: 0.783523]\n",
"11524 [D loss: 0.666846, acc.: 56.82%] [G loss: 0.821429]\n",
"11525 [D loss: 0.667146, acc.: 57.20%] [G loss: 0.804800]\n",
"11526 [D loss: 0.680275, acc.: 56.44%] [G loss: 0.846319]\n",
"11527 [D loss: 0.693539, acc.: 55.30%] [G loss: 0.841611]\n",
"11528 [D loss: 0.658286, acc.: 59.85%] [G loss: 0.883007]\n",
"11529 [D loss: 0.662608, acc.: 61.74%] [G loss: 0.860464]\n",
"11530 [D loss: 0.676753, acc.: 53.79%] [G loss: 0.794680]\n",
"11531 [D loss: 0.692286, acc.: 53.03%] [G loss: 0.832010]\n",
"11532 [D loss: 0.662412, acc.: 61.36%] [G loss: 0.837562]\n",
"11533 [D loss: 0.658628, acc.: 60.61%] [G loss: 0.832738]\n",
"11534 [D loss: 0.664380, acc.: 58.71%] [G loss: 0.849564]\n",
"11535 [D loss: 0.676844, acc.: 57.58%] [G loss: 0.817617]\n",
"11536 [D loss: 0.647846, acc.: 60.98%] [G loss: 0.864030]\n",
"11537 [D loss: 0.671141, acc.: 56.06%] [G loss: 0.858322]\n",
"11538 [D loss: 0.670549, acc.: 58.33%] [G loss: 0.821077]\n",
"11539 [D loss: 0.717099, acc.: 48.48%] [G loss: 0.847430]\n",
"11540 [D loss: 0.670349, acc.: 59.47%] [G loss: 0.817000]\n",
"11541 [D loss: 0.674241, acc.: 57.58%] [G loss: 0.843115]\n",
"11542 [D loss: 0.680381, acc.: 56.44%] [G loss: 0.839953]\n",
"11543 [D loss: 0.670164, acc.: 59.09%] [G loss: 0.838391]\n",
"11544 [D loss: 0.697462, acc.: 54.55%] [G loss: 0.801959]\n",
"11545 [D loss: 0.681761, acc.: 54.55%] [G loss: 0.819956]\n",
"11546 [D loss: 0.665298, acc.: 56.44%] [G loss: 0.792804]\n",
"11547 [D loss: 0.679179, acc.: 57.95%] [G loss: 0.836788]\n",
"11548 [D loss: 0.688558, acc.: 59.09%] [G loss: 0.845013]\n",
"11549 [D loss: 0.683364, acc.: 54.92%] [G loss: 0.858518]\n",
"11550 [D loss: 0.704680, acc.: 51.89%] [G loss: 0.820637]\n",
"11551 [D loss: 0.702293, acc.: 54.17%] [G loss: 0.815712]\n",
"11552 [D loss: 0.672142, acc.: 57.20%] [G loss: 0.818406]\n",
"11553 [D loss: 0.649174, acc.: 61.36%] [G loss: 0.848008]\n",
"11554 [D loss: 0.685725, acc.: 56.06%] [G loss: 0.825284]\n",
"11555 [D loss: 0.676936, acc.: 57.20%] [G loss: 0.822756]\n",
"11556 [D loss: 0.663480, acc.: 62.12%] [G loss: 0.858913]\n",
"11557 [D loss: 0.676988, acc.: 54.55%] [G loss: 0.862604]\n",
"11558 [D loss: 0.668244, acc.: 58.71%] [G loss: 0.841423]\n",
"11559 [D loss: 0.670261, acc.: 59.85%] [G loss: 0.827595]\n",
"11560 [D loss: 0.665180, acc.: 59.85%] [G loss: 0.817631]\n",
"11561 [D loss: 0.675949, acc.: 56.82%] [G loss: 0.816798]\n",
"11562 [D loss: 0.660055, acc.: 55.30%] [G loss: 0.874430]\n",
"11563 [D loss: 0.651566, acc.: 61.74%] [G loss: 0.822200]\n",
"11564 [D loss: 0.678992, acc.: 58.71%] [G loss: 0.835241]\n",
"11565 [D loss: 0.677956, acc.: 58.71%] [G loss: 0.832214]\n",
"11566 [D loss: 0.660325, acc.: 62.12%] [G loss: 0.849359]\n",
"11567 [D loss: 0.683939, acc.: 57.20%] [G loss: 0.850027]\n",
"11568 [D loss: 0.689002, acc.: 54.55%] [G loss: 0.843566]\n",
"11569 [D loss: 0.668024, acc.: 57.95%] [G loss: 0.830837]\n",
"11570 [D loss: 0.691389, acc.: 54.55%] [G loss: 0.803110]\n",
"11571 [D loss: 0.679067, acc.: 57.58%] [G loss: 0.797020]\n",
"11572 [D loss: 0.676782, acc.: 58.33%] [G loss: 0.794055]\n",
"11573 [D loss: 0.674095, acc.: 56.44%] [G loss: 0.785442]\n",
"11574 [D loss: 0.685614, acc.: 54.17%] [G loss: 0.797109]\n",
"11575 [D loss: 0.688313, acc.: 51.52%] [G loss: 0.808216]\n",
"11576 [D loss: 0.666512, acc.: 59.09%] [G loss: 0.841108]\n",
"11577 [D loss: 0.690513, acc.: 56.44%] [G loss: 0.836508]\n",
"11578 [D loss: 0.674636, acc.: 55.30%] [G loss: 0.823628]\n",
"11579 [D loss: 0.669611, acc.: 60.61%] [G loss: 0.825981]\n",
"11580 [D loss: 0.680817, acc.: 55.68%] [G loss: 0.837675]\n",
"11581 [D loss: 0.660922, acc.: 58.33%] [G loss: 0.829089]\n",
"11582 [D loss: 0.677773, acc.: 54.92%] [G loss: 0.841546]\n",
"11583 [D loss: 0.707055, acc.: 50.76%] [G loss: 0.843567]\n",
"11584 [D loss: 0.665251, acc.: 59.09%] [G loss: 0.821757]\n",
"11585 [D loss: 0.647311, acc.: 63.64%] [G loss: 0.836427]\n",
"11586 [D loss: 0.665127, acc.: 61.36%] [G loss: 0.845274]\n",
"11587 [D loss: 0.678606, acc.: 57.20%] [G loss: 0.866525]\n",
"11588 [D loss: 0.653336, acc.: 64.39%] [G loss: 0.840587]\n",
"11589 [D loss: 0.667646, acc.: 61.36%] [G loss: 0.812359]\n",
"11590 [D loss: 0.676880, acc.: 57.58%] [G loss: 0.852588]\n",
"11591 [D loss: 0.674194, acc.: 57.58%] [G loss: 0.817195]\n",
"11592 [D loss: 0.655101, acc.: 62.12%] [G loss: 0.832347]\n",
"11593 [D loss: 0.678280, acc.: 59.09%] [G loss: 0.813434]\n",
"11594 [D loss: 0.660192, acc.: 59.09%] [G loss: 0.828032]\n",
"11595 [D loss: 0.677446, acc.: 53.41%] [G loss: 0.844157]\n",
"11596 [D loss: 0.667528, acc.: 57.58%] [G loss: 0.853843]\n",
"11597 [D loss: 0.673593, acc.: 57.58%] [G loss: 0.872261]\n",
"11598 [D loss: 0.681639, acc.: 53.41%] [G loss: 0.882604]\n",
"11599 [D loss: 0.684205, acc.: 52.65%] [G loss: 0.870234]\n",
"11600 [D loss: 0.685251, acc.: 55.68%] [G loss: 0.861343]\n",
"11601 [D loss: 0.678145, acc.: 53.41%] [G loss: 0.844422]\n",
"11602 [D loss: 0.678406, acc.: 58.33%] [G loss: 0.839988]\n",
"11603 [D loss: 0.662999, acc.: 62.12%] [G loss: 0.859424]\n",
"11604 [D loss: 0.655723, acc.: 65.53%] [G loss: 0.846893]\n",
"11605 [D loss: 0.644028, acc.: 59.85%] [G loss: 0.869712]\n",
"11606 [D loss: 0.667626, acc.: 61.36%] [G loss: 0.827120]\n",
"11607 [D loss: 0.656142, acc.: 60.23%] [G loss: 0.843050]\n",
"11608 [D loss: 0.655366, acc.: 61.36%] [G loss: 0.843825]\n",
"11609 [D loss: 0.697035, acc.: 54.55%] [G loss: 0.860734]\n",
"11610 [D loss: 0.678422, acc.: 56.82%] [G loss: 0.837735]\n",
"11611 [D loss: 0.695166, acc.: 53.41%] [G loss: 0.851394]\n",
"11612 [D loss: 0.666937, acc.: 56.06%] [G loss: 0.852482]\n",
"11613 [D loss: 0.702606, acc.: 53.41%] [G loss: 0.852670]\n",
"11614 [D loss: 0.660894, acc.: 65.15%] [G loss: 0.866126]\n",
"11615 [D loss: 0.660243, acc.: 59.09%] [G loss: 0.811318]\n",
"11616 [D loss: 0.665947, acc.: 59.85%] [G loss: 0.847341]\n",
"11617 [D loss: 0.672892, acc.: 58.33%] [G loss: 0.854807]\n",
"11618 [D loss: 0.688884, acc.: 56.06%] [G loss: 0.838299]\n",
"11619 [D loss: 0.655504, acc.: 61.74%] [G loss: 0.831324]\n",
"11620 [D loss: 0.672285, acc.: 60.98%] [G loss: 0.846667]\n",
"11621 [D loss: 0.692291, acc.: 49.24%] [G loss: 0.828216]\n",
"11622 [D loss: 0.678867, acc.: 57.58%] [G loss: 0.841947]\n",
"11623 [D loss: 0.664387, acc.: 61.36%] [G loss: 0.842130]\n",
"11624 [D loss: 0.670808, acc.: 60.23%] [G loss: 0.816378]\n",
"11625 [D loss: 0.658287, acc.: 59.85%] [G loss: 0.853672]\n",
"11626 [D loss: 0.694844, acc.: 49.62%] [G loss: 0.843770]\n",
"11627 [D loss: 0.659706, acc.: 60.98%] [G loss: 0.856246]\n",
"11628 [D loss: 0.675510, acc.: 59.09%] [G loss: 0.843184]\n",
"11629 [D loss: 0.665011, acc.: 57.20%] [G loss: 0.811237]\n",
"11630 [D loss: 0.657934, acc.: 60.23%] [G loss: 0.854867]\n",
"11631 [D loss: 0.666503, acc.: 59.47%] [G loss: 0.844973]\n",
"11632 [D loss: 0.670584, acc.: 58.71%] [G loss: 0.856327]\n",
"11633 [D loss: 0.683323, acc.: 56.44%] [G loss: 0.811616]\n",
"11634 [D loss: 0.702502, acc.: 51.14%] [G loss: 0.832017]\n",
"11635 [D loss: 0.682935, acc.: 53.41%] [G loss: 0.829057]\n",
"11636 [D loss: 0.663113, acc.: 59.09%] [G loss: 0.865205]\n",
"11637 [D loss: 0.661150, acc.: 60.23%] [G loss: 0.856493]\n",
"11638 [D loss: 0.689443, acc.: 53.03%] [G loss: 0.849635]\n",
"11639 [D loss: 0.665984, acc.: 59.85%] [G loss: 0.842992]\n",
"11640 [D loss: 0.667477, acc.: 62.50%] [G loss: 0.861969]\n",
"11641 [D loss: 0.687529, acc.: 53.79%] [G loss: 0.882880]\n",
"11642 [D loss: 0.663983, acc.: 58.33%] [G loss: 0.806822]\n",
"11643 [D loss: 0.677225, acc.: 57.58%] [G loss: 0.822898]\n",
"11644 [D loss: 0.662943, acc.: 62.50%] [G loss: 0.845657]\n",
"11645 [D loss: 0.675185, acc.: 56.44%] [G loss: 0.822031]\n",
"11646 [D loss: 0.663150, acc.: 57.20%] [G loss: 0.836754]\n",
"11647 [D loss: 0.683469, acc.: 53.41%] [G loss: 0.850772]\n",
"11648 [D loss: 0.669542, acc.: 61.36%] [G loss: 0.805716]\n",
"11649 [D loss: 0.689443, acc.: 57.20%] [G loss: 0.811797]\n",
"11650 [D loss: 0.679646, acc.: 54.55%] [G loss: 0.815638]\n",
"11651 [D loss: 0.661141, acc.: 57.58%] [G loss: 0.782214]\n",
"11652 [D loss: 0.694706, acc.: 55.30%] [G loss: 0.811338]\n",
"11653 [D loss: 0.675116, acc.: 54.92%] [G loss: 0.793523]\n",
"11654 [D loss: 0.677727, acc.: 59.85%] [G loss: 0.856129]\n",
"11655 [D loss: 0.686559, acc.: 58.33%] [G loss: 0.824286]\n",
"11656 [D loss: 0.680614, acc.: 54.17%] [G loss: 0.826743]\n",
"11657 [D loss: 0.651884, acc.: 63.26%] [G loss: 0.835352]\n",
"11658 [D loss: 0.673731, acc.: 59.09%] [G loss: 0.853172]\n",
"11659 [D loss: 0.705913, acc.: 51.52%] [G loss: 0.872839]\n",
"11660 [D loss: 0.702776, acc.: 51.52%] [G loss: 0.853086]\n",
"11661 [D loss: 0.681723, acc.: 57.95%] [G loss: 0.801408]\n",
"11662 [D loss: 0.663678, acc.: 55.30%] [G loss: 0.808600]\n",
"11663 [D loss: 0.659357, acc.: 59.85%] [G loss: 0.816062]\n",
"11664 [D loss: 0.663766, acc.: 62.50%] [G loss: 0.829342]\n",
"11665 [D loss: 0.662985, acc.: 58.71%] [G loss: 0.810536]\n",
"11666 [D loss: 0.683381, acc.: 57.95%] [G loss: 0.833510]\n",
"11667 [D loss: 0.671467, acc.: 59.09%] [G loss: 0.817339]\n",
"11668 [D loss: 0.688866, acc.: 53.41%] [G loss: 0.843703]\n",
"11669 [D loss: 0.686658, acc.: 54.55%] [G loss: 0.851562]\n",
"11670 [D loss: 0.675156, acc.: 56.82%] [G loss: 0.793318]\n",
"11671 [D loss: 0.687723, acc.: 52.27%] [G loss: 0.824254]\n",
"11672 [D loss: 0.655789, acc.: 61.74%] [G loss: 0.802885]\n",
"11673 [D loss: 0.669137, acc.: 59.47%] [G loss: 0.793975]\n",
"11674 [D loss: 0.690766, acc.: 52.65%] [G loss: 0.822516]\n",
"11675 [D loss: 0.680868, acc.: 57.20%] [G loss: 0.782924]\n",
"11676 [D loss: 0.670473, acc.: 59.09%] [G loss: 0.816107]\n",
"11677 [D loss: 0.666512, acc.: 56.06%] [G loss: 0.824166]\n",
"11678 [D loss: 0.679888, acc.: 54.92%] [G loss: 0.816379]\n",
"11679 [D loss: 0.669635, acc.: 56.82%] [G loss: 0.844039]\n",
"11680 [D loss: 0.670264, acc.: 58.33%] [G loss: 0.829464]\n",
"11681 [D loss: 0.665644, acc.: 57.95%] [G loss: 0.825145]\n",
"11682 [D loss: 0.660489, acc.: 60.23%] [G loss: 0.820422]\n",
"11683 [D loss: 0.662878, acc.: 55.68%] [G loss: 0.825056]\n",
"11684 [D loss: 0.672265, acc.: 58.33%] [G loss: 0.834083]\n",
"11685 [D loss: 0.660499, acc.: 62.50%] [G loss: 0.837396]\n",
"11686 [D loss: 0.680031, acc.: 60.61%] [G loss: 0.777169]\n",
"11687 [D loss: 0.671027, acc.: 60.61%] [G loss: 0.825463]\n",
"11688 [D loss: 0.693424, acc.: 53.41%] [G loss: 0.833844]\n",
"11689 [D loss: 0.698838, acc.: 55.68%] [G loss: 0.805340]\n",
"11690 [D loss: 0.673881, acc.: 58.71%] [G loss: 0.846656]\n",
"11691 [D loss: 0.681945, acc.: 53.03%] [G loss: 0.824181]\n",
"11692 [D loss: 0.662701, acc.: 64.77%] [G loss: 0.798015]\n",
"11693 [D loss: 0.654077, acc.: 62.12%] [G loss: 0.845806]\n",
"11694 [D loss: 0.665466, acc.: 59.09%] [G loss: 0.854632]\n",
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"11696 [D loss: 0.656440, acc.: 64.39%] [G loss: 0.846967]\n",
"11697 [D loss: 0.671793, acc.: 58.71%] [G loss: 0.805255]\n",
"11698 [D loss: 0.704171, acc.: 48.11%] [G loss: 0.857299]\n",
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"11700 [D loss: 0.647877, acc.: 59.85%] [G loss: 0.835712]\n",
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"11703 [D loss: 0.642296, acc.: 65.53%] [G loss: 0.842234]\n",
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"11706 [D loss: 0.672685, acc.: 58.33%] [G loss: 0.826562]\n",
"11707 [D loss: 0.659854, acc.: 61.74%] [G loss: 0.822290]\n",
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"11710 [D loss: 0.697685, acc.: 48.86%] [G loss: 0.792462]\n",
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"11712 [D loss: 0.669532, acc.: 61.36%] [G loss: 0.801406]\n",
"11713 [D loss: 0.668628, acc.: 60.61%] [G loss: 0.852239]\n",
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"11715 [D loss: 0.664416, acc.: 57.58%] [G loss: 0.846324]\n",
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"11717 [D loss: 0.678139, acc.: 55.68%] [G loss: 0.829937]\n",
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"11719 [D loss: 0.657704, acc.: 60.98%] [G loss: 0.820861]\n",
"11720 [D loss: 0.678052, acc.: 56.82%] [G loss: 0.819523]\n",
"11721 [D loss: 0.671506, acc.: 59.09%] [G loss: 0.863270]\n",
"11722 [D loss: 0.671520, acc.: 58.71%] [G loss: 0.840323]\n",
"11723 [D loss: 0.665462, acc.: 60.23%] [G loss: 0.854822]\n",
"11724 [D loss: 0.684397, acc.: 54.55%] [G loss: 0.836367]\n",
"11725 [D loss: 0.651283, acc.: 63.26%] [G loss: 0.825987]\n",
"11726 [D loss: 0.654206, acc.: 60.98%] [G loss: 0.843001]\n",
"11727 [D loss: 0.696070, acc.: 55.30%] [G loss: 0.808545]\n",
"11728 [D loss: 0.690977, acc.: 54.17%] [G loss: 0.839170]\n",
"11729 [D loss: 0.657860, acc.: 60.98%] [G loss: 0.839246]\n",
"11730 [D loss: 0.655324, acc.: 62.50%] [G loss: 0.850829]\n",
"11731 [D loss: 0.686401, acc.: 57.58%] [G loss: 0.823348]\n",
"11732 [D loss: 0.669383, acc.: 60.23%] [G loss: 0.827916]\n",
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"11734 [D loss: 0.673059, acc.: 56.06%] [G loss: 0.813541]\n",
"11735 [D loss: 0.670173, acc.: 55.30%] [G loss: 0.836367]\n",
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"11738 [D loss: 0.668689, acc.: 58.71%] [G loss: 0.831310]\n",
"11739 [D loss: 0.654087, acc.: 64.39%] [G loss: 0.846720]\n",
"11740 [D loss: 0.634715, acc.: 65.15%] [G loss: 0.839558]\n",
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"11744 [D loss: 0.656574, acc.: 60.98%] [G loss: 0.820490]\n",
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"11758 [D loss: 0.652404, acc.: 63.64%] [G loss: 0.815242]\n",
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"11761 [D loss: 0.649488, acc.: 64.02%] [G loss: 0.824030]\n",
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"11794 [D loss: 0.660905, acc.: 60.23%] [G loss: 0.806399]\n",
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"11801 [D loss: 0.653323, acc.: 62.50%] [G loss: 0.827552]\n",
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"11805 [D loss: 0.655697, acc.: 58.71%] [G loss: 0.814834]\n",
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"11809 [D loss: 0.681589, acc.: 56.82%] [G loss: 0.856123]\n",
"11810 [D loss: 0.669145, acc.: 55.68%] [G loss: 0.790064]\n",
"11811 [D loss: 0.671413, acc.: 59.09%] [G loss: 0.828984]\n",
"11812 [D loss: 0.660080, acc.: 59.47%] [G loss: 0.809154]\n",
"11813 [D loss: 0.657612, acc.: 62.12%] [G loss: 0.857790]\n",
"11814 [D loss: 0.663010, acc.: 61.74%] [G loss: 0.812674]\n",
"11815 [D loss: 0.662694, acc.: 61.36%] [G loss: 0.840535]\n",
"11816 [D loss: 0.699390, acc.: 53.41%] [G loss: 0.796113]\n",
"11817 [D loss: 0.692495, acc.: 52.27%] [G loss: 0.854688]\n",
"11818 [D loss: 0.690918, acc.: 54.92%] [G loss: 0.829837]\n",
"11819 [D loss: 0.668854, acc.: 62.12%] [G loss: 0.822116]\n",
"11820 [D loss: 0.669229, acc.: 59.47%] [G loss: 0.842211]\n",
"11821 [D loss: 0.678411, acc.: 55.68%] [G loss: 0.839801]\n",
"11822 [D loss: 0.650999, acc.: 64.77%] [G loss: 0.843249]\n",
"11823 [D loss: 0.653726, acc.: 60.23%] [G loss: 0.827947]\n",
"11824 [D loss: 0.657964, acc.: 61.74%] [G loss: 0.838622]\n",
"11825 [D loss: 0.669240, acc.: 61.36%] [G loss: 0.786185]\n",
"11826 [D loss: 0.671043, acc.: 59.85%] [G loss: 0.800155]\n",
"11827 [D loss: 0.666045, acc.: 56.06%] [G loss: 0.820017]\n",
"11828 [D loss: 0.698243, acc.: 54.92%] [G loss: 0.855800]\n",
"11829 [D loss: 0.683243, acc.: 60.23%] [G loss: 0.844158]\n",
"11830 [D loss: 0.690486, acc.: 55.68%] [G loss: 0.821403]\n",
"11831 [D loss: 0.677322, acc.: 56.06%] [G loss: 0.803307]\n",
"11832 [D loss: 0.686645, acc.: 54.55%] [G loss: 0.828124]\n",
"11833 [D loss: 0.651718, acc.: 59.09%] [G loss: 0.818653]\n",
"11834 [D loss: 0.661208, acc.: 59.09%] [G loss: 0.869533]\n",
"11835 [D loss: 0.695752, acc.: 52.65%] [G loss: 0.829693]\n",
"11836 [D loss: 0.661579, acc.: 60.23%] [G loss: 0.808141]\n",
"11837 [D loss: 0.690680, acc.: 53.03%] [G loss: 0.825114]\n",
"11838 [D loss: 0.695342, acc.: 54.55%] [G loss: 0.843214]\n",
"11839 [D loss: 0.657376, acc.: 62.88%] [G loss: 0.819420]\n",
"11840 [D loss: 0.693094, acc.: 58.33%] [G loss: 0.817429]\n",
"11841 [D loss: 0.692189, acc.: 53.79%] [G loss: 0.830463]\n",
"11842 [D loss: 0.682018, acc.: 57.20%] [G loss: 0.783166]\n",
"11843 [D loss: 0.680484, acc.: 57.20%] [G loss: 0.812730]\n",
"11844 [D loss: 0.659108, acc.: 58.33%] [G loss: 0.812236]\n",
"11845 [D loss: 0.664891, acc.: 56.82%] [G loss: 0.826599]\n",
"11846 [D loss: 0.693989, acc.: 50.76%] [G loss: 0.831482]\n",
"11847 [D loss: 0.663607, acc.: 57.20%] [G loss: 0.795396]\n",
"11848 [D loss: 0.658296, acc.: 61.36%] [G loss: 0.826782]\n",
"11849 [D loss: 0.667789, acc.: 60.61%] [G loss: 0.788615]\n",
"11850 [D loss: 0.661096, acc.: 59.85%] [G loss: 0.811551]\n",
"11851 [D loss: 0.686935, acc.: 54.17%] [G loss: 0.845507]\n",
"11852 [D loss: 0.663644, acc.: 60.98%] [G loss: 0.842839]\n",
"11853 [D loss: 0.644392, acc.: 65.91%] [G loss: 0.850119]\n",
"11854 [D loss: 0.683908, acc.: 53.79%] [G loss: 0.822866]\n",
"11855 [D loss: 0.665978, acc.: 62.88%] [G loss: 0.810048]\n",
"11856 [D loss: 0.705740, acc.: 51.52%] [G loss: 0.818670]\n",
"11857 [D loss: 0.659400, acc.: 60.98%] [G loss: 0.834326]\n",
"11858 [D loss: 0.686562, acc.: 58.33%] [G loss: 0.839029]\n",
"11859 [D loss: 0.676796, acc.: 57.20%] [G loss: 0.835477]\n",
"11860 [D loss: 0.681551, acc.: 57.20%] [G loss: 0.821349]\n",
"11861 [D loss: 0.676297, acc.: 56.82%] [G loss: 0.822140]\n",
"11862 [D loss: 0.692561, acc.: 51.89%] [G loss: 0.814900]\n",
"11863 [D loss: 0.684800, acc.: 55.30%] [G loss: 0.812711]\n",
"11864 [D loss: 0.682075, acc.: 54.17%] [G loss: 0.812489]\n",
"11865 [D loss: 0.689050, acc.: 53.03%] [G loss: 0.795626]\n",
"11866 [D loss: 0.682431, acc.: 53.03%] [G loss: 0.813712]\n",
"11867 [D loss: 0.667269, acc.: 59.09%] [G loss: 0.814521]\n",
"11868 [D loss: 0.662982, acc.: 62.12%] [G loss: 0.844653]\n",
"11869 [D loss: 0.655735, acc.: 60.23%] [G loss: 0.855248]\n",
"11870 [D loss: 0.693597, acc.: 56.06%] [G loss: 0.814346]\n",
"11871 [D loss: 0.660174, acc.: 60.23%] [G loss: 0.839987]\n",
"11872 [D loss: 0.676559, acc.: 54.92%] [G loss: 0.816965]\n",
"11873 [D loss: 0.665563, acc.: 55.68%] [G loss: 0.830362]\n",
"11874 [D loss: 0.686485, acc.: 56.06%] [G loss: 0.813661]\n",
"11875 [D loss: 0.671500, acc.: 59.47%] [G loss: 0.823872]\n",
"11876 [D loss: 0.649811, acc.: 60.61%] [G loss: 0.872475]\n",
"11877 [D loss: 0.674249, acc.: 57.58%] [G loss: 0.843586]\n",
"11878 [D loss: 0.683328, acc.: 57.20%] [G loss: 0.839172]\n",
"11879 [D loss: 0.678634, acc.: 57.20%] [G loss: 0.838486]\n",
"11880 [D loss: 0.675022, acc.: 56.44%] [G loss: 0.837348]\n",
"11881 [D loss: 0.660995, acc.: 61.74%] [G loss: 0.839023]\n",
"11882 [D loss: 0.701670, acc.: 52.27%] [G loss: 0.824063]\n",
"11883 [D loss: 0.676368, acc.: 58.71%] [G loss: 0.832974]\n",
"11884 [D loss: 0.660510, acc.: 56.82%] [G loss: 0.855837]\n",
"11885 [D loss: 0.656448, acc.: 60.23%] [G loss: 0.816542]\n",
"11886 [D loss: 0.687615, acc.: 54.17%] [G loss: 0.821305]\n",
"11887 [D loss: 0.695608, acc.: 56.82%] [G loss: 0.806116]\n",
"11888 [D loss: 0.654352, acc.: 61.36%] [G loss: 0.832583]\n",
"11889 [D loss: 0.680958, acc.: 56.06%] [G loss: 0.835636]\n",
"11890 [D loss: 0.663379, acc.: 57.95%] [G loss: 0.850009]\n",
"11891 [D loss: 0.670321, acc.: 57.58%] [G loss: 0.779793]\n",
"11892 [D loss: 0.680690, acc.: 56.44%] [G loss: 0.824098]\n",
"11893 [D loss: 0.663279, acc.: 62.50%] [G loss: 0.840723]\n",
"11894 [D loss: 0.691800, acc.: 51.89%] [G loss: 0.814142]\n",
"11895 [D loss: 0.687962, acc.: 57.58%] [G loss: 0.787240]\n",
"11896 [D loss: 0.655533, acc.: 61.36%] [G loss: 0.836277]\n",
"11897 [D loss: 0.683621, acc.: 58.71%] [G loss: 0.799056]\n",
"11898 [D loss: 0.668883, acc.: 56.44%] [G loss: 0.823280]\n",
"11899 [D loss: 0.669957, acc.: 57.95%] [G loss: 0.859400]\n",
"11900 [D loss: 0.689929, acc.: 55.68%] [G loss: 0.816762]\n",
"11901 [D loss: 0.678751, acc.: 57.20%] [G loss: 0.841248]\n",
"11902 [D loss: 0.656918, acc.: 59.47%] [G loss: 0.823200]\n",
"11903 [D loss: 0.666480, acc.: 60.23%] [G loss: 0.817218]\n",
"11904 [D loss: 0.678494, acc.: 59.47%] [G loss: 0.809038]\n",
"11905 [D loss: 0.679493, acc.: 56.44%] [G loss: 0.846021]\n",
"11906 [D loss: 0.665507, acc.: 62.88%] [G loss: 0.832025]\n",
"11907 [D loss: 0.665651, acc.: 61.36%] [G loss: 0.873538]\n",
"11908 [D loss: 0.673188, acc.: 56.82%] [G loss: 0.812890]\n",
"11909 [D loss: 0.676697, acc.: 57.95%] [G loss: 0.810579]\n",
"11910 [D loss: 0.657203, acc.: 61.36%] [G loss: 0.846057]\n",
"11911 [D loss: 0.668064, acc.: 59.85%] [G loss: 0.822260]\n",
"11912 [D loss: 0.669611, acc.: 57.20%] [G loss: 0.827166]\n",
"11913 [D loss: 0.712121, acc.: 50.76%] [G loss: 0.831109]\n",
"11914 [D loss: 0.675973, acc.: 57.95%] [G loss: 0.822880]\n",
"11915 [D loss: 0.678670, acc.: 58.33%] [G loss: 0.817963]\n",
"11916 [D loss: 0.699069, acc.: 53.79%] [G loss: 0.826946]\n",
"11917 [D loss: 0.694665, acc.: 52.27%] [G loss: 0.822585]\n",
"11918 [D loss: 0.676474, acc.: 58.33%] [G loss: 0.824397]\n",
"11919 [D loss: 0.685171, acc.: 54.17%] [G loss: 0.832926]\n",
"11920 [D loss: 0.671488, acc.: 61.36%] [G loss: 0.819162]\n",
"11921 [D loss: 0.678256, acc.: 59.47%] [G loss: 0.829589]\n",
"11922 [D loss: 0.658368, acc.: 63.64%] [G loss: 0.832868]\n",
"11923 [D loss: 0.685166, acc.: 55.30%] [G loss: 0.837780]\n",
"11924 [D loss: 0.668371, acc.: 60.98%] [G loss: 0.820924]\n",
"11925 [D loss: 0.665956, acc.: 57.20%] [G loss: 0.836207]\n",
"11926 [D loss: 0.682151, acc.: 55.68%] [G loss: 0.802103]\n",
"11927 [D loss: 0.691153, acc.: 54.17%] [G loss: 0.822306]\n",
"11928 [D loss: 0.678191, acc.: 57.20%] [G loss: 0.844070]\n",
"11929 [D loss: 0.666214, acc.: 56.82%] [G loss: 0.818654]\n",
"11930 [D loss: 0.670122, acc.: 56.06%] [G loss: 0.802830]\n",
"11931 [D loss: 0.688230, acc.: 53.41%] [G loss: 0.833317]\n",
"11932 [D loss: 0.664296, acc.: 57.58%] [G loss: 0.834918]\n",
"11933 [D loss: 0.676120, acc.: 56.06%] [G loss: 0.813216]\n",
"11934 [D loss: 0.664700, acc.: 59.47%] [G loss: 0.840755]\n",
"11935 [D loss: 0.671177, acc.: 58.33%] [G loss: 0.807237]\n",
"11936 [D loss: 0.704577, acc.: 55.68%] [G loss: 0.836069]\n",
"11937 [D loss: 0.680089, acc.: 51.89%] [G loss: 0.833523]\n",
"11938 [D loss: 0.691569, acc.: 53.41%] [G loss: 0.819751]\n",
"11939 [D loss: 0.679446, acc.: 57.58%] [G loss: 0.836790]\n",
"11940 [D loss: 0.661529, acc.: 59.85%] [G loss: 0.806667]\n",
"11941 [D loss: 0.677353, acc.: 59.47%] [G loss: 0.833369]\n",
"11942 [D loss: 0.666380, acc.: 60.61%] [G loss: 0.818950]\n",
"11943 [D loss: 0.679327, acc.: 56.82%] [G loss: 0.808129]\n",
"11944 [D loss: 0.666543, acc.: 59.09%] [G loss: 0.794989]\n",
"11945 [D loss: 0.663909, acc.: 60.23%] [G loss: 0.838510]\n",
"11946 [D loss: 0.664784, acc.: 57.20%] [G loss: 0.829764]\n",
"11947 [D loss: 0.657190, acc.: 60.98%] [G loss: 0.815946]\n",
"11948 [D loss: 0.684981, acc.: 54.17%] [G loss: 0.813181]\n",
"11949 [D loss: 0.684436, acc.: 54.55%] [G loss: 0.800613]\n",
"11950 [D loss: 0.661382, acc.: 59.09%] [G loss: 0.817971]\n",
"11951 [D loss: 0.673055, acc.: 57.20%] [G loss: 0.851384]\n",
"11952 [D loss: 0.670578, acc.: 57.20%] [G loss: 0.849126]\n",
"11953 [D loss: 0.677696, acc.: 57.58%] [G loss: 0.814456]\n",
"11954 [D loss: 0.653682, acc.: 60.61%] [G loss: 0.837176]\n",
"11955 [D loss: 0.651162, acc.: 63.64%] [G loss: 0.821296]\n",
"11956 [D loss: 0.633089, acc.: 67.80%] [G loss: 0.835488]\n",
"11957 [D loss: 0.704318, acc.: 51.52%] [G loss: 0.848747]\n",
"11958 [D loss: 0.665814, acc.: 59.85%] [G loss: 0.859764]\n",
"11959 [D loss: 0.672532, acc.: 56.44%] [G loss: 0.850700]\n",
"11960 [D loss: 0.678866, acc.: 57.95%] [G loss: 0.850436]\n",
"11961 [D loss: 0.672589, acc.: 58.71%] [G loss: 0.857601]\n",
"11962 [D loss: 0.679575, acc.: 57.58%] [G loss: 0.855284]\n",
"11963 [D loss: 0.687520, acc.: 55.30%] [G loss: 0.851018]\n",
"11964 [D loss: 0.719013, acc.: 50.76%] [G loss: 0.836255]\n",
"11965 [D loss: 0.680580, acc.: 54.55%] [G loss: 0.857383]\n",
"11966 [D loss: 0.662472, acc.: 57.20%] [G loss: 0.843273]\n",
"11967 [D loss: 0.688713, acc.: 55.68%] [G loss: 0.849191]\n",
"11968 [D loss: 0.675329, acc.: 56.06%] [G loss: 0.862579]\n",
"11969 [D loss: 0.668030, acc.: 55.30%] [G loss: 0.856911]\n",
"11970 [D loss: 0.696540, acc.: 50.38%] [G loss: 0.850263]\n",
"11971 [D loss: 0.657246, acc.: 62.12%] [G loss: 0.846099]\n",
"11972 [D loss: 0.671059, acc.: 56.82%] [G loss: 0.829062]\n",
"11973 [D loss: 0.656097, acc.: 59.09%] [G loss: 0.854230]\n",
"11974 [D loss: 0.661130, acc.: 62.12%] [G loss: 0.817439]\n",
"11975 [D loss: 0.665606, acc.: 56.82%] [G loss: 0.865198]\n",
"11976 [D loss: 0.664440, acc.: 59.47%] [G loss: 0.832528]\n",
"11977 [D loss: 0.681233, acc.: 56.82%] [G loss: 0.824745]\n",
"11978 [D loss: 0.666941, acc.: 61.36%] [G loss: 0.831737]\n",
"11979 [D loss: 0.686738, acc.: 56.44%] [G loss: 0.828678]\n",
"11980 [D loss: 0.669449, acc.: 56.44%] [G loss: 0.874939]\n",
"11981 [D loss: 0.679308, acc.: 55.68%] [G loss: 0.830812]\n",
"11982 [D loss: 0.670058, acc.: 57.95%] [G loss: 0.816598]\n",
"11983 [D loss: 0.662821, acc.: 65.15%] [G loss: 0.875684]\n",
"11984 [D loss: 0.667037, acc.: 60.23%] [G loss: 0.829138]\n",
"11985 [D loss: 0.655215, acc.: 61.74%] [G loss: 0.832685]\n",
"11986 [D loss: 0.669319, acc.: 60.23%] [G loss: 0.825046]\n",
"11987 [D loss: 0.705661, acc.: 53.41%] [G loss: 0.848138]\n",
"11988 [D loss: 0.657031, acc.: 61.74%] [G loss: 0.839044]\n",
"11989 [D loss: 0.671441, acc.: 57.95%] [G loss: 0.819352]\n",
"11990 [D loss: 0.687980, acc.: 53.79%] [G loss: 0.805691]\n",
"11991 [D loss: 0.659870, acc.: 60.98%] [G loss: 0.828080]\n",
"11992 [D loss: 0.699311, acc.: 56.06%] [G loss: 0.814347]\n",
"11993 [D loss: 0.703327, acc.: 53.79%] [G loss: 0.803190]\n",
"11994 [D loss: 0.663734, acc.: 59.85%] [G loss: 0.817478]\n",
"11995 [D loss: 0.660003, acc.: 61.36%] [G loss: 0.846386]\n",
"11996 [D loss: 0.682488, acc.: 57.95%] [G loss: 0.839922]\n",
"11997 [D loss: 0.672845, acc.: 57.20%] [G loss: 0.858511]\n",
"11998 [D loss: 0.668006, acc.: 54.17%] [G loss: 0.846356]\n",
"11999 [D loss: 0.659033, acc.: 61.36%] [G loss: 0.848669]\n",
"12000 [D loss: 0.675580, acc.: 56.44%] [G loss: 0.847661]\n",
"12001 [D loss: 0.686403, acc.: 55.30%] [G loss: 0.816424]\n",
"12002 [D loss: 0.667208, acc.: 59.85%] [G loss: 0.832032]\n",
"12003 [D loss: 0.669558, acc.: 57.95%] [G loss: 0.796317]\n",
"12004 [D loss: 0.679340, acc.: 57.58%] [G loss: 0.814068]\n",
"12005 [D loss: 0.661642, acc.: 59.47%] [G loss: 0.800272]\n",
"12006 [D loss: 0.698071, acc.: 50.00%] [G loss: 0.831134]\n",
"12007 [D loss: 0.653336, acc.: 59.47%] [G loss: 0.872935]\n",
"12008 [D loss: 0.661543, acc.: 59.85%] [G loss: 0.818950]\n",
"12009 [D loss: 0.694866, acc.: 52.65%] [G loss: 0.840894]\n",
"12010 [D loss: 0.699622, acc.: 52.27%] [G loss: 0.835644]\n",
"12011 [D loss: 0.667677, acc.: 58.71%] [G loss: 0.825197]\n",
"12012 [D loss: 0.673802, acc.: 56.82%] [G loss: 0.830063]\n",
"12013 [D loss: 0.672732, acc.: 60.98%] [G loss: 0.809119]\n",
"12014 [D loss: 0.692017, acc.: 51.89%] [G loss: 0.811583]\n",
"12015 [D loss: 0.665866, acc.: 59.09%] [G loss: 0.822870]\n",
"12016 [D loss: 0.673620, acc.: 60.98%] [G loss: 0.815287]\n",
"12017 [D loss: 0.671191, acc.: 59.85%] [G loss: 0.818637]\n",
"12018 [D loss: 0.665684, acc.: 62.50%] [G loss: 0.839053]\n",
"12019 [D loss: 0.668828, acc.: 58.33%] [G loss: 0.824659]\n",
"12020 [D loss: 0.673609, acc.: 59.47%] [G loss: 0.835774]\n",
"12021 [D loss: 0.674784, acc.: 55.30%] [G loss: 0.808048]\n",
"12022 [D loss: 0.686654, acc.: 51.89%] [G loss: 0.838046]\n",
"12023 [D loss: 0.678217, acc.: 58.71%] [G loss: 0.795275]\n",
"12024 [D loss: 0.682305, acc.: 55.68%] [G loss: 0.851296]\n",
"12025 [D loss: 0.669924, acc.: 57.20%] [G loss: 0.833187]\n",
"12026 [D loss: 0.671550, acc.: 56.82%] [G loss: 0.842577]\n",
"12027 [D loss: 0.683264, acc.: 59.47%] [G loss: 0.855268]\n",
"12028 [D loss: 0.668832, acc.: 60.23%] [G loss: 0.896763]\n",
"12029 [D loss: 0.673862, acc.: 58.33%] [G loss: 0.854827]\n",
"12030 [D loss: 0.688604, acc.: 54.17%] [G loss: 0.830061]\n",
"12031 [D loss: 0.677268, acc.: 59.47%] [G loss: 0.847386]\n",
"12032 [D loss: 0.661743, acc.: 59.85%] [G loss: 0.842920]\n",
"12033 [D loss: 0.670177, acc.: 55.30%] [G loss: 0.868526]\n",
"12034 [D loss: 0.665244, acc.: 57.20%] [G loss: 0.863910]\n",
"12035 [D loss: 0.681270, acc.: 57.20%] [G loss: 0.814662]\n",
"12036 [D loss: 0.670937, acc.: 54.17%] [G loss: 0.832895]\n",
"12037 [D loss: 0.691033, acc.: 54.55%] [G loss: 0.867496]\n",
"12038 [D loss: 0.655420, acc.: 64.39%] [G loss: 0.846876]\n",
"12039 [D loss: 0.677112, acc.: 55.30%] [G loss: 0.843533]\n",
"12040 [D loss: 0.663929, acc.: 57.95%] [G loss: 0.827607]\n",
"12041 [D loss: 0.675311, acc.: 56.06%] [G loss: 0.870491]\n",
"12042 [D loss: 0.675280, acc.: 58.71%] [G loss: 0.832078]\n",
"12043 [D loss: 0.680114, acc.: 55.68%] [G loss: 0.834088]\n",
"12044 [D loss: 0.684059, acc.: 51.14%] [G loss: 0.798540]\n",
"12045 [D loss: 0.688339, acc.: 55.30%] [G loss: 0.835633]\n",
"12046 [D loss: 0.651297, acc.: 64.39%] [G loss: 0.842818]\n",
"12047 [D loss: 0.679729, acc.: 57.20%] [G loss: 0.811581]\n",
"12048 [D loss: 0.661100, acc.: 59.47%] [G loss: 0.841289]\n",
"12049 [D loss: 0.672041, acc.: 57.58%] [G loss: 0.868966]\n",
"12050 [D loss: 0.665007, acc.: 57.95%] [G loss: 0.815869]\n",
"12051 [D loss: 0.681896, acc.: 56.06%] [G loss: 0.849858]\n",
"12052 [D loss: 0.662508, acc.: 57.58%] [G loss: 0.866283]\n",
"12053 [D loss: 0.664472, acc.: 60.98%] [G loss: 0.841306]\n",
"12054 [D loss: 0.649044, acc.: 60.61%] [G loss: 0.826952]\n",
"12055 [D loss: 0.678300, acc.: 60.61%] [G loss: 0.849486]\n",
"12056 [D loss: 0.678348, acc.: 53.79%] [G loss: 0.815932]\n",
"12057 [D loss: 0.680285, acc.: 56.06%] [G loss: 0.816911]\n",
"12058 [D loss: 0.688494, acc.: 54.17%] [G loss: 0.816940]\n",
"12059 [D loss: 0.686431, acc.: 55.30%] [G loss: 0.791839]\n",
"12060 [D loss: 0.690320, acc.: 57.95%] [G loss: 0.817623]\n",
"12061 [D loss: 0.684488, acc.: 58.71%] [G loss: 0.824750]\n",
"12062 [D loss: 0.689922, acc.: 59.85%] [G loss: 0.817979]\n",
"12063 [D loss: 0.665721, acc.: 59.85%] [G loss: 0.820994]\n",
"12064 [D loss: 0.649356, acc.: 59.47%] [G loss: 0.803901]\n",
"12065 [D loss: 0.687401, acc.: 54.55%] [G loss: 0.810775]\n",
"12066 [D loss: 0.662438, acc.: 60.98%] [G loss: 0.840930]\n",
"12067 [D loss: 0.654143, acc.: 58.33%] [G loss: 0.817631]\n",
"12068 [D loss: 0.681940, acc.: 56.44%] [G loss: 0.844389]\n",
"12069 [D loss: 0.676727, acc.: 59.85%] [G loss: 0.846766]\n",
"12070 [D loss: 0.682254, acc.: 53.41%] [G loss: 0.876055]\n",
"12071 [D loss: 0.667051, acc.: 60.23%] [G loss: 0.836061]\n",
"12072 [D loss: 0.677123, acc.: 59.09%] [G loss: 0.846524]\n",
"12073 [D loss: 0.698478, acc.: 50.76%] [G loss: 0.834004]\n",
"12074 [D loss: 0.679850, acc.: 60.98%] [G loss: 0.880345]\n",
"12075 [D loss: 0.670768, acc.: 57.95%] [G loss: 0.871620]\n",
"12076 [D loss: 0.666153, acc.: 59.47%] [G loss: 0.852620]\n",
"12077 [D loss: 0.672200, acc.: 56.82%] [G loss: 0.845526]\n",
"12078 [D loss: 0.672426, acc.: 57.20%] [G loss: 0.839445]\n",
"12079 [D loss: 0.667607, acc.: 59.09%] [G loss: 0.818302]\n",
"12080 [D loss: 0.672294, acc.: 57.95%] [G loss: 0.850294]\n",
"12081 [D loss: 0.681582, acc.: 56.06%] [G loss: 0.832000]\n",
"12082 [D loss: 0.681270, acc.: 57.20%] [G loss: 0.848923]\n",
"12083 [D loss: 0.681856, acc.: 55.30%] [G loss: 0.852896]\n",
"12084 [D loss: 0.699045, acc.: 56.82%] [G loss: 0.842885]\n",
"12085 [D loss: 0.664364, acc.: 62.88%] [G loss: 0.810178]\n",
"12086 [D loss: 0.686526, acc.: 57.20%] [G loss: 0.799690]\n",
"12087 [D loss: 0.686981, acc.: 59.85%] [G loss: 0.843453]\n",
"12088 [D loss: 0.683223, acc.: 56.06%] [G loss: 0.828920]\n",
"12089 [D loss: 0.667306, acc.: 58.33%] [G loss: 0.846235]\n",
"12090 [D loss: 0.684142, acc.: 54.92%] [G loss: 0.810866]\n",
"12091 [D loss: 0.674969, acc.: 55.30%] [G loss: 0.837194]\n",
"12092 [D loss: 0.683368, acc.: 58.71%] [G loss: 0.857286]\n",
"12093 [D loss: 0.675127, acc.: 55.30%] [G loss: 0.826999]\n",
"12094 [D loss: 0.670598, acc.: 57.58%] [G loss: 0.822780]\n",
"12095 [D loss: 0.656661, acc.: 60.98%] [G loss: 0.790784]\n",
"12096 [D loss: 0.685060, acc.: 55.68%] [G loss: 0.833404]\n",
"12097 [D loss: 0.653827, acc.: 59.09%] [G loss: 0.817631]\n",
"12098 [D loss: 0.677134, acc.: 54.92%] [G loss: 0.843696]\n",
"12099 [D loss: 0.698463, acc.: 52.27%] [G loss: 0.803353]\n",
"12100 [D loss: 0.673363, acc.: 57.95%] [G loss: 0.815052]\n",
"12101 [D loss: 0.690290, acc.: 57.95%] [G loss: 0.790288]\n",
"12102 [D loss: 0.691634, acc.: 54.92%] [G loss: 0.818945]\n",
"12103 [D loss: 0.691326, acc.: 51.14%] [G loss: 0.835606]\n",
"12104 [D loss: 0.655918, acc.: 64.39%] [G loss: 0.835518]\n",
"12105 [D loss: 0.667328, acc.: 57.20%] [G loss: 0.805186]\n",
"12106 [D loss: 0.659738, acc.: 57.95%] [G loss: 0.766956]\n",
"12107 [D loss: 0.677972, acc.: 57.58%] [G loss: 0.802540]\n",
"12108 [D loss: 0.663053, acc.: 58.71%] [G loss: 0.769679]\n",
"12109 [D loss: 0.648080, acc.: 62.88%] [G loss: 0.792821]\n",
"12110 [D loss: 0.681452, acc.: 54.55%] [G loss: 0.807369]\n",
"12111 [D loss: 0.665050, acc.: 61.36%] [G loss: 0.830621]\n",
"12112 [D loss: 0.676898, acc.: 54.55%] [G loss: 0.846928]\n",
"12113 [D loss: 0.699693, acc.: 50.76%] [G loss: 0.842273]\n",
"12114 [D loss: 0.691289, acc.: 52.27%] [G loss: 0.802427]\n",
"12115 [D loss: 0.671647, acc.: 58.71%] [G loss: 0.847625]\n",
"12116 [D loss: 0.697587, acc.: 53.41%] [G loss: 0.841942]\n",
"12117 [D loss: 0.651694, acc.: 61.74%] [G loss: 0.796597]\n",
"12118 [D loss: 0.655375, acc.: 60.61%] [G loss: 0.819997]\n",
"12119 [D loss: 0.680393, acc.: 56.44%] [G loss: 0.817336]\n",
"12120 [D loss: 0.654620, acc.: 59.85%] [G loss: 0.841839]\n",
"12121 [D loss: 0.658484, acc.: 63.64%] [G loss: 0.833594]\n",
"12122 [D loss: 0.692974, acc.: 56.06%] [G loss: 0.829281]\n",
"12123 [D loss: 0.688286, acc.: 53.79%] [G loss: 0.823893]\n",
"12124 [D loss: 0.680999, acc.: 54.92%] [G loss: 0.884536]\n",
"12125 [D loss: 0.670191, acc.: 56.44%] [G loss: 0.848697]\n",
"12126 [D loss: 0.650292, acc.: 60.23%] [G loss: 0.836719]\n",
"12127 [D loss: 0.677642, acc.: 56.44%] [G loss: 0.860191]\n",
"12128 [D loss: 0.680866, acc.: 56.06%] [G loss: 0.841525]\n",
"12129 [D loss: 0.683520, acc.: 51.52%] [G loss: 0.824976]\n",
"12130 [D loss: 0.693613, acc.: 54.55%] [G loss: 0.836178]\n",
"12131 [D loss: 0.669420, acc.: 56.44%] [G loss: 0.855125]\n",
"12132 [D loss: 0.681508, acc.: 55.68%] [G loss: 0.828341]\n",
"12133 [D loss: 0.646161, acc.: 64.02%] [G loss: 0.856507]\n",
"12134 [D loss: 0.659762, acc.: 61.36%] [G loss: 0.833012]\n",
"12135 [D loss: 0.695247, acc.: 55.68%] [G loss: 0.807680]\n",
"12136 [D loss: 0.689036, acc.: 54.92%] [G loss: 0.840420]\n",
"12137 [D loss: 0.672497, acc.: 60.23%] [G loss: 0.832211]\n",
"12138 [D loss: 0.642420, acc.: 64.77%] [G loss: 0.851233]\n",
"12139 [D loss: 0.661536, acc.: 62.88%] [G loss: 0.830583]\n",
"12140 [D loss: 0.696563, acc.: 54.17%] [G loss: 0.832111]\n",
"12141 [D loss: 0.662006, acc.: 61.36%] [G loss: 0.838328]\n",
"12142 [D loss: 0.678503, acc.: 58.33%] [G loss: 0.824360]\n",
"12143 [D loss: 0.680131, acc.: 56.06%] [G loss: 0.800764]\n",
"12144 [D loss: 0.652962, acc.: 65.53%] [G loss: 0.844125]\n",
"12145 [D loss: 0.673437, acc.: 58.71%] [G loss: 0.843046]\n",
"12146 [D loss: 0.670847, acc.: 57.20%] [G loss: 0.874936]\n",
"12147 [D loss: 0.674585, acc.: 57.58%] [G loss: 0.861369]\n",
"12148 [D loss: 0.649348, acc.: 61.74%] [G loss: 0.886772]\n",
"12149 [D loss: 0.688212, acc.: 55.30%] [G loss: 0.849878]\n",
"12150 [D loss: 0.683997, acc.: 55.68%] [G loss: 0.829287]\n",
"12151 [D loss: 0.689039, acc.: 54.92%] [G loss: 0.840356]\n",
"12152 [D loss: 0.668432, acc.: 59.85%] [G loss: 0.870051]\n",
"12153 [D loss: 0.650715, acc.: 64.02%] [G loss: 0.833038]\n",
"12154 [D loss: 0.679321, acc.: 54.17%] [G loss: 0.855072]\n",
"12155 [D loss: 0.690272, acc.: 56.06%] [G loss: 0.825391]\n",
"12156 [D loss: 0.697192, acc.: 51.89%] [G loss: 0.856961]\n",
"12157 [D loss: 0.681176, acc.: 53.03%] [G loss: 0.835615]\n",
"12158 [D loss: 0.653106, acc.: 62.12%] [G loss: 0.847817]\n",
"12159 [D loss: 0.662740, acc.: 59.09%] [G loss: 0.810689]\n",
"12160 [D loss: 0.656790, acc.: 62.50%] [G loss: 0.851914]\n",
"12161 [D loss: 0.683383, acc.: 53.79%] [G loss: 0.849638]\n",
"12162 [D loss: 0.650911, acc.: 62.50%] [G loss: 0.861422]\n",
"12163 [D loss: 0.674232, acc.: 57.95%] [G loss: 0.798492]\n",
"12164 [D loss: 0.683406, acc.: 56.82%] [G loss: 0.828751]\n",
"12165 [D loss: 0.670106, acc.: 56.44%] [G loss: 0.836491]\n",
"12166 [D loss: 0.654893, acc.: 60.61%] [G loss: 0.797842]\n",
"12167 [D loss: 0.669570, acc.: 59.47%] [G loss: 0.831886]\n",
"12168 [D loss: 0.678391, acc.: 58.33%] [G loss: 0.826044]\n",
"12169 [D loss: 0.694007, acc.: 57.20%] [G loss: 0.805012]\n",
"12170 [D loss: 0.672097, acc.: 56.82%] [G loss: 0.831042]\n",
"12171 [D loss: 0.653637, acc.: 62.12%] [G loss: 0.841776]\n",
"12172 [D loss: 0.678177, acc.: 53.03%] [G loss: 0.808318]\n",
"12173 [D loss: 0.648736, acc.: 61.74%] [G loss: 0.820598]\n",
"12174 [D loss: 0.674944, acc.: 56.82%] [G loss: 0.812581]\n",
"12175 [D loss: 0.691616, acc.: 52.27%] [G loss: 0.819728]\n",
"12176 [D loss: 0.691843, acc.: 55.30%] [G loss: 0.830462]\n",
"12177 [D loss: 0.670485, acc.: 55.30%] [G loss: 0.782788]\n",
"12178 [D loss: 0.672337, acc.: 56.44%] [G loss: 0.851736]\n",
"12179 [D loss: 0.657643, acc.: 60.23%] [G loss: 0.886904]\n",
"12180 [D loss: 0.690477, acc.: 50.76%] [G loss: 0.885451]\n",
"12181 [D loss: 0.678902, acc.: 55.30%] [G loss: 0.845375]\n",
"12182 [D loss: 0.692829, acc.: 53.41%] [G loss: 0.799136]\n",
"12183 [D loss: 0.681985, acc.: 55.30%] [G loss: 0.827147]\n",
"12184 [D loss: 0.659551, acc.: 59.47%] [G loss: 0.846464]\n",
"12185 [D loss: 0.657745, acc.: 61.36%] [G loss: 0.825344]\n",
"12186 [D loss: 0.671900, acc.: 60.23%] [G loss: 0.791340]\n",
"12187 [D loss: 0.681579, acc.: 56.06%] [G loss: 0.816080]\n",
"12188 [D loss: 0.676145, acc.: 55.30%] [G loss: 0.843414]\n",
"12189 [D loss: 0.675960, acc.: 58.33%] [G loss: 0.862192]\n",
"12190 [D loss: 0.662163, acc.: 64.39%] [G loss: 0.832561]\n",
"12191 [D loss: 0.665842, acc.: 60.61%] [G loss: 0.873599]\n",
"12192 [D loss: 0.656767, acc.: 61.74%] [G loss: 0.870149]\n",
"12193 [D loss: 0.689047, acc.: 56.06%] [G loss: 0.842620]\n",
"12194 [D loss: 0.690421, acc.: 57.95%] [G loss: 0.874140]\n",
"12195 [D loss: 0.668059, acc.: 61.36%] [G loss: 0.839599]\n",
"12196 [D loss: 0.669345, acc.: 57.58%] [G loss: 0.858865]\n",
"12197 [D loss: 0.660085, acc.: 60.23%] [G loss: 0.835986]\n",
"12198 [D loss: 0.656969, acc.: 62.50%] [G loss: 0.829302]\n",
"12199 [D loss: 0.678594, acc.: 57.20%] [G loss: 0.856772]\n",
"12200 [D loss: 0.650487, acc.: 60.98%] [G loss: 0.817752]\n",
"12201 [D loss: 0.676348, acc.: 58.33%] [G loss: 0.835260]\n",
"12202 [D loss: 0.669852, acc.: 59.47%] [G loss: 0.847077]\n",
"12203 [D loss: 0.660894, acc.: 57.58%] [G loss: 0.833164]\n",
"12204 [D loss: 0.677478, acc.: 59.09%] [G loss: 0.836824]\n",
"12205 [D loss: 0.642749, acc.: 64.39%] [G loss: 0.864618]\n",
"12206 [D loss: 0.714269, acc.: 52.27%] [G loss: 0.827054]\n",
"12207 [D loss: 0.690618, acc.: 57.58%] [G loss: 0.806570]\n",
"12208 [D loss: 0.673972, acc.: 56.82%] [G loss: 0.855284]\n",
"12209 [D loss: 0.677588, acc.: 58.33%] [G loss: 0.839862]\n",
"12210 [D loss: 0.677750, acc.: 52.65%] [G loss: 0.868039]\n",
"12211 [D loss: 0.673199, acc.: 60.23%] [G loss: 0.842473]\n",
"12212 [D loss: 0.649092, acc.: 63.26%] [G loss: 0.858641]\n",
"12213 [D loss: 0.677956, acc.: 58.33%] [G loss: 0.828108]\n",
"12214 [D loss: 0.657867, acc.: 64.77%] [G loss: 0.834847]\n",
"12215 [D loss: 0.669503, acc.: 54.92%] [G loss: 0.846812]\n",
"12216 [D loss: 0.697012, acc.: 54.55%] [G loss: 0.830656]\n",
"12217 [D loss: 0.670174, acc.: 61.36%] [G loss: 0.838605]\n",
"12218 [D loss: 0.665304, acc.: 60.98%] [G loss: 0.811652]\n",
"12219 [D loss: 0.674484, acc.: 57.20%] [G loss: 0.853355]\n",
"12220 [D loss: 0.672787, acc.: 56.82%] [G loss: 0.862449]\n",
"12221 [D loss: 0.670396, acc.: 62.12%] [G loss: 0.821478]\n",
"12222 [D loss: 0.664039, acc.: 61.36%] [G loss: 0.838782]\n",
"12223 [D loss: 0.654615, acc.: 60.61%] [G loss: 0.866817]\n",
"12224 [D loss: 0.651797, acc.: 58.71%] [G loss: 0.854074]\n",
"12225 [D loss: 0.685176, acc.: 59.09%] [G loss: 0.831377]\n",
"12226 [D loss: 0.684454, acc.: 53.41%] [G loss: 0.839708]\n",
"12227 [D loss: 0.669519, acc.: 57.95%] [G loss: 0.805716]\n",
"12228 [D loss: 0.670823, acc.: 56.06%] [G loss: 0.837851]\n",
"12229 [D loss: 0.670292, acc.: 59.85%] [G loss: 0.844365]\n",
"12230 [D loss: 0.652835, acc.: 60.98%] [G loss: 0.799403]\n",
"12231 [D loss: 0.667286, acc.: 60.23%] [G loss: 0.846668]\n",
"12232 [D loss: 0.685337, acc.: 55.68%] [G loss: 0.814348]\n",
"12233 [D loss: 0.664717, acc.: 57.95%] [G loss: 0.832325]\n",
"12234 [D loss: 0.667875, acc.: 63.64%] [G loss: 0.814431]\n",
"12235 [D loss: 0.677292, acc.: 57.58%] [G loss: 0.829071]\n",
"12236 [D loss: 0.680006, acc.: 55.30%] [G loss: 0.817249]\n",
"12237 [D loss: 0.680762, acc.: 59.47%] [G loss: 0.823129]\n",
"1223
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