keras教程-n-GAN对抗生成网络的理论和实践

2018年09月03日

文章目录

1. 生成与判别算法
2. GAN是如何工作的
3. GANs, Autoencoders 和 VAEs
4. GAN训练技巧
5. 代码实现

本文代码运行环境:

windows10
python3.6
jupyter notebook
tensorflow 1.x
keras 2.x

你可能不认为程序员是艺术家，但编程是一个非常有创意的职业。这是基于逻辑的创造力。 –John Romero

生成对抗网络（GAN）是由两个网络组成的深度神经网络，将一个网络与另一个网络相互对立（因此称为“对抗”）。2014年，Ian Goodfellow和Yoshua Bengio在一篇论文中介绍了GANs。Facebook的人工智能研究主管Yann LeCun称对抗训练是“ML在过去10年中最有趣的想法”。

GAN的潜力巨大，因为他们可以学习模仿任何数据分布。也就是说，GAN可以被训练成在任何领域发挥创造力：图像，音乐，演讲，散文。从某种意义上说，他们是机器人艺术家，他们的作品令人印象深刻。

下图展示的就是GAN的一些作品(第一次看的时候感觉很经验)。

生成与判别算法

要理解GAN，你应该知道生成算法是如何工作的，为此，将它们与判别算法进行对比是有益的。判别算法试图对输入数据进行分类;也就是说，给定数据实例的功能，它们会预测数据所属的标签或类别。

例如，给定电子邮件中的所有单词，判别算法可以预测该邮件是垃圾邮件还是非垃圾邮件。垃圾邮件是标签之一，从电子邮件收集的单词构成输入数据。当以数学方式表达此问题时，标签称为y，并且词频向量为x。公式p（y | x）用于表示“y给定x的概率”，在这种情况下，它将转换为“电子邮件是垃圾邮件的概率”。

因此，判别算法将特征映射到标签。他们只关心这种相关性。生成算法正好相反–他们尝试预测给定某个标签的特征，而不是预测给定某些特征的标签。

生成算法试图回答的问题是：假设这封电子邮件是垃圾邮件，这些特征的可能性有多大？虽然判别模型关心y和x之间的关系，但是生成模型关心“你如何得到x。”它们允许你捕获p（x | y），x给出y的概率，或给出类的特征的概率。（也就是说，生成算法也可以用作分类器。恰好它们可以做的不仅仅是对输入数据进行分类。）

另一种思考方式可以将判别器与生成器区分开来：

判别器学习了类之间的界限
生成器模拟各个类的分布

GAN是如何工作的

一个神经网络，称为生成器，生成新的数据实例，而另一个神经网络，判别器，评估它们的真实性;即，判别器决定它所评论的每个数据实例是否属于实际训练数据集。

我们将生成手写的数字，如MNIST数据集中的数字，这些数据取自现实世界。当从真实的MNIST数据集中显示实例时，鉴别器的目标是将它们识别为真实的。同时，生成器逐渐创建新的图像，并将其传递给判别器。生成器希望它们也被认为是真实的，即使它们是伪造的。生成器的目标是生成可通过的手写数字，以便在不被捕获的情况下进行说谎。鉴别器的目标是将来自发生器的图像识别为假的。

以下是GAN采取的步骤：

生成器接收随机数并返回图像。
将生成的图像与从实际数据集中获取的图像流一起馈送到鉴别器中。
判别器接收真实和假图像并返回概率，0到1之间的数字，1表示真实性的预测，0表示假。

你可以将GAN看作是猫与老鼠游戏中伪造者和警察的组合，其中伪造者正在学习产生虚假笔记，并且警察正在学习如何检测真假, 它们两者都是动态的;也就是警察也在训练中，并且每一方都在不断升级中学习对方的方法。

判别器网络是标准的卷积网络，可以对馈送给它的图像进行分类，二项分类器将图像标记为真实或伪造。在某种意义上，生成器是反卷积网络：标准卷积分类器输入图像并对其进行采样以产生概率，生成器输入随机噪声并将其生成图像。第一个通过下采样技术（如maxpooling）丢弃数据，第二个生成新数据。

两个网都试图在零和游戏中优化不同的和相反的目标函数或损失函数。这实际上是一个演员评论模型。当判别器改变其行为时，生成器也是如此，反之亦然。他们的损失相互冲突。

GANs, Autoencoders 和 VAEs

我们经常拿这三个进行比较以便加深对GAN的认识。

自动编码器将输入数据编码为向量。它们创建原始数据的隐藏或压缩表示。它们在减少维数方面很有用;也就是说，用作隐藏表示的向量将原始数据压缩为较少数量的维度。自动编码器可以与所谓的解码器配对，允许你根据其隐藏的表示重建输入数据，就像使用受限制的Boltzmann机器一样。

变分自动编码器是生成算法，其为编码输入数据添加额外约束，即隐藏表示被标准化。变分自动编码器能够像自动编码器一样压缩数据并像GAN一样合成数据。然而，虽然GAN以精细，细致的细节生成数据，但VAE生成的图像往往更加模糊。 Deeplearning4j的例子包括自动编码器和变分自动编码器。

可以将生成算法分为以下三种类型之一：

输入标签，他们预测相关的特征（朴素贝叶斯）
给定隐藏的表示，他们预测相关的特征（VAE，GAN）
输入部分特征，他们预测其余（修复，插补）

GAN训练技巧

训练判别器时，保持生成器参数不变;当你训练生成器时，保持判别器参数不变。每个人都应该对抗静态对手。这使得生成器可以更好学习它必须学习的渐变过程。

出于同样的原因，在开始训练生成器之前预先对MNIST进行判别，将建立更清晰的梯度。

GAN的每一方都可以压倒另一方。如果判别器太好，它将返回如此接近0或1的值，生成器将难以读取梯度。如果生成器太好，它将持续利用鉴别器中的弱点导致漏报。这可以通过网络各自的学习率来缓解。

GAN需要很长时间才能进行训练。在单个GPU上，GAN可能需要数小时，而在单个CPU上则需要一天以上。虽然难以调试和使用，但GAN已经激发了许多有趣的研究和写作。

代码实现

from keras.optimizers import Adam
from keras.layers import *
from keras.models import *
from keras.datasets import mnist
import matplotlib.pyplot as plt
import numpy as np



class GAN():
    def __init__(self):
        # 图片的大小
        self.img_rows = 28 
        self.img_cols = 28
        self.channels = 1
        self.img_shape = (self.img_rows, self.img_cols, self.channels)

        optimizer = Adam(0.0002, 0.5)

        # 创建并编译判别器
        self.discriminator = self.build_discriminator()
        self.discriminator.compile(loss='binary_crossentropy', 
            optimizer=optimizer,
            metrics=['accuracy'])

        # 创建和编译生成器
        self.generator = self.build_generator()
        self.generator.compile(loss='binary_crossentropy', optimizer=optimizer)

        # 生成器输入的是随机噪声
        z = Input(shape=(100,))
        img = self.generator(z)

        # 只训练生成器, 所以要固定判别器
        self.discriminator.trainable = False

        # 判别器输入生成的图片, 并判断其真实性
        valid = self.discriminator(img)

        # 整合模型
        # 随机噪声图片 => 生成图片 => 判断真实性 
        self.combined = Model(z, valid)
        self.combined.compile(loss='binary_crossentropy', optimizer=optimizer)

    def build_generator(self):
        '''构建生成器'''
        noise_shape = (100,)
        
        model = Sequential()

        model.add(Dense(256, input_shape=noise_shape))
        model.add(LeakyReLU(alpha=0.2))
        model.add(BatchNormalization(momentum=0.8))
        model.add(Dense(512))
        model.add(LeakyReLU(alpha=0.2))
        model.add(BatchNormalization(momentum=0.8))
        model.add(Dense(1024))
        model.add(LeakyReLU(alpha=0.2))
        model.add(BatchNormalization(momentum=0.8))
        model.add(Dense(np.prod(self.img_shape), activation='tanh'))
        model.add(Reshape(self.img_shape))

        model.summary()

        noise = Input(shape=noise_shape)
        img = model(noise)

        return Model(noise, img)

    def build_discriminator(self):

        img_shape = (self.img_rows, self.img_cols, self.channels)
        
        model = Sequential()

        model.add(Flatten(input_shape=img_shape))
        model.add(Dense(512))
        model.add(LeakyReLU(alpha=0.2))
        model.add(Dense(256))
        model.add(LeakyReLU(alpha=0.2))
        model.add(Dense(1, activation='sigmoid'))
        model.summary()

        img = Input(shape=img_shape)
        validity = model(img)

        return Model(img, validity)

    def train(self, epochs, batch_size=128, save_interval=50):

        # Load the dataset
        (X_train, _), (_, _) = mnist.load_data()

        # Rescale -1 to 1
        X_train = (X_train.astype(np.float32) - 127.5) / 127.5
        X_train = np.expand_dims(X_train, axis=3)

        half_batch = int(batch_size / 2)

        for epoch in range(epochs):

            # ---------------------
            #  训练判别器
            # ---------------------

            # 随机选择一半的batch
            idx = np.random.randint(0, X_train.shape[0], half_batch)
            imgs = X_train[idx]

            noise = np.random.normal(0, 1, (half_batch, 100))

            # 一半样本由生成器生成
            gen_imgs = self.generator.predict(noise)

            # 训练判别器
            d_loss_real = self.discriminator.train_on_batch(imgs, np.ones((half_batch, 1)))
            d_loss_fake = self.discriminator.train_on_batch(gen_imgs, np.zeros((half_batch, 1)))
            d_loss = 0.5 * np.add(d_loss_real, d_loss_fake)


            # ---------------------
            #  训练生成器
            # ---------------------

            noise = np.random.normal(0, 1, (batch_size, 100))

            # 生成器希望生成的图片被判别器判别为1, 也就是真实图片
            valid_y = np.array([1] * batch_size)

            # 训练生成器
            g_loss = self.combined.train_on_batch(noise, valid_y)

            # 绘制过程
            print ("%d [D loss: %f, acc.: %.2f%%] [G loss: %f]" % (epoch, d_loss[0], 100*d_loss[1], g_loss))

            # 隔段时间保存图片
            if epoch % save_interval == 0:
                self.save_imgs(epoch)

    def save_imgs(self, epoch):
        r, c = 5, 5
        noise = np.random.normal(0, 1, (r * c, 100))
        gen_imgs = self.generator.predict(noise)

        # Rescale images 0 - 1
        gen_imgs = 0.5 * gen_imgs + 0.5

        fig, axs = plt.subplots(r, c)
        cnt = 0
        for i in range(r):
            for j in range(c):
                axs[i,j].imshow(gen_imgs[cnt, :,:,0], cmap='gray')
                axs[i,j].axis('off')
                cnt += 1
        fig.savefig("data/gan/mnist_%d.png" % epoch)
        plt.close()


if __name__ == '__main__':
    gan = GAN()
    gan.train(epochs=30000, batch_size=32, save_interval=200)

输出(stream):
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
flatten_4 (Flatten) (None, 784) 0
_________________________________________________________________
dense_22 (Dense) (None, 512) 401920
_________________________________________________________________
leaky_re_lu_16 (LeakyReLU) (None, 512) 0
_________________________________________________________________
dense_23 (Dense) (None, 256) 131328
_________________________________________________________________
leaky_re_lu_17 (LeakyReLU) (None, 256) 0
_________________________________________________________________
dense_24 (Dense) (None, 1) 257
=================================================================
Total params: 533,505
Trainable params: 533,505
Non-trainable params: 0
_________________________________________________________________
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
dense_25 (Dense) (None, 256) 25856
_________________________________________________________________
leaky_re_lu_18 (LeakyReLU) (None, 256) 0
_________________________________________________________________
batch_normalization_10 (Batc (None, 256) 1024
_________________________________________________________________
dense_26 (Dense) (None, 512) 131584
_________________________________________________________________
leaky_re_lu_19 (LeakyReLU) (None, 512) 0
_________________________________________________________________
batch_normalization_11 (Batc (None, 512) 2048
_________________________________________________________________
dense_27 (Dense) (None, 1024) 525312
_________________________________________________________________
leaky_re_lu_20 (LeakyReLU) (None, 1024) 0
_________________________________________________________________
batch_normalization_12 (Batc (None, 1024) 4096
_________________________________________________________________
dense_28 (Dense) (None, 784) 803600
_________________________________________________________________
reshape_4 (Reshape) (None, 28, 28, 1) 0
=================================================================
Total params: 1,493,520
Trainable params: 1,489,936
Non-trainable params: 3,584
_________________________________________________________________

输出(stream):
d:\mysites\deeplearning.ai-master\.env\lib\site-packages\keras\engine\training.py:975: UserWarning: Discrepancy between trainable weights and collected trainable weights, did you set `model.trainable` without calling `model.compile` after ?
'Discrepancy between trainable weights and collected trainable'

输出(stream):
0 [D loss: 0.691133, acc.: 56.25%] [G loss: 0.608931]
1 [D loss: 0.446705, acc.: 65.62%] [G loss: 0.699205]
2 [D loss: 0.397601, acc.: 62.50%] [G loss: 0.832446]
3 [D loss: 0.357526, acc.: 75.00%] [G loss: 0.961189]
4 [D loss: 0.268758, acc.: 90.62%] [G loss: 1.085510]
5 [D loss: 0.197824, acc.: 100.00%] [G loss: 1.240623]
6 [D loss: 0.202804, acc.: 96.88%] [G loss: 1.339217]
7 [D loss: 0.187136, acc.: 100.00%] [G loss: 1.493683]
8 [D loss: 0.142561, acc.: 100.00%] [G loss: 1.587005]
9 [D loss: 0.153328, acc.: 96.88%] [G loss: 1.605455]
10 [D loss: 0.149611, acc.: 100.00%] [G loss: 1.774185]
11 [D loss: 0.124878, acc.: 100.00%] [G loss: 1.827469]
12 [D loss: 0.095161, acc.: 100.00%] [G loss: 1.900210]
13 [D loss: 0.108776, acc.: 100.00%] [G loss: 1.995239]
14 [D loss: 0.089566, acc.: 100.00%] [G loss: 2.106557]
15 [D loss: 0.089334, acc.: 100.00%] [G loss: 2.094635]
16 [D loss: 0.079063, acc.: 100.00%] [G loss: 2.293068]
17 [D loss: 0.065778, acc.: 100.00%] [G loss: 2.319277]
18 [D loss: 0.072814, acc.: 100.00%] [G loss: 2.405489]
19 [D loss: 0.058850, acc.: 100.00%] [G loss: 2.517630]
20 [D loss: 0.073726, acc.: 100.00%] [G loss: 2.546553]
21 [D loss: 0.050297, acc.: 100.00%] [G loss: 2.675720]
22 [D loss: 0.062560, acc.: 100.00%] [G loss: 2.771204]
23 [D loss: 0.042355, acc.: 100.00%] [G loss: 2.735595]
24 [D loss: 0.040357, acc.: 100.00%] [G loss: 2.755312]
25 [D loss: 0.056981, acc.: 100.00%] [G loss: 2.850909]
26 [D loss: 0.044308, acc.: 100.00%] [G loss: 2.817707]
27 [D loss: 0.038710, acc.: 100.00%] [G loss: 2.899105]
28 [D loss: 0.040386, acc.: 100.00%] [G loss: 2.909901]
29 [D loss: 0.032978, acc.: 100.00%] [G loss: 2.901781]
30 [D loss: 0.030700, acc.: 100.00%] [G loss: 3.158974]
31 [D loss: 0.035149, acc.: 100.00%] [G loss: 2.995991]
32 [D loss: 0.042107, acc.: 100.00%] [G loss: 2.992680]
33 [D loss: 0.038371, acc.: 100.00%] [G loss: 3.109239]
34 [D loss: 0.026630, acc.: 100.00%] [G loss: 3.113493]
35 [D loss: 0.024117, acc.: 100.00%] [G loss: 3.117352]
36 [D loss: 0.033423, acc.: 100.00%] [G loss: 3.210727]
37 [D loss: 0.027315, acc.: 100.00%] [G loss: 3.206177]
38 [D loss: 0.024710, acc.: 100.00%] [G loss: 3.332306]
39 [D loss: 0.031260, acc.: 100.00%] [G loss: 3.284597]
40 [D loss: 0.027289, acc.: 100.00%] [G loss: 3.356201]
41 [D loss: 0.030480, acc.: 100.00%] [G loss: 3.336242]
42 [D loss: 0.030555, acc.: 100.00%] [G loss: 3.452161]
43 [D loss: 0.016320, acc.: 100.00%] [G loss: 3.410892]
44 [D loss: 0.022786, acc.: 100.00%] [G loss: 3.457999]
45 [D loss: 0.021804, acc.: 100.00%] [G loss: 3.467149]
46 [D loss: 0.017556, acc.: 100.00%] [G loss: 3.404127]
47 [D loss: 0.030567, acc.: 100.00%] [G loss: 3.367157]
48 [D loss: 0.028250, acc.: 100.00%] [G loss: 3.440793]
49 [D loss: 0.019068, acc.: 100.00%] [G loss: 3.523231]
50 [D loss: 0.029824, acc.: 100.00%] [G loss: 3.708109]
51 [D loss: 0.027373, acc.: 100.00%] [G loss: 3.645375]
52 [D loss: 0.015842, acc.: 100.00%] [G loss: 3.694477]
53 [D loss: 0.020148, acc.: 100.00%] [G loss: 3.727539]
54 [D loss: 0.026456, acc.: 100.00%] [G loss: 3.612690]
55 [D loss: 0.019661, acc.: 100.00%] [G loss: 3.784614]
56 [D loss: 0.028264, acc.: 100.00%] [G loss: 3.787561]
57 [D loss: 0.016433, acc.: 100.00%] [G loss: 3.923542]
58 [D loss: 0.020253, acc.: 100.00%] [G loss: 3.906637]
59 [D loss: 0.017832, acc.: 100.00%] [G loss: 3.781250]
60 [D loss: 0.011236, acc.: 100.00%] [G loss: 3.861357]
61 [D loss: 0.032867, acc.: 100.00%] [G loss: 3.751265]
62 [D loss: 0.024700, acc.: 100.00%] [G loss: 3.767951]
63 [D loss: 0.021910, acc.: 100.00%] [G loss: 4.068405]
64 [D loss: 0.022196, acc.: 100.00%] [G loss: 4.051463]
65 [D loss: 0.016804, acc.: 100.00%] [G loss: 4.059219]
66 [D loss: 0.018432, acc.: 100.00%] [G loss: 4.135866]
67 [D loss: 0.016810, acc.: 100.00%] [G loss: 4.088691]
68 [D loss: 0.021359, acc.: 100.00%] [G loss: 4.060978]
69 [D loss: 0.023715, acc.: 100.00%] [G loss: 4.144124]
70 [D loss: 0.018210, acc.: 100.00%] [G loss: 4.221477]
71 [D loss: 0.013294, acc.: 100.00%] [G loss: 4.095113]
72 [D loss: 0.018100, acc.: 100.00%] [G loss: 4.250491]
73 [D loss: 0.017315, acc.: 100.00%] [G loss: 4.314547]
74 [D loss: 0.019613, acc.: 100.00%] [G loss: 4.161863]
75 [D loss: 0.021242, acc.: 100.00%] [G loss: 4.248127]
76 [D loss: 0.021159, acc.: 100.00%] [G loss: 4.192277]
77 [D loss: 0.008833, acc.: 100.00%] [G loss: 4.255107]
78 [D loss: 0.014292, acc.: 100.00%] [G loss: 4.152875]
79 [D loss: 0.021651, acc.: 100.00%] [G loss: 4.347406]
80 [D loss: 0.010102, acc.: 100.00%] [G loss: 4.255955]
81 [D loss: 0.026429, acc.: 100.00%] [G loss: 4.272571]
82 [D loss: 0.017445, acc.: 100.00%] [G loss: 4.448986]
83 [D loss: 0.017329, acc.: 100.00%] [G loss: 4.457581]
84 [D loss: 0.012894, acc.: 100.00%] [G loss: 4.305630]
85 [D loss: 0.021611, acc.: 100.00%] [G loss: 4.335841]
86 [D loss: 0.019912, acc.: 100.00%] [G loss: 4.415950]
87 [D loss: 0.016359, acc.: 100.00%] [G loss: 4.550967]
88 [D loss: 0.012716, acc.: 100.00%] [G loss: 4.487174]
89 [D loss: 0.024774, acc.: 100.00%] [G loss: 4.574043]
90 [D loss: 0.010424, acc.: 100.00%] [G loss: 4.545018]
91 [D loss: 0.019320, acc.: 100.00%] [G loss: 4.417802]
92 [D loss: 0.017617, acc.: 100.00%] [G loss: 4.546825]
93 [D loss: 0.010910, acc.: 100.00%] [G loss: 4.420423]
94 [D loss: 0.013070, acc.: 100.00%] [G loss: 4.372466]
95 [D loss: 0.013150, acc.: 100.00%] [G loss: 4.391577]
96 [D loss: 0.024157, acc.: 100.00%] [G loss: 4.518474]
97 [D loss: 0.013620, acc.: 100.00%] [G loss: 4.543583]
98 [D loss: 0.019211, acc.: 100.00%] [G loss: 4.576128]
99 [D loss: 0.016830, acc.: 100.00%] [G loss: 4.394678]
100 [D loss: 0.020885, acc.: 100.00%] [G loss: 4.458597]
101 [D loss: 0.019062, acc.: 100.00%] [G loss: 4.782111]
102 [D loss: 0.013861, acc.: 100.00%] [G loss: 4.588364]
103 [D loss: 0.019239, acc.: 100.00%] [G loss: 4.539568]
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105 [D loss: 0.015478, acc.: 100.00%] [G loss: 4.371934]
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107 [D loss: 0.014035, acc.: 100.00%] [G loss: 4.418561]
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109 [D loss: 0.031814, acc.: 100.00%] [G loss: 4.618235]
110 [D loss: 0.012126, acc.: 100.00%] [G loss: 4.474558]
111 [D loss: 0.013953, acc.: 100.00%] [G loss: 4.375706]
112 [D loss: 0.042076, acc.: 100.00%] [G loss: 4.726165]
113 [D loss: 0.066019, acc.: 100.00%] [G loss: 4.409848]
114 [D loss: 0.017361, acc.: 100.00%] [G loss: 4.816455]
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118 [D loss: 0.023311, acc.: 100.00%] [G loss: 4.431266]
119 [D loss: 0.022631, acc.: 100.00%] [G loss: 4.429938]
120 [D loss: 0.077771, acc.: 96.88%] [G loss: 5.598965]
121 [D loss: 1.331893, acc.: 43.75%] [G loss: 3.160964]
122 [D loss: 1.267205, acc.: 68.75%] [G loss: 2.656632]
123 [D loss: 0.415819, acc.: 81.25%] [G loss: 2.479379]
124 [D loss: 0.381833, acc.: 84.38%] [G loss: 2.872490]
125 [D loss: 0.295288, acc.: 87.50%] [G loss: 2.860932]
126 [D loss: 0.195931, acc.: 93.75%] [G loss: 3.315833]
127 [D loss: 0.127914, acc.: 93.75%] [G loss: 3.630817]
128 [D loss: 0.114322, acc.: 93.75%] [G loss: 3.957850]
129 [D loss: 0.040145, acc.: 100.00%] [G loss: 3.928137]
130 [D loss: 0.051517, acc.: 100.00%] [G loss: 4.066186]
131 [D loss: 0.092302, acc.: 96.88%] [G loss: 3.571669]
132 [D loss: 0.085299, acc.: 100.00%] [G loss: 3.612068]
133 [D loss: 0.188926, acc.: 93.75%] [G loss: 2.936926]
134 [D loss: 0.091260, acc.: 100.00%] [G loss: 3.484623]
135 [D loss: 0.127363, acc.: 93.75%] [G loss: 3.275692]
136 [D loss: 0.098573, acc.: 96.88%] [G loss: 2.965995]
137 [D loss: 0.081030, acc.: 100.00%] [G loss: 3.158832]
138 [D loss: 0.135945, acc.: 96.88%] [G loss: 3.236098]
139 [D loss: 0.087578, acc.: 96.88%] [G loss: 3.137352]
140 [D loss: 0.262089, acc.: 90.62%] [G loss: 2.863746]
141 [D loss: 0.156165, acc.: 93.75%] [G loss: 3.606482]
142 [D loss: 0.283817, acc.: 90.62%] [G loss: 2.533530]
143 [D loss: 0.133485, acc.: 93.75%] [G loss: 2.844191]
144 [D loss: 0.090509, acc.: 100.00%] [G loss: 3.369897]
145 [D loss: 0.290571, acc.: 90.62%] [G loss: 2.874767]
146 [D loss: 0.186626, acc.: 93.75%] [G loss: 3.528100]
147 [D loss: 0.253319, acc.: 87.50%] [G loss: 3.133735]
148 [D loss: 0.194763, acc.: 93.75%] [G loss: 3.035281]
149 [D loss: 0.121841, acc.: 93.75%] [G loss: 3.415230]
150 [D loss: 0.101549, acc.: 100.00%] [G loss: 2.897908]
151 [D loss: 0.252209, acc.: 90.62%] [G loss: 3.341528]
152 [D loss: 0.379973, acc.: 81.25%] [G loss: 2.653329]
153 [D loss: 0.104821, acc.: 96.88%] [G loss: 3.280507]
154 [D loss: 0.350818, acc.: 84.38%] [G loss: 2.302141]
155 [D loss: 0.215100, acc.: 93.75%] [G loss: 3.009065]
156 [D loss: 0.150321, acc.: 93.75%] [G loss: 3.832745]
157 [D loss: 0.642287, acc.: 68.75%] [G loss: 2.004716]
158 [D loss: 0.270134, acc.: 81.25%] [G loss: 2.795970]
159 [D loss: 0.111899, acc.: 100.00%] [G loss: 3.478354]
160 [D loss: 0.410192, acc.: 81.25%] [G loss: 3.370855]
161 [D loss: 0.189084, acc.: 90.62%] [G loss: 3.243129]
162 [D loss: 0.150526, acc.: 96.88%] [G loss: 3.746762]
163 [D loss: 0.282241, acc.: 87.50%] [G loss: 2.817496]
164 [D loss: 0.154629, acc.: 93.75%] [G loss: 2.981067]
165 [D loss: 0.234396, acc.: 87.50%] [G loss: 2.923163]
166 [D loss: 0.121600, acc.: 100.00%] [G loss: 3.811787]
167 [D loss: 0.280249, acc.: 84.38%] [G loss: 2.479700]
168 [D loss: 0.255950, acc.: 84.38%] [G loss: 3.746999]
169 [D loss: 0.204038, acc.: 96.88%] [G loss: 3.233376]
170 [D loss: 0.221747, acc.: 90.62%] [G loss: 3.701759]
171 [D loss: 0.882049, acc.: 59.38%] [G loss: 2.134873]
172 [D loss: 0.359235, acc.: 78.12%] [G loss: 3.469106]
173 [D loss: 0.113648, acc.: 100.00%] [G loss: 3.698002]
174 [D loss: 0.266435, acc.: 87.50%] [G loss: 2.442569]
175 [D loss: 0.219111, acc.: 90.62%] [G loss: 3.286295]
176 [D loss: 0.111903, acc.: 100.00%] [G loss: 3.196424]
177 [D loss: 0.194821, acc.: 96.88%] [G loss: 2.654539]
178 [D loss: 0.225630, acc.: 87.50%] [G loss: 3.281302]
179 [D loss: 0.261660, acc.: 87.50%] [G loss: 2.897811]
180 [D loss: 0.135304, acc.: 96.88%] [G loss: 3.675695]
181 [D loss: 0.548540, acc.: 75.00%] [G loss: 2.944217]
182 [D loss: 0.161210, acc.: 90.62%] [G loss: 3.762558]
183 [D loss: 0.758245, acc.: 59.38%] [G loss: 1.792761]
184 [D loss: 0.348491, acc.: 87.50%] [G loss: 2.318543]
185 [D loss: 0.107023, acc.: 96.88%] [G loss: 3.675197]
186 [D loss: 0.186664, acc.: 96.88%] [G loss: 2.795360]
187 [D loss: 0.200912, acc.: 90.62%] [G loss: 3.558623]
188 [D loss: 0.459857, acc.: 75.00%] [G loss: 2.060572]
189 [D loss: 0.241183, acc.: 87.50%] [G loss: 3.196994]
190 [D loss: 0.165574, acc.: 96.88%] [G loss: 2.996261]
191 [D loss: 0.189044, acc.: 93.75%] [G loss: 2.533519]
192 [D loss: 0.186297, acc.: 93.75%] [G loss: 3.434598]
193 [D loss: 0.526768, acc.: 81.25%] [G loss: 2.635172]
194 [D loss: 0.136052, acc.: 100.00%] [G loss: 3.742541]
195 [D loss: 0.627576, acc.: 62.50%] [G loss: 1.929947]
196 [D loss: 0.189707, acc.: 87.50%] [G loss: 2.769144]
197 [D loss: 0.174903, acc.: 93.75%] [G loss: 3.324007]
198 [D loss: 0.389118, acc.: 81.25%] [G loss: 2.698826]
199 [D loss: 0.180582, acc.: 96.88%] [G loss: 2.470860]
200 [D loss: 0.451072, acc.: 71.88%] [G loss: 2.684624]
201 [D loss: 0.244004, acc.: 84.38%] [G loss: 3.085074]
202 [D loss: 0.332287, acc.: 87.50%] [G loss: 2.385575]
203 [D loss: 0.175558, acc.: 93.75%] [G loss: 3.598922]
204 [D loss: 0.922332, acc.: 65.62%] [G loss: 1.932543]
205 [D loss: 0.161468, acc.: 96.88%] [G loss: 3.502486]
206 [D loss: 0.423949, acc.: 81.25%] [G loss: 2.596989]
207 [D loss: 0.253220, acc.: 93.75%] [G loss: 3.919635]
208 [D loss: 0.761917, acc.: 53.12%] [G loss: 2.179735]
209 [D loss: 0.076687, acc.: 100.00%] [G loss: 2.877279]
210 [D loss: 0.357906, acc.: 84.38%] [G loss: 2.485606]
211 [D loss: 0.347776, acc.: 75.00%] [G loss: 2.801979]
212 [D loss: 0.528799, acc.: 71.88%] [G loss: 2.046655]
213 [D loss: 0.244803, acc.: 87.50%] [G loss: 3.106783]
214 [D loss: 0.356569, acc.: 90.62%] [G loss: 2.699490]
215 [D loss: 0.261189, acc.: 87.50%] [G loss: 3.146221]
216 [D loss: 0.530980, acc.: 71.88%] [G loss: 3.065793]
217 [D loss: 0.518594, acc.: 78.12%] [G loss: 3.112921]
218 [D loss: 0.330661, acc.: 93.75%] [G loss: 2.515337]
219 [D loss: 0.421479, acc.: 71.88%] [G loss: 3.127140]
220 [D loss: 0.915245, acc.: 56.25%] [G loss: 1.665965]
221 [D loss: 0.420963, acc.: 84.38%] [G loss: 3.197617]
222 [D loss: 0.625708, acc.: 65.62%] [G loss: 1.321097]
223 [D loss: 0.285270, acc.: 84.38%] [G loss: 2.251950]
224 [D loss: 0.156336, acc.: 100.00%] [G loss: 3.371864]
225 [D loss: 0.512393, acc.: 68.75%] [G loss: 1.973548]
226 [D loss: 0.317001, acc.: 81.25%] [G loss: 3.343235]
227 [D loss: 0.631684, acc.: 62.50%] [G loss: 1.904058]
228 [D loss: 0.781449, acc.: 56.25%] [G loss: 2.570324]
229 [D loss: 0.573139, acc.: 65.62%] [G loss: 2.323866]
230 [D loss: 0.454909, acc.: 78.12%] [G loss: 2.218881]
231 [D loss: 0.268277, acc.: 90.62%] [G loss: 2.120514]
232 [D loss: 0.274615, acc.: 87.50%] [G loss: 2.652811]
233 [D loss: 0.991684, acc.: 46.88%] [G loss: 1.173140]
234 [D loss: 0.440611, acc.: 78.12%] [G loss: 2.708803]
235 [D loss: 0.670053, acc.: 68.75%] [G loss: 1.965181]
236 [D loss: 0.603359, acc.: 53.12%] [G loss: 2.100418]
237 [D loss: 0.362643, acc.: 90.62%] [G loss: 2.764935]
238 [D loss: 0.594385, acc.: 65.62%] [G loss: 1.871946]
239 [D loss: 0.612482, acc.: 62.50%] [G loss: 1.807681]
240 [D loss: 0.355932, acc.: 84.38%] [G loss: 2.032117]
241 [D loss: 0.327680, acc.: 90.62%] [G loss: 2.783051]
242 [D loss: 1.351669, acc.: 25.00%] [G loss: 0.914628]
243 [D loss: 0.336201, acc.: 78.12%] [G loss: 2.315893]
244 [D loss: 0.378623, acc.: 90.62%] [G loss: 2.519868]
245 [D loss: 1.226562, acc.: 34.38%] [G loss: 1.004207]
246 [D loss: 0.682357, acc.: 50.00%] [G loss: 1.878651]
247 [D loss: 0.479278, acc.: 78.12%] [G loss: 1.944836]
248 [D loss: 0.928123, acc.: 37.50%] [G loss: 1.111726]
249 [D loss: 0.569238, acc.: 65.62%] [G loss: 1.730585]
250 [D loss: 0.611301, acc.: 71.88%] [G loss: 1.867911]
251 [D loss: 0.768198, acc.: 46.88%] [G loss: 1.553755]
252 [D loss: 0.553219, acc.: 68.75%] [G loss: 1.790944]
253 [D loss: 0.752414, acc.: 46.88%] [G loss: 1.382825]
254 [D loss: 0.777318, acc.: 59.38%] [G loss: 0.952815]
255 [D loss: 0.479698, acc.: 68.75%] [G loss: 2.059953]
256 [D loss: 0.769611, acc.: 59.38%] [G loss: 1.243196]
257 [D loss: 0.702906, acc.: 56.25%] [G loss: 1.250165]
258 [D loss: 0.515325, acc.: 65.62%] [G loss: 2.152442]
259 [D loss: 0.879558, acc.: 43.75%] [G loss: 1.087176]
260 [D loss: 0.482199, acc.: 75.00%] [G loss: 1.876267]
261 [D loss: 1.043113, acc.: 31.25%] [G loss: 0.878367]
262 [D loss: 0.521027, acc.: 62.50%] [G loss: 1.179304]
263 [D loss: 0.588377, acc.: 62.50%] [G loss: 1.343059]
264 [D loss: 0.777949, acc.: 40.62%] [G loss: 1.275613]
265 [D loss: 0.727229, acc.: 50.00%] [G loss: 1.149829]
266 [D loss: 0.796427, acc.: 46.88%] [G loss: 0.869798]
267 [D loss: 0.725445, acc.: 50.00%] [G loss: 0.954352]
268 [D loss: 0.610644, acc.: 59.38%] [G loss: 1.208907]
269 [D loss: 0.806877, acc.: 43.75%] [G loss: 1.035625]
270 [D loss: 0.731319, acc.: 50.00%] [G loss: 1.279356]
271 [D loss: 0.827104, acc.: 46.88%] [G loss: 0.863021]
272 [D loss: 0.844676, acc.: 34.38%] [G loss: 0.726840]
273 [D loss: 0.641319, acc.: 59.38%] [G loss: 1.095494]
274 [D loss: 0.934000, acc.: 34.38%] [G loss: 0.729810]
275 [D loss: 0.696039, acc.: 53.12%] [G loss: 0.935333]
276 [D loss: 0.795820, acc.: 40.62%] [G loss: 0.894128]
277 [D loss: 0.844675, acc.: 40.62%] [G loss: 0.813559]
278 [D loss: 0.591868, acc.: 59.38%] [G loss: 1.134106]
279 [D loss: 0.826152, acc.: 34.38%] [G loss: 0.871105]
280 [D loss: 0.705013, acc.: 40.62%] [G loss: 0.822916]
281 [D loss: 0.763626, acc.: 40.62%] [G loss: 0.864471]
282 [D loss: 0.664275, acc.: 59.38%] [G loss: 0.794687]
283 [D loss: 0.704213, acc.: 53.12%] [G loss: 0.846054]
284 [D loss: 0.841029, acc.: 34.38%] [G loss: 0.748461]
285 [D loss: 0.673734, acc.: 46.88%] [G loss: 0.906901]
286 [D loss: 0.727041, acc.: 40.62%] [G loss: 0.929356]
287 [D loss: 0.806534, acc.: 28.12%] [G loss: 0.703035]
288 [D loss: 0.654188, acc.: 62.50%] [G loss: 0.872601]
289 [D loss: 0.674590, acc.: 53.12%] [G loss: 0.879561]
290 [D loss: 0.678984, acc.: 56.25%] [G loss: 0.797200]
291 [D loss: 0.721871, acc.: 46.88%] [G loss: 0.817099]
292 [D loss: 0.803946, acc.: 31.25%] [G loss: 0.730178]
293 [D loss: 0.698617, acc.: 46.88%] [G loss: 0.707250]
294 [D loss: 0.751240, acc.: 43.75%] [G loss: 0.771628]
295 [D loss: 0.807479, acc.: 37.50%] [G loss: 0.638642]
296 [D loss: 0.753213, acc.: 37.50%] [G loss: 0.644194]
297 [D loss: 0.695416, acc.: 53.12%] [G loss: 0.744125]
298 [D loss: 0.715083, acc.: 53.12%] [G loss: 0.764252]
299 [D loss: 0.842549, acc.: 31.25%] [G loss: 0.639414]
300 [D loss: 0.740356, acc.: 46.88%] [G loss: 0.613947]
301 [D loss: 0.655423, acc.: 56.25%] [G loss: 0.689504]
302 [D loss: 0.692698, acc.: 43.75%] [G loss: 0.733980]
303 [D loss: 0.779804, acc.: 40.62%] [G loss: 0.690063]
304 [D loss: 0.803812, acc.: 34.38%] [G loss: 0.640789]
305 [D loss: 0.724458, acc.: 40.62%] [G loss: 0.632802]
306 [D loss: 0.685452, acc.: 50.00%] [G loss: 0.694872]
307 [D loss: 0.712345, acc.: 46.88%] [G loss: 0.686908]
308 [D loss: 0.769210, acc.: 37.50%] [G loss: 0.661274]
309 [D loss: 0.783110, acc.: 34.38%] [G loss: 0.639922]
310 [D loss: 0.746103, acc.: 40.62%] [G loss: 0.626225]
311 [D loss: 0.697385, acc.: 46.88%] [G loss: 0.629600]
312 [D loss: 0.709329, acc.: 43.75%] [G loss: 0.645322]
313 [D loss: 0.719825, acc.: 46.88%] [G loss: 0.673800]
314 [D loss: 0.683703, acc.: 43.75%] [G loss: 0.674537]
315 [D loss: 0.717717, acc.: 46.88%] [G loss: 0.700980]
316 [D loss: 0.713178, acc.: 50.00%] [G loss: 0.706793]
317 [D loss: 0.743149, acc.: 34.38%] [G loss: 0.679137]
318 [D loss: 0.703908, acc.: 46.88%] [G loss: 0.681251]
319 [D loss: 0.691244, acc.: 46.88%] [G loss: 0.660018]
320 [D loss: 0.678412, acc.: 43.75%] [G loss: 0.694183]
321 [D loss: 0.706180, acc.: 46.88%] [G loss: 0.687029]
322 [D loss: 0.748600, acc.: 34.38%] [G loss: 0.657306]
323 [D loss: 0.736431, acc.: 40.62%] [G loss: 0.651137]
324 [D loss: 0.670176, acc.: 56.25%] [G loss: 0.679090]
325 [D loss: 0.714455, acc.: 40.62%] [G loss: 0.677976]
326 [D loss: 0.755304, acc.: 28.12%] [G loss: 0.662186]
327 [D loss: 0.703137, acc.: 50.00%] [G loss: 0.675229]
328 [D loss: 0.700592, acc.: 46.88%] [G loss: 0.686450]
329 [D loss: 0.697666, acc.: 46.88%] [G loss: 0.662014]
330 [D loss: 0.747209, acc.: 34.38%] [G loss: 0.618339]
331 [D loss: 0.717673, acc.: 40.62%] [G loss: 0.643968]
332 [D loss: 0.714294, acc.: 43.75%] [G loss: 0.657861]
333 [D loss: 0.673702, acc.: 46.88%] [G loss: 0.681626]
334 [D loss: 0.733701, acc.: 40.62%] [G loss: 0.677720]
335 [D loss: 0.663152, acc.: 56.25%] [G loss: 0.675751]
336 [D loss: 0.749349, acc.: 34.38%] [G loss: 0.657214]
337 [D loss: 0.688343, acc.: 46.88%] [G loss: 0.646967]
338 [D loss: 0.713827, acc.: 46.88%] [G loss: 0.623123]
339 [D loss: 0.671997, acc.: 53.12%] [G loss: 0.669369]
340 [D loss: 0.696362, acc.: 50.00%] [G loss: 0.676517]
341 [D loss: 0.700287, acc.: 43.75%] [G loss: 0.673285]
342 [D loss: 0.712548, acc.: 43.75%] [G loss: 0.656677]
343 [D loss: 0.662604, acc.: 50.00%] [G loss: 0.665201]
344 [D loss: 0.723220, acc.: 43.75%] [G loss: 0.653482]
345 [D loss: 0.723550, acc.: 31.25%] [G loss: 0.638525]
346 [D loss: 0.710548, acc.: 40.62%] [G loss: 0.637166]
347 [D loss: 0.698880, acc.: 43.75%] [G loss: 0.640987]
348 [D loss: 0.704972, acc.: 43.75%] [G loss: 0.650369]
349 [D loss: 0.707214, acc.: 40.62%] [G loss: 0.650822]
350 [D loss: 0.767725, acc.: 34.38%] [G loss: 0.621106]
351 [D loss: 0.654862, acc.: 50.00%] [G loss: 0.653325]
352 [D loss: 0.681868, acc.: 50.00%] [G loss: 0.671002]
353 [D loss: 0.678314, acc.: 50.00%] [G loss: 0.697359]
354 [D loss: 0.729051, acc.: 31.25%] [G loss: 0.662243]
355 [D loss: 0.688002, acc.: 43.75%] [G loss: 0.643765]
356 [D loss: 0.728175, acc.: 37.50%] [G loss: 0.651160]
357 [D loss: 0.700613, acc.: 43.75%] [G loss: 0.643013]
358 [D loss: 0.695186, acc.: 43.75%] [G loss: 0.661949]
359 [D loss: 0.692972, acc.: 40.62%] [G loss: 0.646822]
360 [D loss: 0.720059, acc.: 31.25%] [G loss: 0.631968]
361 [D loss: 0.693181, acc.: 46.88%] [G loss: 0.648697]
362 [D loss: 0.693674, acc.: 46.88%] [G loss: 0.645530]
363 [D loss: 0.675243, acc.: 50.00%] [G loss: 0.664480]
364 [D loss: 0.690028, acc.: 50.00%] [G loss: 0.669346]
365 [D loss: 0.672132, acc.: 46.88%] [G loss: 0.672401]
366 [D loss: 0.685484, acc.: 50.00%] [G loss: 0.662503]
367 [D loss: 0.707697, acc.: 40.62%] [G loss: 0.638396]
368 [D loss: 0.673378, acc.: 46.88%] [G loss: 0.646050]
369 [D loss: 0.690423, acc.: 43.75%] [G loss: 0.618923]
370 [D loss: 0.684830, acc.: 50.00%] [G loss: 0.644646]
371 [D loss: 0.705549, acc.: 46.88%] [G loss: 0.658583]
372 [D loss: 0.691310, acc.: 40.62%] [G loss: 0.657355]
373 [D loss: 0.708756, acc.: 43.75%] [G loss: 0.657078]
374 [D loss: 0.666935, acc.: 50.00%] [G loss: 0.650318]
375 [D loss: 0.704243, acc.: 40.62%] [G loss: 0.641897]
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377 [D loss: 0.667786, acc.: 46.88%] [G loss: 0.654445]
378 [D loss: 0.657817, acc.: 53.12%] [G loss: 0.679964]
379 [D loss: 0.707867, acc.: 43.75%] [G loss: 0.650918]
380 [D loss: 0.687610, acc.: 46.88%] [G loss: 0.672408]
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382 [D loss: 0.691711, acc.: 46.88%] [G loss: 0.642513]
383 [D loss: 0.682720, acc.: 50.00%] [G loss: 0.666410]
384 [D loss: 0.668523, acc.: 50.00%] [G loss: 0.657197]
385 [D loss: 0.681249, acc.: 46.88%] [G loss: 0.674478]
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387 [D loss: 0.679838, acc.: 50.00%] [G loss: 0.668370]
388 [D loss: 0.693941, acc.: 46.88%] [G loss: 0.670226]
389 [D loss: 0.659686, acc.: 50.00%] [G loss: 0.662581]
390 [D loss: 0.689222, acc.: 40.62%] [G loss: 0.651734]
391 [D loss: 0.683407, acc.: 53.12%] [G loss: 0.663868]
392 [D loss: 0.663929, acc.: 43.75%] [G loss: 0.656938]
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395 [D loss: 0.652429, acc.: 53.12%] [G loss: 0.659636]
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398 [D loss: 0.681875, acc.: 46.88%] [G loss: 0.666159]
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402 [D loss: 0.662166, acc.: 46.88%] [G loss: 0.675411]
403 [D loss: 0.699458, acc.: 46.88%] [G loss: 0.678106]
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405 [D loss: 0.676492, acc.: 43.75%] [G loss: 0.702079]
406 [D loss: 0.679836, acc.: 46.88%] [G loss: 0.681191]
407 [D loss: 0.703641, acc.: 43.75%] [G loss: 0.676152]
408 [D loss: 0.644889, acc.: 50.00%] [G loss: 0.669680]
409 [D loss: 0.690451, acc.: 46.88%] [G loss: 0.676995]
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415 [D loss: 0.683419, acc.: 46.88%] [G loss: 0.667322]
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418 [D loss: 0.681284, acc.: 43.75%] [G loss: 0.678449]
419 [D loss: 0.662037, acc.: 53.12%] [G loss: 0.677462]
420 [D loss: 0.667235, acc.: 50.00%] [G loss: 0.666599]
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423 [D loss: 0.674555, acc.: 50.00%] [G loss: 0.673358]
424 [D loss: 0.660467, acc.: 53.12%] [G loss: 0.682182]
425 [D loss: 0.663887, acc.: 46.88%] [G loss: 0.675625]
426 [D loss: 0.687434, acc.: 40.62%] [G loss: 0.668222]
427 [D loss: 0.656211, acc.: 53.12%] [G loss: 0.671918]
428 [D loss: 0.636588, acc.: 56.25%] [G loss: 0.668276]
429 [D loss: 0.658406, acc.: 59.38%] [G loss: 0.667145]
430 [D loss: 0.646592, acc.: 53.12%] [G loss: 0.682489]
431 [D loss: 0.659486, acc.: 56.25%] [G loss: 0.687156]
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433 [D loss: 0.651959, acc.: 53.12%] [G loss: 0.705027]
434 [D loss: 0.661489, acc.: 50.00%] [G loss: 0.704177]
435 [D loss: 0.682471, acc.: 50.00%] [G loss: 0.687295]
436 [D loss: 0.692092, acc.: 43.75%] [G loss: 0.672324]
437 [D loss: 0.679205, acc.: 46.88%] [G loss: 0.668444]
438 [D loss: 0.694048, acc.: 46.88%] [G loss: 0.652994]
439 [D loss: 0.655097, acc.: 50.00%] [G loss: 0.637735]
440 [D loss: 0.672303, acc.: 50.00%] [G loss: 0.646935]
441 [D loss: 0.657592, acc.: 50.00%] [G loss: 0.643986]
442 [D loss: 0.678288, acc.: 46.88%] [G loss: 0.655493]
443 [D loss: 0.669131, acc.: 46.88%] [G loss: 0.664947]
444 [D loss: 0.696773, acc.: 40.62%] [G loss: 0.668780]
445 [D loss: 0.657645, acc.: 50.00%] [G loss: 0.662644]
446 [D loss: 0.646119, acc.: 53.12%] [G loss: 0.674731]
447 [D loss: 0.675868, acc.: 50.00%] [G loss: 0.660374]
448 [D loss: 0.692964, acc.: 43.75%] [G loss: 0.678189]
449 [D loss: 0.632029, acc.: 56.25%] [G loss: 0.673457]
450 [D loss: 0.669062, acc.: 46.88%] [G loss: 0.675490]
451 [D loss: 0.633591, acc.: 62.50%] [G loss: 0.667851]
452 [D loss: 0.654121, acc.: 50.00%] [G loss: 0.663129]
453 [D loss: 0.698865, acc.: 50.00%] [G loss: 0.696848]
454 [D loss: 0.662952, acc.: 53.12%] [G loss: 0.746633]
455 [D loss: 0.664818, acc.: 53.12%] [G loss: 0.730943]
456 [D loss: 0.668993, acc.: 53.12%] [G loss: 0.723964]
457 [D loss: 0.640631, acc.: 62.50%] [G loss: 0.719502]
458 [D loss: 0.675363, acc.: 43.75%] [G loss: 0.691092]
459 [D loss: 0.663832, acc.: 46.88%] [G loss: 0.684739]
460 [D loss: 0.674624, acc.: 40.62%] [G loss: 0.698682]
461 [D loss: 0.679204, acc.: 50.00%] [G loss: 0.690113]
462 [D loss: 0.660741, acc.: 50.00%] [G loss: 0.694612]
463 [D loss: 0.656798, acc.: 50.00%] [G loss: 0.687515]
464 [D loss: 0.659643, acc.: 50.00%] [G loss: 0.680149]
465 [D loss: 0.642922, acc.: 50.00%] [G loss: 0.668378]
466 [D loss: 0.682428, acc.: 50.00%] [G loss: 0.671583]
467 [D loss: 0.633520, acc.: 53.12%] [G loss: 0.668966]
468 [D loss: 0.661384, acc.: 53.12%] [G loss: 0.684297]
469 [D loss: 0.645842, acc.: 56.25%] [G loss: 0.704848]
470 [D loss: 0.652320, acc.: 56.25%] [G loss: 0.703964]
471 [D loss: 0.672402, acc.: 53.12%] [G loss: 0.717402]
472 [D loss: 0.674559, acc.: 53.12%] [G loss: 0.686700]
473 [D loss: 0.646509, acc.: 53.12%] [G loss: 0.694364]
474 [D loss: 0.635450, acc.: 46.88%] [G loss: 0.684100]
475 [D loss: 0.655213, acc.: 59.38%] [G loss: 0.684989]
476 [D loss: 0.665058, acc.: 46.88%] [G loss: 0.665260]
477 [D loss: 0.662894, acc.: 53.12%] [G loss: 0.689901]
478 [D loss: 0.681429, acc.: 46.88%] [G loss: 0.692690]
479 [D loss: 0.659583, acc.: 53.12%] [G loss: 0.687015]
480 [D loss: 0.637192, acc.: 62.50%] [G loss: 0.702464]
481 [D loss: 0.619411, acc.: 56.25%] [G loss: 0.710930]
482 [D loss: 0.672338, acc.: 53.12%] [G loss: 0.705391]
483 [D loss: 0.674005, acc.: 53.12%] [G loss: 0.714398]
484 [D loss: 0.679684, acc.: 46.88%] [G loss: 0.719202]
485 [D loss: 0.644545, acc.: 59.38%] [G loss: 0.716321]
486 [D loss: 0.668562, acc.: 50.00%] [G loss: 0.714851]
487 [D loss: 0.697379, acc.: 37.50%] [G loss: 0.709366]
488 [D loss: 0.678815, acc.: 40.62%] [G loss: 0.683149]
489 [D loss: 0.656572, acc.: 46.88%] [G loss: 0.689224]
490 [D loss: 0.643085, acc.: 53.12%] [G loss: 0.702812]
491 [D loss: 0.654907, acc.: 53.12%] [G loss: 0.693952]
492 [D loss: 0.683912, acc.: 53.12%] [G loss: 0.704424]
493 [D loss: 0.667264, acc.: 50.00%] [G loss: 0.689956]
494 [D loss: 0.674230, acc.: 56.25%] [G loss: 0.688587]
495 [D loss: 0.713772, acc.: 43.75%] [G loss: 0.677088]
496 [D loss: 0.684148, acc.: 50.00%] [G loss: 0.684676]
497 [D loss: 0.656875, acc.: 56.25%] [G loss: 0.693230]
498 [D loss: 0.686712, acc.: 50.00%] [G loss: 0.676487]
499 [D loss: 0.681023, acc.: 46.88%] [G loss: 0.670858]
500 [D loss: 0.677580, acc.: 65.62%] [G loss: 0.669627]
501 [D loss: 0.658840, acc.: 62.50%] [G loss: 0.673266]
502 [D loss: 0.671189, acc.: 59.38%] [G loss: 0.703889]
503 [D loss: 0.689986, acc.: 37.50%] [G loss: 0.696009]
504 [D loss: 0.688522, acc.: 40.62%] [G loss: 0.662977]
505 [D loss: 0.670552, acc.: 53.12%] [G loss: 0.683557]
506 [D loss: 0.680769, acc.: 62.50%] [G loss: 0.667300]
507 [D loss: 0.691953, acc.: 59.38%] [G loss: 0.686194]
508 [D loss: 0.702716, acc.: 37.50%] [G loss: 0.685746]
509 [D loss: 0.668865, acc.: 53.12%] [G loss: 0.686499]
510 [D loss: 0.641710, acc.: 56.25%] [G loss: 0.693293]
511 [D loss: 0.675174, acc.: 50.00%] [G loss: 0.693976]
512 [D loss: 0.665517, acc.: 50.00%] [G loss: 0.678537]
513 [D loss: 0.697342, acc.: 43.75%] [G loss: 0.683321]
514 [D loss: 0.672575, acc.: 46.88%] [G loss: 0.692166]
515 [D loss: 0.680488, acc.: 43.75%] [G loss: 0.711555]
516 [D loss: 0.678270, acc.: 50.00%] [G loss: 0.708725]
517 [D loss: 0.701505, acc.: 46.88%] [G loss: 0.698850]
518 [D loss: 0.653666, acc.: 56.25%] [G loss: 0.715324]
519 [D loss: 0.693918, acc.: 40.62%] [G loss: 0.723763]
520 [D loss: 0.679925, acc.: 56.25%] [G loss: 0.723747]
521 [D loss: 0.728922, acc.: 37.50%] [G loss: 0.677786]
522 [D loss: 0.688030, acc.: 46.88%] [G loss: 0.686071]
523 [D loss: 0.662141, acc.: 46.88%] [G loss: 0.704711]
524 [D loss: 0.678423, acc.: 46.88%] [G loss: 0.713771]
525 [D loss: 0.660977, acc.: 43.75%] [G loss: 0.712700]
526 [D loss: 0.642650, acc.: 62.50%] [G loss: 0.711899]
527 [D loss: 0.710327, acc.: 37.50%] [G loss: 0.685528]
528 [D loss: 0.674493, acc.: 43.75%] [G loss: 0.657512]
529 [D loss: 0.660482, acc.: 50.00%] [G loss: 0.662767]
530 [D loss: 0.671528, acc.: 50.00%] [G loss: 0.673446]
531 [D loss: 0.663974, acc.: 56.25%] [G loss: 0.699695]
532 [D loss: 0.667434, acc.: 53.12%] [G loss: 0.705048]
533 [D loss: 0.661425, acc.: 50.00%] [G loss: 0.738007]
534 [D loss: 0.677381, acc.: 56.25%] [G loss: 0.689926]
535 [D loss: 0.683975, acc.: 56.25%] [G loss: 0.689351]
536 [D loss: 0.691520, acc.: 40.62%] [G loss: 0.660907]
537 [D loss: 0.703105, acc.: 50.00%] [G loss: 0.667366]
538 [D loss: 0.718415, acc.: 56.25%] [G loss: 0.669227]
539 [D loss: 0.653195, acc.: 56.25%] [G loss: 0.687612]
540 [D loss: 0.705810, acc.: 43.75%] [G loss: 0.684229]
541 [D loss: 0.679304, acc.: 50.00%] [G loss: 0.687456]
542 [D loss: 0.661200, acc.: 59.38%] [G loss: 0.686314]
543 [D loss: 0.737301, acc.: 46.88%] [G loss: 0.659245]
544 [D loss: 0.687473, acc.: 56.25%] [G loss: 0.667813]
545 [D loss: 0.670858, acc.: 56.25%] [G loss: 0.659896]
546 [D loss: 0.722110, acc.: 43.75%] [G loss: 0.656476]
547 [D loss: 0.707277, acc.: 46.88%] [G loss: 0.682645]
548 [D loss: 0.654551, acc.: 62.50%] [G loss: 0.687492]
549 [D loss: 0.714984, acc.: 50.00%] [G loss: 0.659842]
550 [D loss: 0.675592, acc.: 59.38%] [G loss: 0.664296]
551 [D loss: 0.699795, acc.: 50.00%] [G loss: 0.697954]
552 [D loss: 0.698251, acc.: 43.75%] [G loss: 0.715728]
553 [D loss: 0.678624, acc.: 50.00%] [G loss: 0.728734]
554 [D loss: 0.702780, acc.: 43.75%] [G loss: 0.699095]
555 [D loss: 0.683792, acc.: 50.00%] [G loss: 0.670568]
556 [D loss: 0.675720, acc.: 53.12%] [G loss: 0.667164]
557 [D loss: 0.700391, acc.: 43.75%] [G loss: 0.672590]
558 [D loss: 0.678977, acc.: 53.12%] [G loss: 0.671172]
559 [D loss: 0.714038, acc.: 46.88%] [G loss: 0.677592]
560 [D loss: 0.689838, acc.: 40.62%] [G loss: 0.673294]
561 [D loss: 0.690547, acc.: 53.12%] [G loss: 0.692851]
562 [D loss: 0.664127, acc.: 65.62%] [G loss: 0.679248]
563 [D loss: 0.681832, acc.: 59.38%] [G loss: 0.695339]
564 [D loss: 0.664976, acc.: 65.62%] [G loss: 0.699601]
565 [D loss: 0.664191, acc.: 59.38%] [G loss: 0.694123]
566 [D loss: 0.689755, acc.: 53.12%] [G loss: 0.674447]
567 [D loss: 0.675405, acc.: 59.38%] [G loss: 0.676381]
568 [D loss: 0.630029, acc.: 65.62%] [G loss: 0.668452]
569 [D loss: 0.709381, acc.: 46.88%] [G loss: 0.668808]
570 [D loss: 0.693204, acc.: 53.12%] [G loss: 0.688405]
571 [D loss: 0.694115, acc.: 46.88%] [G loss: 0.668988]
572 [D loss: 0.679858, acc.: 43.75%] [G loss: 0.676969]
573 [D loss: 0.684235, acc.: 56.25%] [G loss: 0.658518]
574 [D loss: 0.687218, acc.: 56.25%] [G loss: 0.673850]
575 [D loss: 0.663526, acc.: 53.12%] [G loss: 0.683752]
576 [D loss: 0.680981, acc.: 56.25%] [G loss: 0.689696]
577 [D loss: 0.661134, acc.: 53.12%] [G loss: 0.692397]
578 [D loss: 0.669254, acc.: 53.12%] [G loss: 0.698558]
579 [D loss: 0.679620, acc.: 56.25%] [G loss: 0.709578]
580 [D loss: 0.679887, acc.: 59.38%] [G loss: 0.718982]
581 [D loss: 0.671973, acc.: 62.50%] [G loss: 0.689633]
582 [D loss: 0.673701, acc.: 53.12%] [G loss: 0.697783]
583 [D loss: 0.668156, acc.: 53.12%] [G loss: 0.696723]
584 [D loss: 0.641479, acc.: 53.12%] [G loss: 0.700393]
585 [D loss: 0.656761, acc.: 56.25%] [G loss: 0.695936]
586 [D loss: 0.679526, acc.: 43.75%] [G loss: 0.701668]
587 [D loss: 0.646600, acc.: 65.62%] [G loss: 0.690071]
588 [D loss: 0.697101, acc.: 43.75%] [G loss: 0.667917]
589 [D loss: 0.669529, acc.: 59.38%] [G loss: 0.686604]
590 [D loss: 0.653411, acc.: 62.50%] [G loss: 0.684822]
591 [D loss: 0.639717, acc.: 59.38%] [G loss: 0.691890]
592 [D loss: 0.660277, acc.: 59.38%] [G loss: 0.692377]
593 [D loss: 0.654664, acc.: 59.38%] [G loss: 0.695142]
594 [D loss: 0.662644, acc.: 62.50%] [G loss: 0.731560]
595 [D loss: 0.661947, acc.: 68.75%] [G loss: 0.727083]
596 [D loss: 0.676191, acc.: 56.25%] [G loss: 0.689052]
597 [D loss: 0.667224, acc.: 62.50%] [G loss: 0.675277]
598 [D loss: 0.680359, acc.: 56.25%] [G loss: 0.685815]
599 [D loss: 0.659767, acc.: 53.12%] [G loss: 0.702838]
600 [D loss: 0.669334, acc.: 68.75%] [G loss: 0.699371]
601 [D loss: 0.623127, acc.: 78.12%] [G loss: 0.716583]
602 [D loss: 0.677523, acc.: 56.25%] [G loss: 0.711308]
603 [D loss: 0.646607, acc.: 68.75%] [G loss: 0.733961]
604 [D loss: 0.671565, acc.: 59.38%] [G loss: 0.721947]
605 [D loss: 0.631392, acc.: 68.75%] [G loss: 0.744708]
606 [D loss: 0.659993, acc.: 56.25%] [G loss: 0.720093]
607 [D loss: 0.639639, acc.: 59.38%] [G loss: 0.698522]
608 [D loss: 0.656787, acc.: 65.62%] [G loss: 0.689916]
609 [D loss: 0.663434, acc.: 59.38%] [G loss: 0.698417]
610 [D loss: 0.683261, acc.: 59.38%] [G loss: 0.720917]
611 [D loss: 0.635809, acc.: 62.50%] [G loss: 0.714527]
612 [D loss: 0.661680, acc.: 65.62%] [G loss: 0.699062]
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614 [D loss: 0.619970, acc.: 75.00%] [G loss: 0.717591]
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616 [D loss: 0.665639, acc.: 59.38%] [G loss: 0.714629]
617 [D loss: 0.636554, acc.: 56.25%] [G loss: 0.681773]
618 [D loss: 0.698619, acc.: 50.00%] [G loss: 0.685602]
619 [D loss: 0.648715, acc.: 68.75%] [G loss: 0.713854]
620 [D loss: 0.673681, acc.: 68.75%] [G loss: 0.718803]
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622 [D loss: 0.669532, acc.: 62.50%] [G loss: 0.698587]
623 [D loss: 0.618789, acc.: 59.38%] [G loss: 0.695746]
624 [D loss: 0.638696, acc.: 59.38%] [G loss: 0.696731]
625 [D loss: 0.646984, acc.: 53.12%] [G loss: 0.721277]
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628 [D loss: 0.656134, acc.: 56.25%] [G loss: 0.706497]
629 [D loss: 0.650754, acc.: 56.25%] [G loss: 0.694460]
630 [D loss: 0.618669, acc.: 71.88%] [G loss: 0.694478]
631 [D loss: 0.669905, acc.: 59.38%] [G loss: 0.700552]
632 [D loss: 0.677097, acc.: 56.25%] [G loss: 0.702567]
633 [D loss: 0.624609, acc.: 62.50%] [G loss: 0.710956]
634 [D loss: 0.647139, acc.: 65.62%] [G loss: 0.711323]
635 [D loss: 0.651881, acc.: 65.62%] [G loss: 0.722281]
636 [D loss: 0.652052, acc.: 65.62%] [G loss: 0.725237]
637 [D loss: 0.635087, acc.: 62.50%] [G loss: 0.720874]
638 [D loss: 0.631162, acc.: 62.50%] [G loss: 0.734098]
639 [D loss: 0.679156, acc.: 43.75%] [G loss: 0.741328]
640 [D loss: 0.651481, acc.: 62.50%] [G loss: 0.728572]
641 [D loss: 0.614213, acc.: 68.75%] [G loss: 0.746909]
642 [D loss: 0.676670, acc.: 65.62%] [G loss: 0.730457]
643 [D loss: 0.636867, acc.: 68.75%] [G loss: 0.727686]
644 [D loss: 0.663602, acc.: 56.25%] [G loss: 0.704821]
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646 [D loss: 0.647862, acc.: 56.25%] [G loss: 0.732509]
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648 [D loss: 0.660261, acc.: 56.25%] [G loss: 0.745692]
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650 [D loss: 0.649585, acc.: 62.50%] [G loss: 0.751645]
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654 [D loss: 0.653104, acc.: 71.88%] [G loss: 0.744538]
655 [D loss: 0.624185, acc.: 71.88%] [G loss: 0.740571]
656 [D loss: 0.675716, acc.: 56.25%] [G loss: 0.773946]
657 [D loss: 0.668322, acc.: 59.38%] [G loss: 0.751029]
658 [D loss: 0.658795, acc.: 59.38%] [G loss: 0.742183]
659 [D loss: 0.640514, acc.: 62.50%] [G loss: 0.766854]
660 [D loss: 0.638832, acc.: 65.62%] [G loss: 0.742702]
661 [D loss: 0.624251, acc.: 68.75%] [G loss: 0.736720]
662 [D loss: 0.631985, acc.: 65.62%] [G loss: 0.755709]
663 [D loss: 0.640227, acc.: 68.75%] [G loss: 0.735950]
664 [D loss: 0.624824, acc.: 68.75%] [G loss: 0.725792]
665 [D loss: 0.631291, acc.: 65.62%] [G loss: 0.743297]
666 [D loss: 0.629038, acc.: 62.50%] [G loss: 0.782187]
667 [D loss: 0.632501, acc.: 53.12%] [G loss: 0.756547]
668 [D loss: 0.663977, acc.: 56.25%] [G loss: 0.736366]
669 [D loss: 0.697050, acc.: 46.88%] [G loss: 0.715285]
670 [D loss: 0.680842, acc.: 56.25%] [G loss: 0.718023]
671 [D loss: 0.635058, acc.: 50.00%] [G loss: 0.729954]
672 [D loss: 0.648596, acc.: 56.25%] [G loss: 0.738139]
673 [D loss: 0.663252, acc.: 43.75%] [G loss: 0.732351]
674 [D loss: 0.645326, acc.: 56.25%] [G loss: 0.769742]
675 [D loss: 0.674949, acc.: 46.88%] [G loss: 0.751903]
676 [D loss: 0.669207, acc.: 53.12%] [G loss: 0.711803]
677 [D loss: 0.646013, acc.: 59.38%] [G loss: 0.742691]
678 [D loss: 0.624278, acc.: 59.38%] [G loss: 0.767767]
679 [D loss: 0.676633, acc.: 46.88%] [G loss: 0.746393]
680 [D loss: 0.616188, acc.: 62.50%] [G loss: 0.769244]
681 [D loss: 0.630009, acc.: 56.25%] [G loss: 0.779976]
682 [D loss: 0.658980, acc.: 53.12%] [G loss: 0.744390]
683 [D loss: 0.633481, acc.: 65.62%] [G loss: 0.754117]
684 [D loss: 0.674452, acc.: 53.12%] [G loss: 0.732596]
685 [D loss: 0.653440, acc.: 50.00%] [G loss: 0.711617]
686 [D loss: 0.616955, acc.: 68.75%] [G loss: 0.735523]
687 [D loss: 0.641867, acc.: 56.25%] [G loss: 0.744407]
688 [D loss: 0.630460, acc.: 62.50%] [G loss: 0.767615]
689 [D loss: 0.613232, acc.: 68.75%] [G loss: 0.753385]
690 [D loss: 0.700185, acc.: 46.88%] [G loss: 0.743120]
691 [D loss: 0.661382, acc.: 46.88%] [G loss: 0.760408]
692 [D loss: 0.644662, acc.: 65.62%] [G loss: 0.718582]
693 [D loss: 0.611942, acc.: 65.62%] [G loss: 0.713934]
694 [D loss: 0.627229, acc.: 68.75%] [G loss: 0.741165]
695 [D loss: 0.645732, acc.: 65.62%] [G loss: 0.752392]
696 [D loss: 0.621155, acc.: 65.62%] [G loss: 0.759474]
697 [D loss: 0.662917, acc.: 59.38%] [G loss: 0.739607]
698 [D loss: 0.636646, acc.: 62.50%] [G loss: 0.733259]
699 [D loss: 0.665286, acc.: 59.38%] [G loss: 0.766197]
700 [D loss: 0.680203, acc.: 59.38%] [G loss: 0.792319]
701 [D loss: 0.639353, acc.: 62.50%] [G loss: 0.808513]
702 [D loss: 0.633039, acc.: 62.50%] [G loss: 0.820006]
703 [D loss: 0.642027, acc.: 68.75%] [G loss: 0.770426]
704 [D loss: 0.665009, acc.: 46.88%] [G loss: 0.783216]
705 [D loss: 0.640078, acc.: 56.25%] [G loss: 0.793287]
706 [D loss: 0.659320, acc.: 59.38%] [G loss: 0.761613]
707 [D loss: 0.664824, acc.: 56.25%] [G loss: 0.768322]
708 [D loss: 0.693520, acc.: 53.12%] [G loss: 0.745509]
709 [D loss: 0.658149, acc.: 56.25%] [G loss: 0.807098]
710 [D loss: 0.633785, acc.: 53.12%] [G loss: 0.750165]
711 [D loss: 0.670236, acc.: 53.12%] [G loss: 0.719891]
712 [D loss: 0.685585, acc.: 53.12%] [G loss: 0.722361]
713 [D loss: 0.624978, acc.: 65.62%] [G loss: 0.756429]
714 [D loss: 0.718990, acc.: 46.88%] [G loss: 0.769690]
715 [D loss: 0.652328, acc.: 59.38%] [G loss: 0.745630]
716 [D loss: 0.720538, acc.: 43.75%] [G loss: 0.714699]
717 [D loss: 0.736526, acc.: 46.88%] [G loss: 0.760960]
718 [D loss: 0.678469, acc.: 43.75%] [G loss: 0.785839]
719 [D loss: 0.738907, acc.: 43.75%] [G loss: 0.735212]
720 [D loss: 0.661898, acc.: 56.25%] [G loss: 0.761401]
721 [D loss: 0.689494, acc.: 46.88%] [G loss: 0.733765]
722 [D loss: 0.706280, acc.: 56.25%] [G loss: 0.687984]
723 [D loss: 0.710972, acc.: 46.88%] [G loss: 0.700637]
724 [D loss: 0.624434, acc.: 68.75%] [G loss: 0.745156]
725 [D loss: 0.680629, acc.: 50.00%] [G loss: 0.755066]
726 [D loss: 0.637202, acc.: 68.75%] [G loss: 0.744604]
727 [D loss: 0.666125, acc.: 59.38%] [G loss: 0.747345]
728 [D loss: 0.681118, acc.: 62.50%] [G loss: 0.760646]
729 [D loss: 0.679276, acc.: 56.25%] [G loss: 0.764721]
730 [D loss: 0.659838, acc.: 59.38%] [G loss: 0.742695]
731 [D loss: 0.649777, acc.: 65.62%] [G loss: 0.740422]
732 [D loss: 0.657124, acc.: 75.00%] [G loss: 0.764628]
733 [D loss: 0.687854, acc.: 59.38%] [G loss: 0.741730]
734 [D loss: 0.654564, acc.: 56.25%] [G loss: 0.717557]
735 [D loss: 0.658514, acc.: 65.62%] [G loss: 0.715416]
736 [D loss: 0.642643, acc.: 56.25%] [G loss: 0.725843]
737 [D loss: 0.633606, acc.: 68.75%] [G loss: 0.707646]
738 [D loss: 0.594217, acc.: 78.12%] [G loss: 0.747597]
739 [D loss: 0.656985, acc.: 62.50%] [G loss: 0.746928]
740 [D loss: 0.680833, acc.: 59.38%] [G loss: 0.747898]
741 [D loss: 0.634403, acc.: 65.62%] [G loss: 0.778623]
742 [D loss: 0.640696, acc.: 62.50%] [G loss: 0.783954]
743 [D loss: 0.628944, acc.: 71.88%] [G loss: 0.780752]
744 [D loss: 0.682235, acc.: 53.12%] [G loss: 0.762132]
745 [D loss: 0.691318, acc.: 46.88%] [G loss: 0.765408]
746 [D loss: 0.640202, acc.: 68.75%] [G loss: 0.752349]
747 [D loss: 0.636936, acc.: 75.00%] [G loss: 0.753874]
748 [D loss: 0.610133, acc.: 78.12%] [G loss: 0.758600]
749 [D loss: 0.704008, acc.: 43.75%] [G loss: 0.722380]
750 [D loss: 0.669480, acc.: 50.00%] [G loss: 0.715376]
751 [D loss: 0.652932, acc.: 62.50%] [G loss: 0.710686]
752 [D loss: 0.631769, acc.: 56.25%] [G loss: 0.697069]
753 [D loss: 0.601419, acc.: 78.12%] [G loss: 0.707369]
754 [D loss: 0.625080, acc.: 68.75%] [G loss: 0.697635]
755 [D loss: 0.655890, acc.: 56.25%] [G loss: 0.720617]
756 [D loss: 0.674944, acc.: 59.38%] [G loss: 0.731398]
757 [D loss: 0.635585, acc.: 68.75%] [G loss: 0.752908]
758 [D loss: 0.626980, acc.: 78.12%] [G loss: 0.755558]
759 [D loss: 0.673866, acc.: 62.50%] [G loss: 0.730339]
760 [D loss: 0.661298, acc.: 56.25%] [G loss: 0.756168]
761 [D loss: 0.627929, acc.: 62.50%] [G loss: 0.761219]
762 [D loss: 0.633658, acc.: 68.75%] [G loss: 0.765245]
763 [D loss: 0.632965, acc.: 62.50%] [G loss: 0.762124]
764 [D loss: 0.632194, acc.: 68.75%] [G loss: 0.774364]
765 [D loss: 0.646411, acc.: 53.12%] [G loss: 0.755559]
766 [D loss: 0.645100, acc.: 62.50%] [G loss: 0.727064]
767 [D loss: 0.615875, acc.: 75.00%] [G loss: 0.723528]
768 [D loss: 0.628361, acc.: 62.50%] [G loss: 0.740884]
769 [D loss: 0.634841, acc.: 68.75%] [G loss: 0.740723]
770 [D loss: 0.627040, acc.: 65.62%] [G loss: 0.734396]
771 [D loss: 0.655914, acc.: 53.12%] [G loss: 0.733698]
772 [D loss: 0.651602, acc.: 50.00%] [G loss: 0.775424]
773 [D loss: 0.641353, acc.: 59.38%] [G loss: 0.792189]
774 [D loss: 0.628104, acc.: 71.88%] [G loss: 0.772094]
775 [D loss: 0.604934, acc.: 71.88%] [G loss: 0.766474]
776 [D loss: 0.592125, acc.: 78.12%] [G loss: 0.753531]
777 [D loss: 0.609592, acc.: 59.38%] [G loss: 0.725617]
778 [D loss: 0.608802, acc.: 71.88%] [G loss: 0.736920]
779 [D loss: 0.665153, acc.: 50.00%] [G loss: 0.744586]
780 [D loss: 0.645349, acc.: 65.62%] [G loss: 0.759737]
781 [D loss: 0.622693, acc.: 68.75%] [G loss: 0.769641]
782 [D loss: 0.654747, acc.: 59.38%] [G loss: 0.725742]
783 [D loss: 0.639679, acc.: 68.75%] [G loss: 0.734181]
784 [D loss: 0.605583, acc.: 68.75%] [G loss: 0.752085]
785 [D loss: 0.635487, acc.: 62.50%] [G loss: 0.747048]
786 [D loss: 0.601559, acc.: 65.62%] [G loss: 0.782640]
787 [D loss: 0.628786, acc.: 62.50%] [G loss: 0.809005]
788 [D loss: 0.634468, acc.: 56.25%] [G loss: 0.757786]
789 [D loss: 0.661199, acc.: 53.12%] [G loss: 0.763923]
790 [D loss: 0.619970, acc.: 59.38%] [G loss: 0.768279]
791 [D loss: 0.638170, acc.: 62.50%] [G loss: 0.805900]
792 [D loss: 0.611591, acc.: 81.25%] [G loss: 0.808817]
793 [D loss: 0.615659, acc.: 75.00%] [G loss: 0.789465]
794 [D loss: 0.628703, acc.: 68.75%] [G loss: 0.742526]
795 [D loss: 0.618034, acc.: 68.75%] [G loss: 0.759655]
796 [D loss: 0.608317, acc.: 56.25%] [G loss: 0.758646]
797 [D loss: 0.663015, acc.: 53.12%] [G loss: 0.752108]
798 [D loss: 0.623098, acc.: 68.75%] [G loss: 0.752062]
799 [D loss: 0.628059, acc.: 68.75%] [G loss: 0.737225]
800 [D loss: 0.584661, acc.: 71.88%] [G loss: 0.772462]
801 [D loss: 0.623544, acc.: 78.12%] [G loss: 0.770880]
802 [D loss: 0.630082, acc.: 62.50%] [G loss: 0.793504]
803 [D loss: 0.626086, acc.: 62.50%] [G loss: 0.801465]
804 [D loss: 0.606131, acc.: 75.00%] [G loss: 0.829016]
805 [D loss: 0.685927, acc.: 53.12%] [G loss: 0.811833]
806 [D loss: 0.659346, acc.: 65.62%] [G loss: 0.782938]
807 [D loss: 0.611995, acc.: 56.25%] [G loss: 0.773848]
808 [D loss: 0.684421, acc.: 50.00%] [G loss: 0.783900]
809 [D loss: 0.660859, acc.: 53.12%] [G loss: 0.760235]
810 [D loss: 0.661592, acc.: 59.38%] [G loss: 0.778751]
811 [D loss: 0.633017, acc.: 65.62%] [G loss: 0.754359]
812 [D loss: 0.581338, acc.: 71.88%] [G loss: 0.824267]
813 [D loss: 0.623972, acc.: 71.88%] [G loss: 0.807710]
814 [D loss: 0.660154, acc.: 59.38%] [G loss: 0.776196]
815 [D loss: 0.640164, acc.: 59.38%] [G loss: 0.753062]
816 [D loss: 0.646780, acc.: 65.62%] [G loss: 0.730235]
817 [D loss: 0.649332, acc.: 59.38%] [G loss: 0.712360]
818 [D loss: 0.624775, acc.: 62.50%] [G loss: 0.729815]
819 [D loss: 0.663703, acc.: 53.12%] [G loss: 0.764260]
820 [D loss: 0.636885, acc.: 59.38%] [G loss: 0.839199]
821 [D loss: 0.656576, acc.: 59.38%] [G loss: 0.812258]
822 [D loss: 0.618604, acc.: 65.62%] [G loss: 0.831763]
823 [D loss: 0.638356, acc.: 75.00%] [G loss: 0.756964]
824 [D loss: 0.719854, acc.: 43.75%] [G loss: 0.749149]
825 [D loss: 0.712900, acc.: 43.75%] [G loss: 0.736469]
826 [D loss: 0.674899, acc.: 62.50%] [G loss: 0.725672]
827 [D loss: 0.691520, acc.: 56.25%] [G loss: 0.719489]
828 [D loss: 0.641054, acc.: 71.88%] [G loss: 0.730977]
829 [D loss: 0.615311, acc.: 68.75%] [G loss: 0.753330]
830 [D loss: 0.650904, acc.: 71.88%] [G loss: 0.818749]
831 [D loss: 0.613752, acc.: 71.88%] [G loss: 0.813632]
832 [D loss: 0.605249, acc.: 68.75%] [G loss: 0.815366]
833 [D loss: 0.659219, acc.: 56.25%] [G loss: 0.807166]
834 [D loss: 0.646925, acc.: 50.00%] [G loss: 0.824940]
835 [D loss: 0.634070, acc.: 65.62%] [G loss: 0.796654]
836 [D loss: 0.655162, acc.: 65.62%] [G loss: 0.734533]
837 [D loss: 0.639655, acc.: 62.50%] [G loss: 0.757737]
838 [D loss: 0.635964, acc.: 75.00%] [G loss: 0.804866]
839 [D loss: 0.608279, acc.: 62.50%] [G loss: 0.830548]
840 [D loss: 0.666334, acc.: 59.38%] [G loss: 0.771929]
841 [D loss: 0.634340, acc.: 59.38%] [G loss: 0.740769]
842 [D loss: 0.605452, acc.: 78.12%] [G loss: 0.714261]
843 [D loss: 0.677864, acc.: 62.50%] [G loss: 0.731215]
844 [D loss: 0.638795, acc.: 62.50%] [G loss: 0.751664]
845 [D loss: 0.659741, acc.: 68.75%] [G loss: 0.781722]
846 [D loss: 0.714403, acc.: 53.12%] [G loss: 0.767038]
847 [D loss: 0.643053, acc.: 68.75%] [G loss: 0.779643]
848 [D loss: 0.611124, acc.: 65.62%] [G loss: 0.808796]
849 [D loss: 0.689156, acc.: 50.00%] [G loss: 0.762096]
850 [D loss: 0.615242, acc.: 78.12%] [G loss: 0.726456]
851 [D loss: 0.668078, acc.: 59.38%] [G loss: 0.712992]
852 [D loss: 0.653679, acc.: 68.75%] [G loss: 0.743904]
853 [D loss: 0.632886, acc.: 62.50%] [G loss: 0.722944]
854 [D loss: 0.646399, acc.: 62.50%] [G loss: 0.743003]
855 [D loss: 0.677935, acc.: 46.88%] [G loss: 0.715045]
856 [D loss: 0.673942, acc.: 59.38%] [G loss: 0.742429]
857 [D loss: 0.693334, acc.: 50.00%] [G loss: 0.745985]
858 [D loss: 0.652417, acc.: 56.25%] [G loss: 0.757413]
859 [D loss: 0.652952, acc.: 62.50%] [G loss: 0.755419]
860 [D loss: 0.601560, acc.: 81.25%] [G loss: 0.739869]
861 [D loss: 0.682603, acc.: 62.50%] [G loss: 0.763129]
862 [D loss: 0.674336, acc.: 43.75%] [G loss: 0.756480]
863 [D loss: 0.641171, acc.: 68.75%] [G loss: 0.758019]
864 [D loss: 0.619088, acc.: 65.62%] [G loss: 0.754400]
865 [D loss: 0.603426, acc.: 71.88%] [G loss: 0.753815]
866 [D loss: 0.665006, acc.: 56.25%] [G loss: 0.744145]
867 [D loss: 0.640372, acc.: 65.62%] [G loss: 0.774220]
868 [D loss: 0.647704, acc.: 65.62%] [G loss: 0.767998]
869 [D loss: 0.664508, acc.: 62.50%] [G loss: 0.725137]
870 [D loss: 0.661665, acc.: 56.25%] [G loss: 0.715060]
871 [D loss: 0.633968, acc.: 62.50%] [G loss: 0.736353]
872 [D loss: 0.627408, acc.: 71.88%] [G loss: 0.739999]
873 [D loss: 0.664379, acc.: 62.50%] [G loss: 0.765056]
874 [D loss: 0.612686, acc.: 65.62%] [G loss: 0.746517]
875 [D loss: 0.672213, acc.: 50.00%] [G loss: 0.704735]
876 [D loss: 0.688124, acc.: 56.25%] [G loss: 0.728367]
877 [D loss: 0.634493, acc.: 65.62%] [G loss: 0.805964]
878 [D loss: 0.691092, acc.: 50.00%] [G loss: 0.781258]
879 [D loss: 0.634261, acc.: 71.88%] [G loss: 0.794951]
880 [D loss: 0.622234, acc.: 78.12%] [G loss: 0.800683]
881 [D loss: 0.673647, acc.: 53.12%] [G loss: 0.776864]
882 [D loss: 0.599608, acc.: 81.25%] [G loss: 0.756349]
883 [D loss: 0.617430, acc.: 68.75%] [G loss: 0.779508]
884 [D loss: 0.632943, acc.: 62.50%] [G loss: 0.801224]
885 [D loss: 0.635108, acc.: 71.88%] [G loss: 0.815412]
886 [D loss: 0.610872, acc.: 71.88%] [G loss: 0.841629]
887 [D loss: 0.714086, acc.: 46.88%] [G loss: 0.780887]
888 [D loss: 0.626382, acc.: 78.12%] [G loss: 0.756492]
889 [D loss: 0.682977, acc.: 53.12%] [G loss: 0.738611]
890 [D loss: 0.630497, acc.: 68.75%] [G loss: 0.757546]
891 [D loss: 0.641172, acc.: 62.50%] [G loss: 0.750286]
892 [D loss: 0.617624, acc.: 75.00%] [G loss: 0.740662]
893 [D loss: 0.641890, acc.: 65.62%] [G loss: 0.755297]
894 [D loss: 0.652883, acc.: 68.75%] [G loss: 0.745113]
895 [D loss: 0.631256, acc.: 50.00%] [G loss: 0.747858]
896 [D loss: 0.656658, acc.: 59.38%] [G loss: 0.766702]
897 [D loss: 0.665303, acc.: 65.62%] [G loss: 0.756517]
898 [D loss: 0.635047, acc.: 65.62%] [G loss: 0.734255]
899 [D loss: 0.628863, acc.: 65.62%] [G loss: 0.725014]
900 [D loss: 0.643067, acc.: 65.62%] [G loss: 0.759121]
901 [D loss: 0.623584, acc.: 75.00%] [G loss: 0.774432]
902 [D loss: 0.646761, acc.: 62.50%] [G loss: 0.771710]
903 [D loss: 0.659087, acc.: 50.00%] [G loss: 0.770034]
904 [D loss: 0.657034, acc.: 65.62%] [G loss: 0.739904]
905 [D loss: 0.629445, acc.: 65.62%] [G loss: 0.749046]
906 [D loss: 0.628633, acc.: 71.88%] [G loss: 0.730148]
907 [D loss: 0.632690, acc.: 65.62%] [G loss: 0.754720]
908 [D loss: 0.599722, acc.: 75.00%] [G loss: 0.729437]
909 [D loss: 0.604277, acc.: 56.25%] [G loss: 0.744247]
910 [D loss: 0.630165, acc.: 59.38%] [G loss: 0.727868]
911 [D loss: 0.629915, acc.: 65.62%] [G loss: 0.737126]
912 [D loss: 0.691991, acc.: 53.12%] [G loss: 0.718355]
913 [D loss: 0.660048, acc.: 59.38%] [G loss: 0.780994]
914 [D loss: 0.630652, acc.: 68.75%] [G loss: 0.776910]
915 [D loss: 0.687487, acc.: 46.88%] [G loss: 0.781381]
916 [D loss: 0.608645, acc.: 71.88%] [G loss: 0.759213]
917 [D loss: 0.684028, acc.: 53.12%] [G loss: 0.745100]
918 [D loss: 0.740157, acc.: 40.62%] [G loss: 0.721160]
919 [D loss: 0.733042, acc.: 46.88%] [G loss: 0.747114]
920 [D loss: 0.678548, acc.: 62.50%] [G loss: 0.787357]
921 [D loss: 0.673323, acc.: 62.50%] [G loss: 0.767974]
922 [D loss: 0.687393, acc.: 62.50%] [G loss: 0.783467]
923 [D loss: 0.652033, acc.: 56.25%] [G loss: 0.784728]
924 [D loss: 0.687402, acc.: 50.00%] [G loss: 0.788553]
925 [D loss: 0.667973, acc.: 50.00%] [G loss: 0.782772]
926 [D loss: 0.672725, acc.: 56.25%] [G loss: 0.804488]
927 [D loss: 0.669213, acc.: 68.75%] [G loss: 0.786513]
928 [D loss: 0.624871, acc.: 62.50%] [G loss: 0.782162]
929 [D loss: 0.626855, acc.: 56.25%] [G loss: 0.798788]
930 [D loss: 0.687888, acc.: 59.38%] [G loss: 0.733836]
931 [D loss: 0.722464, acc.: 50.00%] [G loss: 0.735425]
932 [D loss: 0.619594, acc.: 71.88%] [G loss: 0.746011]
933 [D loss: 0.598499, acc.: 65.62%] [G loss: 0.756789]
934 [D loss: 0.617857, acc.: 65.62%] [G loss: 0.781669]
935 [D loss: 0.761020, acc.: 40.62%] [G loss: 0.788293]
936 [D loss: 0.700995, acc.: 53.12%] [G loss: 0.804640]
937 [D loss: 0.679168, acc.: 59.38%] [G loss: 0.823573]
938 [D loss: 0.690528, acc.: 43.75%] [G loss: 0.815435]
939 [D loss: 0.660110, acc.: 56.25%] [G loss: 0.797414]
940 [D loss: 0.663132, acc.: 68.75%] [G loss: 0.818253]
941 [D loss: 0.690002, acc.: 53.12%] [G loss: 0.778076]
942 [D loss: 0.630939, acc.: 62.50%] [G loss: 0.783840]
943 [D loss: 0.681027, acc.: 53.12%] [G loss: 0.724465]
944 [D loss: 0.647917, acc.: 59.38%] [G loss: 0.772264]
945 [D loss: 0.632439, acc.: 65.62%] [G loss: 0.779564]
946 [D loss: 0.627158, acc.: 65.62%] [G loss: 0.777089]
947 [D loss: 0.656610, acc.: 65.62%] [G loss: 0.741083]
948 [D loss: 0.650483, acc.: 62.50%] [G loss: 0.740543]
949 [D loss: 0.610341, acc.: 71.88%] [G loss: 0.759290]
950 [D loss: 0.632179, acc.: 56.25%] [G loss: 0.740227]
951 [D loss: 0.652779, acc.: 62.50%] [G loss: 0.721229]
952 [D loss: 0.652350, acc.: 65.62%] [G loss: 0.730770]
953 [D loss: 0.646394, acc.: 62.50%] [G loss: 0.733999]
954 [D loss: 0.658005, acc.: 68.75%] [G loss: 0.751764]
955 [D loss: 0.620508, acc.: 65.62%] [G loss: 0.726478]
956 [D loss: 0.622601, acc.: 68.75%] [G loss: 0.791225]
957 [D loss: 0.682500, acc.: 53.12%] [G loss: 0.811890]
958 [D loss: 0.639655, acc.: 68.75%] [G loss: 0.851919]
959 [D loss: 0.634725, acc.: 65.62%] [G loss: 0.801830]
960 [D loss: 0.652379, acc.: 59.38%] [G loss: 0.810581]
961 [D loss: 0.610294, acc.: 78.12%] [G loss: 0.800388]
962 [D loss: 0.630149, acc.: 68.75%] [G loss: 0.774401]
963 [D loss: 0.595984, acc.: 62.50%] [G loss: 0.827364]
964 [D loss: 0.641834, acc.: 62.50%] [G loss: 0.841367]
965 [D loss: 0.630817, acc.: 68.75%] [G loss: 0.805377]
966 [D loss: 0.719415, acc.: 43.75%] [G loss: 0.789179]
967 [D loss: 0.646169, acc.: 62.50%] [G loss: 0.788018]
968 [D loss: 0.609299, acc.: 71.88%] [G loss: 0.769498]
969 [D loss: 0.622772, acc.: 62.50%] [G loss: 0.738665]
970 [D loss: 0.656747, acc.: 56.25%] [G loss: 0.767239]
971 [D loss: 0.667266, acc.: 50.00%] [G loss: 0.719837]
972 [D loss: 0.682649, acc.: 46.88%] [G loss: 0.749288]
973 [D loss: 0.656884, acc.: 71.88%] [G loss: 0.744967]
974 [D loss: 0.603801, acc.: 71.88%] [G loss: 0.744395]
975 [D loss: 0.601486, acc.: 65.62%] [G loss: 0.810537]
976 [D loss: 0.662052, acc.: 53.12%] [G loss: 0.795154]
977 [D loss: 0.644740, acc.: 62.50%] [G loss: 0.781799]
978 [D loss: 0.638757, acc.: 62.50%] [G loss: 0.808408]
979 [D loss: 0.617881, acc.: 59.38%] [G loss: 0.786373]
980 [D loss: 0.657593, acc.: 65.62%] [G loss: 0.758476]
981 [D loss: 0.630820, acc.: 71.88%] [G loss: 0.772826]
982 [D loss: 0.629317, acc.: 62.50%] [G loss: 0.843609]
983 [D loss: 0.676748, acc.: 50.00%] [G loss: 0.767532]
984 [D loss: 0.645113, acc.: 59.38%] [G loss: 0.768699]
985 [D loss: 0.647233, acc.: 59.38%] [G loss: 0.780090]
986 [D loss: 0.625436, acc.: 75.00%] [G loss: 0.839628]
987 [D loss: 0.616046, acc.: 75.00%] [G loss: 0.775173]
988 [D loss: 0.685150, acc.: 50.00%] [G loss: 0.794587]
989 [D loss: 0.670745, acc.: 65.62%] [G loss: 0.797778]
990 [D loss: 0.641037, acc.: 68.75%] [G loss: 0.809904]
991 [D loss: 0.585642, acc.: 68.75%] [G loss: 0.785756]
992 [D loss: 0.614303, acc.: 71.88%] [G loss: 0.810261]
993 [D loss: 0.629048, acc.: 65.62%] [G loss: 0.800749]
994 [D loss: 0.612012, acc.: 62.50%] [G loss: 0.780948]
995 [D loss: 0.615561, acc.: 68.75%] [G loss: 0.761196]
996 [D loss: 0.636164, acc.: 68.75%] [G loss: 0.756863]
997 [D loss: 0.606262, acc.: 71.88%] [G loss: 0.759959]
998 [D loss: 0.579282, acc.: 87.50%] [G loss: 0.752089]
999 [D loss: 0.607886, acc.: 65.62%] [G loss: 0.767280]
1000 [D loss: 0.641243, acc.: 71.88%] [G loss: 0.802445]
1001 [D loss: 0.631203, acc.: 56.25%] [G loss: 0.828771]
1002 [D loss: 0.580417, acc.: 78.12%] [G loss: 0.845876]
1003 [D loss: 0.571616, acc.: 81.25%] [G loss: 0.794410]
1004 [D loss: 0.592684, acc.: 68.75%] [G loss: 0.807454]
1005 [D loss: 0.628611, acc.: 71.88%] [G loss: 0.785067]
1006 [D loss: 0.621305, acc.: 68.75%] [G loss: 0.770040]
1007 [D loss: 0.646999, acc.: 59.38%] [G loss: 0.775676]
1008 [D loss: 0.633647, acc.: 65.62%] [G loss: 0.779067]
1009 [D loss: 0.647169, acc.: 59.38%] [G loss: 0.806707]
1010 [D loss: 0.644099, acc.: 59.38%] [G loss: 0.839784]
1011 [D loss: 0.569081, acc.: 81.25%] [G loss: 0.849455]
1012 [D loss: 0.630461, acc.: 65.62%] [G loss: 0.828889]
1013 [D loss: 0.638193, acc.: 71.88%] [G loss: 0.773705]
1014 [D loss: 0.630579, acc.: 59.38%] [G loss: 0.796140]
1015 [D loss: 0.649356, acc.: 65.62%] [G loss: 0.804485]
1016 [D loss: 0.633845, acc.: 71.88%] [G loss: 0.774982]
1017 [D loss: 0.634900, acc.: 68.75%] [G loss: 0.779562]
1018 [D loss: 0.592508, acc.: 84.38%] [G loss: 0.791839]
1019 [D loss: 0.687096, acc.: 56.25%] [G loss: 0.765844]
1020 [D loss: 0.603076, acc.: 68.75%] [G loss: 0.775173]
1021 [D loss: 0.665450, acc.: 53.12%] [G loss: 0.816625]
1022 [D loss: 0.571534, acc.: 81.25%] [G loss: 0.848619]
1023 [D loss: 0.625191, acc.: 68.75%] [G loss: 0.815444]
1024 [D loss: 0.638523, acc.: 62.50%] [G loss: 0.821853]
1025 [D loss: 0.630017, acc.: 75.00%] [G loss: 0.786820]
1026 [D loss: 0.612874, acc.: 68.75%] [G loss: 0.798851]
1027 [D loss: 0.584418, acc.: 78.12%] [G loss: 0.809678]
1028 [D loss: 0.638642, acc.: 62.50%] [G loss: 0.805471]
1029 [D loss: 0.569455, acc.: 87.50%] [G loss: 0.849468]
1030 [D loss: 0.597613, acc.: 75.00%] [G loss: 0.805848]
1031 [D loss: 0.676489, acc.: 56.25%] [G loss: 0.757833]
1032 [D loss: 0.654698, acc.: 68.75%] [G loss: 0.777296]
1033 [D loss: 0.640772, acc.: 65.62%] [G loss: 0.755380]
1034 [D loss: 0.649042, acc.: 68.75%] [G loss: 0.809318]
1035 [D loss: 0.611449, acc.: 75.00%] [G loss: 0.851765]
1036 [D loss: 0.647910, acc.: 53.12%] [G loss: 0.811460]
1037 [D loss: 0.694012, acc.: 50.00%] [G loss: 0.760724]
1038 [D loss: 0.594084, acc.: 75.00%] [G loss: 0.791878]
1039 [D loss: 0.599588, acc.: 71.88%] [G loss: 0.791323]
1040 [D loss: 0.567226, acc.: 78.12%] [G loss: 0.808751]
1041 [D loss: 0.558956, acc.: 84.38%] [G loss: 0.830463]
1042 [D loss: 0.609369, acc.: 78.12%] [G loss: 0.837236]
1043 [D loss: 0.628500, acc.: 78.12%] [G loss: 0.793901]
1044 [D loss: 0.645899, acc.: 65.62%] [G loss: 0.788172]
1045 [D loss: 0.619431, acc.: 78.12%] [G loss: 0.789859]
1046 [D loss: 0.635466, acc.: 62.50%] [G loss: 0.773761]
1047 [D loss: 0.640267, acc.: 65.62%] [G loss: 0.833175]
1048 [D loss: 0.635161, acc.: 59.38%] [G loss: 0.819508]
1049 [D loss: 0.641585, acc.: 71.88%] [G loss: 0.814259]
1050 [D loss: 0.574068, acc.: 71.88%] [G loss: 0.842465]
1051 [D loss: 0.618744, acc.: 68.75%] [G loss: 0.811357]
1052 [D loss: 0.614288, acc.: 65.62%] [G loss: 0.819344]
1053 [D loss: 0.590322, acc.: 78.12%] [G loss: 0.827656]
1054 [D loss: 0.586600, acc.: 81.25%] [G loss: 0.854111]
1055 [D loss: 0.646316, acc.: 59.38%] [G loss: 0.800282]
1056 [D loss: 0.612597, acc.: 81.25%] [G loss: 0.775596]
1057 [D loss: 0.609069, acc.: 75.00%] [G loss: 0.809745]
1058 [D loss: 0.623288, acc.: 59.38%] [G loss: 0.790598]
1059 [D loss: 0.613863, acc.: 65.62%] [G loss: 0.791780]
1060 [D loss: 0.618320, acc.: 65.62%] [G loss: 0.774485]
1061 [D loss: 0.581521, acc.: 68.75%] [G loss: 0.817372]
1062 [D loss: 0.622900, acc.: 71.88%] [G loss: 0.784501]
1063 [D loss: 0.607692, acc.: 71.88%] [G loss: 0.808863]
1064 [D loss: 0.567823, acc.: 75.00%] [G loss: 0.822936]
1065 [D loss: 0.577044, acc.: 81.25%] [G loss: 0.818803]
1066 [D loss: 0.587089, acc.: 71.88%] [G loss: 0.863241]
1067 [D loss: 0.584250, acc.: 75.00%] [G loss: 0.781472]
1068 [D loss: 0.660951, acc.: 56.25%] [G loss: 0.748206]
1069 [D loss: 0.631948, acc.: 59.38%] [G loss: 0.788092]
1070 [D loss: 0.569638, acc.: 71.88%] [G loss: 0.849639]
1071 [D loss: 0.643473, acc.: 59.38%] [G loss: 0.840426]
1072 [D loss: 0.642411, acc.: 71.88%] [G loss: 0.832306]
1073 [D loss: 0.595886, acc.: 62.50%] [G loss: 0.877440]
1074 [D loss: 0.518227, acc.: 84.38%] [G loss: 0.865549]
1075 [D loss: 0.693218, acc.: 56.25%] [G loss: 0.777771]
1076 [D loss: 0.609592, acc.: 65.62%] [G loss: 0.799013]
1077 [D loss: 0.529631, acc.: 84.38%] [G loss: 0.843992]
1078 [D loss: 0.667102, acc.: 46.88%] [G loss: 0.831754]
1079 [D loss: 0.659198, acc.: 53.12%] [G loss: 0.798851]
1080 [D loss: 0.593178, acc.: 71.88%] [G loss: 0.823518]
1081 [D loss: 0.621994, acc.: 65.62%] [G loss: 0.812214]
1082 [D loss: 0.685031, acc.: 50.00%] [G loss: 0.790854]
1083 [D loss: 0.652482, acc.: 65.62%] [G loss: 0.875285]
1084 [D loss: 0.659787, acc.: 56.25%] [G loss: 0.850821]
1085 [D loss: 0.638483, acc.: 71.88%] [G loss: 0.842206]
1086 [D loss: 0.657855, acc.: 59.38%] [G loss: 0.836395]
1087 [D loss: 0.617005, acc.: 75.00%] [G loss: 0.827892]
1088 [D loss: 0.563846, acc.: 78.12%] [G loss: 0.737806]
1089 [D loss: 0.705787, acc.: 46.88%] [G loss: 0.779338]
1090 [D loss: 0.548746, acc.: 81.25%] [G loss: 0.828055]
1091 [D loss: 0.584239, acc.: 75.00%] [G loss: 0.798694]
1092 [D loss: 0.560162, acc.: 78.12%] [G loss: 0.787694]
1093 [D loss: 0.602655, acc.: 75.00%] [G loss: 0.799641]
1094 [D loss: 0.618017, acc.: 59.38%] [G loss: 0.765513]
1095 [D loss: 0.692467, acc.: 53.12%] [G loss: 0.797604]
1096 [D loss: 0.607490, acc.: 68.75%] [G loss: 0.852921]
1097 [D loss: 0.691538, acc.: 46.88%] [G loss: 0.842317]
1098 [D loss: 0.586779, acc.: 68.75%] [G loss: 0.876237]
1099 [D loss: 0.661052, acc.: 68.75%] [G loss: 0.797096]
1100 [D loss: 0.706980, acc.: 53.12%] [G loss: 0.744596]
1101 [D loss: 0.628372, acc.: 65.62%] [G loss: 0.805766]
1102 [D loss: 0.568604, acc.: 71.88%] [G loss: 0.797348]
1103 [D loss: 0.624102, acc.: 65.62%] [G loss: 0.860713]
1104 [D loss: 0.679746, acc.: 56.25%] [G loss: 0.906522]
1105 [D loss: 0.696206, acc.: 50.00%] [G loss: 0.891969]
1106 [D loss: 0.633247, acc.: 68.75%] [G loss: 0.848453]
1107 [D loss: 0.667120, acc.: 59.38%] [G loss: 0.897113]
1108 [D loss: 0.643469, acc.: 71.88%] [G loss: 0.855992]
1109 [D loss: 0.683124, acc.: 50.00%] [G loss: 0.871222]
1110 [D loss: 0.644301, acc.: 65.62%] [G loss: 0.802323]
1111 [D loss: 0.622587, acc.: 71.88%] [G loss: 0.793133]
1112 [D loss: 0.684429, acc.: 53.12%] [G loss: 0.720219]
1113 [D loss: 0.636575, acc.: 59.38%] [G loss: 0.769021]
1114 [D loss: 0.616335, acc.: 59.38%] [G loss: 0.831106]
1115 [D loss: 0.649368, acc.: 56.25%] [G loss: 0.860994]
1116 [D loss: 0.647364, acc.: 62.50%] [G loss: 0.827561]
1117 [D loss: 0.673020, acc.: 53.12%] [G loss: 0.794089]
1118 [D loss: 0.642514, acc.: 56.25%] [G loss: 0.800143]
1119 [D loss: 0.662929, acc.: 53.12%] [G loss: 0.824077]
1120 [D loss: 0.656904, acc.: 62.50%] [G loss: 0.813548]
1121 [D loss: 0.675656, acc.: 62.50%] [G loss: 0.810366]
1122 [D loss: 0.610254, acc.: 71.88%] [G loss: 0.784405]
1123 [D loss: 0.616549, acc.: 71.88%] [G loss: 0.806167]
1124 [D loss: 0.566637, acc.: 81.25%] [G loss: 0.796058]
1125 [D loss: 0.702932, acc.: 40.62%] [G loss: 0.761951]
1126 [D loss: 0.663476, acc.: 50.00%] [G loss: 0.758222]
1127 [D loss: 0.622640, acc.: 59.38%] [G loss: 0.764261]
1128 [D loss: 0.663569, acc.: 59.38%] [G loss: 0.755623]
1129 [D loss: 0.636388, acc.: 65.62%] [G loss: 0.757077]
1130 [D loss: 0.625064, acc.: 68.75%] [G loss: 0.774900]
1131 [D loss: 0.610440, acc.: 65.62%] [G loss: 0.872020]
1132 [D loss: 0.593349, acc.: 78.12%] [G loss: 0.805960]
1133 [D loss: 0.677680, acc.: 59.38%] [G loss: 0.799944]
1134 [D loss: 0.613632, acc.: 75.00%] [G loss: 0.843548]
1135 [D loss: 0.652564, acc.: 59.38%] [G loss: 0.823808]
1136 [D loss: 0.615528, acc.: 65.62%] [G loss: 0.834661]
1137 [D loss: 0.657253, acc.: 56.25%] [G loss: 0.824354]
1138 [D loss: 0.593514, acc.: 78.12%] [G loss: 0.819451]
1139 [D loss: 0.690411, acc.: 50.00%] [G loss: 0.801004]
1140 [D loss: 0.611189, acc.: 62.50%] [G loss: 0.844328]
1141 [D loss: 0.641975, acc.: 62.50%] [G loss: 0.783541]
1142 [D loss: 0.604181, acc.: 68.75%] [G loss: 0.778282]
1143 [D loss: 0.591318, acc.: 59.38%] [G loss: 0.835744]
1144 [D loss: 0.632734, acc.: 75.00%] [G loss: 0.811353]
1145 [D loss: 0.594774, acc.: 62.50%] [G loss: 0.822551]
1146 [D loss: 0.569258, acc.: 71.88%] [G loss: 0.797611]
1147 [D loss: 0.633792, acc.: 53.12%] [G loss: 0.825489]
1148 [D loss: 0.622019, acc.: 62.50%] [G loss: 0.777795]
1149 [D loss: 0.726872, acc.: 46.88%] [G loss: 0.867148]
1150 [D loss: 0.700627, acc.: 46.88%] [G loss: 0.874836]
1151 [D loss: 0.651174, acc.: 65.62%] [G loss: 0.788276]
1152 [D loss: 0.611264, acc.: 62.50%] [G loss: 0.786884]
1153 [D loss: 0.629057, acc.: 59.38%] [G loss: 0.804448]
1154 [D loss: 0.693528, acc.: 46.88%] [G loss: 0.828822]
1155 [D loss: 0.635589, acc.: 62.50%] [G loss: 0.794376]
1156 [D loss: 0.603511, acc.: 75.00%] [G loss: 0.758112]
1157 [D loss: 0.647983, acc.: 68.75%] [G loss: 0.783044]
1158 [D loss: 0.625920, acc.: 71.88%] [G loss: 0.813730]
1159 [D loss: 0.581631, acc.: 81.25%] [G loss: 0.823156]
1160 [D loss: 0.583991, acc.: 75.00%] [G loss: 0.816147]
1161 [D loss: 0.608162, acc.: 68.75%] [G loss: 0.781918]
1162 [D loss: 0.700251, acc.: 62.50%] [G loss: 0.801317]
1163 [D loss: 0.645555, acc.: 65.62%] [G loss: 0.822625]
1164 [D loss: 0.635939, acc.: 65.62%] [G loss: 0.838924]
1165 [D loss: 0.619576, acc.: 68.75%] [G loss: 0.825926]
1166 [D loss: 0.661548, acc.: 59.38%] [G loss: 0.831714]
1167 [D loss: 0.570639, acc.: 71.88%] [G loss: 0.886042]
1168 [D loss: 0.633656, acc.: 68.75%] [G loss: 0.890460]
1169 [D loss: 0.583447, acc.: 75.00%] [G loss: 0.821988]
1170 [D loss: 0.627367, acc.: 68.75%] [G loss: 0.818333]
1171 [D loss: 0.569619, acc.: 81.25%] [G loss: 0.819558]
1172 [D loss: 0.560534, acc.: 78.12%] [G loss: 0.856510]
1173 [D loss: 0.563183, acc.: 68.75%] [G loss: 0.887216]
1174 [D loss: 0.561364, acc.: 81.25%] [G loss: 0.965108]
1175 [D loss: 0.671999, acc.: 62.50%] [G loss: 0.880831]
1176 [D loss: 0.657237, acc.: 65.62%] [G loss: 0.788877]
1177 [D loss: 0.634636, acc.: 71.88%] [G loss: 0.791378]
1178 [D loss: 0.627616, acc.: 71.88%] [G loss: 0.786992]
1179 [D loss: 0.697751, acc.: 50.00%] [G loss: 0.828270]
1180 [D loss: 0.606938, acc.: 71.88%] [G loss: 0.901096]
1181 [D loss: 0.585748, acc.: 75.00%] [G loss: 0.868359]
1182 [D loss: 0.577416, acc.: 75.00%] [G loss: 0.887637]
1183 [D loss: 0.661812, acc.: 56.25%] [G loss: 0.846270]
1184 [D loss: 0.654998, acc.: 53.12%] [G loss: 0.780522]
1185 [D loss: 0.606233, acc.: 71.88%] [G loss: 0.747584]
1186 [D loss: 0.670422, acc.: 53.12%] [G loss: 0.832137]
1187 [D loss: 0.644573, acc.: 53.12%] [G loss: 0.824344]
1188 [D loss: 0.612544, acc.: 65.62%] [G loss: 0.796500]
1189 [D loss: 0.697911, acc.: 43.75%] [G loss: 0.827543]
1190 [D loss: 0.676180, acc.: 59.38%] [G loss: 0.848366]
1191 [D loss: 0.670009, acc.: 53.12%] [G loss: 0.889678]
1192 [D loss: 0.624334, acc.: 62.50%] [G loss: 0.904406]
1193 [D loss: 0.592245, acc.: 75.00%] [G loss: 0.821913]
1194 [D loss: 0.649534, acc.: 59.38%] [G loss: 0.766653]
1195 [D loss: 0.642515, acc.: 56.25%] [G loss: 0.797525]
1196 [D loss: 0.649943, acc.: 62.50%] [G loss: 0.877925]
1197 [D loss: 0.680771, acc.: 56.25%] [G loss: 0.820789]
1198 [D loss: 0.597359, acc.: 78.12%] [G loss: 0.819016]
1199 [D loss: 0.642665, acc.: 68.75%] [G loss: 0.788320]
1200 [D loss: 0.558096, acc.: 81.25%] [G loss: 0.819161]
1201 [D loss: 0.672158, acc.: 56.25%] [G loss: 0.792642]
1202 [D loss: 0.576250, acc.: 78.12%] [G loss: 0.774967]
1203 [D loss: 0.653077, acc.: 50.00%] [G loss: 0.766904]
1204 [D loss: 0.601381, acc.: 71.88%] [G loss: 0.825856]
1205 [D loss: 0.602077, acc.: 75.00%] [G loss: 0.874158]
1206 [D loss: 0.664529, acc.: 62.50%] [G loss: 0.881435]
1207 [D loss: 0.615100, acc.: 71.88%] [G loss: 0.833558]
1208 [D loss: 0.624208, acc.: 65.62%] [G loss: 0.893388]
1209 [D loss: 0.700966, acc.: 53.12%] [G loss: 0.858183]
1210 [D loss: 0.598480, acc.: 75.00%] [G loss: 0.855917]
1211 [D loss: 0.578939, acc.: 81.25%] [G loss: 0.850877]
1212 [D loss: 0.612200, acc.: 59.38%] [G loss: 0.876224]
1213 [D loss: 0.628410, acc.: 75.00%] [G loss: 0.857860]
1214 [D loss: 0.634708, acc.: 68.75%] [G loss: 0.813230]
1215 [D loss: 0.611143, acc.: 71.88%] [G loss: 0.829820]
1216 [D loss: 0.588541, acc.: 68.75%] [G loss: 0.875952]
1217 [D loss: 0.643362, acc.: 62.50%] [G loss: 0.871290]
1218 [D loss: 0.635425, acc.: 65.62%] [G loss: 0.832645]
1219 [D loss: 0.657140, acc.: 65.62%] [G loss: 0.830427]
1220 [D loss: 0.597225, acc.: 75.00%] [G loss: 0.859100]
1221 [D loss: 0.663691, acc.: 53.12%] [G loss: 0.838690]
1222 [D loss: 0.678625, acc.: 56.25%] [G loss: 0.838182]
1223 [D loss: 0.600701, acc.: 68.75%] [G loss: 0.860455]
1224 [D loss: 0.624560, acc.: 78.12%] [G loss: 0.821539]
1225 [D loss: 0.619007, acc.: 65.62%] [G loss: 0.872587]
1226 [D loss: 0.592940, acc.: 68.75%] [G loss: 0.889992]
1227 [D loss: 0.594329, acc.: 71.88%] [G loss: 0.843671]
1228 [D loss: 0.643037, acc.: 62.50%] [G loss: 0.856391]
1229 [D loss: 0.612448, acc.: 75.00%] [G loss: 0.870153]
1230 [D loss: 0.620888, acc.: 71.88%] [G loss: 0.805395]
1231 [D loss: 0.636942, acc.: 59.38%] [G loss: 0.801909]
1232 [D loss: 0.654872, acc.: 62.50%] [G loss: 0.819362]
1233 [D loss: 0.631600, acc.: 68.75%] [G loss: 0.843933]
1234 [D loss: 0.601612, acc.: 68.75%] [G loss: 0.842525]
1235 [D loss: 0.622504, acc.: 68.75%] [G loss: 0.839606]
1236 [D loss: 0.562026, acc.: 84.38%] [G loss: 0.851948]
1237 [D loss: 0.626908, acc.: 68.75%] [G loss: 0.855608]
1238 [D loss: 0.613706, acc.: 75.00%] [G loss: 0.830165]
1239 [D loss: 0.662935, acc.: 71.88%] [G loss: 0.843680]
1240 [D loss: 0.652663, acc.: 53.12%] [G loss: 0.864718]
1241 [D loss: 0.623776, acc.: 62.50%] [G loss: 0.833737]
1242 [D loss: 0.620988, acc.: 71.88%] [G loss: 0.868332]
1243 [D loss: 0.611323, acc.: 62.50%] [G loss: 0.825281]
1244 [D loss: 0.595747, acc.: 68.75%] [G loss: 0.827363]
1245 [D loss: 0.641938, acc.: 56.25%] [G loss: 0.844748]
1246 [D loss: 0.678281, acc.: 53.12%] [G loss: 0.848245]
1247 [D loss: 0.600390, acc.: 71.88%] [G loss: 0.843359]
1248 [D loss: 0.643185, acc.: 53.12%] [G loss: 0.811528]
1249 [D loss: 0.613306, acc.: 62.50%] [G loss: 0.878355]
1250 [D loss: 0.643669, acc.: 62.50%] [G loss: 0.874593]
1251 [D loss: 0.652658, acc.: 56.25%] [G loss: 0.845533]
1252 [D loss: 0.634818, acc.: 65.62%] [G loss: 0.892746]
1253 [D loss: 0.615757, acc.: 75.00%] [G loss: 0.874200]
1254 [D loss: 0.592746, acc.: 75.00%] [G loss: 0.846231]
1255 [D loss: 0.690935, acc.: 46.88%] [G loss: 0.808137]
1256 [D loss: 0.646351, acc.: 68.75%] [G loss: 0.793683]
1257 [D loss: 0.641909, acc.: 62.50%] [G loss: 0.821843]
1258 [D loss: 0.653267, acc.: 65.62%] [G loss: 0.843478]
1259 [D loss: 0.615861, acc.: 62.50%] [G loss: 0.800012]
1260 [D loss: 0.646361, acc.: 65.62%] [G loss: 0.798781]
1261 [D loss: 0.673514, acc.: 56.25%] [G loss: 0.786191]
1262 [D loss: 0.669194, acc.: 56.25%] [G loss: 0.776430]
1263 [D loss: 0.662088, acc.: 56.25%] [G loss: 0.796151]
1264 [D loss: 0.656526, acc.: 56.25%] [G loss: 0.873812]
1265 [D loss: 0.636181, acc.: 62.50%] [G loss: 0.936787]
1266 [D loss: 0.644605, acc.: 62.50%] [G loss: 0.854390]
1267 [D loss: 0.662260, acc.: 56.25%] [G loss: 0.840700]
1268 [D loss: 0.541996, acc.: 84.38%] [G loss: 0.886618]
1269 [D loss: 0.690058, acc.: 46.88%] [G loss: 0.916352]
1270 [D loss: 0.616736, acc.: 68.75%] [G loss: 0.859930]
1271 [D loss: 0.685297, acc.: 56.25%] [G loss: 0.848037]
1272 [D loss: 0.583467, acc.: 71.88%] [G loss: 0.875203]
1273 [D loss: 0.644548, acc.: 56.25%] [G loss: 0.849674]
1274 [D loss: 0.606347, acc.: 68.75%] [G loss: 0.844007]
1275 [D loss: 0.631795, acc.: 53.12%] [G loss: 0.849297]
1276 [D loss: 0.663986, acc.: 59.38%] [G loss: 0.825546]
1277 [D loss: 0.652404, acc.: 53.12%] [G loss: 0.773340]
1278 [D loss: 0.584810, acc.: 71.88%] [G loss: 0.813849]
1279 [D loss: 0.618853, acc.: 68.75%] [G loss: 0.833832]
1280 [D loss: 0.653708, acc.: 59.38%] [G loss: 0.822910]
1281 [D loss: 0.685957, acc.: 46.88%] [G loss: 0.849771]
1282 [D loss: 0.650620, acc.: 53.12%] [G loss: 0.863760]
1283 [D loss: 0.626263, acc.: 68.75%] [G loss: 0.864119]
1284 [D loss: 0.629370, acc.: 68.75%] [G loss: 0.828135]
1285 [D loss: 0.576666, acc.: 81.25%] [G loss: 0.840750]
1286 [D loss: 0.655011, acc.: 56.25%] [G loss: 0.836704]
1287 [D loss: 0.543086, acc.: 78.12%] [G loss: 0.814395]
1288 [D loss: 0.641858, acc.: 62.50%] [G loss: 0.826470]
1289 [D loss: 0.588690, acc.: 75.00%] [G loss: 0.882557]
1290 [D loss: 0.600171, acc.: 65.62%] [G loss: 0.854144]
1291 [D loss: 0.564183, acc.: 71.88%] [G loss: 0.902722]
1292 [D loss: 0.581247, acc.: 71.88%] [G loss: 0.935483]
1293 [D loss: 0.636490, acc.: 62.50%] [G loss: 0.851239]
1294 [D loss: 0.629428, acc.: 62.50%] [G loss: 0.767713]
1295 [D loss: 0.624344, acc.: 62.50%] [G loss: 0.795445]
1296 [D loss: 0.623592, acc.: 68.75%] [G loss: 0.912694]
1297 [D loss: 0.683144, acc.: 59.38%] [G loss: 0.874875]
1298 [D loss: 0.671079, acc.: 53.12%] [G loss: 0.849152]
1299 [D loss: 0.593479, acc.: 68.75%] [G loss: 0.864376]
1300 [D loss: 0.540714, acc.: 78.12%] [G loss: 0.879600]
1301 [D loss: 0.742229, acc.: 40.62%] [G loss: 0.797425]
1302 [D loss: 0.681151, acc.: 46.88%] [G loss: 0.790633]
1303 [D loss: 0.637204, acc.: 68.75%] [G loss: 0.854027]
1304 [D loss: 0.583291, acc.: 71.88%] [G loss: 0.938657]
1305 [D loss: 0.612243, acc.: 62.50%] [G loss: 0.868095]
1306 [D loss: 0.642838, acc.: 65.62%] [G loss: 0.794074]
1307 [D loss: 0.657662, acc.: 62.50%] [G loss: 0.792499]
1308 [D loss: 0.610266, acc.: 71.88%] [G loss: 0.792363]
1309 [D loss: 0.615930, acc.: 65.62%] [G loss: 0.823840]
1310 [D loss: 0.574947, acc.: 78.12%] [G loss: 0.825538]
1311 [D loss: 0.627144, acc.: 68.75%] [G loss: 0.778550]
1312 [D loss: 0.626334, acc.: 62.50%] [G loss: 0.770337]
1313 [D loss: 0.543345, acc.: 81.25%] [G loss: 0.805202]
1314 [D loss: 0.563517, acc.: 65.62%] [G loss: 0.899869]
1315 [D loss: 0.640932, acc.: 56.25%] [G loss: 0.797178]
1316 [D loss: 0.651346, acc.: 59.38%] [G loss: 0.849536]
1317 [D loss: 0.579670, acc.: 75.00%] [G loss: 0.891758]
1318 [D loss: 0.621929, acc.: 59.38%] [G loss: 0.843673]
1319 [D loss: 0.605424, acc.: 71.88%] [G loss: 0.828830]
1320 [D loss: 0.614151, acc.: 71.88%] [G loss: 0.861247]
1321 [D loss: 0.639347, acc.: 62.50%] [G loss: 0.813148]
1322 [D loss: 0.643932, acc.: 59.38%] [G loss: 0.817565]
1323 [D loss: 0.614590, acc.: 68.75%] [G loss: 0.895401]
1324 [D loss: 0.568187, acc.: 75.00%] [G loss: 0.880919]
1325 [D loss: 0.603042, acc.: 62.50%] [G loss: 0.853430]
1326 [D loss: 0.649130, acc.: 62.50%] [G loss: 0.806118]
1327 [D loss: 0.601998, acc.: 75.00%] [G loss: 0.852812]
1328 [D loss: 0.587653, acc.: 71.88%] [G loss: 0.883051]
1329 [D loss: 0.659890, acc.: 53.12%] [G loss: 0.869333]
1330 [D loss: 0.541435, acc.: 87.50%] [G loss: 0.839682]
1331 [D loss: 0.636477, acc.: 59.38%] [G loss: 0.877663]
1332 [D loss: 0.645089, acc.: 71.88%] [G loss: 0.830540]
1333 [D loss: 0.640464, acc.: 68.75%] [G loss: 0.896459]
1334 [D loss: 0.600626, acc.: 75.00%] [G loss: 0.859900]
1335 [D loss: 0.629943, acc.: 65.62%] [G loss: 0.898914]
1336 [D loss: 0.621735, acc.: 68.75%] [G loss: 0.842098]
1337 [D loss: 0.502534, acc.: 87.50%] [G loss: 0.887345]
1338 [D loss: 0.597035, acc.: 71.88%] [G loss: 0.859466]
1339 [D loss: 0.625786, acc.: 59.38%] [G loss: 0.802869]
1340 [D loss: 0.555764, acc.: 71.88%] [G loss: 0.876103]
1341 [D loss: 0.596439, acc.: 78.12%] [G loss: 0.901884]
1342 [D loss: 0.580960, acc.: 75.00%] [G loss: 0.860345]
1343 [D loss: 0.645512, acc.: 62.50%] [G loss: 0.881740]
1344 [D loss: 0.608427, acc.: 65.62%] [G loss: 0.873172]
1345 [D loss: 0.632872, acc.: 75.00%] [G loss: 0.860093]
1346 [D loss: 0.621843, acc.: 59.38%] [G loss: 0.869292]
1347 [D loss: 0.639728, acc.: 59.38%] [G loss: 0.838700]
1348 [D loss: 0.581653, acc.: 78.12%] [G loss: 0.914472]
1349 [D loss: 0.663489, acc.: 65.62%] [G loss: 0.830063]
1350 [D loss: 0.605636, acc.: 68.75%] [G loss: 0.851141]
1351 [D loss: 0.594197, acc.: 78.12%] [G loss: 0.852934]
1352 [D loss: 0.613910, acc.: 68.75%] [G loss: 0.859441]
1353 [D loss: 0.529476, acc.: 84.38%] [G loss: 0.831512]
1354 [D loss: 0.638484, acc.: 68.75%] [G loss: 0.871242]
1355 [D loss: 0.535186, acc.: 81.25%] [G loss: 0.896682]
1356 [D loss: 0.692423, acc.: 53.12%] [G loss: 0.838105]
1357 [D loss: 0.609784, acc.: 84.38%] [G loss: 0.830592]
1358 [D loss: 0.680483, acc.: 59.38%] [G loss: 0.793318]
1359 [D loss: 0.593177, acc.: 71.88%] [G loss: 0.812337]
1360 [D loss: 0.551548, acc.: 84.38%] [G loss: 0.868297]
1361 [D loss: 0.563615, acc.: 81.25%] [G loss: 0.871609]
1362 [D loss: 0.663060, acc.: 62.50%] [G loss: 0.849467]
1363 [D loss: 0.557542, acc.: 81.25%] [G loss: 0.854347]
1364 [D loss: 0.608955, acc.: 71.88%] [G loss: 0.820646]
1365 [D loss: 0.546428, acc.: 71.88%] [G loss: 0.875562]
1366 [D loss: 0.620674, acc.: 68.75%] [G loss: 0.898755]
1367 [D loss: 0.552951, acc.: 75.00%] [G loss: 0.943161]
1368 [D loss: 0.587932, acc.: 78.12%] [G loss: 0.868878]
1369 [D loss: 0.584433, acc.: 75.00%] [G loss: 0.858271]
1370 [D loss: 0.636234, acc.: 59.38%] [G loss: 0.847808]
1371 [D loss: 0.593356, acc.: 75.00%] [G loss: 0.803584]
1372 [D loss: 0.565147, acc.: 71.88%] [G loss: 0.841080]
1373 [D loss: 0.621488, acc.: 65.62%] [G loss: 0.828587]
1374 [D loss: 0.566072, acc.: 75.00%] [G loss: 0.851335]
1375 [D loss: 0.603942, acc.: 56.25%] [G loss: 0.843124]
1376 [D loss: 0.579418, acc.: 71.88%] [G loss: 0.905068]
1377 [D loss: 0.631420, acc.: 53.12%] [G loss: 0.867579]
1378 [D loss: 0.653250, acc.: 59.38%] [G loss: 0.864848]
1379 [D loss: 0.628678, acc.: 59.38%] [G loss: 0.907271]
1380 [D loss: 0.565681, acc.: 84.38%] [G loss: 0.886635]
1381 [D loss: 0.608932, acc.: 71.88%] [G loss: 0.855664]
1382 [D loss: 0.566541, acc.: 71.88%] [G loss: 0.886408]
1383 [D loss: 0.573658, acc.: 81.25%] [G loss: 0.887764]
1384 [D loss: 0.585440, acc.: 71.88%] [G loss: 0.943319]
1385 [D loss: 0.550125, acc.: 78.12%] [G loss: 0.891963]
1386 [D loss: 0.600621, acc.: 68.75%] [G loss: 0.909185]
1387 [D loss: 0.610171, acc.: 62.50%] [G loss: 0.983020]
1388 [D loss: 0.604973, acc.: 62.50%] [G loss: 1.030918]
1389 [D loss: 0.644650, acc.: 65.62%] [G loss: 0.867499]
1390 [D loss: 0.630799, acc.: 59.38%] [G loss: 0.845718]
1391 [D loss: 0.672432, acc.: 56.25%] [G loss: 0.871473]
1392 [D loss: 0.558891, acc.: 71.88%] [G loss: 0.868358]
1393 [D loss: 0.560074, acc.: 78.12%] [G loss: 0.923847]
1394 [D loss: 0.628997, acc.: 62.50%] [G loss: 0.905732]
1395 [D loss: 0.610215, acc.: 65.62%] [G loss: 0.956125]
1396 [D loss: 0.614806, acc.: 71.88%] [G loss: 0.890306]
1397 [D loss: 0.619355, acc.: 65.62%] [G loss: 0.894726]
1398 [D loss: 0.592164, acc.: 65.62%] [G loss: 0.873886]
1399 [D loss: 0.595323, acc.: 75.00%] [G loss: 0.842226]
1400 [D loss: 0.613798, acc.: 65.62%] [G loss: 0.803022]
1401 [D loss: 0.609521, acc.: 71.88%] [G loss: 0.850600]
1402 [D loss: 0.686934, acc.: 50.00%] [G loss: 0.872981]
1403 [D loss: 0.613472, acc.: 68.75%] [G loss: 0.859457]
1404 [D loss: 0.585906, acc.: 71.88%] [G loss: 0.807938]
1405 [D loss: 0.606845, acc.: 65.62%] [G loss: 0.920256]
1406 [D loss: 0.530747, acc.: 75.00%] [G loss: 0.923620]
1407 [D loss: 0.562424, acc.: 78.12%] [G loss: 0.770361]
1408 [D loss: 0.655590, acc.: 56.25%] [G loss: 0.869523]
1409 [D loss: 0.564146, acc.: 78.12%] [G loss: 0.808165]
1410 [D loss: 0.571855, acc.: 81.25%] [G loss: 0.830696]
1411 [D loss: 0.736231, acc.: 50.00%] [G loss: 0.847606]
1412 [D loss: 0.639874, acc.: 65.62%] [G loss: 0.805423]
1413 [D loss: 0.657966, acc.: 56.25%] [G loss: 0.802747]
1414 [D loss: 0.696059, acc.: 56.25%] [G loss: 0.799182]
1415 [D loss: 0.611966, acc.: 59.38%] [G loss: 0.800197]
1416 [D loss: 0.640469, acc.: 68.75%] [G loss: 0.851431]
1417 [D loss: 0.625356, acc.: 65.62%] [G loss: 0.909836]
1418 [D loss: 0.569608, acc.: 75.00%] [G loss: 0.853166]
1419 [D loss: 0.603767, acc.: 65.62%] [G loss: 0.876389]
1420 [D loss: 0.635690, acc.: 59.38%] [G loss: 0.785193]
1421 [D loss: 0.647992, acc.: 68.75%] [G loss: 0.826114]
1422 [D loss: 0.621994, acc.: 65.62%] [G loss: 0.890147]
1423 [D loss: 0.569301, acc.: 71.88%] [G loss: 0.892544]
1424 [D loss: 0.607958, acc.: 56.25%] [G loss: 0.890232]
1425 [D loss: 0.614213, acc.: 59.38%] [G loss: 0.899947]
1426 [D loss: 0.577203, acc.: 65.62%] [G loss: 0.927310]
1427 [D loss: 0.636396, acc.: 62.50%] [G loss: 0.911044]
1428 [D loss: 0.681427, acc.: 62.50%] [G loss: 0.820768]
1429 [D loss: 0.581886, acc.: 71.88%] [G loss: 0.853743]
1430 [D loss: 0.554697, acc.: 71.88%] [G loss: 0.831800]
1431 [D loss: 0.636582, acc.: 56.25%] [G loss: 0.803579]
1432 [D loss: 0.711880, acc.: 50.00%] [G loss: 0.891170]
1433 [D loss: 0.649966, acc.: 56.25%] [G loss: 0.847972]
1434 [D loss: 0.571489, acc.: 84.38%] [G loss: 0.886945]
1435 [D loss: 0.591779, acc.: 75.00%] [G loss: 0.849016]
1436 [D loss: 0.630866, acc.: 68.75%] [G loss: 0.877185]
1437 [D loss: 0.648139, acc.: 68.75%] [G loss: 0.863714]
1438 [D loss: 0.654176, acc.: 62.50%] [G loss: 0.896567]
1439 [D loss: 0.594539, acc.: 71.88%] [G loss: 0.882215]
1440 [D loss: 0.588417, acc.: 68.75%] [G loss: 0.911762]
1441 [D loss: 0.623652, acc.: 62.50%] [G loss: 0.910898]
1442 [D loss: 0.609463, acc.: 68.75%] [G loss: 0.880562]
1443 [D loss: 0.682964, acc.: 62.50%] [G loss: 0.745521]
1444 [D loss: 0.611642, acc.: 62.50%] [G loss: 0.816466]
1445 [D loss: 0.597735, acc.: 68.75%] [G loss: 0.819038]
1446 [D loss: 0.594383, acc.: 65.62%] [G loss: 0.860496]
1447 [D loss: 0.659613, acc.: 59.38%] [G loss: 0.811187]
1448 [D loss: 0.587186, acc.: 71.88%] [G loss: 0.787450]
1449 [D loss: 0.648792, acc.: 62.50%] [G loss: 0.789476]
1450 [D loss: 0.625520, acc.: 78.12%] [G loss: 0.827615]
1451 [D loss: 0.601766, acc.: 65.62%] [G loss: 0.837910]
1452 [D loss: 0.706883, acc.: 50.00%] [G loss: 0.831487]
1453 [D loss: 0.631284, acc.: 78.12%] [G loss: 0.855424]
1454 [D loss: 0.626821, acc.: 62.50%] [G loss: 0.808462]
1455 [D loss: 0.613426, acc.: 65.62%] [G loss: 0.859270]
1456 [D loss: 0.616791, acc.: 65.62%] [G loss: 0.875805]
1457 [D loss: 0.580657, acc.: 78.12%] [G loss: 0.880328]
1458 [D loss: 0.593136, acc.: 78.12%] [G loss: 0.855222]
1459 [D loss: 0.652870, acc.: 65.62%] [G loss: 0.924740]
1460 [D loss: 0.585811, acc.: 90.62%] [G loss: 0.840270]
1461 [D loss: 0.604591, acc.: 65.62%] [G loss: 0.840758]
1462 [D loss: 0.655464, acc.: 62.50%] [G loss: 0.804815]
1463 [D loss: 0.560161, acc.: 81.25%] [G loss: 0.814142]
1464 [D loss: 0.574270, acc.: 75.00%] [G loss: 0.849143]
1465 [D loss: 0.541819, acc.: 81.25%] [G loss: 0.912482]
1466 [D loss: 0.599888, acc.: 71.88%] [G loss: 0.916274]
1467 [D loss: 0.631598, acc.: 62.50%] [G loss: 0.868796]
1468 [D loss: 0.621959, acc.: 68.75%] [G loss: 0.864540]
1469 [D loss: 0.637847, acc.: 65.62%] [G loss: 0.858282]
1470 [D loss: 0.666138, acc.: 59.38%] [G loss: 0.864515]
1471 [D loss: 0.668219, acc.: 62.50%] [G loss: 0.822590]
1472 [D loss: 0.616161, acc.: 65.62%] [G loss: 0.867983]
1473 [D loss: 0.668000, acc.: 50.00%] [G loss: 0.852252]
1474 [D loss: 0.532898, acc.: 78.12%] [G loss: 0.935369]
1475 [D loss: 0.599202, acc.: 78.12%] [G loss: 0.946112]
1476 [D loss: 0.627019, acc.: 65.62%] [G loss: 0.887714]
1477 [D loss: 0.616319, acc.: 65.62%] [G loss: 0.875294]
1478 [D loss: 0.609256, acc.: 71.88%] [G loss: 0.829878]
1479 [D loss: 0.619354, acc.: 59.38%] [G loss: 0.803605]
1480 [D loss: 0.543895, acc.: 78.12%] [G loss: 0.822540]
1481 [D loss: 0.595805, acc.: 71.88%] [G loss: 0.821646]
1482 [D loss: 0.570980, acc.: 78.12%] [G loss: 0.771639]
1483 [D loss: 0.559343, acc.: 75.00%] [G loss: 0.838727]
1484 [D loss: 0.559148, acc.: 81.25%] [G loss: 0.866413]
1485 [D loss: 0.648150, acc.: 46.88%] [G loss: 0.905711]
1486 [D loss: 0.621271, acc.: 65.62%] [G loss: 0.903722]
1487 [D loss: 0.679023, acc.: 56.25%] [G loss: 0.889997]
1488 [D loss: 0.654819, acc.: 65.62%] [G loss: 0.876964]
1489 [D loss: 0.651455, acc.: 62.50%] [G loss: 0.829738]
1490 [D loss: 0.691756, acc.: 56.25%] [G loss: 0.831122]
1491 [D loss: 0.595978, acc.: 75.00%] [G loss: 0.884792]
1492 [D loss: 0.541281, acc.: 84.38%] [G loss: 0.913392]
1493 [D loss: 0.610368, acc.: 71.88%] [G loss: 0.880586]
1494 [D loss: 0.624388, acc.: 65.62%] [G loss: 0.859414]
1495 [D loss: 0.631761, acc.: 62.50%] [G loss: 0.885883]
1496 [D loss: 0.598900, acc.: 68.75%] [G loss: 0.920992]
1497 [D loss: 0.628533, acc.: 65.62%] [G loss: 0.913798]
1498 [D loss: 0.573587, acc.: 78.12%] [G loss: 0.860102]
1499 [D loss: 0.561040, acc.: 78.12%] [G loss: 0.864205]
1500 [D loss: 0.614867, acc.: 68.75%] [G loss: 0.931189]
1501 [D loss: 0.627832, acc.: 59.38%] [G loss: 0.870224]
1502 [D loss: 0.591382, acc.: 75.00%] [G loss: 0.944172]
1503 [D loss: 0.709888, acc.: 59.38%] [G loss: 0.840271]
1504 [D loss: 0.604126, acc.: 71.88%] [G loss: 0.857876]
1505 [D loss: 0.610800, acc.: 62.50%] [G loss: 0.826634]
1506 [D loss: 0.622450, acc.: 68.75%] [G loss: 0.873976]
1507 [D loss: 0.608584, acc.: 62.50%] [G loss: 0.913152]
1508 [D loss: 0.559994, acc.: 71.88%] [G loss: 0.926994]
1509 [D loss: 0.585457, acc.: 78.12%] [G loss: 0.874891]
1510 [D loss: 0.613249, acc.: 65.62%] [G loss: 0.923583]
1511 [D loss: 0.675895, acc.: 62.50%] [G loss: 0.831953]
1512 [D loss: 0.580009, acc.: 78.12%] [G loss: 0.827143]
1513 [D loss: 0.597363, acc.: 68.75%] [G loss: 0.802750]
1514 [D loss: 0.581607, acc.: 65.62%] [G loss: 0.839563]
1515 [D loss: 0.645601, acc.: 62.50%] [G loss: 0.837399]
1516 [D loss: 0.613791, acc.: 59.38%] [G loss: 0.868781]
1517 [D loss: 0.623192, acc.: 62.50%] [G loss: 0.833399]
1518 [D loss: 0.594952, acc.: 71.88%] [G loss: 0.881072]
1519 [D loss: 0.603409, acc.: 75.00%] [G loss: 0.862689]
1520 [D loss: 0.560513, acc.: 81.25%] [G loss: 0.909779]
1521 [D loss: 0.625077, acc.: 68.75%] [G loss: 0.858447]
1522 [D loss: 0.591635, acc.: 71.88%] [G loss: 0.870147]
1523 [D loss: 0.588202, acc.: 71.88%] [G loss: 0.805959]
1524 [D loss: 0.674592, acc.: 59.38%] [G loss: 0.879424]
1525 [D loss: 0.611099, acc.: 75.00%] [G loss: 0.866475]
1526 [D loss: 0.655432, acc.: 53.12%] [G loss: 0.865797]
1527 [D loss: 0.587541, acc.: 75.00%] [G loss: 0.896494]
1528 [D loss: 0.581257, acc.: 62.50%] [G loss: 0.860299]
1529 [D loss: 0.579997, acc.: 68.75%] [G loss: 0.892826]
1530 [D loss: 0.635164, acc.: 71.88%] [G loss: 0.875320]
1531 [D loss: 0.558262, acc.: 71.88%] [G loss: 0.863709]
1532 [D loss: 0.489176, acc.: 75.00%] [G loss: 0.900513]
1533 [D loss: 0.589339, acc.: 71.88%] [G loss: 0.921529]
1534 [D loss: 0.635907, acc.: 65.62%] [G loss: 0.923544]
1535 [D loss: 0.595289, acc.: 68.75%] [G loss: 0.975371]
1536 [D loss: 0.655785, acc.: 59.38%] [G loss: 0.886031]
1537 [D loss: 0.578651, acc.: 75.00%] [G loss: 0.850599]
1538 [D loss: 0.549458, acc.: 75.00%] [G loss: 0.922259]
1539 [D loss: 0.573367, acc.: 68.75%] [G loss: 0.867031]
1540 [D loss: 0.592440, acc.: 71.88%] [G loss: 0.881909]
1541 [D loss: 0.688113, acc.: 71.88%] [G loss: 0.932581]
1542 [D loss: 0.625585, acc.: 65.62%] [G loss: 0.912073]
1543 [D loss: 0.630755, acc.: 68.75%] [G loss: 0.879098]
1544 [D loss: 0.533221, acc.: 78.12%] [G loss: 0.885408]
1545 [D loss: 0.523545, acc.: 78.12%] [G loss: 0.870844]
1546 [D loss: 0.636042, acc.: 62.50%] [G loss: 0.867059]
1547 [D loss: 0.576582, acc.: 68.75%] [G loss: 0.878234]
1548 [D loss: 0.568620, acc.: 87.50%] [G loss: 0.937873]
1549 [D loss: 0.576583, acc.: 62.50%] [G loss: 0.962289]
1550 [D loss: 0.609471, acc.: 71.88%] [G loss: 0.932500]
1551 [D loss: 0.571499, acc.: 75.00%] [G loss: 0.872482]
1552 [D loss: 0.659937, acc.: 65.62%] [G loss: 0.916380]
1553 [D loss: 0.577419, acc.: 75.00%] [G loss: 0.901968]
1554 [D loss: 0.623157, acc.: 68.75%] [G loss: 0.899788]
1555 [D loss: 0.550532, acc.: 81.25%] [G loss: 0.874783]
1556 [D loss: 0.687861, acc.: 53.12%] [G loss: 0.885895]
1557 [D loss: 0.616436, acc.: 65.62%] [G loss: 0.957811]
1558 [D loss: 0.575895, acc.: 75.00%] [G loss: 0.925909]
1559 [D loss: 0.582721, acc.: 78.12%] [G loss: 0.919925]
1560 [D loss: 0.662341, acc.: 65.62%] [G loss: 0.821065]
1561 [D loss: 0.599042, acc.: 62.50%] [G loss: 0.847414]
1562 [D loss: 0.599538, acc.: 68.75%] [G loss: 0.870923]
1563 [D loss: 0.757569, acc.: 53.12%] [G loss: 0.814426]
1564 [D loss: 0.593127, acc.: 68.75%] [G loss: 0.921306]
1565 [D loss: 0.583605, acc.: 75.00%] [G loss: 0.918664]
1566 [D loss: 0.723814, acc.: 43.75%] [G loss: 0.894041]
1567 [D loss: 0.656121, acc.: 65.62%] [G loss: 0.849124]
1568 [D loss: 0.578203, acc.: 78.12%] [G loss: 0.914501]
1569 [D loss: 0.650656, acc.: 62.50%] [G loss: 0.874860]
1570 [D loss: 0.662290, acc.: 50.00%] [G loss: 0.805249]
1571 [D loss: 0.554948, acc.: 81.25%] [G loss: 0.894621]
1572 [D loss: 0.663650, acc.: 53.12%] [G loss: 0.840481]
1573 [D loss: 0.580570, acc.: 71.88%] [G loss: 0.850119]
1574 [D loss: 0.604971, acc.: 71.88%] [G loss: 0.882856]
1575 [D loss: 0.575772, acc.: 68.75%] [G loss: 0.879500]
1576 [D loss: 0.583779, acc.: 65.62%] [G loss: 0.887077]
1577 [D loss: 0.610720, acc.: 65.62%] [G loss: 0.879335]
1578 [D loss: 0.593613, acc.: 65.62%] [G loss: 0.907635]
1579 [D loss: 0.538076, acc.: 84.38%] [G loss: 0.891448]
1580 [D loss: 0.684992, acc.: 53.12%] [G loss: 0.871111]
1581 [D loss: 0.633464, acc.: 53.12%] [G loss: 0.749903]
1582 [D loss: 0.676356, acc.: 56.25%] [G loss: 0.833298]
1583 [D loss: 0.666169, acc.: 53.12%] [G loss: 0.849968]
1584 [D loss: 0.535817, acc.: 75.00%] [G loss: 0.933170]
1585 [D loss: 0.641867, acc.: 62.50%] [G loss: 0.876088]
1586 [D loss: 0.651569, acc.: 59.38%] [G loss: 0.873700]
1587 [D loss: 0.566697, acc.: 68.75%] [G loss: 0.937692]
1588 [D loss: 0.603691, acc.: 59.38%] [G loss: 0.952939]
1589 [D loss: 0.637197, acc.: 56.25%] [G loss: 1.010453]
1590 [D loss: 0.652679, acc.: 59.38%] [G loss: 0.896724]
1591 [D loss: 0.598813, acc.: 75.00%] [G loss: 0.862165]
1592 [D loss: 0.615965, acc.: 68.75%] [G loss: 0.892295]
1593 [D loss: 0.639670, acc.: 68.75%] [G loss: 0.887592]
1594 [D loss: 0.637829, acc.: 68.75%] [G loss: 0.853039]
1595 [D loss: 0.617483, acc.: 56.25%] [G loss: 0.934484]
1596 [D loss: 0.665432, acc.: 56.25%] [G loss: 0.888499]
1597 [D loss: 0.639721, acc.: 62.50%] [G loss: 0.963714]
1598 [D loss: 0.633863, acc.: 53.12%] [G loss: 0.887372]
1599 [D loss: 0.606521, acc.: 65.62%] [G loss: 0.891489]
1600 [D loss: 0.615133, acc.: 71.88%] [G loss: 0.923866]
1601 [D loss: 0.619409, acc.: 62.50%] [G loss: 0.891321]
1602 [D loss: 0.514696, acc.: 84.38%] [G loss: 0.884811]
1603 [D loss: 0.610643, acc.: 59.38%] [G loss: 0.915139]
1604 [D loss: 0.779947, acc.: 28.12%] [G loss: 0.818658]
1605 [D loss: 0.620488, acc.: 68.75%] [G loss: 0.860770]
1606 [D loss: 0.573746, acc.: 71.88%] [G loss: 0.895457]
1607 [D loss: 0.605582, acc.: 65.62%] [G loss: 0.947380]
1608 [D loss: 0.481427, acc.: 78.12%] [G loss: 0.975296]
1609 [D loss: 0.618475, acc.: 65.62%] [G loss: 0.917416]
1610 [D loss: 0.658685, acc.: 65.62%] [G loss: 0.870709]
1611 [D loss: 0.605142, acc.: 62.50%] [G loss: 0.826994]
1612 [D loss: 0.659259, acc.: 59.38%] [G loss: 0.780456]
1613 [D loss: 0.625001, acc.: 62.50%] [G loss: 0.811793]
1614 [D loss: 0.604091, acc.: 65.62%] [G loss: 0.895500]
1615 [D loss: 0.550804, acc.: 71.88%] [G loss: 0.891597]
1616 [D loss: 0.657546, acc.: 56.25%] [G loss: 0.901548]
1617 [D loss: 0.629081, acc.: 56.25%] [G loss: 0.883058]
1618 [D loss: 0.633739, acc.: 78.12%] [G loss: 0.853910]
1619 [D loss: 0.642397, acc.: 68.75%] [G loss: 0.871795]
1620 [D loss: 0.644034, acc.: 62.50%] [G loss: 0.826698]
1621 [D loss: 0.623955, acc.: 71.88%] [G loss: 0.866333]
1622 [D loss: 0.622140, acc.: 59.38%] [G loss: 0.771128]
1623 [D loss: 0.624959, acc.: 59.38%] [G loss: 0.779672]
1624 [D loss: 0.611847, acc.: 71.88%] [G loss: 0.868921]
1625 [D loss: 0.668669, acc.: 53.12%] [G loss: 0.883592]
1626 [D loss: 0.660964, acc.: 68.75%] [G loss: 0.912802]
1627 [D loss: 0.652753, acc.: 56.25%] [G loss: 0.909013]
1628 [D loss: 0.558783, acc.: 71.88%] [G loss: 0.889842]
1629 [D loss: 0.560050, acc.: 78.12%] [G loss: 0.956611]
1630 [D loss: 0.588139, acc.: 68.75%] [G loss: 0.929714]
1631 [D loss: 0.591197, acc.: 71.88%] [G loss: 0.939343]
1632 [D loss: 0.649711, acc.: 62.50%] [G loss: 0.903176]
1633 [D loss: 0.725281, acc.: 40.62%] [G loss: 0.812713]
1634 [D loss: 0.600336, acc.: 62.50%] [G loss: 0.822427]
1635 [D loss: 0.569324, acc.: 78.12%] [G loss: 0.833948]
1636 [D loss: 0.650971, acc.: 56.25%] [G loss: 0.843113]
1637 [D loss: 0.597278, acc.: 68.75%] [G loss: 0.901760]
1638 [D loss: 0.616579, acc.: 62.50%] [G loss: 0.957655]
1639 [D loss: 0.630615, acc.: 68.75%] [G loss: 0.834799]
1640 [D loss: 0.632748, acc.: 59.38%] [G loss: 0.917679]
1641 [D loss: 0.692011, acc.: 59.38%] [G loss: 0.826282]
1642 [D loss: 0.605519, acc.: 68.75%] [G loss: 0.907438]
1643 [D loss: 0.584421, acc.: 75.00%] [G loss: 0.909553]
1644 [D loss: 0.558165, acc.: 81.25%] [G loss: 0.799061]
1645 [D loss: 0.537830, acc.: 84.38%] [G loss: 0.831570]
1646 [D loss: 0.584141, acc.: 71.88%] [G loss: 0.856787]
1647 [D loss: 0.616074, acc.: 68.75%] [G loss: 0.862739]
1648 [D loss: 0.604243, acc.: 68.75%] [G loss: 0.801500]
1649 [D loss: 0.606980, acc.: 65.62%] [G loss: 0.815449]
1650 [D loss: 0.552522, acc.: 68.75%] [G loss: 0.812091]
1651 [D loss: 0.601305, acc.: 59.38%] [G loss: 0.891030]
1652 [D loss: 0.570826, acc.: 65.62%] [G loss: 0.898805]
1653 [D loss: 0.591371, acc.: 75.00%] [G loss: 0.886079]
1654 [D loss: 0.618384, acc.: 75.00%] [G loss: 0.876339]
1655 [D loss: 0.674053, acc.: 56.25%] [G loss: 0.912808]
1656 [D loss: 0.574212, acc.: 78.12%] [G loss: 0.840018]
1657 [D loss: 0.709088, acc.: 43.75%] [G loss: 0.800074]
1658 [D loss: 0.588348, acc.: 65.62%] [G loss: 0.790095]
1659 [D loss: 0.507437, acc.: 84.38%] [G loss: 0.865524]
1660 [D loss: 0.633669, acc.: 56.25%] [G loss: 0.917681]
1661 [D loss: 0.609635, acc.: 62.50%] [G loss: 0.843544]
1662 [D loss: 0.681140, acc.: 53.12%] [G loss: 0.826621]
1663 [D loss: 0.514067, acc.: 78.12%] [G loss: 0.924411]
1664 [D loss: 0.749949, acc.: 56.25%] [G loss: 0.894698]
1665 [D loss: 0.693138, acc.: 59.38%] [G loss: 0.957440]
1666 [D loss: 0.626221, acc.: 62.50%] [G loss: 0.899245]
1667 [D loss: 0.629299, acc.: 59.38%] [G loss: 0.952023]
1668 [D loss: 0.518606, acc.: 84.38%] [G loss: 0.820492]
1669 [D loss: 0.696988, acc.: 62.50%] [G loss: 0.848863]
1670 [D loss: 0.583400, acc.: 75.00%] [G loss: 0.928175]
1671 [D loss: 0.570570, acc.: 81.25%] [G loss: 0.960552]
1672 [D loss: 0.601439, acc.: 75.00%] [G loss: 0.912457]
1673 [D loss: 0.662099, acc.: 53.12%] [G loss: 0.903846]
1674 [D loss: 0.535479, acc.: 78.12%] [G loss: 0.906045]
1675 [D loss: 0.625785, acc.: 65.62%] [G loss: 0.898772]
1676 [D loss: 0.639467, acc.: 71.88%] [G loss: 0.818078]
1677 [D loss: 0.603630, acc.: 71.88%] [G loss: 0.875477]
1678 [D loss: 0.642292, acc.: 59.38%] [G loss: 0.867988]
1679 [D loss: 0.546108, acc.: 87.50%] [G loss: 0.899090]
1680 [D loss: 0.652088, acc.: 56.25%] [G loss: 0.829259]
1681 [D loss: 0.577032, acc.: 62.50%] [G loss: 0.827051]
1682 [D loss: 0.668325, acc.: 62.50%] [G loss: 0.823990]
1683 [D loss: 0.652237, acc.: 62.50%] [G loss: 0.858920]
1684 [D loss: 0.634149, acc.: 75.00%] [G loss: 0.891578]
1685 [D loss: 0.639119, acc.: 56.25%] [G loss: 0.906792]
1686 [D loss: 0.609970, acc.: 65.62%] [G loss: 0.951982]
1687 [D loss: 0.667549, acc.: 65.62%] [G loss: 0.893222]
1688 [D loss: 0.632586, acc.: 62.50%] [G loss: 0.809793]
1689 [D loss: 0.640610, acc.: 65.62%] [G loss: 0.936189]
1690 [D loss: 0.657617, acc.: 65.62%] [G loss: 0.916595]
1691 [D loss: 0.579085, acc.: 75.00%] [G loss: 0.846696]
1692 [D loss: 0.622839, acc.: 59.38%] [G loss: 0.909867]
1693 [D loss: 0.616090, acc.: 71.88%] [G loss: 0.888525]
1694 [D loss: 0.623384, acc.: 65.62%] [G loss: 0.887347]
1695 [D loss: 0.620710, acc.: 68.75%] [G loss: 0.887359]
1696 [D loss: 0.622246, acc.: 65.62%] [G loss: 0.894282]
1697 [D loss: 0.683610, acc.: 56.25%] [G loss: 0.833903]
1698 [D loss: 0.576125, acc.: 71.88%] [G loss: 0.857254]
1699 [D loss: 0.573107, acc.: 68.75%] [G loss: 0.929680]
1700 [D loss: 0.599378, acc.: 71.88%] [G loss: 0.899830]
1701 [D loss: 0.677131, acc.: 59.38%] [G loss: 0.894592]
1702 [D loss: 0.655161, acc.: 53.12%] [G loss: 0.887125]
1703 [D loss: 0.591952, acc.: 75.00%] [G loss: 0.930544]
1704 [D loss: 0.605154, acc.: 71.88%] [G loss: 0.942456]
1705 [D loss: 0.579125, acc.: 81.25%] [G loss: 0.944491]
1706 [D loss: 0.658947, acc.: 59.38%] [G loss: 0.866526]
1707 [D loss: 0.642923, acc.: 59.38%] [G loss: 0.880611]
1708 [D loss: 0.607647, acc.: 65.62%] [G loss: 0.850134]
1709 [D loss: 0.594516, acc.: 68.75%] [G loss: 0.877162]
1710 [D loss: 0.615648, acc.: 68.75%] [G loss: 0.942180]
1711 [D loss: 0.635180, acc.: 56.25%] [G loss: 0.952561]
1712 [D loss: 0.627858, acc.: 65.62%] [G loss: 0.880274]
1713 [D loss: 0.632686, acc.: 59.38%] [G loss: 0.858786]
1714 [D loss: 0.535898, acc.: 78.12%] [G loss: 0.898592]
1715 [D loss: 0.638391, acc.: 68.75%] [G loss: 1.006755]
1716 [D loss: 0.682364, acc.: 59.38%] [G loss: 0.858404]
1717 [D loss: 0.635607, acc.: 65.62%] [G loss: 0.816511]
1718 [D loss: 0.690816, acc.: 50.00%] [G loss: 0.869173]
1719 [D loss: 0.594830, acc.: 81.25%] [G loss: 0.874184]
1720 [D loss: 0.619077, acc.: 71.88%] [G loss: 0.832719]
1721 [D loss: 0.589524, acc.: 65.62%] [G loss: 0.890136]
1722 [D loss: 0.625518, acc.: 71.88%] [G loss: 0.910226]
1723 [D loss: 0.584185, acc.: 68.75%] [G loss: 0.944653]
1724 [D loss: 0.611592, acc.: 62.50%] [G loss: 0.955240]
1725 [D loss: 0.596018, acc.: 62.50%] [G loss: 0.897024]
1726 [D loss: 0.573129, acc.: 78.12%] [G loss: 0.870397]
1727 [D loss: 0.493916, acc.: 71.88%] [G loss: 0.867530]
1728 [D loss: 0.639682, acc.: 65.62%] [G loss: 0.875371]
1729 [D loss: 0.677162, acc.: 53.12%] [G loss: 0.898465]
1730 [D loss: 0.525580, acc.: 81.25%] [G loss: 0.885307]
1731 [D loss: 0.665025, acc.: 59.38%] [G loss: 0.899528]
1732 [D loss: 0.523012, acc.: 84.38%] [G loss: 0.956592]
1733 [D loss: 0.647167, acc.: 53.12%] [G loss: 0.901594]
1734 [D loss: 0.631309, acc.: 62.50%] [G loss: 0.889803]
1735 [D loss: 0.558030, acc.: 75.00%] [G loss: 0.894110]
1736 [D loss: 0.594041, acc.: 65.62%] [G loss: 0.887165]
1737 [D loss: 0.636934, acc.: 56.25%] [G loss: 0.908637]
1738 [D loss: 0.564116, acc.: 81.25%] [G loss: 0.829157]
1739 [D loss: 0.605734, acc.: 68.75%] [G loss: 0.812618]
1740 [D loss: 0.573606, acc.: 68.75%] [G loss: 0.953633]
1741 [D loss: 0.567387, acc.: 78.12%] [G loss: 0.968537]
1742 [D loss: 0.603179, acc.: 75.00%] [G loss: 0.975866]
1743 [D loss: 0.566009, acc.: 81.25%] [G loss: 0.943328]
1744 [D loss: 0.641970, acc.: 65.62%] [G loss: 0.983352]
1745 [D loss: 0.598939, acc.: 68.75%] [G loss: 0.929451]
1746 [D loss: 0.557970, acc.: 78.12%] [G loss: 0.951302]
1747 [D loss: 0.654205, acc.: 53.12%] [G loss: 0.956324]
1748 [D loss: 0.688437, acc.: 53.12%] [G loss: 0.918064]
1749 [D loss: 0.636355, acc.: 65.62%] [G loss: 0.839740]
1750 [D loss: 0.653269, acc.: 59.38%] [G loss: 0.867452]
1751 [D loss: 0.658012, acc.: 65.62%] [G loss: 0.922348]
1752 [D loss: 0.675698, acc.: 56.25%] [G loss: 0.928480]
1753 [D loss: 0.601807, acc.: 62.50%] [G loss: 0.964260]
1754 [D loss: 0.600986, acc.: 65.62%] [G loss: 0.974244]
1755 [D loss: 0.673255, acc.: 56.25%] [G loss: 0.948686]
1756 [D loss: 0.575531, acc.: 71.88%] [G loss: 0.885705]
1757 [D loss: 0.596495, acc.: 78.12%] [G loss: 0.865695]
1758 [D loss: 0.693307, acc.: 56.25%] [G loss: 1.018141]
1759 [D loss: 0.611554, acc.: 68.75%] [G loss: 0.905031]
1760 [D loss: 0.672521, acc.: 53.12%] [G loss: 0.936364]
1761 [D loss: 0.607422, acc.: 62.50%] [G loss: 0.986868]
1762 [D loss: 0.622907, acc.: 68.75%] [G loss: 0.896113]
1763 [D loss: 0.638516, acc.: 56.25%] [G loss: 0.887070]
1764 [D loss: 0.606941, acc.: 71.88%] [G loss: 0.896258]
1765 [D loss: 0.652667, acc.: 71.88%] [G loss: 0.841114]
1766 [D loss: 0.648968, acc.: 68.75%] [G loss: 0.826804]
1767 [D loss: 0.601592, acc.: 65.62%] [G loss: 0.889139]
1768 [D loss: 0.545558, acc.: 81.25%] [G loss: 0.977533]
1769 [D loss: 0.586853, acc.: 71.88%] [G loss: 0.959283]
1770 [D loss: 0.667419, acc.: 53.12%] [G loss: 1.010932]
1771 [D loss: 0.614735, acc.: 68.75%] [G loss: 0.926504]
1772 [D loss: 0.564454, acc.: 75.00%] [G loss: 0.975325]
1773 [D loss: 0.544522, acc.: 78.12%] [G loss: 0.939427]
1774 [D loss: 0.653045, acc.: 59.38%] [G loss: 0.924323]
1775 [D loss: 0.678262, acc.: 53.12%] [G loss: 0.928028]
1776 [D loss: 0.626384, acc.: 59.38%] [G loss: 0.893591]
1777 [D loss: 0.575644, acc.: 78.12%] [G loss: 0.980585]
1778 [D loss: 0.554177, acc.: 78.12%] [G loss: 0.931026]
1779 [D loss: 0.664146, acc.: 59.38%] [G loss: 0.890959]
1780 [D loss: 0.704357, acc.: 50.00%] [G loss: 0.863726]
1781 [D loss: 0.630062, acc.: 81.25%] [G loss: 0.847325]
1782 [D loss: 0.610580, acc.: 68.75%] [G loss: 0.818497]
1783 [D loss: 0.610090, acc.: 62.50%] [G loss: 0.881845]
1784 [D loss: 0.596826, acc.: 65.62%] [G loss: 0.840335]
1785 [D loss: 0.607637, acc.: 68.75%] [G loss: 0.899031]
1786 [D loss: 0.655419, acc.: 53.12%] [G loss: 0.922912]
1787 [D loss: 0.596023, acc.: 71.88%] [G loss: 0.844069]
1788 [D loss: 0.683127, acc.: 56.25%] [G loss: 0.894213]
1789 [D loss: 0.636288, acc.: 65.62%] [G loss: 0.911315]
1790 [D loss: 0.652178, acc.: 56.25%] [G loss: 0.857194]
1791 [D loss: 0.651905, acc.: 62.50%] [G loss: 0.831819]
1792 [D loss: 0.755430, acc.: 43.75%] [G loss: 0.837826]
1793 [D loss: 0.638619, acc.: 68.75%] [G loss: 0.856948]
1794 [D loss: 0.646351, acc.: 56.25%] [G loss: 0.880747]
1795 [D loss: 0.575296, acc.: 75.00%] [G loss: 0.864460]
1796 [D loss: 0.594049, acc.: 71.88%] [G loss: 0.884299]
1797 [D loss: 0.635816, acc.: 59.38%] [G loss: 0.870888]
1798 [D loss: 0.665757, acc.: 56.25%] [G loss: 0.824302]
1799 [D loss: 0.640396, acc.: 68.75%] [G loss: 0.795547]
1800 [D loss: 0.537405, acc.: 78.12%] [G loss: 0.861237]
1801 [D loss: 0.690211, acc.: 62.50%] [G loss: 0.838830]
1802 [D loss: 0.742845, acc.: 46.88%] [G loss: 0.880075]
1803 [D loss: 0.603324, acc.: 78.12%] [G loss: 0.911666]
1804 [D loss: 0.615559, acc.: 68.75%] [G loss: 0.896675]
1805 [D loss: 0.611395, acc.: 68.75%] [G loss: 0.884202]
1806 [D loss: 0.548447, acc.: 65.62%] [G loss: 0.864268]
1807 [D loss: 0.621411, acc.: 65.62%] [G loss: 0.774823]
1808 [D loss: 0.631478, acc.: 59.38%] [G loss: 0.770344]
1809 [D loss: 0.625590, acc.: 62.50%] [G loss: 0.731458]
1810 [D loss: 0.597906, acc.: 81.25%] [G loss: 0.871463]
1811 [D loss: 0.602658, acc.: 71.88%] [G loss: 0.853693]
1812 [D loss: 0.633972, acc.: 59.38%] [G loss: 0.829669]
1813 [D loss: 0.738780, acc.: 62.50%] [G loss: 0.858995]
1814 [D loss: 0.682855, acc.: 56.25%] [G loss: 0.825845]
1815 [D loss: 0.647169, acc.: 71.88%] [G loss: 0.820549]
1816 [D loss: 0.626787, acc.: 56.25%] [G loss: 0.915834]
1817 [D loss: 0.588055, acc.: 62.50%] [G loss: 0.923841]
1818 [D loss: 0.612435, acc.: 65.62%] [G loss: 0.952310]
1819 [D loss: 0.635074, acc.: 59.38%] [G loss: 0.853805]
1820 [D loss: 0.586975, acc.: 68.75%] [G loss: 0.844113]
1821 [D loss: 0.594760, acc.: 75.00%] [G loss: 0.866466]
1822 [D loss: 0.630057, acc.: 56.25%] [G loss: 0.911088]
1823 [D loss: 0.644875, acc.: 59.38%] [G loss: 0.873522]
1824 [D loss: 0.622828, acc.: 68.75%] [G loss: 0.856358]
1825 [D loss: 0.615388, acc.: 62.50%] [G loss: 0.821954]
1826 [D loss: 0.639082, acc.: 65.62%] [G loss: 0.813138]
1827 [D loss: 0.613736, acc.: 56.25%] [G loss: 0.838642]
1828 [D loss: 0.607296, acc.: 56.25%] [G loss: 0.849756]
1829 [D loss: 0.579244, acc.: 75.00%] [G loss: 0.923075]
1830 [D loss: 0.556027, acc.: 68.75%] [G loss: 0.948622]
1831 [D loss: 0.616034, acc.: 59.38%] [G loss: 0.911201]
1832 [D loss: 0.637597, acc.: 59.38%] [G loss: 0.944301]
1833 [D loss: 0.602704, acc.: 71.88%] [G loss: 0.915357]
1834 [D loss: 0.538783, acc.: 81.25%] [G loss: 0.897762]
1835 [D loss: 0.638901, acc.: 62.50%] [G loss: 0.920696]
1836 [D loss: 0.557139, acc.: 65.62%] [G loss: 0.878858]
1837 [D loss: 0.646850, acc.: 62.50%] [G loss: 0.960288]
1838 [D loss: 0.620347, acc.: 56.25%] [G loss: 0.885310]
1839 [D loss: 0.596541, acc.: 75.00%] [G loss: 0.857574]
1840 [D loss: 0.640211, acc.: 62.50%] [G loss: 0.895276]
1841 [D loss: 0.676287, acc.: 59.38%] [G loss: 0.902819]
1842 [D loss: 0.533931, acc.: 81.25%] [G loss: 0.908626]
1843 [D loss: 0.672424, acc.: 53.12%] [G loss: 0.959890]
1844 [D loss: 0.629326, acc.: 75.00%] [G loss: 0.869439]
1845 [D loss: 0.611324, acc.: 68.75%] [G loss: 0.945213]
1846 [D loss: 0.498838, acc.: 78.12%] [G loss: 0.930763]
1847 [D loss: 0.615958, acc.: 65.62%] [G loss: 0.872862]
1848 [D loss: 0.742267, acc.: 50.00%] [G loss: 0.889247]
1849 [D loss: 0.559714, acc.: 78.12%] [G loss: 0.857695]
1850 [D loss: 0.560401, acc.: 68.75%] [G loss: 0.873832]
1851 [D loss: 0.572549, acc.: 78.12%] [G loss: 0.879832]
1852 [D loss: 0.510827, acc.: 87.50%] [G loss: 0.882692]
1853 [D loss: 0.638637, acc.: 68.75%] [G loss: 0.913352]
1854 [D loss: 0.572551, acc.: 78.12%] [G loss: 0.953887]
1855 [D loss: 0.542143, acc.: 75.00%] [G loss: 0.929773]
1856 [D loss: 0.619730, acc.: 65.62%] [G loss: 0.874488]
1857 [D loss: 0.614378, acc.: 71.88%] [G loss: 0.846373]
1858 [D loss: 0.670141, acc.: 62.50%] [G loss: 0.888912]
1859 [D loss: 0.628969, acc.: 59.38%] [G loss: 0.895436]
1860 [D loss: 0.710412, acc.: 62.50%] [G loss: 0.906243]
1861 [D loss: 0.610494, acc.: 62.50%] [G loss: 0.913080]
1862 [D loss: 0.559681, acc.: 81.25%] [G loss: 0.826053]
1863 [D loss: 0.641224, acc.: 68.75%] [G loss: 0.891543]
1864 [D loss: 0.639976, acc.: 65.62%] [G loss: 0.903885]
1865 [D loss: 0.699586, acc.: 56.25%] [G loss: 0.854504]
1866 [D loss: 0.695814, acc.: 56.25%] [G loss: 0.859592]
1867 [D loss: 0.579591, acc.: 84.38%] [G loss: 0.951574]
1868 [D loss: 0.716991, acc.: 56.25%] [G loss: 0.868067]
1869 [D loss: 0.617937, acc.: 78.12%] [G loss: 0.837743]
1870 [D loss: 0.713297, acc.: 37.50%] [G loss: 0.786862]
1871 [D loss: 0.625393, acc.: 68.75%] [G loss: 0.809551]
1872 [D loss: 0.632766, acc.: 68.75%] [G loss: 0.885735]
1873 [D loss: 0.602037, acc.: 71.88%] [G loss: 0.892689]
1874 [D loss: 0.601122, acc.: 68.75%] [G loss: 0.841401]
1875 [D loss: 0.752258, acc.: 53.12%] [G loss: 0.718749]
1876 [D loss: 0.637047, acc.: 68.75%] [G loss: 0.779163]
1877 [D loss: 0.677479, acc.: 56.25%] [G loss: 0.798476]
1878 [D loss: 0.636947, acc.: 75.00%] [G loss: 0.787001]
1879 [D loss: 0.624778, acc.: 65.62%] [G loss: 0.840357]
1880 [D loss: 0.601493, acc.: 71.88%] [G loss: 0.814281]
1881 [D loss: 0.635677, acc.: 75.00%] [G loss: 0.823617]
1882 [D loss: 0.710109, acc.: 53.12%] [G loss: 0.851698]
1883 [D loss: 0.587284, acc.: 71.88%] [G loss: 0.834804]
1884 [D loss: 0.636604, acc.: 59.38%] [G loss: 0.820124]
1885 [D loss: 0.716746, acc.: 46.88%] [G loss: 0.799137]
1886 [D loss: 0.611062, acc.: 62.50%] [G loss: 0.792310]
1887 [D loss: 0.596427, acc.: 62.50%] [G loss: 0.839822]
1888 [D loss: 0.604627, acc.: 56.25%] [G loss: 0.940487]
1889 [D loss: 0.571852, acc.: 68.75%] [G loss: 0.880347]
1890 [D loss: 0.638117, acc.: 62.50%] [G loss: 0.862364]
1891 [D loss: 0.684193, acc.: 68.75%] [G loss: 0.876679]
1892 [D loss: 0.648854, acc.: 59.38%] [G loss: 0.824230]
1893 [D loss: 0.652919, acc.: 62.50%] [G loss: 0.835956]
1894 [D loss: 0.659576, acc.: 59.38%] [G loss: 0.842490]
1895 [D loss: 0.638438, acc.: 71.88%] [G loss: 0.867754]
1896 [D loss: 0.603852, acc.: 71.88%] [G loss: 0.853893]
1897 [D loss: 0.622259, acc.: 71.88%] [G loss: 0.900734]
1898 [D loss: 0.646876, acc.: 59.38%] [G loss: 0.906072]
1899 [D loss: 0.733061, acc.: 40.62%] [G loss: 0.896032]
1900 [D loss: 0.588685, acc.: 71.88%] [G loss: 0.808475]
1901 [D loss: 0.647302, acc.: 68.75%] [G loss: 0.869496]
1902 [D loss: 0.588795, acc.: 71.88%] [G loss: 0.922792]
1903 [D loss: 0.643773, acc.: 71.88%] [G loss: 0.873625]
1904 [D loss: 0.662873, acc.: 56.25%] [G loss: 0.868892]
1905 [D loss: 0.633013, acc.: 65.62%] [G loss: 0.889180]
1906 [D loss: 0.647442, acc.: 65.62%] [G loss: 0.845254]
1907 [D loss: 0.663954, acc.: 59.38%] [G loss: 0.824798]
1908 [D loss: 0.670369, acc.: 59.38%] [G loss: 0.824979]
1909 [D loss: 0.607738, acc.: 68.75%] [G loss: 0.840712]
1910 [D loss: 0.639347, acc.: 59.38%] [G loss: 0.838586]
1911 [D loss: 0.616928, acc.: 62.50%] [G loss: 0.877699]
1912 [D loss: 0.607121, acc.: 71.88%] [G loss: 0.901182]
1913 [D loss: 0.611122, acc.: 68.75%] [G loss: 0.928929]
1914 [D loss: 0.617979, acc.: 68.75%] [G loss: 0.864480]
1915 [D loss: 0.678553, acc.: 56.25%] [G loss: 0.878210]
1916 [D loss: 0.664822, acc.: 56.25%] [G loss: 0.895130]
1917 [D loss: 0.615312, acc.: 65.62%] [G loss: 0.867881]
1918 [D loss: 0.628756, acc.: 59.38%] [G loss: 0.862614]
1919 [D loss: 0.644119, acc.: 59.38%] [G loss: 0.901151]
1920 [D loss: 0.590767, acc.: 71.88%] [G loss: 0.909501]
1921 [D loss: 0.623238, acc.: 68.75%] [G loss: 0.879678]
1922 [D loss: 0.690101, acc.: 62.50%] [G loss: 0.899149]
1923 [D loss: 0.606892, acc.: 68.75%] [G loss: 0.855712]
1924 [D loss: 0.678033, acc.: 56.25%] [G loss: 0.877666]
1925 [D loss: 0.717461, acc.: 56.25%] [G loss: 0.822400]
1926 [D loss: 0.566133, acc.: 68.75%] [G loss: 0.844451]
1927 [D loss: 0.618760, acc.: 59.38%] [G loss: 0.888662]
1928 [D loss: 0.600017, acc.: 71.88%] [G loss: 0.978686]
1929 [D loss: 0.551274, acc.: 84.38%] [G loss: 0.941875]
1930 [D loss: 0.670665, acc.: 53.12%] [G loss: 0.929516]
1931 [D loss: 0.614396, acc.: 71.88%] [G loss: 0.910992]
1932 [D loss: 0.555567, acc.: 75.00%] [G loss: 0.911447]
1933 [D loss: 0.642816, acc.: 59.38%] [G loss: 0.874807]
1934 [D loss: 0.722687, acc.: 56.25%] [G loss: 0.827151]
1935 [D loss: 0.586949, acc.: 78.12%] [G loss: 0.915164]
1936 [D loss: 0.722617, acc.: 43.75%] [G loss: 0.944121]
1937 [D loss: 0.544405, acc.: 87.50%] [G loss: 0.911278]
1938 [D loss: 0.646800, acc.: 71.88%] [G loss: 0.941464]
1939 [D loss: 0.655821, acc.: 62.50%] [G loss: 0.838966]
1940 [D loss: 0.622770, acc.: 68.75%] [G loss: 0.862223]
1941 [D loss: 0.606240, acc.: 62.50%] [G loss: 0.922163]
1942 [D loss: 0.622842, acc.: 71.88%] [G loss: 0.868714]
1943 [D loss: 0.528273, acc.: 78.12%] [G loss: 0.816731]
1944 [D loss: 0.656284, acc.: 62.50%] [G loss: 0.858627]
1945 [D loss: 0.665690, acc.: 62.50%] [G loss: 0.812688]
1946 [D loss: 0.590251, acc.: 71.88%] [G loss: 0.725514]
1947 [D loss: 0.563159, acc.: 78.12%] [G loss: 0.777485]
1948 [D loss: 0.649833, acc.: 68.75%] [G loss: 0.834947]
1949 [D loss: 0.582651, acc.: 81.25%] [G loss: 0.935800]
1950 [D loss: 0.621314, acc.: 62.50%] [G loss: 0.914277]
1951 [D loss: 0.684431, acc.: 59.38%] [G loss: 0.938485]
1952 [D loss: 0.755268, acc.: 40.62%] [G loss: 0.878191]
1953 [D loss: 0.616374, acc.: 68.75%] [G loss: 0.924716]
1954 [D loss: 0.686980, acc.: 56.25%] [G loss: 0.863325]
1955 [D loss: 0.578575, acc.: 68.75%] [G loss: 0.947140]
1956 [D loss: 0.691189, acc.: 56.25%] [G loss: 0.972687]
1957 [D loss: 0.630244, acc.: 62.50%] [G loss: 0.896291]
1958 [D loss: 0.581864, acc.: 78.12%] [G loss: 0.842399]
1959 [D loss: 0.644836, acc.: 65.62%] [G loss: 0.887314]
1960 [D loss: 0.616257, acc.: 68.75%] [G loss: 0.843473]
1961 [D loss: 0.679856, acc.: 53.12%] [G loss: 0.861584]
1962 [D loss: 0.571120, acc.: 81.25%] [G loss: 0.836316]
1963 [D loss: 0.633588, acc.: 65.62%] [G loss: 0.951330]
1964 [D loss: 0.653635, acc.: 59.38%] [G loss: 0.891590]
1965 [D loss: 0.597275, acc.: 75.00%] [G loss: 0.885022]
1966 [D loss: 0.655258, acc.: 53.12%] [G loss: 0.897619]
1967 [D loss: 0.663494, acc.: 50.00%] [G loss: 0.879099]
1968 [D loss: 0.559784, acc.: 84.38%] [G loss: 0.851764]
1969 [D loss: 0.601855, acc.: 68.75%] [G loss: 0.826358]
1970 [D loss: 0.614050, acc.: 62.50%] [G loss: 0.947056]
1971 [D loss: 0.611356, acc.: 65.62%] [G loss: 0.899611]
1972 [D loss: 0.587615, acc.: 75.00%] [G loss: 0.910571]
1973 [D loss: 0.650326, acc.: 62.50%] [G loss: 0.873740]
1974 [D loss: 0.683305, acc.: 53.12%] [G loss: 0.895357]
1975 [D loss: 0.590034, acc.: 65.62%] [G loss: 0.929232]
1976 [D loss: 0.582325, acc.: 71.88%] [G loss: 0.861920]
1977 [D loss: 0.698436, acc.: 46.88%] [G loss: 0.736300]
1978 [D loss: 0.637777, acc.: 59.38%] [G loss: 0.811450]
1979 [D loss: 0.726598, acc.: 46.88%] [G loss: 0.772029]
1980 [D loss: 0.639215, acc.: 62.50%] [G loss: 0.849723]
1981 [D loss: 0.627139, acc.: 65.62%] [G loss: 0.835373]
1982 [D loss: 0.626790, acc.: 65.62%] [G loss: 0.800250]
1983 [D loss: 0.533983, acc.: 75.00%] [G loss: 0.870940]
1984 [D loss: 0.580195, acc.: 75.00%] [G loss: 0.899163]
1985 [D loss: 0.631856, acc.: 59.38%] [G loss: 0.884208]
1986 [D loss: 0.655305, acc.: 53.12%] [G loss: 0.822916]
1987 [D loss: 0.563940, acc.: 81.25%] [G loss: 0.874734]
1988 [D loss: 0.562794, acc.: 71.88%] [G loss: 0.863234]
1989 [D loss: 0.668530, acc.: 65.62%] [G loss: 0.777463]
1990 [D loss: 0.649106, acc.: 59.38%] [G loss: 0.777643]
1991 [D loss: 0.592213, acc.: 75.00%] [G loss: 0.796493]
1992 [D loss: 0.657143, acc.: 68.75%] [G loss: 0.809691]
1993 [D loss: 0.701324, acc.: 56.25%] [G loss: 0.872535]
1994 [D loss: 0.670020, acc.: 56.25%] [G loss: 0.846612]
1995 [D loss: 0.610609, acc.: 65.62%] [G loss: 0.910317]
1996 [D loss: 0.567622, acc.: 65.62%] [G loss: 0.887733]
1997 [D loss: 0.647852, acc.: 56.25%] [G loss: 0.801535]
1998 [D loss: 0.598693, acc.: 75.00%] [G loss: 0.845992]
1999 [D loss: 0.593214, acc.: 71.88%] [G loss: 0.817086]
2000 [D loss: 0.688588, acc.: 62.50%] [G loss: 0.797830]
2001 [D loss: 0.618584, acc.: 68.75%] [G loss: 0.889594]
2002 [D loss: 0.613746, acc.: 75.00%] [G loss: 0.932646]
2003 [D loss: 0.521025, acc.: 87.50%] [G loss: 0.940811]
2004 [D loss: 0.578925, acc.: 78.12%] [G loss: 0.866258]
2005 [D loss: 0.626844, acc.: 65.62%] [G loss: 0.958638]
2006 [D loss: 0.577533, acc.: 78.12%] [G loss: 0.913883]
2007 [D loss: 0.615860, acc.: 68.75%] [G loss: 0.927975]
2008 [D loss: 0.702011, acc.: 53.12%] [G loss: 0.859689]
2009 [D loss: 0.604330, acc.: 75.00%] [G loss: 0.865023]
2010 [D loss: 0.597480, acc.: 71.88%] [G loss: 0.862427]
2011 [D loss: 0.526283, acc.: 81.25%] [G loss: 0.851962]
2012 [D loss: 0.674637, acc.: 59.38%] [G loss: 0.873478]
2013 [D loss: 0.594123, acc.: 65.62%] [G loss: 0.906655]
2014 [D loss: 0.609172, acc.: 65.62%] [G loss: 0.987427]
2015 [D loss: 0.547522, acc.: 84.38%] [G loss: 0.894745]
2016 [D loss: 0.631163, acc.: 68.75%] [G loss: 0.896062]
2017 [D loss: 0.553125, acc.: 75.00%] [G loss: 0.911757]
2018 [D loss: 0.614755, acc.: 62.50%] [G loss: 0.864270]
2019 [D loss: 0.607217, acc.: 78.12%] [G loss: 0.823697]
2020 [D loss: 0.576409, acc.: 81.25%] [G loss: 0.863853]
2021 [D loss: 0.607660, acc.: 71.88%] [G loss: 0.908925]
2022 [D loss: 0.554701, acc.: 71.88%] [G loss: 0.938983]
2023 [D loss: 0.625441, acc.: 62.50%] [G loss: 0.994756]
2024 [D loss: 0.555147, acc.: 81.25%] [G loss: 0.992896]
2025 [D loss: 0.600956, acc.: 68.75%] [G loss: 0.993931]
2026 [D loss: 0.617589, acc.: 62.50%] [G loss: 0.931371]
2027 [D loss: 0.575721, acc.: 78.12%] [G loss: 0.904208]
2028 [D loss: 0.590481, acc.: 65.62%] [G loss: 0.885166]
2029 [D loss: 0.615199, acc.: 65.62%] [G loss: 0.912562]
2030 [D loss: 0.644379, acc.: 59.38%] [G loss: 0.909222]
2031 [D loss: 0.565460, acc.: 78.12%] [G loss: 0.952215]
2032 [D loss: 0.569306, acc.: 75.00%] [G loss: 1.002608]
2033 [D loss: 0.700862, acc.: 53.12%] [G loss: 0.900850]
2034 [D loss: 0.586225, acc.: 78.12%] [G loss: 0.929181]
2035 [D loss: 0.640485, acc.: 59.38%] [G loss: 0.927141]
2036 [D loss: 0.635162, acc.: 65.62%] [G loss: 0.818596]
2037 [D loss: 0.689333, acc.: 50.00%] [G loss: 0.830204]
2038 [D loss: 0.588941, acc.: 71.88%] [G loss: 0.831222]
2039 [D loss: 0.637551, acc.: 71.88%] [G loss: 0.851298]
2040 [D loss: 0.634263, acc.: 68.75%] [G loss: 0.848221]
2041 [D loss: 0.673638, acc.: 65.62%] [G loss: 0.865093]
2042 [D loss: 0.612560, acc.: 71.88%] [G loss: 0.818247]
2043 [D loss: 0.592774, acc.: 75.00%] [G loss: 0.799101]
2044 [D loss: 0.637818, acc.: 71.88%] [G loss: 0.795184]
2045 [D loss: 0.657516, acc.: 62.50%] [G loss: 0.858357]
2046 [D loss: 0.581980, acc.: 84.38%] [G loss: 0.872533]
2047 [D loss: 0.683927, acc.: 50.00%] [G loss: 0.879207]
2048 [D loss: 0.580043, acc.: 78.12%] [G loss: 0.829082]
2049 [D loss: 0.576326, acc.: 78.12%] [G loss: 0.950212]
2050 [D loss: 0.649953, acc.: 62.50%] [G loss: 0.896046]
2051 [D loss: 0.599384, acc.: 68.75%] [G loss: 0.855610]
2052 [D loss: 0.642195, acc.: 71.88%] [G loss: 0.856479]
2053 [D loss: 0.574018, acc.: 78.12%] [G loss: 0.878879]
2054 [D loss: 0.606689, acc.: 53.12%] [G loss: 0.843532]
2055 [D loss: 0.557488, acc.: 84.38%] [G loss: 0.901692]
2056 [D loss: 0.585648, acc.: 75.00%] [G loss: 0.854664]
2057 [D loss: 0.617218, acc.: 71.88%] [G loss: 0.958467]
2058 [D loss: 0.559361, acc.: 71.88%] [G loss: 0.917233]
2059 [D loss: 0.615105, acc.: 71.88%] [G loss: 0.919239]
2060 [D loss: 0.571886, acc.: 68.75%] [G loss: 0.863712]
2061 [D loss: 0.620143, acc.: 65.62%] [G loss: 0.905833]
2062 [D loss: 0.679414, acc.: 59.38%] [G loss: 0.865696]
2063 [D loss: 0.569447, acc.: 81.25%] [G loss: 0.876199]
2064 [D loss: 0.646578, acc.: 56.25%] [G loss: 0.910805]
2065 [D loss: 0.585607, acc.: 71.88%] [G loss: 0.916766]
2066 [D loss: 0.621756, acc.: 62.50%] [G loss: 1.011080]
2067 [D loss: 0.680195, acc.: 59.38%] [G loss: 0.897675]
2068 [D loss: 0.589157, acc.: 62.50%] [G loss: 0.952508]
2069 [D loss: 0.767921, acc.: 43.75%] [G loss: 0.983900]
2070 [D loss: 0.653432, acc.: 62.50%] [G loss: 0.913047]
2071 [D loss: 0.592825, acc.: 71.88%] [G loss: 0.878539]
2072 [D loss: 0.532583, acc.: 81.25%] [G loss: 0.970537]
2073 [D loss: 0.622578, acc.: 75.00%] [G loss: 0.953053]
2074 [D loss: 0.637126, acc.: 59.38%] [G loss: 0.905301]
2075 [D loss: 0.709929, acc.: 46.88%] [G loss: 0.862818]
2076 [D loss: 0.609675, acc.: 68.75%] [G loss: 0.808503]
2077 [D loss: 0.634664, acc.: 68.75%] [G loss: 0.987611]
2078 [D loss: 0.640807, acc.: 62.50%] [G loss: 0.965791]
2079 [D loss: 0.590071, acc.: 65.62%] [G loss: 0.874250]
2080 [D loss: 0.713994, acc.: 40.62%] [G loss: 0.881938]
2081 [D loss: 0.598074, acc.: 75.00%] [G loss: 0.903348]
2082 [D loss: 0.642375, acc.: 65.62%] [G loss: 0.894483]
2083 [D loss: 0.627561, acc.: 62.50%] [G loss: 0.824770]
2084 [D loss: 0.642048, acc.: 53.12%] [G loss: 0.873427]
2085 [D loss: 0.611056, acc.: 59.38%] [G loss: 0.855798]
2086 [D loss: 0.657080, acc.: 59.38%] [G loss: 0.880297]
2087 [D loss: 0.656080, acc.: 62.50%] [G loss: 0.897991]
2088 [D loss: 0.603701, acc.: 65.62%] [G loss: 0.886960]
2089 [D loss: 0.565468, acc.: 71.88%] [G loss: 0.926601]
2090 [D loss: 0.558751, acc.: 78.12%] [G loss: 0.892934]
2091 [D loss: 0.588328, acc.: 65.62%] [G loss: 0.911264]
2092 [D loss: 0.757738, acc.: 46.88%] [G loss: 0.880566]
2093 [D loss: 0.594115, acc.: 68.75%] [G loss: 0.820116]
2094 [D loss: 0.637396, acc.: 68.75%] [G loss: 0.796011]
2095 [D loss: 0.697685, acc.: 50.00%] [G loss: 0.881780]
2096 [D loss: 0.660471, acc.: 56.25%] [G loss: 0.943074]
2097 [D loss: 0.642259, acc.: 62.50%] [G loss: 1.005143]
2098 [D loss: 0.617370, acc.: 71.88%] [G loss: 1.015403]
2099 [D loss: 0.626657, acc.: 68.75%] [G loss: 0.951471]
2100 [D loss: 0.628238, acc.: 62.50%] [G loss: 0.895776]
2101 [D loss: 0.612143, acc.: 65.62%] [G loss: 0.903676]
2102 [D loss: 0.651715, acc.: 62.50%] [G loss: 0.858600]
2103 [D loss: 0.684110, acc.: 53.12%] [G loss: 0.866276]
2104 [D loss: 0.601542, acc.: 71.88%] [G loss: 0.932664]
2105 [D loss: 0.642616, acc.: 65.62%] [G loss: 0.982788]
2106 [D loss: 0.574569, acc.: 71.88%] [G loss: 0.918011]
2107 [D loss: 0.612802, acc.: 59.38%] [G loss: 0.904743]
2108 [D loss: 0.683823, acc.: 53.12%] [G loss: 0.937039]
2109 [D loss: 0.668188, acc.: 46.88%] [G loss: 0.845608]
2110 [D loss: 0.568148, acc.: 75.00%] [G loss: 0.912664]
2111 [D loss: 0.622791, acc.: 68.75%] [G loss: 0.909081]
2112 [D loss: 0.657018, acc.: 62.50%] [G loss: 1.019427]
2113 [D loss: 0.517943, acc.: 81.25%] [G loss: 0.981269]
2114 [D loss: 0.656395, acc.: 53.12%] [G loss: 0.948106]
2115 [D loss: 0.550927, acc.: 75.00%] [G loss: 0.987032]
2116 [D loss: 0.586804, acc.: 75.00%] [G loss: 0.980800]
2117 [D loss: 0.643410, acc.: 56.25%] [G loss: 0.959436]
2118 [D loss: 0.578855, acc.: 65.62%] [G loss: 0.938027]
2119 [D loss: 0.533195, acc.: 75.00%] [G loss: 1.002881]
2120 [D loss: 0.557397, acc.: 78.12%] [G loss: 0.914585]
2121 [D loss: 0.661861, acc.: 62.50%] [G loss: 0.911769]
2122 [D loss: 0.595918, acc.: 62.50%] [G loss: 0.904847]
2123 [D loss: 0.557818, acc.: 84.38%] [G loss: 0.901704]
2124 [D loss: 0.629232, acc.: 59.38%] [G loss: 0.838709]
2125 [D loss: 0.555349, acc.: 68.75%] [G loss: 0.912513]
2126 [D loss: 0.677723, acc.: 65.62%] [G loss: 0.879742]
2127 [D loss: 0.642770, acc.: 56.25%] [G loss: 0.925273]
2128 [D loss: 0.575608, acc.: 75.00%] [G loss: 0.937325]
2129 [D loss: 0.558480, acc.: 78.12%] [G loss: 0.961587]
2130 [D loss: 0.740604, acc.: 43.75%] [G loss: 0.922651]
2131 [D loss: 0.668962, acc.: 65.62%] [G loss: 0.844270]
2132 [D loss: 0.623442, acc.: 65.62%] [G loss: 0.926625]
2133 [D loss: 0.597731, acc.: 75.00%] [G loss: 0.927946]
2134 [D loss: 0.608621, acc.: 68.75%] [G loss: 0.848734]
2135 [D loss: 0.636459, acc.: 56.25%] [G loss: 0.868831]
2136 [D loss: 0.671296, acc.: 62.50%] [G loss: 0.942024]
2137 [D loss: 0.664188, acc.: 53.12%] [G loss: 0.938783]
2138 [D loss: 0.679462, acc.: 50.00%] [G loss: 0.975370]
2139 [D loss: 0.602956, acc.: 65.62%] [G loss: 0.939801]
2140 [D loss: 0.633325, acc.: 56.25%] [G loss: 0.900466]
2141 [D loss: 0.623015, acc.: 65.62%] [G loss: 0.949335]
2142 [D loss: 0.724128, acc.: 40.62%] [G loss: 0.936308]
2143 [D loss: 0.641064, acc.: 62.50%] [G loss: 0.947188]
2144 [D loss: 0.550645, acc.: 78.12%] [G loss: 0.983625]
2145 [D loss: 0.646957, acc.: 50.00%] [G loss: 0.863216]
2146 [D loss: 0.627200, acc.: 65.62%] [G loss: 0.909868]
2147 [D loss: 0.573099, acc.: 68.75%] [G loss: 0.952920]
2148 [D loss: 0.625210, acc.: 62.50%] [G loss: 1.056440]
2149 [D loss: 0.614611, acc.: 62.50%] [G loss: 0.935298]
2150 [D loss: 0.674377, acc.: 62.50%] [G loss: 0.983218]
2151 [D loss: 0.578235, acc.: 75.00%] [G loss: 0.830794]
2152 [D loss: 0.611219, acc.: 65.62%] [G loss: 0.862484]
2153 [D loss: 0.484376, acc.: 90.62%] [G loss: 0.923902]
2154 [D loss: 0.618465, acc.: 71.88%] [G loss: 0.862468]
2155 [D loss: 0.682954, acc.: 53.12%] [G loss: 0.926469]
2156 [D loss: 0.615896, acc.: 65.62%] [G loss: 0.826871]
2157 [D loss: 0.616669, acc.: 68.75%] [G loss: 0.915128]
2158 [D loss: 0.621240, acc.: 71.88%] [G loss: 0.876682]
2159 [D loss: 0.548740, acc.: 75.00%] [G loss: 0.834694]
2160 [D loss: 0.631327, acc.: 78.12%] [G loss: 0.844151]
2161 [D loss: 0.633354, acc.: 62.50%] [G loss: 0.888940]
2162 [D loss: 0.732015, acc.: 43.75%] [G loss: 0.841551]
2163 [D loss: 0.679759, acc.: 56.25%] [G loss: 0.880223]
2164 [D loss: 0.635770, acc.: 65.62%] [G loss: 0.895652]
2165 [D loss: 0.666992, acc.: 50.00%] [G loss: 0.934770]
2166 [D loss: 0.608359, acc.: 71.88%] [G loss: 0.950915]
2167 [D loss: 0.546695, acc.: 81.25%] [G loss: 0.954208]
2168 [D loss: 0.613982, acc.: 59.38%] [G loss: 0.899465]
2169 [D loss: 0.594071, acc.: 75.00%] [G loss: 0.910341]
2170 [D loss: 0.674909, acc.: 59.38%] [G loss: 0.897417]
2171 [D loss: 0.635872, acc.: 56.25%] [G loss: 0.856082]
2172 [D loss: 0.584075, acc.: 68.75%] [G loss: 0.902629]
2173 [D loss: 0.596417, acc.: 71.88%] [G loss: 0.869699]
2174 [D loss: 0.615504, acc.: 65.62%] [G loss: 0.878096]
2175 [D loss: 0.674575, acc.: 56.25%] [G loss: 0.878833]
2176 [D loss: 0.605848, acc.: 75.00%] [G loss: 0.975331]
2177 [D loss: 0.651770, acc.: 53.12%] [G loss: 0.946323]
2178 [D loss: 0.609722, acc.: 68.75%] [G loss: 0.924975]
2179 [D loss: 0.592700, acc.: 71.88%] [G loss: 0.878122]
2180 [D loss: 0.525350, acc.: 78.12%] [G loss: 0.909806]
2181 [D loss: 0.636039, acc.: 68.75%] [G loss: 0.894086]
2182 [D loss: 0.666662, acc.: 59.38%] [G loss: 0.843844]
2183 [D loss: 0.597940, acc.: 68.75%] [G loss: 0.860502]
2184 [D loss: 0.594401, acc.: 78.12%] [G loss: 0.855866]
2185 [D loss: 0.690545, acc.: 50.00%] [G loss: 0.919328]
2186 [D loss: 0.613516, acc.: 71.88%] [G loss: 0.932245]
2187 [D loss: 0.646240, acc.: 65.62%] [G loss: 0.925387]
2188 [D loss: 0.610920, acc.: 68.75%] [G loss: 0.868147]
2189 [D loss: 0.588173, acc.: 65.62%] [G loss: 0.846643]
2190 [D loss: 0.652517, acc.: 59.38%] [G loss: 0.874410]
2191 [D loss: 0.533719, acc.: 81.25%] [G loss: 0.922166]
2192 [D loss: 0.674849, acc.: 53.12%] [G loss: 1.015352]
2193 [D loss: 0.663871, acc.: 53.12%] [G loss: 0.980105]
2194 [D loss: 0.597652, acc.: 65.62%] [G loss: 0.913139]
2195 [D loss: 0.642433, acc.: 65.62%] [G loss: 0.978891]
2196 [D loss: 0.617975, acc.: 71.88%] [G loss: 0.949319]
2197 [D loss: 0.528600, acc.: 75.00%] [G loss: 1.016552]
2198 [D loss: 0.579182, acc.: 71.88%] [G loss: 1.012627]
2199 [D loss: 0.624661, acc.: 68.75%] [G loss: 1.039600]
2200 [D loss: 0.634546, acc.: 59.38%] [G loss: 0.997514]
2201 [D loss: 0.526748, acc.: 84.38%] [G loss: 0.970345]
2202 [D loss: 0.686178, acc.: 59.38%] [G loss: 0.947115]
2203 [D loss: 0.597296, acc.: 68.75%] [G loss: 0.934751]
2204 [D loss: 0.628762, acc.: 59.38%] [G loss: 0.918944]
2205 [D loss: 0.522263, acc.: 84.38%] [G loss: 0.946339]
2206 [D loss: 0.571338, acc.: 71.88%] [G loss: 0.903157]
2207 [D loss: 0.635621, acc.: 65.62%] [G loss: 0.903723]
2208 [D loss: 0.583922, acc.: 71.88%] [G loss: 0.843474]
2209 [D loss: 0.713519, acc.: 53.12%] [G loss: 0.904360]
2210 [D loss: 0.498472, acc.: 84.38%] [G loss: 0.898879]
2211 [D loss: 0.601891, acc.: 65.62%] [G loss: 0.868633]
2212 [D loss: 0.619304, acc.: 62.50%] [G loss: 0.917996]
2213 [D loss: 0.615762, acc.: 65.62%] [G loss: 0.958465]
2214 [D loss: 0.634854, acc.: 56.25%] [G loss: 0.896700]
2215 [D loss: 0.558766, acc.: 71.88%] [G loss: 0.980258]
2216 [D loss: 0.647014, acc.: 62.50%] [G loss: 0.927763]
2217 [D loss: 0.619050, acc.: 59.38%] [G loss: 0.998063]
2218 [D loss: 0.603933, acc.: 65.62%] [G loss: 0.905745]
2219 [D loss: 0.604744, acc.: 68.75%] [G loss: 0.942244]
2220 [D loss: 0.659515, acc.: 62.50%] [G loss: 0.882929]
2221 [D loss: 0.634638, acc.: 59.38%] [G loss: 0.975945]
2222 [D loss: 0.652709, acc.: 62.50%] [G loss: 0.895584]
2223 [D loss: 0.583990, acc.: 68.75%] [G loss: 0.874283]
2224 [D loss: 0.609370, acc.: 75.00%] [G loss: 0.909222]
2225 [D loss: 0.644346, acc.: 62.50%] [G loss: 0.940701]
2226 [D loss: 0.544497, acc.: 75.00%] [G loss: 0.923404]
2227 [D loss: 0.590953, acc.: 59.38%] [G loss: 0.977685]
2228 [D loss: 0.707509, acc.: 59.38%] [G loss: 1.075714]
2229 [D loss: 0.569866, acc.: 81.25%] [G loss: 1.046046]
2230 [D loss: 0.645924, acc.: 56.25%] [G loss: 0.963969]
2231 [D loss: 0.631014, acc.: 62.50%] [G loss: 0.942293]
2232 [D loss: 0.645452, acc.: 68.75%] [G loss: 0.877011]
2233 [D loss: 0.702259, acc.: 59.38%] [G loss: 0.959189]
2234 [D loss: 0.653294, acc.: 62.50%] [G loss: 0.945715]
2235 [D loss: 0.651865, acc.: 59.38%] [G loss: 0.928693]
2236 [D loss: 0.681062, acc.: 53.12%] [G loss: 0.883146]
2237 [D loss: 0.589451, acc.: 71.88%] [G loss: 0.904585]
2238 [D loss: 0.610724, acc.: 68.75%] [G loss: 0.990502]
2239 [D loss: 0.664569, acc.: 53.12%] [G loss: 0.944405]
2240 [D loss: 0.682241, acc.: 50.00%] [G loss: 0.906641]
2241 [D loss: 0.682550, acc.: 59.38%] [G loss: 0.871657]
2242 [D loss: 0.589634, acc.: 78.12%] [G loss: 0.817913]
2243 [D loss: 0.657813, acc.: 65.62%] [G loss: 0.857452]
2244 [D loss: 0.703122, acc.: 56.25%] [G loss: 0.895052]
2245 [D loss: 0.681172, acc.: 56.25%] [G loss: 0.837313]
2246 [D loss: 0.729945, acc.: 46.88%] [G loss: 0.957944]
2247 [D loss: 0.764007, acc.: 46.88%] [G loss: 0.942709]
2248 [D loss: 0.580951, acc.: 78.12%] [G loss: 0.950500]
2249 [D loss: 0.764267, acc.: 53.12%] [G loss: 0.862198]
2250 [D loss: 0.639335, acc.: 56.25%] [G loss: 0.775189]
2251 [D loss: 0.604593, acc.: 65.62%] [G loss: 0.832716]
2252 [D loss: 0.630618, acc.: 68.75%] [G loss: 0.818010]
2253 [D loss: 0.567927, acc.: 71.88%] [G loss: 0.863328]
2254 [D loss: 0.628941, acc.: 65.62%] [G loss: 0.881874]
2255 [D loss: 0.569878, acc.: 87.50%] [G loss: 0.833579]
2256 [D loss: 0.569612, acc.: 75.00%] [G loss: 0.841799]
2257 [D loss: 0.646183, acc.: 68.75%] [G loss: 0.872960]
2258 [D loss: 0.736650, acc.: 46.88%] [G loss: 0.858267]
2259 [D loss: 0.621693, acc.: 71.88%] [G loss: 0.855731]
2260 [D loss: 0.705333, acc.: 56.25%] [G loss: 0.886958]
2261 [D loss: 0.622637, acc.: 65.62%] [G loss: 0.945841]
2262 [D loss: 0.630120, acc.: 65.62%] [G loss: 0.856821]
2263 [D loss: 0.624681, acc.: 65.62%] [G loss: 0.851325]
2264 [D loss: 0.577485, acc.: 75.00%] [G loss: 0.880454]
2265 [D loss: 0.640867, acc.: 65.62%] [G loss: 0.907711]
2266 [D loss: 0.600969, acc.: 71.88%] [G loss: 0.963514]
2267 [D loss: 0.562676, acc.: 59.38%] [G loss: 0.935288]
2268 [D loss: 0.635025, acc.: 62.50%] [G loss: 0.900484]
2269 [D loss: 0.574576, acc.: 75.00%] [G loss: 0.919831]
2270 [D loss: 0.578075, acc.: 62.50%] [G loss: 0.946659]
2271 [D loss: 0.604242, acc.: 62.50%] [G loss: 0.926059]
2272 [D loss: 0.632149, acc.: 59.38%] [G loss: 0.928744]
2273 [D loss: 0.615231, acc.: 71.88%] [G loss: 0.922900]
2274 [D loss: 0.552207, acc.: 75.00%] [G loss: 0.935332]
2275 [D loss: 0.653902, acc.: 56.25%] [G loss: 0.960519]
2276 [D loss: 0.664872, acc.: 62.50%] [G loss: 0.934529]
2277 [D loss: 0.597043, acc.: 71.88%] [G loss: 0.888308]
2278 [D loss: 0.686440, acc.: 59.38%] [G loss: 0.973440]
2279 [D loss: 0.662047, acc.: 59.38%] [G loss: 0.970611]
2280 [D loss: 0.642222, acc.: 68.75%] [G loss: 0.941130]
2281 [D loss: 0.675627, acc.: 65.62%] [G loss: 0.900073]
2282 [D loss: 0.656903, acc.: 62.50%] [G loss: 0.863060]
2283 [D loss: 0.596793, acc.: 71.88%] [G loss: 0.884346]
2284 [D loss: 0.641217, acc.: 56.25%] [G loss: 0.915079]
2285 [D loss: 0.709916, acc.: 56.25%] [G loss: 0.929203]
2286 [D loss: 0.623393, acc.: 71.88%] [G loss: 0.847614]
2287 [D loss: 0.705036, acc.: 65.62%] [G loss: 0.876740]
2288 [D loss: 0.605169, acc.: 68.75%] [G loss: 0.860076]
2289 [D loss: 0.608759, acc.: 75.00%] [G loss: 0.851664]
2290 [D loss: 0.590574, acc.: 62.50%] [G loss: 0.878986]
2291 [D loss: 0.641730, acc.: 56.25%] [G loss: 0.860039]
2292 [D loss: 0.650115, acc.: 65.62%] [G loss: 0.874883]
2293 [D loss: 0.645815, acc.: 68.75%] [G loss: 0.931898]
2294 [D loss: 0.594917, acc.: 71.88%] [G loss: 0.852549]
2295 [D loss: 0.584738, acc.: 68.75%] [G loss: 0.886879]
2296 [D loss: 0.622348, acc.: 71.88%] [G loss: 0.851015]
2297 [D loss: 0.604670, acc.: 62.50%] [G loss: 0.899200]
2298 [D loss: 0.632842, acc.: 71.88%] [G loss: 0.929625]
2299 [D loss: 0.657719, acc.: 59.38%] [G loss: 0.875541]
2300 [D loss: 0.597498, acc.: 68.75%] [G loss: 0.855258]
2301 [D loss: 0.647731, acc.: 71.88%] [G loss: 0.869166]
2302 [D loss: 0.561587, acc.: 78.12%] [G loss: 0.965272]
2303 [D loss: 0.622099, acc.: 59.38%] [G loss: 0.921557]
2304 [D loss: 0.628126, acc.: 56.25%] [G loss: 0.865340]
2305 [D loss: 0.625657, acc.: 62.50%] [G loss: 0.938757]
2306 [D loss: 0.673224, acc.: 56.25%] [G loss: 0.898324]
2307 [D loss: 0.606998, acc.: 68.75%] [G loss: 0.925516]
2308 [D loss: 0.629222, acc.: 65.62%] [G loss: 0.847558]
2309 [D loss: 0.558306, acc.: 71.88%] [G loss: 0.853981]
2310 [D loss: 0.579054, acc.: 75.00%] [G loss: 0.916257]
2311 [D loss: 0.609839, acc.: 68.75%] [G loss: 0.878716]
2312 [D loss: 0.644142, acc.: 65.62%] [G loss: 0.817035]
2313 [D loss: 0.747925, acc.: 53.12%] [G loss: 0.848399]
2314 [D loss: 0.579376, acc.: 78.12%] [G loss: 0.909666]
2315 [D loss: 0.664592, acc.: 53.12%] [G loss: 0.928246]
2316 [D loss: 0.692772, acc.: 50.00%] [G loss: 0.917155]
2317 [D loss: 0.633214, acc.: 65.62%] [G loss: 0.883208]
2318 [D loss: 0.570287, acc.: 68.75%] [G loss: 0.841634]
2319 [D loss: 0.560772, acc.: 71.88%] [G loss: 0.917023]
2320 [D loss: 0.646177, acc.: 62.50%] [G loss: 0.868747]
2321 [D loss: 0.689850, acc.: 62.50%] [G loss: 0.888637]
2322 [D loss: 0.638729, acc.: 68.75%] [G loss: 0.840973]
2323 [D loss: 0.632511, acc.: 65.62%] [G loss: 0.948273]
2324 [D loss: 0.572791, acc.: 78.12%] [G loss: 0.913653]
2325 [D loss: 0.634492, acc.: 65.62%] [G loss: 0.921166]
2326 [D loss: 0.660046, acc.: 56.25%] [G loss: 0.848894]
2327 [D loss: 0.591175, acc.: 71.88%] [G loss: 0.827389]
2328 [D loss: 0.617024, acc.: 62.50%] [G loss: 0.771549]
2329 [D loss: 0.627202, acc.: 62.50%] [G loss: 0.847213]
2330 [D loss: 0.630558, acc.: 65.62%] [G loss: 0.882705]
2331 [D loss: 0.590260, acc.: 65.62%] [G loss: 0.939357]
2332 [D loss: 0.576410, acc.: 78.12%] [G loss: 0.878891]
2333 [D loss: 0.725725, acc.: 56.25%] [G loss: 0.825554]
2334 [D loss: 0.625201, acc.: 65.62%] [G loss: 0.977204]
2335 [D loss: 0.609622, acc.: 62.50%] [G loss: 0.877313]
2336 [D loss: 0.625024, acc.: 65.62%] [G loss: 0.828083]
2337 [D loss: 0.651048, acc.: 65.62%] [G loss: 0.868010]
2338 [D loss: 0.696551, acc.: 62.50%] [G loss: 0.791203]
2339 [D loss: 0.784058, acc.: 43.75%] [G loss: 0.849771]
2340 [D loss: 0.643650, acc.: 65.62%] [G loss: 1.003317]
2341 [D loss: 0.731176, acc.: 50.00%] [G loss: 0.942487]
2342 [D loss: 0.724179, acc.: 50.00%] [G loss: 0.870198]
2343 [D loss: 0.656293, acc.: 46.88%] [G loss: 0.879068]
2344 [D loss: 0.640806, acc.: 68.75%] [G loss: 0.807254]
2345 [D loss: 0.622344, acc.: 68.75%] [G loss: 0.869338]
2346 [D loss: 0.559953, acc.: 78.12%] [G loss: 0.868526]
2347 [D loss: 0.595946, acc.: 65.62%] [G loss: 0.894600]
2348 [D loss: 0.604679, acc.: 59.38%] [G loss: 1.003068]
2349 [D loss: 0.618484, acc.: 56.25%] [G loss: 0.952575]
2350 [D loss: 0.639094, acc.: 65.62%] [G loss: 0.906684]
2351 [D loss: 0.690335, acc.: 56.25%] [G loss: 0.920617]
2352 [D loss: 0.617957, acc.: 75.00%] [G loss: 0.887540]
2353 [D loss: 0.691919, acc.: 62.50%] [G loss: 0.901921]
2354 [D loss: 0.690534, acc.: 59.38%] [G loss: 0.911668]
2355 [D loss: 0.662835, acc.: 62.50%] [G loss: 0.934301]
2356 [D loss: 0.666445, acc.: 65.62%] [G loss: 0.882327]
2357 [D loss: 0.663702, acc.: 53.12%] [G loss: 0.879670]
2358 [D loss: 0.623547, acc.: 65.62%] [G loss: 0.870880]
2359 [D loss: 0.623974, acc.: 68.75%] [G loss: 0.876934]
2360 [D loss: 0.592044, acc.: 71.88%] [G loss: 0.919685]
2361 [D loss: 0.616534, acc.: 65.62%] [G loss: 0.897486]
2362 [D loss: 0.671289, acc.: 65.62%] [G loss: 0.901922]
2363 [D loss: 0.594062, acc.: 71.88%] [G loss: 0.963540]
2364 [D loss: 0.652679, acc.: 71.88%] [G loss: 0.914279]
2365 [D loss: 0.655237, acc.: 75.00%] [G loss: 0.932349]
2366 [D loss: 0.559098, acc.: 78.12%] [G loss: 0.924003]
2367 [D loss: 0.581247, acc.: 71.88%] [G loss: 0.853468]
2368 [D loss: 0.687992, acc.: 56.25%] [G loss: 0.874621]
2369 [D loss: 0.608281, acc.: 68.75%] [G loss: 0.878338]
2370 [D loss: 0.584951, acc.: 71.88%] [G loss: 0.861363]
2371 [D loss: 0.548967, acc.: 78.12%] [G loss: 0.943369]
2372 [D loss: 0.630252, acc.: 71.88%] [G loss: 0.851673]
2373 [D loss: 0.528170, acc.: 75.00%] [G loss: 0.868254]
2374 [D loss: 0.631324, acc.: 68.75%] [G loss: 0.880490]
2375 [D loss: 0.652189, acc.: 62.50%] [G loss: 0.896049]
2376 [D loss: 0.624719, acc.: 71.88%] [G loss: 0.866387]
2377 [D loss: 0.645774, acc.: 62.50%] [G loss: 0.826957]
2378 [D loss: 0.625418, acc.: 59.38%] [G loss: 0.815906]
2379 [D loss: 0.517553, acc.: 78.12%] [G loss: 0.944221]
2380 [D loss: 0.617952, acc.: 62.50%] [G loss: 0.918557]
2381 [D loss: 0.588684, acc.: 65.62%] [G loss: 0.961682]
2382 [D loss: 0.546992, acc.: 68.75%] [G loss: 0.858006]
2383 [D loss: 0.605680, acc.: 56.25%] [G loss: 0.894686]
2384 [D loss: 0.694257, acc.: 56.25%] [G loss: 0.874463]
2385 [D loss: 0.642331, acc.: 62.50%] [G loss: 0.938396]
2386 [D loss: 0.676255, acc.: 59.38%] [G loss: 0.908398]
2387 [D loss: 0.588707, acc.: 71.88%] [G loss: 0.948987]
2388 [D loss: 0.564471, acc.: 75.00%] [G loss: 1.025195]
2389 [D loss: 0.616493, acc.: 59.38%] [G loss: 0.978525]
2390 [D loss: 0.608694, acc.: 65.62%] [G loss: 1.026908]
2391 [D loss: 0.606351, acc.: 65.62%] [G loss: 0.941678]
2392 [D loss: 0.540908, acc.: 75.00%] [G loss: 0.858954]
2393 [D loss: 0.666298, acc.: 50.00%] [G loss: 0.971552]
2394 [D loss: 0.618292, acc.: 71.88%] [G loss: 0.956354]
2395 [D loss: 0.696507, acc.: 56.25%] [G loss: 0.881430]
2396 [D loss: 0.672853, acc.: 59.38%] [G loss: 0.954368]
2397 [D loss: 0.698875, acc.: 46.88%] [G loss: 0.870833]
2398 [D loss: 0.600556, acc.: 71.88%] [G loss: 1.005969]
2399 [D loss: 0.518787, acc.: 75.00%] [G loss: 0.894381]
2400 [D loss: 0.654795, acc.: 65.62%] [G loss: 0.895831]
2401 [D loss: 0.686852, acc.: 53.12%] [G loss: 0.862421]
2402 [D loss: 0.619537, acc.: 59.38%] [G loss: 0.873614]
2403 [D loss: 0.564714, acc.: 78.12%] [G loss: 0.961660]
2404 [D loss: 0.747470, acc.: 43.75%] [G loss: 0.945066]
2405 [D loss: 0.596378, acc.: 75.00%] [G loss: 0.831830]
2406 [D loss: 0.649748, acc.: 62.50%] [G loss: 0.868531]
2407 [D loss: 0.650077, acc.: 65.62%] [G loss: 0.938132]
2408 [D loss: 0.715905, acc.: 46.88%] [G loss: 0.900746]
2409 [D loss: 0.575751, acc.: 84.38%] [G loss: 0.903780]
2410 [D loss: 0.651509, acc.: 59.38%] [G loss: 0.827399]
2411 [D loss: 0.613423, acc.: 65.62%] [G loss: 0.890167]
2412 [D loss: 0.674120, acc.: 62.50%] [G loss: 0.873777]
2413 [D loss: 0.643996, acc.: 56.25%] [G loss: 0.908543]
2414 [D loss: 0.695676, acc.: 56.25%] [G loss: 0.882434]
2415 [D loss: 0.584626, acc.: 71.88%] [G loss: 0.848380]
2416 [D loss: 0.644213, acc.: 59.38%] [G loss: 0.882174]
2417 [D loss: 0.625741, acc.: 68.75%] [G loss: 0.971356]
2418 [D loss: 0.628107, acc.: 56.25%] [G loss: 0.953845]
2419 [D loss: 0.596785, acc.: 71.88%] [G loss: 0.918871]
2420 [D loss: 0.621625, acc.: 71.88%] [G loss: 0.938761]
2421 [D loss: 0.511579, acc.: 71.88%] [G loss: 0.990462]
2422 [D loss: 0.683439, acc.: 56.25%] [G loss: 0.909745]
2423 [D loss: 0.659179, acc.: 65.62%] [G loss: 0.853527]
2424 [D loss: 0.626556, acc.: 65.62%] [G loss: 0.915631]
2425 [D loss: 0.587179, acc.: 75.00%] [G loss: 0.866075]
2426 [D loss: 0.642474, acc.: 71.88%] [G loss: 0.946553]
2427 [D loss: 0.582745, acc.: 68.75%] [G loss: 0.902689]
2428 [D loss: 0.735631, acc.: 46.88%] [G loss: 0.890335]
2429 [D loss: 0.613256, acc.: 71.88%] [G loss: 0.858394]
2430 [D loss: 0.692731, acc.: 59.38%] [G loss: 0.889568]
2431 [D loss: 0.603560, acc.: 65.62%] [G loss: 0.863484]
2432 [D loss: 0.576171, acc.: 71.88%] [G loss: 0.899889]
2433 [D loss: 0.679181, acc.: 59.38%] [G loss: 0.926478]
2434 [D loss: 0.615410, acc.: 65.62%] [G loss: 0.934723]
2435 [D loss: 0.626937, acc.: 71.88%] [G loss: 0.962444]
2436 [D loss: 0.582308, acc.: 81.25%] [G loss: 0.907936]
2437 [D loss: 0.554562, acc.: 68.75%] [G loss: 0.894759]
2438 [D loss: 0.629376, acc.: 62.50%] [G loss: 0.947540]
2439 [D loss: 0.781174, acc.: 56.25%] [G loss: 0.941439]
2440 [D loss: 0.573713, acc.: 62.50%] [G loss: 0.908332]
2441 [D loss: 0.607136, acc.: 62.50%] [G loss: 0.878029]
2442 [D loss: 0.695189, acc.: 65.62%] [G loss: 0.931356]
2443 [D loss: 0.545141, acc.: 78.12%] [G loss: 0.995851]
2444 [D loss: 0.583489, acc.: 68.75%] [G loss: 1.100807]
2445 [D loss: 0.685025, acc.: 53.12%] [G loss: 0.928253]
2446 [D loss: 0.630078, acc.: 75.00%] [G loss: 0.924197]
2447 [D loss: 0.634290, acc.: 56.25%] [G loss: 0.946880]
2448 [D loss: 0.717448, acc.: 56.25%] [G loss: 0.857833]
2449 [D loss: 0.551840, acc.: 75.00%] [G loss: 0.886652]
2450 [D loss: 0.685123, acc.: 59.38%] [G loss: 0.871915]
2451 [D loss: 0.718142, acc.: 50.00%] [G loss: 0.984452]
2452 [D loss: 0.619894, acc.: 75.00%] [G loss: 0.951023]
2453 [D loss: 0.618160, acc.: 71.88%] [G loss: 0.877318]
2454 [D loss: 0.660062, acc.: 56.25%] [G loss: 0.923354]
2455 [D loss: 0.657859, acc.: 65.62%] [G loss: 0.937979]
2456 [D loss: 0.642802, acc.: 56.25%] [G loss: 0.942205]
2457 [D loss: 0.566194, acc.: 71.88%] [G loss: 0.971579]
2458 [D loss: 0.604041, acc.: 65.62%] [G loss: 0.931486]
2459 [D loss: 0.663810, acc.: 59.38%] [G loss: 0.886961]
2460 [D loss: 0.547621, acc.: 81.25%] [G loss: 0.912606]
2461 [D loss: 0.665374, acc.: 65.62%] [G loss: 0.909503]
2462 [D loss: 0.639099, acc.: 68.75%] [G loss: 0.960668]
2463 [D loss: 0.733934, acc.: 46.88%] [G loss: 0.944755]
2464 [D loss: 0.686623, acc.: 40.62%] [G loss: 0.906517]
2465 [D loss: 0.600646, acc.: 68.75%] [G loss: 0.862506]
2466 [D loss: 0.668305, acc.: 59.38%] [G loss: 0.882810]
2467 [D loss: 0.626884, acc.: 65.62%] [G loss: 0.863236]
2468 [D loss: 0.654442, acc.: 62.50%] [G loss: 0.900209]
2469 [D loss: 0.611594, acc.: 65.62%] [G loss: 0.897448]
2470 [D loss: 0.682385, acc.: 62.50%] [G loss: 0.893365]
2471 [D loss: 0.626313, acc.: 65.62%] [G loss: 0.837546]
2472 [D loss: 0.576976, acc.: 71.88%] [G loss: 0.864837]
2473 [D loss: 0.598150, acc.: 68.75%] [G loss: 0.939948]
2474 [D loss: 0.594946, acc.: 75.00%] [G loss: 0.887565]
2475 [D loss: 0.646906, acc.: 62.50%] [G loss: 0.857153]
2476 [D loss: 0.622508, acc.: 68.75%] [G loss: 0.864657]
2477 [D loss: 0.630792, acc.: 68.75%] [G loss: 0.973533]
2478 [D loss: 0.645284, acc.: 65.62%] [G loss: 0.933839]
2479 [D loss: 0.554857, acc.: 75.00%] [G loss: 0.925272]
2480 [D loss: 0.616317, acc.: 62.50%] [G loss: 0.936565]
2481 [D loss: 0.559381, acc.: 75.00%] [G loss: 0.915502]
2482 [D loss: 0.612314, acc.: 71.88%] [G loss: 0.860996]
2483 [D loss: 0.615032, acc.: 53.12%] [G loss: 0.869232]
2484 [D loss: 0.690486, acc.: 62.50%] [G loss: 0.870143]
2485 [D loss: 0.610347, acc.: 68.75%] [G loss: 0.922442]
2486 [D loss: 0.681909, acc.: 50.00%] [G loss: 0.926243]
2487 [D loss: 0.723485, acc.: 46.88%] [G loss: 0.906304]
2488 [D loss: 0.649905, acc.: 59.38%] [G loss: 0.846396]
2489 [D loss: 0.632677, acc.: 59.38%] [G loss: 0.810142]
2490 [D loss: 0.670425, acc.: 59.38%] [G loss: 0.874062]
2491 [D loss: 0.669256, acc.: 56.25%] [G loss: 0.894512]
2492 [D loss: 0.594282, acc.: 65.62%] [G loss: 0.843300]
2493 [D loss: 0.629967, acc.: 65.62%] [G loss: 0.917744]
2494 [D loss: 0.631703, acc.: 68.75%] [G loss: 0.889762]
2495 [D loss: 0.581872, acc.: 75.00%] [G loss: 0.894928]
2496 [D loss: 0.682041, acc.: 50.00%] [G loss: 0.898881]
2497 [D loss: 0.552891, acc.: 78.12%] [G loss: 1.002568]
2498 [D loss: 0.575206, acc.: 81.25%] [G loss: 0.961405]
2499 [D loss: 0.642531, acc.: 53.12%] [G loss: 0.923216]
2500 [D loss: 0.629233, acc.: 65.62%] [G loss: 0.922942]
2501 [D loss: 0.597646, acc.: 68.75%] [G loss: 0.941678]
2502 [D loss: 0.662951, acc.: 56.25%] [G loss: 0.848199]
2503 [D loss: 0.632867, acc.: 62.50%] [G loss: 0.878278]
2504 [D loss: 0.506265, acc.: 78.12%] [G loss: 0.933610]
2505 [D loss: 0.698100, acc.: 59.38%] [G loss: 0.867194]
2506 [D loss: 0.677336, acc.: 59.38%] [G loss: 0.857653]
2507 [D loss: 0.638678, acc.: 53.12%] [G loss: 0.935131]
2508 [D loss: 0.569274, acc.: 71.88%] [G loss: 0.899344]
2509 [D loss: 0.649073, acc.: 62.50%] [G loss: 0.833843]
2510 [D loss: 0.704053, acc.: 43.75%] [G loss: 0.825022]
2511 [D loss: 0.652023, acc.: 53.12%] [G loss: 0.873176]
2512 [D loss: 0.678215, acc.: 56.25%] [G loss: 0.880204]
2513 [D loss: 0.584461, acc.: 78.12%] [G loss: 0.887864]
2514 [D loss: 0.596674, acc.: 71.88%] [G loss: 0.886599]
2515 [D loss: 0.636814, acc.: 59.38%] [G loss: 0.848216]
2516 [D loss: 0.654271, acc.: 53.12%] [G loss: 0.815216]
2517 [D loss: 0.645797, acc.: 65.62%] [G loss: 0.934516]
2518 [D loss: 0.602016, acc.: 75.00%] [G loss: 0.918244]
2519 [D loss: 0.591119, acc.: 71.88%] [G loss: 0.969816]
2520 [D loss: 0.615553, acc.: 59.38%] [G loss: 0.932116]
2521 [D loss: 0.602968, acc.: 71.88%] [G loss: 0.854030]
2522 [D loss: 0.632108, acc.: 59.38%] [G loss: 0.833602]
2523 [D loss: 0.596187, acc.: 68.75%] [G loss: 0.953318]
2524 [D loss: 0.585372, acc.: 81.25%] [G loss: 0.936973]
2525 [D loss: 0.500329, acc.: 90.62%] [G loss: 0.920024]
2526 [D loss: 0.621662, acc.: 59.38%] [G loss: 0.987453]
2527 [D loss: 0.595128, acc.: 68.75%] [G loss: 0.957702]
2528 [D loss: 0.631026, acc.: 59.38%] [G loss: 0.941834]
2529 [D loss: 0.681413, acc.: 53.12%] [G loss: 0.894006]
2530 [D loss: 0.559289, acc.: 78.12%] [G loss: 0.876872]
2531 [D loss: 0.594316, acc.: 65.62%] [G loss: 0.919955]
2532 [D loss: 0.628838, acc.: 68.75%] [G loss: 0.967209]
2533 [D loss: 0.607261, acc.: 62.50%] [G loss: 0.999621]
2534 [D loss: 0.690218, acc.: 59.38%] [G loss: 0.967583]
2535 [D loss: 0.686164, acc.: 56.25%] [G loss: 0.885903]
2536 [D loss: 0.691875, acc.: 56.25%] [G loss: 0.848655]
2537 [D loss: 0.593432, acc.: 59.38%] [G loss: 0.917835]
2538 [D loss: 0.664727, acc.: 59.38%] [G loss: 0.938403]
2539 [D loss: 0.626021, acc.: 59.38%] [G loss: 0.900416]
2540 [D loss: 0.677955, acc.: 56.25%] [G loss: 0.880284]
2541 [D loss: 0.600859, acc.: 65.62%] [G loss: 0.906438]
2542 [D loss: 0.548183, acc.: 78.12%] [G loss: 0.899442]
2543 [D loss: 0.694202, acc.: 59.38%] [G loss: 0.941273]
2544 [D loss: 0.629417, acc.: 68.75%] [G loss: 0.870858]
2545 [D loss: 0.617332, acc.: 65.62%] [G loss: 0.839450]
2546 [D loss: 0.646076, acc.: 53.12%] [G loss: 0.853728]
2547 [D loss: 0.714591, acc.: 40.62%] [G loss: 0.790100]
2548 [D loss: 0.646337, acc.: 65.62%] [G loss: 0.884359]
2549 [D loss: 0.613420, acc.: 78.12%] [G loss: 0.865040]
2550 [D loss: 0.648088, acc.: 59.38%] [G loss: 0.817634]
2551 [D loss: 0.586417, acc.: 68.75%] [G loss: 0.913455]
2552 [D loss: 0.596311, acc.: 75.00%] [G loss: 0.854495]
2553 [D loss: 0.706572, acc.: 50.00%] [G loss: 0.894601]
2554 [D loss: 0.576275, acc.: 75.00%] [G loss: 0.881706]
2555 [D loss: 0.611117, acc.: 75.00%] [G loss: 0.893187]
2556 [D loss: 0.594435, acc.: 78.12%] [G loss: 0.956768]
2557 [D loss: 0.639684, acc.: 68.75%] [G loss: 0.970866]
2558 [D loss: 0.699455, acc.: 56.25%] [G loss: 0.844561]
2559 [D loss: 0.608959, acc.: 65.62%] [G loss: 0.909964]
2560 [D loss: 0.628774, acc.: 62.50%] [G loss: 0.897090]
2561 [D loss: 0.631575, acc.: 62.50%] [G loss: 0.875687]
2562 [D loss: 0.643664, acc.: 62.50%] [G loss: 0.877911]
2563 [D loss: 0.596099, acc.: 71.88%] [G loss: 0.965722]
2564 [D loss: 0.661821, acc.: 71.88%] [G loss: 0.985594]
2565 [D loss: 0.672791, acc.: 59.38%] [G loss: 0.998262]
2566 [D loss: 0.582845, acc.: 78.12%] [G loss: 0.973436]
2567 [D loss: 0.600463, acc.: 65.62%] [G loss: 0.886201]
2568 [D loss: 0.649404, acc.: 62.50%] [G loss: 0.928985]
2569 [D loss: 0.603506, acc.: 65.62%] [G loss: 0.893759]
2570 [D loss: 0.571218, acc.: 68.75%] [G loss: 0.864812]
2571 [D loss: 0.600946, acc.: 59.38%] [G loss: 0.912166]
2572 [D loss: 0.722856, acc.: 43.75%] [G loss: 0.935812]
2573 [D loss: 0.674682, acc.: 56.25%] [G loss: 0.978165]
2574 [D loss: 0.681714, acc.: 68.75%] [G loss: 0.862651]
2575 [D loss: 0.588605, acc.: 75.00%] [G loss: 0.858711]
2576 [D loss: 0.583517, acc.: 78.12%] [G loss: 0.852455]
2577 [D loss: 0.709407, acc.: 53.12%] [G loss: 0.857163]
2578 [D loss: 0.690542, acc.: 50.00%] [G loss: 0.883487]
2579 [D loss: 0.703722, acc.: 59.38%] [G loss: 0.828996]
2580 [D loss: 0.642039, acc.: 62.50%] [G loss: 0.834969]
2581 [D loss: 0.604656, acc.: 78.12%] [G loss: 0.846617]
2582 [D loss: 0.679344, acc.: 53.12%] [G loss: 0.897733]
2583 [D loss: 0.635430, acc.: 75.00%] [G loss: 0.809559]
2584 [D loss: 0.641517, acc.: 65.62%] [G loss: 0.889253]
2585 [D loss: 0.575136, acc.: 78.12%] [G loss: 0.873328]
2586 [D loss: 0.595556, acc.: 62.50%] [G loss: 0.923888]
2587 [D loss: 0.562725, acc.: 75.00%] [G loss: 0.993812]
2588 [D loss: 0.593993, acc.: 81.25%] [G loss: 0.921267]
2589 [D loss: 0.735531, acc.: 53.12%] [G loss: 0.974263]
2590 [D loss: 0.615402, acc.: 71.88%] [G loss: 0.895912]
2591 [D loss: 0.692791, acc.: 50.00%] [G loss: 0.903928]
2592 [D loss: 0.662090, acc.: 59.38%] [G loss: 0.855119]
2593 [D loss: 0.603059, acc.: 68.75%] [G loss: 0.884690]
2594 [D loss: 0.588989, acc.: 75.00%] [G loss: 0.879473]
2595 [D loss: 0.611129, acc.: 71.88%] [G loss: 0.795727]
2596 [D loss: 0.619295, acc.: 59.38%] [G loss: 0.871956]
2597 [D loss: 0.573768, acc.: 75.00%] [G loss: 0.828624]
2598 [D loss: 0.602442, acc.: 71.88%] [G loss: 0.825573]
2599 [D loss: 0.612021, acc.: 65.62%] [G loss: 0.872728]
2600 [D loss: 0.608029, acc.: 68.75%] [G loss: 0.796609]
2601 [D loss: 0.639216, acc.: 65.62%] [G loss: 0.779228]
2602 [D loss: 0.742076, acc.: 43.75%] [G loss: 0.873420]
2603 [D loss: 0.640197, acc.: 65.62%] [G loss: 0.866512]
2604 [D loss: 0.608918, acc.: 65.62%] [G loss: 0.911628]
2605 [D loss: 0.607020, acc.: 81.25%] [G loss: 0.901089]
2606 [D loss: 0.699372, acc.: 56.25%] [G loss: 0.866199]
2607 [D loss: 0.679375, acc.: 65.62%] [G loss: 0.826699]
2608 [D loss: 0.666627, acc.: 62.50%] [G loss: 0.747610]
2609 [D loss: 0.665476, acc.: 65.62%] [G loss: 0.866850]
2610 [D loss: 0.630181, acc.: 59.38%] [G loss: 0.863198]
2611 [D loss: 0.564846, acc.: 75.00%] [G loss: 0.999599]
2612 [D loss: 0.595950, acc.: 68.75%] [G loss: 0.886953]
2613 [D loss: 0.621196, acc.: 59.38%] [G loss: 0.888582]
2614 [D loss: 0.679983, acc.: 50.00%] [G loss: 0.930955]
2615 [D loss: 0.617493, acc.: 75.00%] [G loss: 0.935173]
2616 [D loss: 0.467139, acc.: 90.62%] [G loss: 0.913647]
2617 [D loss: 0.660786, acc.: 50.00%] [G loss: 0.866319]
2618 [D loss: 0.569244, acc.: 75.00%] [G loss: 0.939894]
2619 [D loss: 0.579241, acc.: 81.25%] [G loss: 0.809219]
2620 [D loss: 0.584351, acc.: 68.75%] [G loss: 0.897733]
2621 [D loss: 0.591973, acc.: 62.50%] [G loss: 0.886471]
2622 [D loss: 0.642142, acc.: 59.38%] [G loss: 0.816878]
2623 [D loss: 0.604787, acc.: 71.88%] [G loss: 0.904795]
2624 [D loss: 0.735217, acc.: 53.12%] [G loss: 0.853264]
2625 [D loss: 0.648428, acc.: 56.25%] [G loss: 0.943553]
2626 [D loss: 0.712619, acc.: 53.12%] [G loss: 0.942635]
2627 [D loss: 0.568378, acc.: 81.25%] [G loss: 0.816801]
2628 [D loss: 0.597500, acc.: 71.88%] [G loss: 0.948739]
2629 [D loss: 0.680778, acc.: 56.25%] [G loss: 0.909114]
2630 [D loss: 0.646055, acc.: 59.38%] [G loss: 0.969246]
2631 [D loss: 0.671799, acc.: 59.38%] [G loss: 0.922166]
2632 [D loss: 0.632548, acc.: 65.62%] [G loss: 0.918003]
2633 [D loss: 0.561334, acc.: 71.88%] [G loss: 0.949144]
2634 [D loss: 0.724419, acc.: 50.00%] [G loss: 0.893707]
2635 [D loss: 0.620932, acc.: 62.50%] [G loss: 0.927342]
2636 [D loss: 0.652190, acc.: 59.38%] [G loss: 0.841749]
2637 [D loss: 0.559074, acc.: 81.25%] [G loss: 0.879727]
2638 [D loss: 0.695545, acc.: 53.12%] [G loss: 0.929444]
2639 [D loss: 0.622593, acc.: 65.62%] [G loss: 0.884563]
2640 [D loss: 0.622151, acc.: 62.50%] [G loss: 0.916515]
2641 [D loss: 0.708927, acc.: 46.88%] [G loss: 0.958972]
2642 [D loss: 0.633471, acc.: 68.75%] [G loss: 0.925354]
2643 [D loss: 0.632126, acc.: 65.62%] [G loss: 0.874143]
2644 [D loss: 0.624289, acc.: 62.50%] [G loss: 0.844747]
2645 [D loss: 0.562685, acc.: 68.75%] [G loss: 0.920230]
2646 [D loss: 0.547801, acc.: 75.00%] [G loss: 0.870199]
2647 [D loss: 0.603623, acc.: 65.62%] [G loss: 0.958302]
2648 [D loss: 0.661286, acc.: 56.25%] [G loss: 0.877330]
2649 [D loss: 0.665860, acc.: 53.12%] [G loss: 0.886654]
2650 [D loss: 0.654010, acc.: 56.25%] [G loss: 0.902560]
2651 [D loss: 0.630587, acc.: 71.88%] [G loss: 0.918780]
2652 [D loss: 0.616094, acc.: 59.38%] [G loss: 0.869895]
2653 [D loss: 0.551969, acc.: 68.75%] [G loss: 0.880889]
2654 [D loss: 0.618018, acc.: 65.62%] [G loss: 0.971933]
2655 [D loss: 0.667881, acc.: 62.50%] [G loss: 0.861321]
2656 [D loss: 0.730588, acc.: 50.00%] [G loss: 0.829087]
2657 [D loss: 0.657970, acc.: 56.25%] [G loss: 0.822619]
2658 [D loss: 0.638583, acc.: 65.62%] [G loss: 0.882051]
2659 [D loss: 0.624689, acc.: 68.75%] [G loss: 0.913438]
2660 [D loss: 0.690165, acc.: 59.38%] [G loss: 0.887941]
2661 [D loss: 0.702592, acc.: 46.88%] [G loss: 0.949137]
2662 [D loss: 0.608972, acc.: 62.50%] [G loss: 0.911295]
2663 [D loss: 0.628553, acc.: 62.50%] [G loss: 0.843659]
2664 [D loss: 0.635002, acc.: 59.38%] [G loss: 0.867207]
2665 [D loss: 0.586042, acc.: 78.12%] [G loss: 0.854184]
2666 [D loss: 0.626757, acc.: 59.38%] [G loss: 0.915840]
2667 [D loss: 0.652296, acc.: 53.12%] [G loss: 0.883595]
2668 [D loss: 0.566372, acc.: 81.25%] [G loss: 0.927679]
2669 [D loss: 0.585461, acc.: 65.62%] [G loss: 0.930479]
2670 [D loss: 0.661517, acc.: 62.50%] [G loss: 0.919644]
2671 [D loss: 0.596354, acc.: 59.38%] [G loss: 0.889154]
2672 [D loss: 0.613353, acc.: 65.62%] [G loss: 0.967897]
2673 [D loss: 0.627017, acc.: 62.50%] [G loss: 0.844193]
2674 [D loss: 0.716727, acc.: 53.12%] [G loss: 0.910577]
2675 [D loss: 0.646384, acc.: 53.12%] [G loss: 0.913608]
2676 [D loss: 0.587751, acc.: 75.00%] [G loss: 0.968521]
2677 [D loss: 0.645627, acc.: 59.38%] [G loss: 0.929567]
2678 [D loss: 0.654399, acc.: 62.50%] [G loss: 0.918800]
2679 [D loss: 0.652915, acc.: 65.62%] [G loss: 0.950720]
2680 [D loss: 0.642437, acc.: 65.62%] [G loss: 0.858200]
2681 [D loss: 0.614820, acc.: 71.88%] [G loss: 0.841996]
2682 [D loss: 0.627902, acc.: 65.62%] [G loss: 0.770732]
2683 [D loss: 0.613903, acc.: 62.50%] [G loss: 0.836631]
2684 [D loss: 0.670685, acc.: 65.62%] [G loss: 0.857541]
2685 [D loss: 0.525233, acc.: 78.12%] [G loss: 0.823957]
2686 [D loss: 0.634154, acc.: 68.75%] [G loss: 0.868930]
2687 [D loss: 0.633961, acc.: 56.25%] [G loss: 0.850768]
2688 [D loss: 0.574084, acc.: 62.50%] [G loss: 0.842200]
2689 [D loss: 0.613002, acc.: 65.62%] [G loss: 0.906285]
2690 [D loss: 0.681353, acc.: 62.50%] [G loss: 0.898155]
2691 [D loss: 0.670003, acc.: 56.25%] [G loss: 0.897417]
2692 [D loss: 0.685192, acc.: 65.62%] [G loss: 0.935592]
2693 [D loss: 0.583875, acc.: 68.75%] [G loss: 0.850942]
2694 [D loss: 0.595918, acc.: 68.75%] [G loss: 0.879639]
2695 [D loss: 0.642553, acc.: 62.50%] [G loss: 0.919651]
2696 [D loss: 0.670360, acc.: 65.62%] [G loss: 0.888439]
2697 [D loss: 0.604656, acc.: 68.75%] [G loss: 0.833769]
2698 [D loss: 0.587075, acc.: 75.00%] [G loss: 0.879915]
2699 [D loss: 0.671810, acc.: 56.25%] [G loss: 0.869858]
2700 [D loss: 0.686349, acc.: 43.75%] [G loss: 0.876141]
2701 [D loss: 0.638805, acc.: 68.75%] [G loss: 0.948882]
2702 [D loss: 0.647315, acc.: 59.38%] [G loss: 0.991353]
2703 [D loss: 0.661432, acc.: 59.38%] [G loss: 0.954885]
2704 [D loss: 0.605659, acc.: 65.62%] [G loss: 0.785638]
2705 [D loss: 0.663569, acc.: 56.25%] [G loss: 1.019356]
2706 [D loss: 0.601812, acc.: 62.50%] [G loss: 0.947336]
2707 [D loss: 0.605076, acc.: 68.75%] [G loss: 0.831777]
2708 [D loss: 0.619605, acc.: 68.75%] [G loss: 0.895283]
2709 [D loss: 0.656834, acc.: 53.12%] [G loss: 0.908582]
2710 [D loss: 0.703932, acc.: 56.25%] [G loss: 0.886593]
2711 [D loss: 0.629881, acc.: 62.50%] [G loss: 0.870174]
2712 [D loss: 0.578866, acc.: 75.00%] [G loss: 0.927261]
2713 [D loss: 0.609438, acc.: 68.75%] [G loss: 0.911207]
2714 [D loss: 0.603497, acc.: 68.75%] [G loss: 0.918551]
2715 [D loss: 0.641616, acc.: 71.88%] [G loss: 0.934083]
2716 [D loss: 0.650791, acc.: 65.62%] [G loss: 0.893017]
2717 [D loss: 0.606856, acc.: 71.88%] [G loss: 0.860057]
2718 [D loss: 0.648494, acc.: 59.38%] [G loss: 0.922481]
2719 [D loss: 0.650583, acc.: 56.25%] [G loss: 0.793276]
2720 [D loss: 0.584780, acc.: 78.12%] [G loss: 0.907957]
2721 [D loss: 0.665834, acc.: 59.38%] [G loss: 0.948840]
2722 [D loss: 0.644380, acc.: 62.50%] [G loss: 0.966594]
2723 [D loss: 0.684771, acc.: 65.62%] [G loss: 0.917175]
2724 [D loss: 0.714459, acc.: 53.12%] [G loss: 0.962429]
2725 [D loss: 0.647272, acc.: 65.62%] [G loss: 0.865867]
2726 [D loss: 0.701861, acc.: 53.12%] [G loss: 0.900173]
2727 [D loss: 0.680924, acc.: 53.12%] [G loss: 0.877888]
2728 [D loss: 0.680304, acc.: 53.12%] [G loss: 0.887203]
2729 [D loss: 0.609542, acc.: 65.62%] [G loss: 0.856431]
2730 [D loss: 0.651563, acc.: 53.12%] [G loss: 0.811619]
2731 [D loss: 0.656165, acc.: 62.50%] [G loss: 0.840250]
2732 [D loss: 0.582106, acc.: 62.50%] [G loss: 0.857646]
2733 [D loss: 0.591970, acc.: 71.88%] [G loss: 0.820396]
2734 [D loss: 0.647868, acc.: 59.38%] [G loss: 0.855116]
2735 [D loss: 0.567209, acc.: 78.12%] [G loss: 0.886187]
2736 [D loss: 0.666205, acc.: 65.62%] [G loss: 0.893876]
2737 [D loss: 0.604076, acc.: 65.62%] [G loss: 0.906034]
2738 [D loss: 0.583752, acc.: 68.75%] [G loss: 0.933798]
2739 [D loss: 0.714860, acc.: 43.75%] [G loss: 0.940220]
2740 [D loss: 0.633077, acc.: 59.38%] [G loss: 0.929275]
2741 [D loss: 0.617298, acc.: 65.62%] [G loss: 0.934428]
2742 [D loss: 0.666013, acc.: 65.62%] [G loss: 0.902943]
2743 [D loss: 0.645076, acc.: 62.50%] [G loss: 0.840296]
2744 [D loss: 0.619870, acc.: 62.50%] [G loss: 0.880704]
2745 [D loss: 0.651013, acc.: 68.75%] [G loss: 0.873202]
2746 [D loss: 0.647551, acc.: 56.25%] [G loss: 0.841697]
2747 [D loss: 0.598530, acc.: 71.88%] [G loss: 0.873043]
2748 [D loss: 0.708458, acc.: 59.38%] [G loss: 0.940886]
2749 [D loss: 0.612732, acc.: 62.50%] [G loss: 0.887053]
2750 [D loss: 0.621730, acc.: 62.50%] [G loss: 0.956673]
2751 [D loss: 0.712451, acc.: 53.12%] [G loss: 0.933068]
2752 [D loss: 0.629813, acc.: 71.88%] [G loss: 0.923790]
2753 [D loss: 0.608792, acc.: 71.88%] [G loss: 1.005028]
2754 [D loss: 0.650670, acc.: 71.88%] [G loss: 0.977573]
2755 [D loss: 0.646661, acc.: 65.62%] [G loss: 0.904393]
2756 [D loss: 0.761733, acc.: 43.75%] [G loss: 0.855671]
2757 [D loss: 0.664991, acc.: 71.88%] [G loss: 0.890195]
2758 [D loss: 0.675336, acc.: 53.12%] [G loss: 0.848415]
2759 [D loss: 0.678945, acc.: 62.50%] [G loss: 0.926570]
2760 [D loss: 0.621766, acc.: 65.62%] [G loss: 0.953450]
2761 [D loss: 0.612012, acc.: 68.75%] [G loss: 0.961205]
2762 [D loss: 0.566502, acc.: 71.88%] [G loss: 0.924368]
2763 [D loss: 0.610874, acc.: 65.62%] [G loss: 0.899558]
2764 [D loss: 0.718508, acc.: 53.12%] [G loss: 0.833573]
2765 [D loss: 0.532856, acc.: 84.38%] [G loss: 0.885609]
2766 [D loss: 0.668920, acc.: 50.00%] [G loss: 0.837760]
2767 [D loss: 0.739664, acc.: 43.75%] [G loss: 0.909731]
2768 [D loss: 0.623212, acc.: 62.50%] [G loss: 0.929170]
2769 [D loss: 0.629901, acc.: 71.88%] [G loss: 0.949534]
2770 [D loss: 0.638332, acc.: 56.25%] [G loss: 0.888879]
2771 [D loss: 0.634921, acc.: 50.00%] [G loss: 0.938299]
2772 [D loss: 0.606228, acc.: 65.62%] [G loss: 0.901790]
2773 [D loss: 0.621876, acc.: 68.75%] [G loss: 0.964091]
2774 [D loss: 0.663566, acc.: 65.62%] [G loss: 0.893695]
2775 [D loss: 0.662236, acc.: 71.88%] [G loss: 0.876903]
2776 [D loss: 0.646409, acc.: 59.38%] [G loss: 0.888770]
2777 [D loss: 0.672788, acc.: 59.38%] [G loss: 0.895910]
2778 [D loss: 0.602206, acc.: 78.12%] [G loss: 0.834985]
2779 [D loss: 0.672240, acc.: 53.12%] [G loss: 0.832560]
2780 [D loss: 0.571945, acc.: 65.62%] [G loss: 0.895159]
2781 [D loss: 0.567659, acc.: 78.12%] [G loss: 0.909582]
2782 [D loss: 0.630183, acc.: 68.75%] [G loss: 0.858748]
2783 [D loss: 0.667298, acc.: 59.38%] [G loss: 0.961346]
2784 [D loss: 0.631631, acc.: 62.50%] [G loss: 0.941459]
2785 [D loss: 0.526238, acc.: 84.38%] [G loss: 0.951037]
2786 [D loss: 0.576173, acc.: 68.75%] [G loss: 0.952582]
2787 [D loss: 0.628965, acc.: 68.75%] [G loss: 0.886290]
2788 [D loss: 0.694990, acc.: 46.88%] [G loss: 0.877401]
2789 [D loss: 0.619607, acc.: 65.62%] [G loss: 0.835895]
2790 [D loss: 0.615503, acc.: 75.00%] [G loss: 0.953010]
2791 [D loss: 0.603761, acc.: 65.62%] [G loss: 0.925464]
2792 [D loss: 0.630286, acc.: 68.75%] [G loss: 0.946957]
2793 [D loss: 0.674853, acc.: 53.12%] [G loss: 0.924025]
2794 [D loss: 0.611208, acc.: 71.88%] [G loss: 0.997164]
2795 [D loss: 0.584281, acc.: 65.62%] [G loss: 0.951886]
2796 [D loss: 0.644401, acc.: 62.50%] [G loss: 0.835157]
2797 [D loss: 0.642649, acc.: 68.75%] [G loss: 0.791695]
2798 [D loss: 0.608098, acc.: 71.88%] [G loss: 0.820403]
2799 [D loss: 0.550712, acc.: 75.00%] [G loss: 0.843287]
2800 [D loss: 0.535666, acc.: 68.75%] [G loss: 0.901663]
2801 [D loss: 0.640317, acc.: 59.38%] [G loss: 0.842976]
2802 [D loss: 0.586018, acc.: 75.00%] [G loss: 0.865399]
2803 [D loss: 0.635894, acc.: 62.50%] [G loss: 0.914659]
2804 [D loss: 0.693830, acc.: 62.50%] [G loss: 0.784498]
2805 [D loss: 0.642224, acc.: 59.38%] [G loss: 0.891299]
2806 [D loss: 0.595325, acc.: 65.62%] [G loss: 0.942425]
2807 [D loss: 0.698456, acc.: 56.25%] [G loss: 0.905024]
2808 [D loss: 0.658178, acc.: 56.25%] [G loss: 0.906130]
2809 [D loss: 0.623879, acc.: 71.88%] [G loss: 0.879136]
2810 [D loss: 0.664289, acc.: 56.25%] [G loss: 0.888155]
2811 [D loss: 0.633119, acc.: 59.38%] [G loss: 0.907493]
2812 [D loss: 0.711004, acc.: 50.00%] [G loss: 0.851030]
2813 [D loss: 0.564043, acc.: 68.75%] [G loss: 0.837238]
2814 [D loss: 0.636041, acc.: 62.50%] [G loss: 0.811900]
2815 [D loss: 0.592513, acc.: 68.75%] [G loss: 0.874609]
2816 [D loss: 0.643358, acc.: 65.62%] [G loss: 0.912696]
2817 [D loss: 0.578572, acc.: 78.12%] [G loss: 0.894751]
2818 [D loss: 0.606068, acc.: 75.00%] [G loss: 0.815360]
2819 [D loss: 0.672501, acc.: 59.38%] [G loss: 0.777477]
2820 [D loss: 0.566536, acc.: 78.12%] [G loss: 0.821366]
2821 [D loss: 0.595458, acc.: 75.00%] [G loss: 0.849898]
2822 [D loss: 0.511778, acc.: 81.25%] [G loss: 0.909287]
2823 [D loss: 0.668296, acc.: 56.25%] [G loss: 0.897084]
2824 [D loss: 0.666473, acc.: 59.38%] [G loss: 0.902399]
2825 [D loss: 0.631047, acc.: 59.38%] [G loss: 0.859104]
2826 [D loss: 0.661319, acc.: 59.38%] [G loss: 0.947704]
2827 [D loss: 0.683168, acc.: 65.62%] [G loss: 0.914218]
2828 [D loss: 0.625057, acc.: 65.62%] [G loss: 0.938258]
2829 [D loss: 0.632393, acc.: 65.62%] [G loss: 0.964290]
2830 [D loss: 0.619476, acc.: 59.38%] [G loss: 0.881088]
2831 [D loss: 0.547586, acc.: 75.00%] [G loss: 0.925732]
2832 [D loss: 0.614715, acc.: 65.62%] [G loss: 1.021567]
2833 [D loss: 0.698500, acc.: 53.12%] [G loss: 0.841952]
2834 [D loss: 0.687498, acc.: 50.00%] [G loss: 0.880862]
2835 [D loss: 0.629218, acc.: 68.75%] [G loss: 0.873942]
2836 [D loss: 0.737298, acc.: 56.25%] [G loss: 0.901072]
2837 [D loss: 0.606591, acc.: 65.62%] [G loss: 0.923825]
2838 [D loss: 0.554425, acc.: 78.12%] [G loss: 0.869353]
2839 [D loss: 0.561840, acc.: 78.12%] [G loss: 0.962401]
2840 [D loss: 0.622042, acc.: 65.62%] [G loss: 0.998094]
2841 [D loss: 0.538147, acc.: 71.88%] [G loss: 0.914873]
2842 [D loss: 0.757927, acc.: 37.50%] [G loss: 0.902705]
2843 [D loss: 0.691684, acc.: 56.25%] [G loss: 0.938145]
2844 [D loss: 0.689975, acc.: 59.38%] [G loss: 0.830938]
2845 [D loss: 0.606892, acc.: 65.62%] [G loss: 0.784207]
2846 [D loss: 0.617887, acc.: 68.75%] [G loss: 0.895351]
2847 [D loss: 0.544325, acc.: 75.00%] [G loss: 0.868328]
2848 [D loss: 0.717620, acc.: 50.00%] [G loss: 0.886601]
2849 [D loss: 0.560674, acc.: 68.75%] [G loss: 0.908795]
2850 [D loss: 0.641019, acc.: 62.50%] [G loss: 0.820984]
2851 [D loss: 0.658843, acc.: 65.62%] [G loss: 0.865429]
2852 [D loss: 0.679057, acc.: 56.25%] [G loss: 0.773850]
2853 [D loss: 0.661303, acc.: 62.50%] [G loss: 0.887703]
2854 [D loss: 0.618871, acc.: 71.88%] [G loss: 0.851487]
2855 [D loss: 0.618945, acc.: 59.38%] [G loss: 0.839489]
2856 [D loss: 0.645949, acc.: 65.62%] [G loss: 0.863385]
2857 [D loss: 0.688084, acc.: 46.88%] [G loss: 0.852942]
2858 [D loss: 0.602742, acc.: 62.50%] [G loss: 0.938688]
2859 [D loss: 0.665499, acc.: 56.25%] [G loss: 0.852353]
2860 [D loss: 0.643210, acc.: 56.25%] [G loss: 0.971753]
2861 [D loss: 0.592644, acc.: 78.12%] [G loss: 0.937081]
2862 [D loss: 0.667696, acc.: 56.25%] [G loss: 0.870236]
2863 [D loss: 0.632915, acc.: 71.88%] [G loss: 0.845338]
2864 [D loss: 0.560989, acc.: 71.88%] [G loss: 0.868521]
2865 [D loss: 0.715835, acc.: 53.12%] [G loss: 0.869870]
2866 [D loss: 0.664466, acc.: 62.50%] [G loss: 0.884329]
2867 [D loss: 0.680143, acc.: 50.00%] [G loss: 0.900532]
2868 [D loss: 0.570885, acc.: 68.75%] [G loss: 0.986012]
2869 [D loss: 0.540083, acc.: 78.12%] [G loss: 0.943776]
2870 [D loss: 0.615149, acc.: 71.88%] [G loss: 0.913659]
2871 [D loss: 0.538940, acc.: 78.12%] [G loss: 0.902959]
2872 [D loss: 0.629195, acc.: 53.12%] [G loss: 0.910828]
2873 [D loss: 0.645108, acc.: 65.62%] [G loss: 0.866108]
2874 [D loss: 0.800339, acc.: 46.88%] [G loss: 0.827925]
2875 [D loss: 0.739845, acc.: 53.12%] [G loss: 0.858188]
2876 [D loss: 0.645426, acc.: 71.88%] [G loss: 0.854559]
2877 [D loss: 0.682778, acc.: 53.12%] [G loss: 0.919529]
2878 [D loss: 0.597001, acc.: 71.88%] [G loss: 0.850478]
2879 [D loss: 0.661546, acc.: 59.38%] [G loss: 0.897379]
2880 [D loss: 0.649154, acc.: 56.25%] [G loss: 0.955029]
2881 [D loss: 0.609465, acc.: 65.62%] [G loss: 0.925244]
2882 [D loss: 0.606645, acc.: 71.88%] [G loss: 0.916311]
2883 [D loss: 0.624285, acc.: 62.50%] [G loss: 0.906896]
2884 [D loss: 0.681463, acc.: 53.12%] [G loss: 0.837099]
2885 [D loss: 0.623600, acc.: 68.75%] [G loss: 0.775402]
2886 [D loss: 0.732623, acc.: 46.88%] [G loss: 0.814220]
2887 [D loss: 0.693201, acc.: 53.12%] [G loss: 0.899398]
2888 [D loss: 0.644801, acc.: 75.00%] [G loss: 0.927862]
2889 [D loss: 0.609996, acc.: 68.75%] [G loss: 0.982988]
2890 [D loss: 0.574922, acc.: 81.25%] [G loss: 0.866039]
2891 [D loss: 0.573818, acc.: 71.88%] [G loss: 0.901718]
2892 [D loss: 0.594161, acc.: 75.00%] [G loss: 0.827732]
2893 [D loss: 0.576405, acc.: 75.00%] [G loss: 0.882519]
2894 [D loss: 0.577532, acc.: 65.62%] [G loss: 0.962541]
2895 [D loss: 0.713776, acc.: 53.12%] [G loss: 0.941644]
2896 [D loss: 0.622251, acc.: 65.62%] [G loss: 1.000282]
2897 [D loss: 0.617370, acc.: 62.50%] [G loss: 0.979842]
2898 [D loss: 0.649949, acc.: 59.38%] [G loss: 0.950969]
2899 [D loss: 0.617098, acc.: 68.75%] [G loss: 0.883386]
2900 [D loss: 0.612386, acc.: 75.00%] [G loss: 0.951018]
2901 [D loss: 0.659748, acc.: 62.50%] [G loss: 0.900287]
2902 [D loss: 0.659704, acc.: 59.38%] [G loss: 0.899408]
2903 [D loss: 0.701892, acc.: 46.88%] [G loss: 0.825751]
2904 [D loss: 0.630945, acc.: 62.50%] [G loss: 0.890895]
2905 [D loss: 0.594688, acc.: 65.62%] [G loss: 0.927430]
2906 [D loss: 0.541966, acc.: 84.38%] [G loss: 0.921163]
2907 [D loss: 0.577636, acc.: 75.00%] [G loss: 0.894050]
2908 [D loss: 0.691804, acc.: 50.00%] [G loss: 0.859411]
2909 [D loss: 0.598030, acc.: 65.62%] [G loss: 0.896405]
2910 [D loss: 0.698695, acc.: 62.50%] [G loss: 0.927403]
2911 [D loss: 0.682912, acc.: 56.25%] [G loss: 0.841467]
2912 [D loss: 0.598512, acc.: 68.75%] [G loss: 0.925856]
2913 [D loss: 0.658610, acc.: 53.12%] [G loss: 0.947202]
2914 [D loss: 0.680397, acc.: 53.12%] [G loss: 0.858056]
2915 [D loss: 0.619652, acc.: 59.38%] [G loss: 0.900381]
2916 [D loss: 0.640338, acc.: 68.75%] [G loss: 0.903720]
2917 [D loss: 0.697442, acc.: 50.00%] [G loss: 0.789460]
2918 [D loss: 0.591886, acc.: 65.62%] [G loss: 0.806548]
2919 [D loss: 0.742380, acc.: 50.00%] [G loss: 0.840785]
2920 [D loss: 0.534460, acc.: 84.38%] [G loss: 0.833741]
2921 [D loss: 0.731499, acc.: 46.88%] [G loss: 0.841029]
2922 [D loss: 0.576723, acc.: 78.12%] [G loss: 0.860152]
2923 [D loss: 0.626111, acc.: 68.75%] [G loss: 0.879315]
2924 [D loss: 0.625115, acc.: 62.50%] [G loss: 0.921349]
2925 [D loss: 0.617732, acc.: 62.50%] [G loss: 0.978881]
2926 [D loss: 0.817881, acc.: 43.75%] [G loss: 0.897139]
2927 [D loss: 0.663058, acc.: 62.50%] [G loss: 0.877099]
2928 [D loss: 0.580127, acc.: 75.00%] [G loss: 0.857256]
2929 [D loss: 0.595411, acc.: 65.62%] [G loss: 0.816272]
2930 [D loss: 0.549675, acc.: 75.00%] [G loss: 0.934343]
2931 [D loss: 0.669797, acc.: 65.62%] [G loss: 0.883705]
2932 [D loss: 0.687611, acc.: 62.50%] [G loss: 0.837648]
2933 [D loss: 0.627973, acc.: 68.75%] [G loss: 0.866511]
2934 [D loss: 0.608529, acc.: 78.12%] [G loss: 0.940123]
2935 [D loss: 0.590015, acc.: 78.12%] [G loss: 0.861041]
2936 [D loss: 0.636900, acc.: 65.62%] [G loss: 0.902661]
2937 [D loss: 0.538449, acc.: 78.12%] [G loss: 1.001027]
2938 [D loss: 0.663702, acc.: 62.50%] [G loss: 0.917535]
2939 [D loss: 0.702496, acc.: 46.88%] [G loss: 0.997838]
2940 [D loss: 0.623115, acc.: 71.88%] [G loss: 0.904057]
2941 [D loss: 0.686719, acc.: 56.25%] [G loss: 0.820489]
2942 [D loss: 0.528387, acc.: 90.62%] [G loss: 0.833027]
2943 [D loss: 0.626938, acc.: 65.62%] [G loss: 0.890223]
2944 [D loss: 0.582014, acc.: 65.62%] [G loss: 0.947180]
2945 [D loss: 0.581187, acc.: 78.12%] [G loss: 0.892450]
2946 [D loss: 0.612820, acc.: 62.50%] [G loss: 0.926422]
2947 [D loss: 0.624895, acc.: 62.50%] [G loss: 0.862629]
2948 [D loss: 0.671159, acc.: 59.38%] [G loss: 0.798781]
2949 [D loss: 0.630341, acc.: 65.62%] [G loss: 0.806407]
2950 [D loss: 0.695968, acc.: 53.12%] [G loss: 0.895085]
2951 [D loss: 0.636601, acc.: 59.38%] [G loss: 0.839398]
2952 [D loss: 0.594202, acc.: 78.12%] [G loss: 0.822002]
2953 [D loss: 0.600276, acc.: 71.88%] [G loss: 0.896531]
2954 [D loss: 0.632807, acc.: 59.38%] [G loss: 0.906006]
2955 [D loss: 0.640297, acc.: 59.38%] [G loss: 0.965142]
2956 [D loss: 0.586575, acc.: 75.00%] [G loss: 0.920200]
2957 [D loss: 0.635660, acc.: 59.38%] [G loss: 0.953114]
2958 [D loss: 0.634574, acc.: 56.25%] [G loss: 0.894790]
2959 [D loss: 0.646156, acc.: 56.25%] [G loss: 0.902506]
2960 [D loss: 0.616434, acc.: 68.75%] [G loss: 0.820512]
2961 [D loss: 0.635963, acc.: 53.12%] [G loss: 0.929445]
2962 [D loss: 0.672917, acc.: 53.12%] [G loss: 0.901079]
2963 [D loss: 0.674996, acc.: 59.38%] [G loss: 0.888572]
2964 [D loss: 0.592211, acc.: 68.75%] [G loss: 0.950319]
2965 [D loss: 0.629951, acc.: 56.25%] [G loss: 0.909936]
2966 [D loss: 0.636581, acc.: 62.50%] [G loss: 0.950830]
2967 [D loss: 0.600925, acc.: 65.62%] [G loss: 0.976502]
2968 [D loss: 0.601797, acc.: 65.62%] [G loss: 0.930058]
2969 [D loss: 0.645551, acc.: 65.62%] [G loss: 0.960464]
2970 [D loss: 0.648569, acc.: 62.50%] [G loss: 0.830328]
2971 [D loss: 0.579319, acc.: 68.75%] [G loss: 0.922709]
2972 [D loss: 0.577751, acc.: 65.62%] [G loss: 0.912203]
2973 [D loss: 0.620187, acc.: 71.88%] [G loss: 0.941278]
2974 [D loss: 0.556535, acc.: 71.88%] [G loss: 0.979858]
2975 [D loss: 0.633119, acc.: 59.38%] [G loss: 0.920448]
2976 [D loss: 0.623940, acc.: 56.25%] [G loss: 0.881409]
2977 [D loss: 0.594244, acc.: 68.75%] [G loss: 0.804903]
2978 [D loss: 0.708315, acc.: 56.25%] [G loss: 0.874176]
2979 [D loss: 0.657650, acc.: 62.50%] [G loss: 0.813780]
2980 [D loss: 0.642596, acc.: 56.25%] [G loss: 0.807205]
2981 [D loss: 0.615759, acc.: 65.62%] [G loss: 0.901054]
2982 [D loss: 0.589599, acc.: 62.50%] [G loss: 0.867428]
2983 [D loss: 0.634551, acc.: 62.50%] [G loss: 0.884216]
2984 [D loss: 0.669269, acc.: 56.25%] [G loss: 0.923895]
2985 [D loss: 0.691395, acc.: 62.50%] [G loss: 0.921006]
2986 [D loss: 0.713848, acc.: 46.88%] [G loss: 0.921016]
2987 [D loss: 0.719182, acc.: 50.00%] [G loss: 0.943133]
2988 [D loss: 0.612981, acc.: 65.62%] [G loss: 0.939561]
2989 [D loss: 0.711016, acc.: 56.25%] [G loss: 0.861995]
2990 [D loss: 0.678483, acc.: 53.12%] [G loss: 0.861289]
2991 [D loss: 0.644851, acc.: 65.62%] [G loss: 0.902325]
2992 [D loss: 0.552357, acc.: 81.25%] [G loss: 0.965173]
2993 [D loss: 0.599633, acc.: 62.50%] [G loss: 0.985125]
2994 [D loss: 0.732495, acc.: 53.12%] [G loss: 0.830931]
2995 [D loss: 0.585837, acc.: 71.88%] [G loss: 0.890005]
2996 [D loss: 0.649746, acc.: 62.50%] [G loss: 0.868086]
2997 [D loss: 0.635036, acc.: 65.62%] [G loss: 0.907296]
2998 [D loss: 0.608794, acc.: 62.50%] [G loss: 0.857477]
2999 [D loss: 0.661190, acc.: 56.25%] [G loss: 0.854980]
3000 [D loss: 0.543644, acc.: 78.12%] [G loss: 0.858070]
3001 [D loss: 0.662546, acc.: 56.25%] [G loss: 0.884418]
3002 [D loss: 0.737784, acc.: 53.12%] [G loss: 0.801581]
3003 [D loss: 0.675959, acc.: 62.50%] [G loss: 0.850958]
3004 [D loss: 0.719458, acc.: 46.88%] [G loss: 0.749220]
3005 [D loss: 0.589108, acc.: 62.50%] [G loss: 0.876228]
3006 [D loss: 0.632592, acc.: 59.38%] [G loss: 0.880513]
3007 [D loss: 0.581935, acc.: 71.88%] [G loss: 0.923921]
3008 [D loss: 0.669577, acc.: 71.88%] [G loss: 0.892189]
3009 [D loss: 0.570052, acc.: 71.88%] [G loss: 0.853396]
3010 [D loss: 0.697120, acc.: 62.50%] [G loss: 0.858203]
3011 [D loss: 0.737304, acc.: 56.25%] [G loss: 0.816542]
3012 [D loss: 0.642272, acc.: 62.50%] [G loss: 0.850782]
3013 [D loss: 0.633476, acc.: 71.88%] [G loss: 0.813110]
3014 [D loss: 0.631755, acc.: 65.62%] [G loss: 0.836598]
3015 [D loss: 0.564485, acc.: 75.00%] [G loss: 0.884410]
3016 [D loss: 0.604351, acc.: 75.00%] [G loss: 0.968731]
3017 [D loss: 0.663513, acc.: 62.50%] [G loss: 0.938140]
3018 [D loss: 0.710495, acc.: 56.25%] [G loss: 0.936159]
3019 [D loss: 0.631605, acc.: 65.62%] [G loss: 0.862521]
3020 [D loss: 0.636243, acc.: 62.50%] [G loss: 0.800702]
3021 [D loss: 0.630615, acc.: 75.00%] [G loss: 0.912506]
3022 [D loss: 0.646380, acc.: 59.38%] [G loss: 0.940320]
3023 [D loss: 0.577049, acc.: 71.88%] [G loss: 1.016716]
3024 [D loss: 0.680500, acc.: 56.25%] [G loss: 0.927222]
3025 [D loss: 0.693140, acc.: 65.62%] [G loss: 0.903062]
3026 [D loss: 0.676590, acc.: 56.25%] [G loss: 0.827444]
3027 [D loss: 0.648191, acc.: 62.50%] [G loss: 0.781051]
3028 [D loss: 0.610941, acc.: 65.62%] [G loss: 0.738317]
3029 [D loss: 0.658023, acc.: 68.75%] [G loss: 0.887029]
3030 [D loss: 0.698956, acc.: 65.62%] [G loss: 0.885765]
3031 [D loss: 0.643751, acc.: 65.62%] [G loss: 0.818910]
3032 [D loss: 0.629996, acc.: 68.75%] [G loss: 0.938653]
3033 [D loss: 0.686373, acc.: 62.50%] [G loss: 0.794249]
3034 [D loss: 0.681257, acc.: 68.75%] [G loss: 0.857687]
3035 [D loss: 0.683450, acc.: 56.25%] [G loss: 0.890201]
3036 [D loss: 0.675853, acc.: 50.00%] [G loss: 0.834687]
3037 [D loss: 0.746120, acc.: 46.88%] [G loss: 0.834973]
3038 [D loss: 0.577547, acc.: 62.50%] [G loss: 0.873835]
3039 [D loss: 0.620465, acc.: 65.62%] [G loss: 0.937896]
3040 [D loss: 0.624837, acc.: 62.50%] [G loss: 0.981862]
3041 [D loss: 0.669366, acc.: 62.50%] [G loss: 0.899554]
3042 [D loss: 0.563223, acc.: 75.00%] [G loss: 0.850963]
3043 [D loss: 0.654751, acc.: 59.38%] [G loss: 0.927417]
3044 [D loss: 0.592536, acc.: 84.38%] [G loss: 0.926432]
3045 [D loss: 0.734814, acc.: 50.00%] [G loss: 0.848932]
3046 [D loss: 0.594290, acc.: 65.62%] [G loss: 0.887915]
3047 [D loss: 0.598423, acc.: 71.88%] [G loss: 0.786419]
3048 [D loss: 0.636869, acc.: 59.38%] [G loss: 0.861105]
3049 [D loss: 0.658188, acc.: 59.38%] [G loss: 0.859014]
3050 [D loss: 0.593677, acc.: 71.88%] [G loss: 0.824503]
3051 [D loss: 0.644429, acc.: 59.38%] [G loss: 0.935067]
3052 [D loss: 0.603378, acc.: 68.75%] [G loss: 0.887988]
3053 [D loss: 0.606226, acc.: 62.50%] [G loss: 0.868411]
3054 [D loss: 0.570419, acc.: 75.00%] [G loss: 0.879460]
3055 [D loss: 0.640572, acc.: 59.38%] [G loss: 0.901622]
3056 [D loss: 0.608233, acc.: 71.88%] [G loss: 0.970902]
3057 [D loss: 0.664382, acc.: 56.25%] [G loss: 0.827321]
3058 [D loss: 0.593807, acc.: 71.88%] [G loss: 0.875700]
3059 [D loss: 0.664279, acc.: 50.00%] [G loss: 0.847232]
3060 [D loss: 0.700056, acc.: 50.00%] [G loss: 0.829445]
3061 [D loss: 0.604246, acc.: 65.62%] [G loss: 0.838172]
3062 [D loss: 0.660790, acc.: 50.00%] [G loss: 0.874670]
3063 [D loss: 0.655814, acc.: 53.12%] [G loss: 0.837243]
3064 [D loss: 0.744591, acc.: 46.88%] [G loss: 0.919792]
3065 [D loss: 0.630045, acc.: 65.62%] [G loss: 0.862054]
3066 [D loss: 0.652191, acc.: 68.75%] [G loss: 0.731096]
3067 [D loss: 0.582309, acc.: 71.88%] [G loss: 0.862124]
3068 [D loss: 0.619215, acc.: 71.88%] [G loss: 0.873958]
3069 [D loss: 0.685389, acc.: 53.12%] [G loss: 0.831208]
3070 [D loss: 0.689407, acc.: 46.88%] [G loss: 0.793290]
3071 [D loss: 0.650529, acc.: 62.50%] [G loss: 0.876472]
3072 [D loss: 0.609147, acc.: 65.62%] [G loss: 0.878355]
3073 [D loss: 0.662152, acc.: 62.50%] [G loss: 0.863189]
3074 [D loss: 0.539469, acc.: 75.00%] [G loss: 0.908046]
3075 [D loss: 0.677401, acc.: 62.50%] [G loss: 0.944171]
3076 [D loss: 0.639146, acc.: 65.62%] [G loss: 0.890428]
3077 [D loss: 0.674201, acc.: 59.38%] [G loss: 0.937691]
3078 [D loss: 0.626849, acc.: 65.62%] [G loss: 0.921589]
3079 [D loss: 0.721201, acc.: 56.25%] [G loss: 0.904442]
3080 [D loss: 0.736867, acc.: 50.00%] [G loss: 0.874889]
3081 [D loss: 0.633309, acc.: 62.50%] [G loss: 0.882355]
3082 [D loss: 0.539373, acc.: 84.38%] [G loss: 0.932107]
3083 [D loss: 0.622622, acc.: 68.75%] [G loss: 0.886865]
3084 [D loss: 0.579895, acc.: 75.00%] [G loss: 0.839701]
3085 [D loss: 0.620975, acc.: 68.75%] [G loss: 0.791204]
3086 [D loss: 0.589244, acc.: 65.62%] [G loss: 0.922342]
3087 [D loss: 0.661443, acc.: 56.25%] [G loss: 0.838604]
3088 [D loss: 0.597417, acc.: 71.88%] [G loss: 0.878194]
3089 [D loss: 0.591236, acc.: 68.75%] [G loss: 0.863427]
3090 [D loss: 0.570143, acc.: 75.00%] [G loss: 0.886117]
3091 [D loss: 0.692886, acc.: 53.12%] [G loss: 0.916435]
3092 [D loss: 0.666556, acc.: 62.50%] [G loss: 0.791833]
3093 [D loss: 0.605446, acc.: 75.00%] [G loss: 0.878599]
3094 [D loss: 0.648562, acc.: 56.25%] [G loss: 0.914125]
3095 [D loss: 0.634975, acc.: 59.38%] [G loss: 0.889878]
3096 [D loss: 0.500668, acc.: 75.00%] [G loss: 0.920484]
3097 [D loss: 0.566867, acc.: 68.75%] [G loss: 0.838043]
3098 [D loss: 0.622696, acc.: 68.75%] [G loss: 0.839952]
3099 [D loss: 0.545089, acc.: 75.00%] [G loss: 0.862273]
3100 [D loss: 0.685480, acc.: 62.50%] [G loss: 0.845800]
3101 [D loss: 0.665736, acc.: 59.38%] [G loss: 0.814718]
3102 [D loss: 0.591028, acc.: 65.62%] [G loss: 0.905688]
3103 [D loss: 0.624164, acc.: 62.50%] [G loss: 0.883330]
3104 [D loss: 0.654284, acc.: 59.38%] [G loss: 0.936466]
3105 [D loss: 0.688110, acc.: 53.12%] [G loss: 0.903392]
3106 [D loss: 0.568052, acc.: 75.00%] [G loss: 0.856519]
3107 [D loss: 0.625599, acc.: 65.62%] [G loss: 0.885883]
3108 [D loss: 0.568692, acc.: 75.00%] [G loss: 0.989325]
3109 [D loss: 0.577462, acc.: 71.88%] [G loss: 0.914572]
3110 [D loss: 0.683789, acc.: 59.38%] [G loss: 0.873243]
3111 [D loss: 0.678548, acc.: 62.50%] [G loss: 0.789763]
3112 [D loss: 0.588483, acc.: 81.25%] [G loss: 0.810584]
3113 [D loss: 0.623000, acc.: 53.12%] [G loss: 0.905520]
3114 [D loss: 0.605002, acc.: 62.50%] [G loss: 0.906855]
3115 [D loss: 0.693248, acc.: 50.00%] [G loss: 0.988238]
3116 [D loss: 0.733080, acc.: 46.88%] [G loss: 0.817245]
3117 [D loss: 0.647042, acc.: 62.50%] [G loss: 0.787400]
3118 [D loss: 0.535115, acc.: 71.88%] [G loss: 0.913352]
3119 [D loss: 0.562640, acc.: 75.00%] [G loss: 1.001855]
3120 [D loss: 0.633581, acc.: 56.25%] [G loss: 0.894634]
3121 [D loss: 0.632254, acc.: 65.62%] [G loss: 0.861596]
3122 [D loss: 0.451214, acc.: 87.50%] [G loss: 0.868863]
3123 [D loss: 0.646150, acc.: 59.38%] [G loss: 0.859814]
3124 [D loss: 0.719884, acc.: 50.00%] [G loss: 0.820840]
3125 [D loss: 0.719961, acc.: 50.00%] [G loss: 0.903029]
3126 [D loss: 0.659051, acc.: 50.00%] [G loss: 0.895359]
3127 [D loss: 0.622452, acc.: 65.62%] [G loss: 0.936885]
3128 [D loss: 0.647119, acc.: 59.38%] [G loss: 0.938093]
3129 [D loss: 0.574146, acc.: 78.12%] [G loss: 0.875073]
3130 [D loss: 0.601760, acc.: 62.50%] [G loss: 0.873920]
3131 [D loss: 0.661142, acc.: 62.50%] [G loss: 0.865666]
3132 [D loss: 0.707484, acc.: 50.00%] [G loss: 0.878631]
3133 [D loss: 0.629148, acc.: 65.62%] [G loss: 0.857812]
3134 [D loss: 0.554454, acc.: 78.12%] [G loss: 0.950164]
3135 [D loss: 0.638095, acc.: 59.38%] [G loss: 0.894091]
3136 [D loss: 0.622424, acc.: 56.25%] [G loss: 0.817699]
3137 [D loss: 0.671302, acc.: 56.25%] [G loss: 0.914939]
3138 [D loss: 0.610755, acc.: 78.12%] [G loss: 0.790475]
3139 [D loss: 0.604093, acc.: 71.88%] [G loss: 0.821102]
3140 [D loss: 0.587147, acc.: 68.75%] [G loss: 0.834999]
3141 [D loss: 0.675607, acc.: 59.38%] [G loss: 0.881055]
3142 [D loss: 0.630873, acc.: 65.62%] [G loss: 0.916600]
3143 [D loss: 0.663071, acc.: 59.38%] [G loss: 0.861874]
3144 [D loss: 0.710532, acc.: 56.25%] [G loss: 0.765655]
3145 [D loss: 0.730241, acc.: 53.12%] [G loss: 0.797933]
3146 [D loss: 0.591205, acc.: 62.50%] [G loss: 0.829334]
3147 [D loss: 0.642905, acc.: 59.38%] [G loss: 0.932166]
3148 [D loss: 0.689936, acc.: 46.88%] [G loss: 0.854661]
3149 [D loss: 0.640098, acc.: 65.62%] [G loss: 0.784613]
3150 [D loss: 0.655233, acc.: 56.25%] [G loss: 0.739814]
3151 [D loss: 0.636790, acc.: 62.50%] [G loss: 0.851901]
3152 [D loss: 0.573058, acc.: 68.75%] [G loss: 0.930243]
3153 [D loss: 0.696646, acc.: 56.25%] [G loss: 0.873985]
3154 [D loss: 0.629824, acc.: 68.75%] [G loss: 0.961690]
3155 [D loss: 0.659450, acc.: 53.12%] [G loss: 0.883341]
3156 [D loss: 0.612173, acc.: 71.88%] [G loss: 0.885620]
3157 [D loss: 0.683434, acc.: 53.12%] [G loss: 0.844581]
3158 [D loss: 0.673036, acc.: 62.50%] [G loss: 0.818054]
3159 [D loss: 0.687858, acc.: 56.25%] [G loss: 0.871868]
3160 [D loss: 0.636197, acc.: 56.25%] [G loss: 0.935367]
3161 [D loss: 0.710385, acc.: 56.25%] [G loss: 0.989394]
3162 [D loss: 0.780735, acc.: 37.50%] [G loss: 0.974816]
3163 [D loss: 0.605526, acc.: 84.38%] [G loss: 0.949459]
3164 [D loss: 0.584521, acc.: 78.12%] [G loss: 0.886804]
3165 [D loss: 0.601906, acc.: 62.50%] [G loss: 0.896492]
3166 [D loss: 0.631110, acc.: 65.62%] [G loss: 0.846632]
3167 [D loss: 0.578036, acc.: 75.00%] [G loss: 0.912577]
3168 [D loss: 0.677419, acc.: 53.12%] [G loss: 0.907037]
3169 [D loss: 0.706092, acc.: 46.88%] [G loss: 0.994325]
3170 [D loss: 0.652263, acc.: 65.62%] [G loss: 0.975777]
3171 [D loss: 0.545700, acc.: 78.12%] [G loss: 0.936868]
3172 [D loss: 0.726687, acc.: 50.00%] [G loss: 0.881513]
3173 [D loss: 0.732184, acc.: 43.75%] [G loss: 0.919107]
3174 [D loss: 0.610286, acc.: 71.88%] [G loss: 0.921038]
3175 [D loss: 0.615407, acc.: 71.88%] [G loss: 0.958632]
3176 [D loss: 0.660332, acc.: 56.25%] [G loss: 0.858865]
3177 [D loss: 0.652562, acc.: 62.50%] [G loss: 0.803232]
3178 [D loss: 0.637085, acc.: 62.50%] [G loss: 0.843314]
3179 [D loss: 0.590369, acc.: 75.00%] [G loss: 0.865518]
3180 [D loss: 0.683453, acc.: 59.38%] [G loss: 0.903112]
3181 [D loss: 0.670042, acc.: 56.25%] [G loss: 0.859134]
3182 [D loss: 0.558465, acc.: 81.25%] [G loss: 0.843685]
3183 [D loss: 0.627033, acc.: 65.62%] [G loss: 0.808888]
3184 [D loss: 0.574454, acc.: 81.25%] [G loss: 0.800878]
3185 [D loss: 0.622540, acc.: 68.75%] [G loss: 0.862642]
3186 [D loss: 0.610014, acc.: 71.88%] [G loss: 0.952056]
3187 [D loss: 0.761993, acc.: 53.12%] [G loss: 0.958855]
3188 [D loss: 0.597839, acc.: 59.38%] [G loss: 0.892367]
3189 [D loss: 0.593696, acc.: 68.75%] [G loss: 0.870188]
3190 [D loss: 0.705853, acc.: 46.88%] [G loss: 0.846279]
3191 [D loss: 0.628773, acc.: 75.00%] [G loss: 0.902871]
3192 [D loss: 0.718193, acc.: 40.62%] [G loss: 0.920691]
3193 [D loss: 0.646389, acc.: 62.50%] [G loss: 0.851595]
3194 [D loss: 0.615353, acc.: 75.00%] [G loss: 0.847441]
3195 [D loss: 0.630475, acc.: 59.38%] [G loss: 0.873811]
3196 [D loss: 0.578429, acc.: 78.12%] [G loss: 0.970468]
3197 [D loss: 0.604246, acc.: 71.88%] [G loss: 0.996276]
3198 [D loss: 0.607235, acc.: 71.88%] [G loss: 1.014035]
3199 [D loss: 0.674365, acc.: 62.50%] [G loss: 0.838167]
3200 [D loss: 0.638007, acc.: 65.62%] [G loss: 0.834708]
3201 [D loss: 0.772667, acc.: 43.75%] [G loss: 0.888024]
3202 [D loss: 0.655215, acc.: 56.25%] [G loss: 0.839862]
3203 [D loss: 0.629497, acc.: 62.50%] [G loss: 0.911256]
3204 [D loss: 0.698452, acc.: 53.12%] [G loss: 0.886255]
3205 [D loss: 0.700947, acc.: 53.12%] [G loss: 0.823872]
3206 [D loss: 0.704696, acc.: 62.50%] [G loss: 0.939144]
3207 [D loss: 0.749608, acc.: 43.75%] [G loss: 0.928232]
3208 [D loss: 0.709303, acc.: 59.38%] [G loss: 0.907857]
3209 [D loss: 0.707044, acc.: 56.25%] [G loss: 0.987292]
3210 [D loss: 0.682349, acc.: 65.62%] [G loss: 0.934273]
3211 [D loss: 0.553614, acc.: 78.12%] [G loss: 0.914420]
3212 [D loss: 0.652319, acc.: 56.25%] [G loss: 0.867475]
3213 [D loss: 0.601568, acc.: 68.75%] [G loss: 0.885414]
3214 [D loss: 0.592505, acc.: 68.75%] [G loss: 0.927494]
3215 [D loss: 0.761805, acc.: 46.88%] [G loss: 0.847372]
3216 [D loss: 0.719467, acc.: 46.88%] [G loss: 0.895609]
3217 [D loss: 0.692107, acc.: 56.25%] [G loss: 0.876726]
3218 [D loss: 0.645394, acc.: 62.50%] [G loss: 0.879583]
3219 [D loss: 0.605138, acc.: 62.50%] [G loss: 0.851858]
3220 [D loss: 0.664127, acc.: 56.25%] [G loss: 0.839126]
3221 [D loss: 0.571169, acc.: 71.88%] [G loss: 0.881617]
3222 [D loss: 0.567711, acc.: 75.00%] [G loss: 0.871272]
3223 [D loss: 0.630000, acc.: 68.75%] [G loss: 0.874002]
3224 [D loss: 0.590409, acc.: 71.88%] [G loss: 0.874031]
3225 [D loss: 0.664652, acc.: 62.50%] [G loss: 0.907668]
3226 [D loss: 0.644135, acc.: 59.38%] [G loss: 0.876082]
3227 [D loss: 0.655385, acc.: 62.50%] [G loss: 0.903151]
3228 [D loss: 0.689364, acc.: 56.25%] [G loss: 0.837997]
3229 [D loss: 0.604366, acc.: 75.00%] [G loss: 0.886135]
3230 [D loss: 0.611894, acc.: 68.75%] [G loss: 0.857164]
3231 [D loss: 0.544448, acc.: 65.62%] [G loss: 0.866542]
3232 [D loss: 0.691732, acc.: 53.12%] [G loss: 0.934734]
3233 [D loss: 0.671618, acc.: 59.38%] [G loss: 0.904702]
3234 [D loss: 0.560117, acc.: 87.50%] [G loss: 0.932687]
3235 [D loss: 0.652903, acc.: 59.38%] [G loss: 0.900236]
3236 [D loss: 0.575072, acc.: 68.75%] [G loss: 0.946549]
3237 [D loss: 0.690993, acc.: 56.25%] [G loss: 0.870391]
3238 [D loss: 0.652821, acc.: 59.38%] [G loss: 0.855730]
3239 [D loss: 0.667657, acc.: 71.88%] [G loss: 0.798018]
3240 [D loss: 0.676501, acc.: 56.25%] [G loss: 0.847847]
3241 [D loss: 0.615562, acc.: 65.62%] [G loss: 0.875576]
3242 [D loss: 0.760224, acc.: 62.50%] [G loss: 0.940784]
3243 [D loss: 0.594075, acc.: 71.88%] [G loss: 0.965765]
3244 [D loss: 0.599536, acc.: 71.88%] [G loss: 0.839953]
3245 [D loss: 0.684246, acc.: 50.00%] [G loss: 0.846581]
3246 [D loss: 0.706581, acc.: 59.38%] [G loss: 0.785089]
3247 [D loss: 0.599141, acc.: 71.88%] [G loss: 0.893014]
3248 [D loss: 0.544796, acc.: 71.88%] [G loss: 0.867777]
3249 [D loss: 0.708242, acc.: 46.88%] [G loss: 0.929795]
3250 [D loss: 0.645603, acc.: 62.50%] [G loss: 0.899127]
3251 [D loss: 0.687308, acc.: 59.38%] [G loss: 0.869646]
3252 [D loss: 0.678772, acc.: 53.12%] [G loss: 0.834668]
3253 [D loss: 0.668713, acc.: 50.00%] [G loss: 0.937618]
3254 [D loss: 0.708762, acc.: 43.75%] [G loss: 0.873366]
3255 [D loss: 0.658715, acc.: 62.50%] [G loss: 0.899983]
3256 [D loss: 0.629279, acc.: 62.50%] [G loss: 0.906520]
3257 [D loss: 0.589040, acc.: 75.00%] [G loss: 0.838338]
3258 [D loss: 0.619696, acc.: 62.50%] [G loss: 0.845370]
3259 [D loss: 0.679434, acc.: 59.38%] [G loss: 0.887088]
3260 [D loss: 0.696565, acc.: 68.75%] [G loss: 0.866969]
3261 [D loss: 0.640845, acc.: 62.50%] [G loss: 0.862532]
3262 [D loss: 0.625086, acc.: 62.50%] [G loss: 0.842674]
3263 [D loss: 0.658782, acc.: 53.12%] [G loss: 0.810185]
3264 [D loss: 0.564037, acc.: 75.00%] [G loss: 0.796106]
3265 [D loss: 0.654945, acc.: 56.25%] [G loss: 0.867716]
3266 [D loss: 0.635823, acc.: 71.88%] [G loss: 0.832659]
3267 [D loss: 0.701958, acc.: 50.00%] [G loss: 0.911346]
3268 [D loss: 0.678387, acc.: 59.38%] [G loss: 0.928136]
3269 [D loss: 0.614294, acc.: 65.62%] [G loss: 0.961751]
3270 [D loss: 0.661849, acc.: 53.12%] [G loss: 0.858528]
3271 [D loss: 0.616130, acc.: 62.50%] [G loss: 0.907327]
3272 [D loss: 0.657610, acc.: 56.25%] [G loss: 0.879236]
3273 [D loss: 0.702345, acc.: 53.12%] [G loss: 0.920814]
3274 [D loss: 0.706334, acc.: 56.25%] [G loss: 0.874366]
3275 [D loss: 0.566378, acc.: 71.88%] [G loss: 0.795280]
3276 [D loss: 0.762480, acc.: 46.88%] [G loss: 0.875115]
3277 [D loss: 0.716702, acc.: 62.50%] [G loss: 0.907391]
3278 [D loss: 0.573539, acc.: 75.00%] [G loss: 0.922020]
3279 [D loss: 0.666675, acc.: 56.25%] [G loss: 0.857500]
3280 [D loss: 0.604863, acc.: 65.62%] [G loss: 0.908110]
3281 [D loss: 0.653670, acc.: 46.88%] [G loss: 0.777390]
3282 [D loss: 0.599268, acc.: 68.75%] [G loss: 0.866734]
3283 [D loss: 0.603103, acc.: 59.38%] [G loss: 0.864771]
3284 [D loss: 0.644502, acc.: 65.62%] [G loss: 0.819164]
3285 [D loss: 0.647750, acc.: 62.50%] [G loss: 0.871632]
3286 [D loss: 0.586149, acc.: 71.88%] [G loss: 0.866065]
3287 [D loss: 0.700469, acc.: 53.12%] [G loss: 0.866350]
3288 [D loss: 0.558102, acc.: 68.75%] [G loss: 0.887746]
3289 [D loss: 0.695233, acc.: 56.25%] [G loss: 0.908585]
3290 [D loss: 0.612197, acc.: 62.50%] [G loss: 0.935162]
3291 [D loss: 0.685336, acc.: 68.75%] [G loss: 0.934778]
3292 [D loss: 0.618870, acc.: 65.62%] [G loss: 0.884241]
3293 [D loss: 0.598156, acc.: 68.75%] [G loss: 0.931916]
3294 [D loss: 0.594296, acc.: 75.00%] [G loss: 0.957211]
3295 [D loss: 0.646229, acc.: 62.50%] [G loss: 0.935231]
3296 [D loss: 0.658817, acc.: 59.38%] [G loss: 0.917502]
3297 [D loss: 0.558226, acc.: 81.25%] [G loss: 0.962766]
3298 [D loss: 0.660978, acc.: 53.12%] [G loss: 0.895887]
3299 [D loss: 0.656045, acc.: 56.25%] [G loss: 0.809502]
3300 [D loss: 0.635026, acc.: 68.75%] [G loss: 0.863357]
3301 [D loss: 0.623283, acc.: 65.62%] [G loss: 0.822290]
3302 [D loss: 0.698799, acc.: 56.25%] [G loss: 0.752814]
3303 [D loss: 0.640340, acc.: 59.38%] [G loss: 0.845201]
3304 [D loss: 0.645831, acc.: 59.38%] [G loss: 0.917302]
3305 [D loss: 0.723729, acc.: 53.12%] [G loss: 0.938325]
3306 [D loss: 0.613218, acc.: 71.88%] [G loss: 0.879273]
3307 [D loss: 0.626400, acc.: 71.88%] [G loss: 0.874522]
3308 [D loss: 0.675024, acc.: 59.38%] [G loss: 0.796428]
3309 [D loss: 0.725358, acc.: 53.12%] [G loss: 0.842380]
3310 [D loss: 0.655335, acc.: 56.25%] [G loss: 0.801603]
3311 [D loss: 0.651595, acc.: 59.38%] [G loss: 0.794580]
3312 [D loss: 0.662199, acc.: 56.25%] [G loss: 0.854692]
3313 [D loss: 0.655938, acc.: 65.62%] [G loss: 0.776117]
3314 [D loss: 0.572491, acc.: 75.00%] [G loss: 0.851252]
3315 [D loss: 0.702171, acc.: 53.12%] [G loss: 0.817465]
3316 [D loss: 0.574974, acc.: 78.12%] [G loss: 0.817021]
3317 [D loss: 0.721538, acc.: 53.12%] [G loss: 0.810571]
3318 [D loss: 0.619228, acc.: 71.88%] [G loss: 0.798493]
3319 [D loss: 0.746397, acc.: 46.88%] [G loss: 0.864320]
3320 [D loss: 0.578090, acc.: 68.75%] [G loss: 0.892390]
3321 [D loss: 0.660923, acc.: 65.62%] [G loss: 0.900446]
3322 [D loss: 0.692330, acc.: 50.00%] [G loss: 0.793275]
3323 [D loss: 0.651995, acc.: 65.62%] [G loss: 0.863345]
3324 [D loss: 0.688536, acc.: 59.38%] [G loss: 0.835383]
3325 [D loss: 0.604315, acc.: 68.75%] [G loss: 0.914101]
3326 [D loss: 0.592613, acc.: 68.75%] [G loss: 0.876801]
3327 [D loss: 0.629205, acc.: 53.12%] [G loss: 0.849964]
3328 [D loss: 0.664862, acc.: 56.25%] [G loss: 0.836170]
3329 [D loss: 0.683493, acc.: 65.62%] [G loss: 0.799094]
3330 [D loss: 0.698429, acc.: 62.50%] [G loss: 0.822544]
3331 [D loss: 0.658384, acc.: 59.38%] [G loss: 0.893328]
3332 [D loss: 0.644776, acc.: 68.75%] [G loss: 0.866983]
3333 [D loss: 0.614981, acc.: 62.50%] [G loss: 0.949224]
3334 [D loss: 0.595797, acc.: 71.88%] [G loss: 0.895082]
3335 [D loss: 0.578565, acc.: 81.25%] [G loss: 0.925429]
3336 [D loss: 0.642736, acc.: 62.50%] [G loss: 0.878695]
3337 [D loss: 0.677635, acc.: 53.12%] [G loss: 0.911775]
3338 [D loss: 0.602311, acc.: 62.50%] [G loss: 0.920143]
3339 [D loss: 0.545080, acc.: 81.25%] [G loss: 0.851607]
3340 [D loss: 0.662168, acc.: 65.62%] [G loss: 0.906749]
3341 [D loss: 0.650878, acc.: 65.62%] [G loss: 0.899518]
3342 [D loss: 0.722591, acc.: 65.62%] [G loss: 0.841883]
3343 [D loss: 0.575952, acc.: 71.88%] [G loss: 0.813388]
3344 [D loss: 0.556158, acc.: 75.00%] [G loss: 0.915943]
3345 [D loss: 0.677646, acc.: 62.50%] [G loss: 0.885809]
3346 [D loss: 0.634965, acc.: 68.75%] [G loss: 0.864583]
3347 [D loss: 0.645485, acc.: 68.75%] [G loss: 0.819634]
3348 [D loss: 0.734369, acc.: 43.75%] [G loss: 0.847563]
3349 [D loss: 0.649974, acc.: 59.38%] [G loss: 0.874799]
3350 [D loss: 0.609854, acc.: 71.88%] [G loss: 0.867153]
3351 [D loss: 0.607679, acc.: 65.62%] [G loss: 0.947667]
3352 [D loss: 0.661446, acc.: 50.00%] [G loss: 0.899607]
3353 [D loss: 0.627836, acc.: 62.50%] [G loss: 0.848143]
3354 [D loss: 0.621494, acc.: 68.75%] [G loss: 0.819886]
3355 [D loss: 0.637556, acc.: 75.00%] [G loss: 0.871642]
3356 [D loss: 0.665602, acc.: 62.50%] [G loss: 0.914129]
3357 [D loss: 0.663654, acc.: 50.00%] [G loss: 0.928370]
3358 [D loss: 0.555358, acc.: 71.88%] [G loss: 0.999617]
3359 [D loss: 0.567603, acc.: 75.00%] [G loss: 0.971332]
3360 [D loss: 0.673911, acc.: 68.75%] [G loss: 0.911351]
3361 [D loss: 0.640710, acc.: 68.75%] [G loss: 0.938719]
3362 [D loss: 0.617204, acc.: 62.50%] [G loss: 0.964681]
3363 [D loss: 0.552120, acc.: 81.25%] [G loss: 0.852251]
3364 [D loss: 0.575089, acc.: 71.88%] [G loss: 0.908470]
3365 [D loss: 0.658295, acc.: 62.50%] [G loss: 0.939435]
3366 [D loss: 0.611343, acc.: 71.88%] [G loss: 0.810124]
3367 [D loss: 0.613906, acc.: 62.50%] [G loss: 0.867854]
3368 [D loss: 0.615115, acc.: 65.62%] [G loss: 0.847347]
3369 [D loss: 0.722841, acc.: 46.88%] [G loss: 0.801962]
3370 [D loss: 0.613776, acc.: 65.62%] [G loss: 0.903916]
3371 [D loss: 0.617986, acc.: 65.62%] [G loss: 0.907097]
3372 [D loss: 0.656680, acc.: 62.50%] [G loss: 0.863205]
3373 [D loss: 0.714077, acc.: 56.25%] [G loss: 0.932713]
3374 [D loss: 0.622488, acc.: 59.38%] [G loss: 0.870073]
3375 [D loss: 0.590962, acc.: 78.12%] [G loss: 0.918691]
3376 [D loss: 0.558625, acc.: 78.12%] [G loss: 0.886816]
3377 [D loss: 0.663176, acc.: 56.25%] [G loss: 0.881387]
3378 [D loss: 0.651781, acc.: 62.50%] [G loss: 0.854736]
3379 [D loss: 0.629660, acc.: 59.38%] [G loss: 0.894846]
3380 [D loss: 0.613370, acc.: 71.88%] [G loss: 0.860115]
3381 [D loss: 0.588208, acc.: 68.75%] [G loss: 0.910773]
3382 [D loss: 0.574455, acc.: 75.00%] [G loss: 0.857493]
3383 [D loss: 0.622453, acc.: 59.38%] [G loss: 0.892624]
3384 [D loss: 0.677191, acc.: 53.12%] [G loss: 0.858033]
3385 [D loss: 0.672313, acc.: 62.50%] [G loss: 0.879914]
3386 [D loss: 0.624614, acc.: 65.62%] [G loss: 0.913661]
3387 [D loss: 0.709096, acc.: 56.25%] [G loss: 0.839410]
3388 [D loss: 0.604749, acc.: 62.50%] [G loss: 0.904081]
3389 [D loss: 0.597459, acc.: 65.62%] [G loss: 0.880722]
3390 [D loss: 0.606324, acc.: 68.75%] [G loss: 0.924319]
3391 [D loss: 0.610575, acc.: 68.75%] [G loss: 0.862944]
3392 [D loss: 0.668973, acc.: 53.12%] [G loss: 0.949435]
3393 [D loss: 0.638235, acc.: 62.50%] [G loss: 0.980922]
3394 [D loss: 0.554086, acc.: 75.00%] [G loss: 1.001056]
3395 [D loss: 0.703621, acc.: 56.25%] [G loss: 0.929821]
3396 [D loss: 0.640043, acc.: 68.75%] [G loss: 1.023425]
3397 [D loss: 0.614685, acc.: 75.00%] [G loss: 0.911897]
3398 [D loss: 0.612015, acc.: 65.62%] [G loss: 0.968563]
3399 [D loss: 0.629007, acc.: 62.50%] [G loss: 0.820436]
3400 [D loss: 0.638425, acc.: 62.50%] [G loss: 0.972507]
3401 [D loss: 0.615488, acc.: 68.75%] [G loss: 0.897043]
3402 [D loss: 0.699449, acc.: 56.25%] [G loss: 0.910247]
3403 [D loss: 0.621001, acc.: 71.88%] [G loss: 1.002732]
3404 [D loss: 0.671385, acc.: 53.12%] [G loss: 1.011039]
3405 [D loss: 0.628261, acc.: 59.38%] [G loss: 0.931946]
3406 [D loss: 0.650168, acc.: 56.25%] [G loss: 0.898488]
3407 [D loss: 0.577948, acc.: 71.88%] [G loss: 0.900447]
3408 [D loss: 0.723320, acc.: 46.88%] [G loss: 0.901471]
3409 [D loss: 0.661511, acc.: 56.25%] [G loss: 0.963112]
3410 [D loss: 0.689977, acc.: 56.25%] [G loss: 1.001560]
3411 [D loss: 0.645403, acc.: 65.62%] [G loss: 1.040334]
3412 [D loss: 0.639787, acc.: 56.25%] [G loss: 0.845063]
3413 [D loss: 0.680658, acc.: 46.88%] [G loss: 0.830653]
3414 [D loss: 0.698702, acc.: 53.12%] [G loss: 0.941998]
3415 [D loss: 0.655609, acc.: 62.50%] [G loss: 0.849584]
3416 [D loss: 0.581031, acc.: 75.00%] [G loss: 0.875167]
3417 [D loss: 0.637093, acc.: 68.75%] [G loss: 0.795408]
3418 [D loss: 0.546639, acc.: 78.12%] [G loss: 0.847161]
3419 [D loss: 0.657475, acc.: 65.62%] [G loss: 0.835338]
3420 [D loss: 0.657082, acc.: 59.38%] [G loss: 0.887975]
3421 [D loss: 0.591047, acc.: 75.00%] [G loss: 0.862279]
3422 [D loss: 0.700632, acc.: 65.62%] [G loss: 0.801851]
3423 [D loss: 0.703161, acc.: 62.50%] [G loss: 0.937456]
3424 [D loss: 0.737997, acc.: 46.88%] [G loss: 0.949626]
3425 [D loss: 0.622010, acc.: 62.50%] [G loss: 0.951048]
3426 [D loss: 0.637558, acc.: 68.75%] [G loss: 0.882824]
3427 [D loss: 0.601208, acc.: 71.88%] [G loss: 0.914156]
3428 [D loss: 0.652886, acc.: 65.62%] [G loss: 0.964566]
3429 [D loss: 0.739440, acc.: 59.38%] [G loss: 0.939699]
3430 [D loss: 0.701613, acc.: 62.50%] [G loss: 0.953384]
3431 [D loss: 0.600805, acc.: 62.50%] [G loss: 0.919935]
3432 [D loss: 0.640462, acc.: 62.50%] [G loss: 0.936883]
3433 [D loss: 0.659531, acc.: 59.38%] [G loss: 0.870711]
3434 [D loss: 0.615603, acc.: 71.88%] [G loss: 0.882594]
3435 [D loss: 0.787390, acc.: 43.75%] [G loss: 0.901604]
3436 [D loss: 0.701608, acc.: 53.12%] [G loss: 0.911085]
3437 [D loss: 0.728723, acc.: 56.25%] [G loss: 0.981516]
3438 [D loss: 0.648624, acc.: 56.25%] [G loss: 0.857112]
3439 [D loss: 0.626824, acc.: 68.75%] [G loss: 0.861999]
3440 [D loss: 0.718910, acc.: 50.00%] [G loss: 0.938707]
3441 [D loss: 0.657562, acc.: 59.38%] [G loss: 0.950045]
3442 [D loss: 0.629207, acc.: 65.62%] [G loss: 0.867436]
3443 [D loss: 0.686951, acc.: 59.38%] [G loss: 0.847090]
3444 [D loss: 0.713048, acc.: 46.88%] [G loss: 0.804250]
3445 [D loss: 0.560855, acc.: 87.50%] [G loss: 0.842830]
3446 [D loss: 0.550592, acc.: 71.88%] [G loss: 0.941809]
3447 [D loss: 0.614817, acc.: 75.00%] [G loss: 0.905613]
3448 [D loss: 0.591796, acc.: 71.88%] [G loss: 0.877480]
3449 [D loss: 0.691235, acc.: 59.38%] [G loss: 0.804420]
3450 [D loss: 0.692064, acc.: 56.25%] [G loss: 0.950830]
3451 [D loss: 0.559160, acc.: 84.38%] [G loss: 1.010694]
3452 [D loss: 0.653933, acc.: 50.00%] [G loss: 0.958294]
3453 [D loss: 0.644336, acc.: 59.38%] [G loss: 0.961011]
3454 [D loss: 0.644684, acc.: 62.50%] [G loss: 0.855364]
3455 [D loss: 0.769234, acc.: 37.50%] [G loss: 0.889390]
3456 [D loss: 0.538734, acc.: 81.25%] [G loss: 0.900695]
3457 [D loss: 0.602160, acc.: 68.75%] [G loss: 0.961344]
3458 [D loss: 0.666598, acc.: 56.25%] [G loss: 0.934295]
3459 [D loss: 0.680633, acc.: 68.75%] [G loss: 0.917338]
3460 [D loss: 0.687014, acc.: 46.88%] [G loss: 0.904911]
3461 [D loss: 0.686921, acc.: 56.25%] [G loss: 0.854831]
3462 [D loss: 0.685212, acc.: 59.38%] [G loss: 0.911507]
3463 [D loss: 0.655660, acc.: 62.50%] [G loss: 0.899079]
3464 [D loss: 0.636930, acc.: 59.38%] [G loss: 0.932031]
3465 [D loss: 0.598318, acc.: 71.88%] [G loss: 0.997484]
3466 [D loss: 0.634530, acc.: 68.75%] [G loss: 0.904191]
3467 [D loss: 0.695776, acc.: 56.25%] [G loss: 0.911200]
3468 [D loss: 0.639158, acc.: 65.62%] [G loss: 0.823740]
3469 [D loss: 0.679672, acc.: 46.88%] [G loss: 0.869518]
3470 [D loss: 0.637292, acc.: 65.62%] [G loss: 0.857068]
3471 [D loss: 0.589516, acc.: 68.75%] [G loss: 0.907566]
3472 [D loss: 0.573495, acc.: 68.75%] [G loss: 0.822081]
3473 [D loss: 0.694195, acc.: 56.25%] [G loss: 0.875012]
3474 [D loss: 0.593595, acc.: 65.62%] [G loss: 0.887132]
3475 [D loss: 0.588162, acc.: 71.88%] [G loss: 0.930605]
3476 [D loss: 0.580592, acc.: 78.12%] [G loss: 0.847220]
3477 [D loss: 0.658722, acc.: 65.62%] [G loss: 0.811003]
3478 [D loss: 0.689512, acc.: 59.38%] [G loss: 0.872237]
3479 [D loss: 0.678022, acc.: 53.12%] [G loss: 0.837908]
3480 [D loss: 0.636198, acc.: 62.50%] [G loss: 0.851637]
3481 [D loss: 0.618010, acc.: 65.62%] [G loss: 0.960338]
3482 [D loss: 0.580438, acc.: 68.75%] [G loss: 0.982501]
3483 [D loss: 0.572546, acc.: 62.50%] [G loss: 1.020114]
3484 [D loss: 0.624720, acc.: 62.50%] [G loss: 0.962744]
3485 [D loss: 0.595250, acc.: 71.88%] [G loss: 0.897794]
3486 [D loss: 0.584518, acc.: 71.88%] [G loss: 0.909462]
3487 [D loss: 0.741715, acc.: 53.12%] [G loss: 0.886189]
3488 [D loss: 0.702348, acc.: 53.12%] [G loss: 0.849247]
3489 [D loss: 0.600070, acc.: 68.75%] [G loss: 0.952391]
3490 [D loss: 0.631782, acc.: 68.75%] [G loss: 0.936595]
3491 [D loss: 0.565268, acc.: 71.88%] [G loss: 0.867282]
3492 [D loss: 0.622161, acc.: 62.50%] [G loss: 0.818464]
3493 [D loss: 0.615949, acc.: 71.88%] [G loss: 0.855119]
3494 [D loss: 0.683104, acc.: 56.25%] [G loss: 0.783435]
3495 [D loss: 0.636232, acc.: 59.38%] [G loss: 0.863131]
3496 [D loss: 0.602256, acc.: 71.88%] [G loss: 0.991681]
3497 [D loss: 0.610137, acc.: 59.38%] [G loss: 0.940664]
3498 [D loss: 0.709658, acc.: 62.50%] [G loss: 0.869797]
3499 [D loss: 0.641621, acc.: 68.75%] [G loss: 0.889136]
3500 [D loss: 0.585530, acc.: 68.75%] [G loss: 0.875319]
3501 [D loss: 0.614357, acc.: 62.50%] [G loss: 0.884087]
3502 [D loss: 0.660860, acc.: 65.62%] [G loss: 0.908703]
3503 [D loss: 0.683545, acc.: 50.00%] [G loss: 0.879602]
3504 [D loss: 0.591146, acc.: 71.88%] [G loss: 0.940907]
3505 [D loss: 0.566452, acc.: 75.00%] [G loss: 0.918472]
3506 [D loss: 0.742181, acc.: 50.00%] [G loss: 1.025754]
3507 [D loss: 0.614240, acc.: 65.62%] [G loss: 0.955293]
3508 [D loss: 0.590904, acc.: 71.88%] [G loss: 0.896709]
3509 [D loss: 0.611040, acc.: 68.75%] [G loss: 0.878152]
3510 [D loss: 0.649683, acc.: 56.25%] [G loss: 0.887191]
3511 [D loss: 0.513366, acc.: 81.25%] [G loss: 0.901887]
3512 [D loss: 0.605005, acc.: 65.62%] [G loss: 0.883676]
3513 [D loss: 0.628192, acc.: 78.12%] [G loss: 0.877265]
3514 [D loss: 0.587969, acc.: 75.00%] [G loss: 0.873266]
3515 [D loss: 0.781651, acc.: 37.50%] [G loss: 0.814196]
3516 [D loss: 0.626559, acc.: 65.62%] [G loss: 0.904234]
3517 [D loss: 0.676741, acc.: 62.50%] [G loss: 0.914472]
3518 [D loss: 0.712119, acc.: 59.38%] [G loss: 0.906370]
3519 [D loss: 0.630883, acc.: 75.00%] [G loss: 0.850786]
3520 [D loss: 0.689677, acc.: 56.25%] [G loss: 0.871938]
3521 [D loss: 0.664602, acc.: 56.25%] [G loss: 0.857872]
3522 [D loss: 0.710926, acc.: 43.75%] [G loss: 0.833407]
3523 [D loss: 0.664705, acc.: 59.38%] [G loss: 0.864891]
3524 [D loss: 0.675451, acc.: 53.12%] [G loss: 0.889647]
3525 [D loss: 0.637150, acc.: 62.50%] [G loss: 0.968927]
3526 [D loss: 0.571217, acc.: 78.12%] [G loss: 0.937724]
3527 [D loss: 0.612918, acc.: 68.75%] [G loss: 0.901879]
3528 [D loss: 0.609011, acc.: 56.25%] [G loss: 0.865780]
3529 [D loss: 0.722475, acc.: 50.00%] [G loss: 0.910306]
3530 [D loss: 0.693293, acc.: 50.00%] [G loss: 0.819364]
3531 [D loss: 0.599946, acc.: 62.50%] [G loss: 0.894682]
3532 [D loss: 0.689792, acc.: 53.12%] [G loss: 0.875508]
3533 [D loss: 0.663064, acc.: 56.25%] [G loss: 0.869432]
3534 [D loss: 0.696121, acc.: 59.38%] [G loss: 0.880269]
3535 [D loss: 0.570050, acc.: 75.00%] [G loss: 0.917073]
3536 [D loss: 0.538319, acc.: 78.12%] [G loss: 0.939046]
3537 [D loss: 0.623606, acc.: 65.62%] [G loss: 0.884169]
3538 [D loss: 0.593242, acc.: 81.25%] [G loss: 0.875861]
3539 [D loss: 0.586000, acc.: 62.50%] [G loss: 0.802358]
3540 [D loss: 0.600638, acc.: 71.88%] [G loss: 0.916555]
3541 [D loss: 0.593833, acc.: 78.12%] [G loss: 0.982344]
3542 [D loss: 0.600002, acc.: 62.50%] [G loss: 1.002514]
3543 [D loss: 0.669139, acc.: 62.50%] [G loss: 0.961042]
3544 [D loss: 0.639610, acc.: 65.62%] [G loss: 0.903731]
3545 [D loss: 0.675967, acc.: 62.50%] [G loss: 0.916210]
3546 [D loss: 0.701472, acc.: 56.25%] [G loss: 0.870914]
3547 [D loss: 0.596593, acc.: 68.75%] [G loss: 0.899467]
3548 [D loss: 0.659918, acc.: 56.25%] [G loss: 0.870353]
3549 [D loss: 0.642367, acc.: 56.25%] [G loss: 0.902048]
3550 [D loss: 0.651140, acc.: 50.00%] [G loss: 0.857801]
3551 [D loss: 0.715507, acc.: 53.12%] [G loss: 0.878574]
3552 [D loss: 0.592819, acc.: 71.88%] [G loss: 0.938564]
3553 [D loss: 0.535984, acc.: 84.38%] [G loss: 0.927130]
3554 [D loss: 0.681140, acc.: 59.38%] [G loss: 0.895054]
3555 [D loss: 0.582383, acc.: 78.12%] [G loss: 0.901485]
3556 [D loss: 0.548092, acc.: 71.88%] [G loss: 0.821879]
3557 [D loss: 0.655768, acc.: 59.38%] [G loss: 0.844934]
3558 [D loss: 0.524757, acc.: 81.25%] [G loss: 0.808084]
3559 [D loss: 0.563925, acc.: 71.88%] [G loss: 0.896168]
3560 [D loss: 0.653646, acc.: 62.50%] [G loss: 0.829432]
3561 [D loss: 0.695528, acc.: 56.25%] [G loss: 0.849135]
3562 [D loss: 0.606030, acc.: 75.00%] [G loss: 0.868793]
3563 [D loss: 0.710733, acc.: 46.88%] [G loss: 0.901489]
3564 [D loss: 0.641387, acc.: 65.62%] [G loss: 0.897387]
3565 [D loss: 0.613608, acc.: 71.88%] [G loss: 0.864093]
3566 [D loss: 0.691592, acc.: 53.12%] [G loss: 0.847275]
3567 [D loss: 0.611580, acc.: 68.75%] [G loss: 0.866069]
3568 [D loss: 0.665523, acc.: 59.38%] [G loss: 0.876271]
3569 [D loss: 0.652898, acc.: 62.50%] [G loss: 0.931693]
3570 [D loss: 0.604460, acc.: 68.75%] [G loss: 0.901367]
3571 [D loss: 0.603732, acc.: 68.75%] [G loss: 0.980643]
3572 [D loss: 0.592487, acc.: 59.38%] [G loss: 0.957315]
3573 [D loss: 0.686858, acc.: 65.62%] [G loss: 0.911824]
3574 [D loss: 0.624585, acc.: 59.38%] [G loss: 0.825346]
3575 [D loss: 0.799976, acc.: 53.12%] [G loss: 0.850534]
3576 [D loss: 0.639823, acc.: 62.50%] [G loss: 0.844512]
3577 [D loss: 0.649508, acc.: 68.75%] [G loss: 0.842381]
3578 [D loss: 0.647845, acc.: 56.25%] [G loss: 0.913343]
3579 [D loss: 0.650076, acc.: 59.38%] [G loss: 0.899765]
3580 [D loss: 0.654676, acc.: 50.00%] [G loss: 0.805657]
3581 [D loss: 0.658415, acc.: 62.50%] [G loss: 0.957381]
3582 [D loss: 0.639059, acc.: 65.62%] [G loss: 0.979190]
3583 [D loss: 0.697448, acc.: 43.75%] [G loss: 0.866108]
3584 [D loss: 0.645909, acc.: 62.50%] [G loss: 0.851700]
3585 [D loss: 0.553749, acc.: 62.50%] [G loss: 0.885423]
3586 [D loss: 0.706656, acc.: 46.88%] [G loss: 0.914910]
3587 [D loss: 0.725376, acc.: 46.88%] [G loss: 0.892882]
3588 [D loss: 0.636656, acc.: 59.38%] [G loss: 0.808346]
3589 [D loss: 0.608503, acc.: 62.50%] [G loss: 0.844441]
3590 [D loss: 0.595348, acc.: 68.75%] [G loss: 0.872888]
3591 [D loss: 0.641508, acc.: 65.62%] [G loss: 0.930138]
3592 [D loss: 0.607502, acc.: 59.38%] [G loss: 0.800626]
3593 [D loss: 0.677345, acc.: 59.38%] [G loss: 0.917765]
3594 [D loss: 0.613595, acc.: 62.50%] [G loss: 0.892301]
3595 [D loss: 0.625488, acc.: 59.38%] [G loss: 0.902452]
3596 [D loss: 0.685573, acc.: 62.50%] [G loss: 0.775589]
3597 [D loss: 0.592700, acc.: 65.62%] [G loss: 0.873754]
3598 [D loss: 0.650673, acc.: 65.62%] [G loss: 0.815380]
3599 [D loss: 0.630334, acc.: 62.50%] [G loss: 0.894549]
3600 [D loss: 0.580185, acc.: 71.88%] [G loss: 0.910459]
3601 [D loss: 0.585520, acc.: 65.62%] [G loss: 0.873415]
3602 [D loss: 0.584400, acc.: 78.12%] [G loss: 0.845906]
3603 [D loss: 0.665800, acc.: 65.62%] [G loss: 0.943327]
3604 [D loss: 0.663898, acc.: 68.75%] [G loss: 0.904957]
3605 [D loss: 0.585346, acc.: 65.62%] [G loss: 0.908206]
3606 [D loss: 0.694580, acc.: 56.25%] [G loss: 0.952270]
3607 [D loss: 0.614769, acc.: 68.75%] [G loss: 0.927772]
3608 [D loss: 0.618830, acc.: 62.50%] [G loss: 0.869459]
3609 [D loss: 0.683288, acc.: 56.25%] [G loss: 0.899854]
3610 [D loss: 0.619674, acc.: 65.62%] [G loss: 0.933356]
3611 [D loss: 0.691943, acc.: 59.38%] [G loss: 0.902106]
3612 [D loss: 0.620071, acc.: 65.62%] [G loss: 0.931163]
3613 [D loss: 0.658055, acc.: 65.62%] [G loss: 0.948382]
3614 [D loss: 0.577999, acc.: 71.88%] [G loss: 0.878376]
3615 [D loss: 0.699712, acc.: 50.00%] [G loss: 0.892824]
3616 [D loss: 0.548758, acc.: 71.88%] [G loss: 0.965312]
3617 [D loss: 0.655745, acc.: 62.50%] [G loss: 0.879757]
3618 [D loss: 0.753060, acc.: 46.88%] [G loss: 0.863089]
3619 [D loss: 0.613083, acc.: 68.75%] [G loss: 0.857028]
3620 [D loss: 0.670193, acc.: 62.50%] [G loss: 0.817888]
3621 [D loss: 0.709133, acc.: 50.00%] [G loss: 0.891791]
3622 [D loss: 0.595048, acc.: 75.00%] [G loss: 0.795068]
3623 [D loss: 0.658003, acc.: 62.50%] [G loss: 0.909436]
3624 [D loss: 0.552909, acc.: 78.12%] [G loss: 0.957609]
3625 [D loss: 0.648226, acc.: 59.38%] [G loss: 1.018581]
3626 [D loss: 0.648315, acc.: 56.25%] [G loss: 0.898372]
3627 [D loss: 0.688244, acc.: 56.25%] [G loss: 0.927827]
3628 [D loss: 0.579412, acc.: 75.00%] [G loss: 0.964519]
3629 [D loss: 0.601812, acc.: 71.88%] [G loss: 0.964900]
3630 [D loss: 0.613556, acc.: 65.62%] [G loss: 1.003625]
3631 [D loss: 0.606334, acc.: 56.25%] [G loss: 0.983909]
3632 [D loss: 0.711441, acc.: 65.62%] [G loss: 0.882150]
3633 [D loss: 0.684072, acc.: 62.50%] [G loss: 0.888748]
3634 [D loss: 0.589839, acc.: 75.00%] [G loss: 0.897831]
3635 [D loss: 0.611635, acc.: 59.38%] [G loss: 0.943565]
3636 [D loss: 0.635370, acc.: 62.50%] [G loss: 0.843485]
3637 [D loss: 0.642861, acc.: 68.75%] [G loss: 0.900982]
3638 [D loss: 0.655138, acc.: 59.38%] [G loss: 0.860141]
3639 [D loss: 0.684232, acc.: 59.38%] [G loss: 0.856012]
3640 [D loss: 0.575706, acc.: 71.88%] [G loss: 0.939858]
3641 [D loss: 0.576231, acc.: 68.75%] [G loss: 0.923684]
3642 [D loss: 0.722930, acc.: 46.88%] [G loss: 0.916764]
3643 [D loss: 0.648727, acc.: 62.50%] [G loss: 0.981884]
3644 [D loss: 0.623575, acc.: 65.62%] [G loss: 0.865685]
3645 [D loss: 0.609383, acc.: 65.62%] [G loss: 0.942658]
3646 [D loss: 0.601825, acc.: 71.88%] [G loss: 0.969999]
3647 [D loss: 0.712188, acc.: 50.00%] [G loss: 0.931626]
3648 [D loss: 0.681600, acc.: 56.25%] [G loss: 0.885463]
3649 [D loss: 0.709666, acc.: 46.88%] [G loss: 0.834586]
3650 [D loss: 0.642353, acc.: 65.62%] [G loss: 0.833877]
3651 [D loss: 0.690849, acc.: 68.75%] [G loss: 0.872765]
3652 [D loss: 0.664081, acc.: 56.25%] [G loss: 0.744282]
3653 [D loss: 0.634070, acc.: 65.62%] [G loss: 0.833758]
3654 [D loss: 0.602485, acc.: 68.75%] [G loss: 0.939551]
3655 [D loss: 0.600808, acc.: 65.62%] [G loss: 0.918565]
3656 [D loss: 0.600881, acc.: 62.50%] [G loss: 0.947431]
3657 [D loss: 0.732705, acc.: 50.00%] [G loss: 0.874430]
3658 [D loss: 0.628754, acc.: 65.62%] [G loss: 0.915769]
3659 [D loss: 0.644191, acc.: 56.25%] [G loss: 0.930354]
3660 [D loss: 0.595592, acc.: 78.12%] [G loss: 0.948647]
3661 [D loss: 0.709712, acc.: 59.38%] [G loss: 0.900586]
3662 [D loss: 0.793160, acc.: 46.88%] [G loss: 0.858762]
3663 [D loss: 0.559721, acc.: 81.25%] [G loss: 0.911561]
3664 [D loss: 0.624309, acc.: 59.38%] [G loss: 0.931259]
3665 [D loss: 0.611077, acc.: 62.50%] [G loss: 0.904142]
3666 [D loss: 0.772546, acc.: 43.75%] [G loss: 0.886483]
3667 [D loss: 0.618043, acc.: 56.25%] [G loss: 0.955836]
3668 [D loss: 0.562543, acc.: 75.00%] [G loss: 0.968523]
3669 [D loss: 0.763436, acc.: 53.12%] [G loss: 0.803349]
3670 [D loss: 0.611361, acc.: 75.00%] [G loss: 0.838490]
3671 [D loss: 0.716794, acc.: 46.88%] [G loss: 0.776146]
3672 [D loss: 0.665594, acc.: 56.25%] [G loss: 0.867116]
3673 [D loss: 0.603109, acc.: 75.00%] [G loss: 0.869122]
3674 [D loss: 0.753525, acc.: 40.62%] [G loss: 0.884634]
3675 [D loss: 0.623463, acc.: 59.38%] [G loss: 0.888672]
3676 [D loss: 0.636371, acc.: 65.62%] [G loss: 0.916759]
3677 [D loss: 0.562759, acc.: 78.12%] [G loss: 0.875426]
3678 [D loss: 0.632766, acc.: 53.12%] [G loss: 0.855515]
3679 [D loss: 0.726883, acc.: 40.62%] [G loss: 0.843561]
3680 [D loss: 0.691548, acc.: 56.25%] [G loss: 0.874597]
3681 [D loss: 0.586283, acc.: 78.12%] [G loss: 0.872959]
3682 [D loss: 0.620752, acc.: 59.38%] [G loss: 0.859874]
3683 [D loss: 0.569974, acc.: 71.88%] [G loss: 0.951302]
3684 [D loss: 0.643009, acc.: 65.62%] [G loss: 0.945048]
3685 [D loss: 0.675892, acc.: 56.25%] [G loss: 0.984874]
3686 [D loss: 0.725061, acc.: 59.38%] [G loss: 0.913917]
3687 [D loss: 0.601416, acc.: 78.12%] [G loss: 0.912609]
3688 [D loss: 0.634930, acc.: 68.75%] [G loss: 0.914908]
3689 [D loss: 0.663573, acc.: 56.25%] [G loss: 0.843968]
3690 [D loss: 0.770628, acc.: 43.75%] [G loss: 0.828734]
3691 [D loss: 0.594644, acc.: 68.75%] [G loss: 0.878793]
3692 [D loss: 0.564547, acc.: 71.88%] [G loss: 0.821971]
3693 [D loss: 0.586083, acc.: 65.62%] [G loss: 0.798095]
3694 [D loss: 0.633343, acc.: 68.75%] [G loss: 0.941409]
3695 [D loss: 0.662862, acc.: 65.62%] [G loss: 0.838572]
3696 [D loss: 0.623926, acc.: 65.62%] [G loss: 0.863346]
3697 [D loss: 0.629088, acc.: 65.62%] [G loss: 0.871200]
3698 [D loss: 0.637143, acc.: 62.50%] [G loss: 0.865999]
3699 [D loss: 0.593053, acc.: 75.00%] [G loss: 0.906853]
3700 [D loss: 0.615447, acc.: 68.75%] [G loss: 0.858050]
3701 [D loss: 0.607326, acc.: 68.75%] [G loss: 0.877424]
3702 [D loss: 0.610252, acc.: 65.62%] [G loss: 0.876636]
3703 [D loss: 0.626595, acc.: 68.75%] [G loss: 0.869047]
3704 [D loss: 0.639287, acc.: 71.88%] [G loss: 0.890704]
3705 [D loss: 0.651500, acc.: 59.38%] [G loss: 0.947372]
3706 [D loss: 0.636858, acc.: 62.50%] [G loss: 0.888900]
3707 [D loss: 0.600254, acc.: 65.62%] [G loss: 0.907010]
3708 [D loss: 0.684552, acc.: 53.12%] [G loss: 0.934381]
3709 [D loss: 0.653990, acc.: 59.38%] [G loss: 0.891786]
3710 [D loss: 0.623963, acc.: 62.50%] [G loss: 0.945167]
3711 [D loss: 0.641307, acc.: 71.88%] [G loss: 0.981213]
3712 [D loss: 0.669338, acc.: 59.38%] [G loss: 0.884513]
3713 [D loss: 0.639984, acc.: 59.38%] [G loss: 0.838704]
3714 [D loss: 0.685557, acc.: 56.25%] [G loss: 0.894568]
3715 [D loss: 0.622235, acc.: 65.62%] [G loss: 0.833999]
3716 [D loss: 0.666369, acc.: 68.75%] [G loss: 0.845116]
3717 [D loss: 0.689230, acc.: 53.12%] [G loss: 0.873852]
3718 [D loss: 0.615634, acc.: 65.62%] [G loss: 0.915310]
3719 [D loss: 0.723354, acc.: 53.12%] [G loss: 0.906672]
3720 [D loss: 0.567135, acc.: 71.88%] [G loss: 0.984647]
3721 [D loss: 0.585976, acc.: 68.75%] [G loss: 0.938517]
3722 [D loss: 0.734182, acc.: 53.12%] [G loss: 0.954085]
3723 [D loss: 0.662944, acc.: 56.25%] [G loss: 0.848783]
3724 [D loss: 0.634258, acc.: 68.75%] [G loss: 0.927746]
3725 [D loss: 0.736766, acc.: 50.00%] [G loss: 0.879144]
3726 [D loss: 0.639377, acc.: 59.38%] [G loss: 0.859129]
3727 [D loss: 0.652412, acc.: 62.50%] [G loss: 0.910362]
3728 [D loss: 0.635220, acc.: 59.38%] [G loss: 0.899348]
3729 [D loss: 0.634525, acc.: 62.50%] [G loss: 0.891122]
3730 [D loss: 0.703943, acc.: 56.25%] [G loss: 0.820593]
3731 [D loss: 0.649084, acc.: 50.00%] [G loss: 0.910648]
3732 [D loss: 0.710722, acc.: 50.00%] [G loss: 0.913656]
3733 [D loss: 0.582255, acc.: 65.62%] [G loss: 0.940046]
3734 [D loss: 0.553767, acc.: 68.75%] [G loss: 0.896624]
3735 [D loss: 0.653713, acc.: 65.62%] [G loss: 0.846521]
3736 [D loss: 0.725147, acc.: 53.12%] [G loss: 0.898971]
3737 [D loss: 0.688285, acc.: 53.12%] [G loss: 0.860867]
3738 [D loss: 0.687188, acc.: 53.12%] [G loss: 0.836493]
3739 [D loss: 0.683680, acc.: 65.62%] [G loss: 0.806232]
3740 [D loss: 0.698476, acc.: 53.12%] [G loss: 0.891076]
3741 [D loss: 0.658398, acc.: 65.62%] [G loss: 0.905746]
3742 [D loss: 0.726301, acc.: 46.88%] [G loss: 0.819244]
3743 [D loss: 0.700993, acc.: 46.88%] [G loss: 0.923040]
3744 [D loss: 0.657682, acc.: 59.38%] [G loss: 0.898025]
3745 [D loss: 0.558920, acc.: 78.12%] [G loss: 0.821611]
3746 [D loss: 0.663693, acc.: 59.38%] [G loss: 0.842145]
3747 [D loss: 0.618952, acc.: 75.00%] [G loss: 0.877834]
3748 [D loss: 0.638027, acc.: 71.88%] [G loss: 0.854460]
3749 [D loss: 0.713096, acc.: 56.25%] [G loss: 0.927330]
3750 [D loss: 0.595444, acc.: 68.75%] [G loss: 0.917396]
3751 [D loss: 0.631975, acc.: 65.62%] [G loss: 0.837253]
3752 [D loss: 0.645214, acc.: 62.50%] [G loss: 0.912644]
3753 [D loss: 0.545035, acc.: 78.12%] [G loss: 0.895345]
3754 [D loss: 0.639024, acc.: 62.50%] [G loss: 0.876695]
3755 [D loss: 0.660257, acc.: 65.62%] [G loss: 0.877488]
3756 [D loss: 0.651713, acc.: 71.88%] [G loss: 0.891531]
3757 [D loss: 0.690222, acc.: 62.50%] [G loss: 0.826257]
3758 [D loss: 0.691184, acc.: 59.38%] [G loss: 0.809055]
3759 [D loss: 0.596150, acc.: 71.88%] [G loss: 0.874621]
3760 [D loss: 0.606343, acc.: 68.75%] [G loss: 0.849372]
3761 [D loss: 0.650961, acc.: 62.50%] [G loss: 0.968272]
3762 [D loss: 0.622704, acc.: 68.75%] [G loss: 0.898387]
3763 [D loss: 0.690138, acc.: 59.38%] [G loss: 0.858737]
3764 [D loss: 0.664872, acc.: 62.50%] [G loss: 0.844928]
3765 [D loss: 0.664339, acc.: 65.62%] [G loss: 0.965432]
3766 [D loss: 0.620689, acc.: 56.25%] [G loss: 0.923948]
3767 [D loss: 0.659529, acc.: 68.75%] [G loss: 0.897178]
3768 [D loss: 0.716440, acc.: 46.88%] [G loss: 0.867038]
3769 [D loss: 0.629933, acc.: 75.00%] [G loss: 0.907442]
3770 [D loss: 0.623198, acc.: 65.62%] [G loss: 0.933981]
3771 [D loss: 0.640455, acc.: 59.38%] [G loss: 0.903964]
3772 [D loss: 0.669778, acc.: 62.50%] [G loss: 0.864859]
3773 [D loss: 0.634531, acc.: 65.62%] [G loss: 0.925969]
3774 [D loss: 0.582616, acc.: 75.00%] [G loss: 1.014104]
3775 [D loss: 0.595921, acc.: 62.50%] [G loss: 0.846639]
3776 [D loss: 0.614934, acc.: 59.38%] [G loss: 0.856721]
3777 [D loss: 0.675077, acc.: 56.25%] [G loss: 0.882582]
3778 [D loss: 0.692845, acc.: 56.25%] [G loss: 0.917617]
3779 [D loss: 0.613654, acc.: 65.62%] [G loss: 0.980524]
3780 [D loss: 0.595282, acc.: 75.00%] [G loss: 0.955865]
3781 [D loss: 0.646903, acc.: 65.62%] [G loss: 0.894111]
3782 [D loss: 0.635667, acc.: 68.75%] [G loss: 0.892314]
3783 [D loss: 0.635309, acc.: 56.25%] [G loss: 0.926872]
3784 [D loss: 0.642183, acc.: 71.88%] [G loss: 0.945162]
3785 [D loss: 0.587538, acc.: 65.62%] [G loss: 0.830265]
3786 [D loss: 0.730497, acc.: 50.00%] [G loss: 0.940004]
3787 [D loss: 0.691181, acc.: 59.38%] [G loss: 0.944518]
3788 [D loss: 0.682829, acc.: 46.88%] [G loss: 0.995096]
3789 [D loss: 0.659401, acc.: 62.50%] [G loss: 0.868314]
3790 [D loss: 0.652055, acc.: 71.88%] [G loss: 0.887563]
3791 [D loss: 0.613412, acc.: 75.00%] [G loss: 0.878233]
3792 [D loss: 0.628045, acc.: 65.62%] [G loss: 0.915921]
3793 [D loss: 0.662404, acc.: 59.38%] [G loss: 0.876923]
3794 [D loss: 0.694068, acc.: 46.88%] [G loss: 0.869588]
3795 [D loss: 0.591254, acc.: 65.62%] [G loss: 0.836116]
3796 [D loss: 0.625689, acc.: 75.00%] [G loss: 0.902317]
3797 [D loss: 0.539673, acc.: 78.12%] [G loss: 0.940799]
3798 [D loss: 0.708069, acc.: 50.00%] [G loss: 0.865556]
3799 [D loss: 0.760724, acc.: 56.25%] [G loss: 0.789476]
3800 [D loss: 0.650856, acc.: 56.25%] [G loss: 0.917060]
3801 [D loss: 0.599275, acc.: 65.62%] [G loss: 0.986857]
3802 [D loss: 0.745027, acc.: 53.12%] [G loss: 0.882838]
3803 [D loss: 0.651609, acc.: 65.62%] [G loss: 0.859322]
3804 [D loss: 0.644803, acc.: 65.62%] [G loss: 0.830308]
3805 [D loss: 0.605985, acc.: 75.00%] [G loss: 0.854757]
3806 [D loss: 0.588843, acc.: 68.75%] [G loss: 0.883171]
3807 [D loss: 0.607927, acc.: 78.12%] [G loss: 0.990407]
3808 [D loss: 0.645328, acc.: 65.62%] [G loss: 0.941715]
3809 [D loss: 0.691586, acc.: 62.50%] [G loss: 0.847833]
3810 [D loss: 0.635592, acc.: 62.50%] [G loss: 0.892339]
3811 [D loss: 0.639902, acc.: 59.38%] [G loss: 0.927171]
3812 [D loss: 0.657280, acc.: 53.12%] [G loss: 0.859511]
3813 [D loss: 0.583298, acc.: 75.00%] [G loss: 0.841432]
3814 [D loss: 0.659664, acc.: 53.12%] [G loss: 0.896228]
3815 [D loss: 0.668752, acc.: 56.25%] [G loss: 0.826082]
3816 [D loss: 0.696792, acc.: 53.12%] [G loss: 0.798353]
3817 [D loss: 0.663272, acc.: 59.38%] [G loss: 0.914601]
3818 [D loss: 0.673373, acc.: 65.62%] [G loss: 0.828886]
3819 [D loss: 0.563118, acc.: 75.00%] [G loss: 0.925552]
3820 [D loss: 0.620565, acc.: 59.38%] [G loss: 0.983003]
3821 [D loss: 0.689876, acc.: 62.50%] [G loss: 1.008638]
3822 [D loss: 0.728997, acc.: 43.75%] [G loss: 0.944955]
3823 [D loss: 0.689865, acc.: 53.12%] [G loss: 0.866030]
3824 [D loss: 0.532969, acc.: 84.38%] [G loss: 0.888748]
3825 [D loss: 0.643340, acc.: 62.50%] [G loss: 0.847681]
3826 [D loss: 0.717542, acc.: 59.38%] [G loss: 0.843397]
3827 [D loss: 0.651090, acc.: 71.88%] [G loss: 0.798891]
3828 [D loss: 0.609516, acc.: 68.75%] [G loss: 0.771705]
3829 [D loss: 0.623203, acc.: 62.50%] [G loss: 0.822965]
3830 [D loss: 0.638086, acc.: 59.38%] [G loss: 0.895348]
3831 [D loss: 0.610978, acc.: 65.62%] [G loss: 0.812167]
3832 [D loss: 0.594957, acc.: 71.88%] [G loss: 0.851901]
3833 [D loss: 0.637701, acc.: 65.62%] [G loss: 0.954900]
3834 [D loss: 0.711934, acc.: 50.00%] [G loss: 0.918961]
3835 [D loss: 0.650687, acc.: 56.25%] [G loss: 0.952830]
3836 [D loss: 0.545213, acc.: 81.25%] [G loss: 0.935149]
3837 [D loss: 0.739216, acc.: 50.00%] [G loss: 0.880996]
3838 [D loss: 0.642664, acc.: 65.62%] [G loss: 0.994123]
3839 [D loss: 0.563168, acc.: 78.12%] [G loss: 1.058426]
3840 [D loss: 0.659639, acc.: 62.50%] [G loss: 0.982422]
3841 [D loss: 0.742205, acc.: 59.38%] [G loss: 0.889894]
3842 [D loss: 0.581424, acc.: 78.12%] [G loss: 0.846251]
3843 [D loss: 0.611898, acc.: 68.75%] [G loss: 0.860563]
3844 [D loss: 0.646170, acc.: 68.75%] [G loss: 0.850625]
3845 [D loss: 0.694936, acc.: 56.25%] [G loss: 0.834200]
3846 [D loss: 0.563639, acc.: 84.38%] [G loss: 0.897388]
3847 [D loss: 0.678558, acc.: 59.38%] [G loss: 0.868967]
3848 [D loss: 0.641074, acc.: 56.25%] [G loss: 0.913683]
3849 [D loss: 0.640334, acc.: 62.50%] [G loss: 0.841763]
3850 [D loss: 0.658841, acc.: 62.50%] [G loss: 0.916079]
3851 [D loss: 0.604022, acc.: 68.75%] [G loss: 0.861261]
3852 [D loss: 0.686003, acc.: 53.12%] [G loss: 0.867388]
3853 [D loss: 0.784395, acc.: 43.75%] [G loss: 0.890587]
3854 [D loss: 0.556855, acc.: 81.25%] [G loss: 0.819538]
3855 [D loss: 0.655048, acc.: 62.50%] [G loss: 0.874780]
3856 [D loss: 0.659224, acc.: 62.50%] [G loss: 0.883719]
3857 [D loss: 0.731720, acc.: 50.00%] [G loss: 0.895020]
3858 [D loss: 0.617880, acc.: 75.00%] [G loss: 0.852582]
3859 [D loss: 0.641138, acc.: 65.62%] [G loss: 0.907276]
3860 [D loss: 0.690971, acc.: 65.62%] [G loss: 0.863516]
3861 [D loss: 0.600891, acc.: 71.88%] [G loss: 0.798618]
3862 [D loss: 0.659048, acc.: 68.75%] [G loss: 0.902255]
3863 [D loss: 0.616238, acc.: 68.75%] [G loss: 0.893849]
3864 [D loss: 0.583328, acc.: 68.75%] [G loss: 0.878686]
3865 [D loss: 0.692800, acc.: 62.50%] [G loss: 0.899779]
3866 [D loss: 0.595287, acc.: 75.00%] [G loss: 0.944631]
3867 [D loss: 0.602656, acc.: 68.75%] [G loss: 0.898504]
3868 [D loss: 0.780582, acc.: 46.88%] [G loss: 0.827003]
3869 [D loss: 0.695244, acc.: 53.12%] [G loss: 0.867770]
3870 [D loss: 0.705128, acc.: 59.38%] [G loss: 0.815473]
3871 [D loss: 0.601337, acc.: 68.75%] [G loss: 0.842543]
3872 [D loss: 0.701605, acc.: 56.25%] [G loss: 0.839010]
3873 [D loss: 0.617478, acc.: 59.38%] [G loss: 0.953090]
3874 [D loss: 0.607814, acc.: 78.12%] [G loss: 0.882624]
3875 [D loss: 0.652476, acc.: 59.38%] [G loss: 0.814794]
3876 [D loss: 0.627394, acc.: 75.00%] [G loss: 0.875691]
3877 [D loss: 0.624032, acc.: 68.75%] [G loss: 0.803077]
3878 [D loss: 0.517812, acc.: 78.12%] [G loss: 0.843319]
3879 [D loss: 0.554582, acc.: 78.12%] [G loss: 0.874332]
3880 [D loss: 0.690106, acc.: 65.62%] [G loss: 0.900639]
3881 [D loss: 0.708812, acc.: 53.12%] [G loss: 0.851626]
3882 [D loss: 0.627002, acc.: 68.75%] [G loss: 0.866035]
3883 [D loss: 0.675904, acc.: 59.38%] [G loss: 0.799939]
3884 [D loss: 0.615993, acc.: 65.62%] [G loss: 0.950258]
3885 [D loss: 0.637693, acc.: 59.38%] [G loss: 0.836904]
3886 [D loss: 0.761801, acc.: 40.62%] [G loss: 0.914395]
3887 [D loss: 0.705193, acc.: 50.00%] [G loss: 0.889942]
3888 [D loss: 0.672662, acc.: 56.25%] [G loss: 0.935084]
3889 [D loss: 0.743011, acc.: 37.50%] [G loss: 0.911059]
3890 [D loss: 0.571293, acc.: 75.00%] [G loss: 0.923861]
3891 [D loss: 0.686000, acc.: 50.00%] [G loss: 0.891918]
3892 [D loss: 0.709966, acc.: 53.12%] [G loss: 0.822106]
3893 [D loss: 0.605321, acc.: 62.50%] [G loss: 0.879804]
3894 [D loss: 0.649194, acc.: 56.25%] [G loss: 0.854957]
3895 [D loss: 0.591836, acc.: 71.88%] [G loss: 0.912113]
3896 [D loss: 0.589642, acc.: 68.75%] [G loss: 0.957832]
3897 [D loss: 0.698626, acc.: 56.25%] [G loss: 0.902287]
3898 [D loss: 0.577844, acc.: 78.12%] [G loss: 0.893952]
3899 [D loss: 0.689263, acc.: 59.38%] [G loss: 0.954017]
3900 [D loss: 0.571945, acc.: 68.75%] [G loss: 1.008353]
3901 [D loss: 0.629769, acc.: 62.50%] [G loss: 0.943884]
3902 [D loss: 0.688318, acc.: 53.12%] [G loss: 0.848628]
3903 [D loss: 0.635022, acc.: 59.38%] [G loss: 0.914437]
3904 [D loss: 0.645946, acc.: 62.50%] [G loss: 0.878038]
3905 [D loss: 0.694564, acc.: 59.38%] [G loss: 0.882374]
3906 [D loss: 0.504880, acc.: 71.88%] [G loss: 0.925935]
3907 [D loss: 0.649955, acc.: 62.50%] [G loss: 0.827126]
3908 [D loss: 0.630598, acc.: 71.88%] [G loss: 0.914034]
3909 [D loss: 0.699287, acc.: 53.12%] [G loss: 0.841319]
3910 [D loss: 0.615842, acc.: 65.62%] [G loss: 0.779816]
3911 [D loss: 0.606358, acc.: 65.62%] [G loss: 0.889654]
3912 [D loss: 0.755758, acc.: 50.00%] [G loss: 0.872734]
3913 [D loss: 0.580949, acc.: 71.88%] [G loss: 0.911586]
3914 [D loss: 0.707750, acc.: 53.12%] [G loss: 0.882829]
3915 [D loss: 0.716048, acc.: 50.00%] [G loss: 0.975152]
3916 [D loss: 0.650608, acc.: 65.62%] [G loss: 0.927911]
3917 [D loss: 0.617985, acc.: 62.50%] [G loss: 0.878822]
3918 [D loss: 0.599838, acc.: 65.62%] [G loss: 0.968508]
3919 [D loss: 0.830566, acc.: 40.62%] [G loss: 0.869491]
3920 [D loss: 0.631376, acc.: 65.62%] [G loss: 0.777118]
3921 [D loss: 0.705572, acc.: 50.00%] [G loss: 0.885177]
3922 [D loss: 0.677454, acc.: 50.00%] [G loss: 0.889754]
3923 [D loss: 0.707151, acc.: 53.12%] [G loss: 0.849557]
3924 [D loss: 0.620049, acc.: 62.50%] [G loss: 0.831971]
3925 [D loss: 0.602144, acc.: 68.75%] [G loss: 0.856686]
3926 [D loss: 0.671576, acc.: 62.50%] [G loss: 0.956572]
3927 [D loss: 0.684727, acc.: 56.25%] [G loss: 0.875089]
3928 [D loss: 0.625927, acc.: 62.50%] [G loss: 0.839018]
3929 [D loss: 0.637318, acc.: 62.50%] [G loss: 0.865360]
3930 [D loss: 0.639341, acc.: 62.50%] [G loss: 0.883216]
3931 [D loss: 0.539908, acc.: 75.00%] [G loss: 0.899950]
3932 [D loss: 0.623654, acc.: 68.75%] [G loss: 0.908698]
3933 [D loss: 0.583667, acc.: 75.00%] [G loss: 0.940115]
3934 [D loss: 0.626003, acc.: 59.38%] [G loss: 0.964010]
3935 [D loss: 0.554710, acc.: 75.00%] [G loss: 0.871679]
3936 [D loss: 0.786811, acc.: 43.75%] [G loss: 0.896814]
3937 [D loss: 0.546835, acc.: 71.88%] [G loss: 0.889787]
3938 [D loss: 0.655862, acc.: 59.38%] [G loss: 0.879547]
3939 [D loss: 0.661218, acc.: 56.25%] [G loss: 0.856371]
3940 [D loss: 0.717508, acc.: 50.00%] [G loss: 0.886152]
3941 [D loss: 0.743178, acc.: 46.88%] [G loss: 0.886748]
3942 [D loss: 0.639855, acc.: 62.50%] [G loss: 0.920754]
3943 [D loss: 0.619464, acc.: 71.88%] [G loss: 0.883152]
3944 [D loss: 0.679554, acc.: 56.25%] [G loss: 0.869650]
3945 [D loss: 0.651344, acc.: 68.75%] [G loss: 0.873358]
3946 [D loss: 0.590005, acc.: 68.75%] [G loss: 0.859578]
3947 [D loss: 0.618801, acc.: 68.75%] [G loss: 0.887571]
3948 [D loss: 0.643911, acc.: 62.50%] [G loss: 0.912113]
3949 [D loss: 0.767340, acc.: 53.12%] [G loss: 0.931865]
3950 [D loss: 0.631196, acc.: 62.50%] [G loss: 0.903468]
3951 [D loss: 0.665269, acc.: 59.38%] [G loss: 0.914765]
3952 [D loss: 0.600642, acc.: 81.25%] [G loss: 0.841400]
3953 [D loss: 0.655601, acc.: 59.38%] [G loss: 0.873744]
3954 [D loss: 0.656462, acc.: 59.38%] [G loss: 0.915024]
3955 [D loss: 0.561089, acc.: 71.88%] [G loss: 0.899423]
3956 [D loss: 0.596551, acc.: 71.88%] [G loss: 0.837722]
3957 [D loss: 0.648235, acc.: 59.38%] [G loss: 0.876732]
3958 [D loss: 0.682397, acc.: 53.12%] [G loss: 0.813387]
3959 [D loss: 0.646931, acc.: 71.88%] [G loss: 0.863958]
3960 [D loss: 0.644091, acc.: 62.50%] [G loss: 0.909579]
3961 [D loss: 0.602676, acc.: 68.75%] [G loss: 0.954709]
3962 [D loss: 0.623939, acc.: 65.62%] [G loss: 0.950554]
3963 [D loss: 0.695549, acc.: 59.38%] [G loss: 0.922218]
3964 [D loss: 0.533330, acc.: 71.88%] [G loss: 0.939455]
3965 [D loss: 0.647515, acc.: 59.38%] [G loss: 0.783677]
3966 [D loss: 0.664335, acc.: 59.38%] [G loss: 0.844359]
3967 [D loss: 0.727227, acc.: 53.12%] [G loss: 0.854311]
3968 [D loss: 0.616088, acc.: 68.75%] [G loss: 0.824654]
3969 [D loss: 0.678942, acc.: 53.12%] [G loss: 0.854084]
3970 [D loss: 0.677607, acc.: 56.25%] [G loss: 0.845358]
3971 [D loss: 0.660929, acc.: 65.62%] [G loss: 0.818120]
3972 [D loss: 0.729254, acc.: 53.12%] [G loss: 0.942859]
3973 [D loss: 0.653181, acc.: 62.50%] [G loss: 0.892024]
3974 [D loss: 0.695522, acc.: 62.50%] [G loss: 0.902567]
3975 [D loss: 0.639085, acc.: 65.62%] [G loss: 0.856652]
3976 [D loss: 0.642293, acc.: 56.25%] [G loss: 0.896614]
3977 [D loss: 0.673848, acc.: 53.12%] [G loss: 0.900791]
3978 [D loss: 0.678173, acc.: 59.38%] [G loss: 0.900246]
3979 [D loss: 0.679180, acc.: 50.00%] [G loss: 0.859947]
3980 [D loss: 0.692108, acc.: 59.38%] [G loss: 0.862233]
3981 [D loss: 0.646837, acc.: 62.50%] [G loss: 0.856270]
3982 [D loss: 0.786301, acc.: 43.75%] [G loss: 0.841653]
3983 [D loss: 0.647216, acc.: 65.62%] [G loss: 0.888943]
3984 [D loss: 0.611114, acc.: 68.75%] [G loss: 0.926515]
3985 [D loss: 0.595892, acc.: 84.38%] [G loss: 0.977906]
3986 [D loss: 0.684051, acc.: 59.38%] [G loss: 0.918003]
3987 [D loss: 0.656490, acc.: 62.50%] [G loss: 0.918698]
3988 [D loss: 0.623050, acc.: 65.62%] [G loss: 0.911760]
3989 [D loss: 0.637845, acc.: 53.12%] [G loss: 0.861895]
3990 [D loss: 0.619979, acc.: 75.00%] [G loss: 0.898502]
3991 [D loss: 0.586414, acc.: 81.25%] [G loss: 0.869650]
3992 [D loss: 0.657410, acc.: 65.62%] [G loss: 0.883235]
3993 [D loss: 0.721184, acc.: 50.00%] [G loss: 0.922906]
3994 [D loss: 0.686542, acc.: 50.00%] [G loss: 0.902997]
3995 [D loss: 0.594984, acc.: 68.75%] [G loss: 0.946487]
3996 [D loss: 0.641421, acc.: 62.50%] [G loss: 0.933452]
3997 [D loss: 0.640263, acc.: 59.38%] [G loss: 0.932830]
3998 [D loss: 0.597093, acc.: 68.75%] [G loss: 0.839878]
3999 [D loss: 0.675416, acc.: 59.38%] [G loss: 0.966291]
4000 [D loss: 0.673108, acc.: 46.88%] [G loss: 0.916739]
4001 [D loss: 0.558575, acc.: 65.62%] [G loss: 0.984256]
4002 [D loss: 0.676582, acc.: 56.25%] [G loss: 0.858029]
4003 [D loss: 0.630908, acc.: 53.12%] [G loss: 0.979453]
4004 [D loss: 0.698859, acc.: 43.75%] [G loss: 0.894693]
4005 [D loss: 0.633194, acc.: 65.62%] [G loss: 0.882147]
4006 [D loss: 0.591500, acc.: 71.88%] [G loss: 0.925737]
4007 [D loss: 0.573315, acc.: 78.12%] [G loss: 0.919836]
4008 [D loss: 0.604247, acc.: 71.88%] [G loss: 0.942167]
4009 [D loss: 0.602680, acc.: 75.00%] [G loss: 0.998120]
4010 [D loss: 0.624397, acc.: 59.38%] [G loss: 0.906561]
4011 [D loss: 0.701620, acc.: 43.75%] [G loss: 0.980545]
4012 [D loss: 0.597146, acc.: 71.88%] [G loss: 0.998929]
4013 [D loss: 0.731380, acc.: 50.00%] [G loss: 1.003677]
4014 [D loss: 0.581314, acc.: 68.75%] [G loss: 0.930500]
4015 [D loss: 0.678627, acc.: 53.12%] [G loss: 0.953051]
4016 [D loss: 0.575237, acc.: 81.25%] [G loss: 1.005110]
4017 [D loss: 0.627526, acc.: 65.62%] [G loss: 0.983745]
4018 [D loss: 0.694254, acc.: 65.62%] [G loss: 0.907262]
4019 [D loss: 0.599240, acc.: 68.75%] [G loss: 0.888303]
4020 [D loss: 0.636813, acc.: 62.50%] [G loss: 0.961602]
4021 [D loss: 0.680079, acc.: 65.62%] [G loss: 0.868487]
4022 [D loss: 0.589075, acc.: 71.88%] [G loss: 0.949008]
4023 [D loss: 0.653114, acc.: 62.50%] [G loss: 0.807859]
4024 [D loss: 0.692525, acc.: 56.25%] [G loss: 0.775233]
4025 [D loss: 0.570814, acc.: 75.00%] [G loss: 0.862554]
4026 [D loss: 0.640498, acc.: 62.50%] [G loss: 0.947057]
4027 [D loss: 0.673995, acc.: 59.38%] [G loss: 0.882809]
4028 [D loss: 0.610625, acc.: 68.75%] [G loss: 0.936157]
4029 [D loss: 0.662236, acc.: 65.62%] [G loss: 0.963551]
4030 [D loss: 0.591417, acc.: 62.50%] [G loss: 1.053120]
4031 [D loss: 0.712501, acc.: 53.12%] [G loss: 0.962287]
4032 [D loss: 0.662015, acc.: 62.50%] [G loss: 0.868778]
4033 [D loss: 0.564423, acc.: 71.88%] [G loss: 0.882212]
4034 [D loss: 0.596599, acc.: 71.88%] [G loss: 0.861443]
4035 [D loss: 0.639846, acc.: 65.62%] [G loss: 0.850541]
4036 [D loss: 0.619651, acc.: 65.62%] [G loss: 0.892695]
4037 [D loss: 0.585260, acc.: 71.88%] [G loss: 0.902446]
4038 [D loss: 0.599016, acc.: 65.62%] [G loss: 0.954192]
4039 [D loss: 0.579167, acc.: 68.75%] [G loss: 0.901376]
4040 [D loss: 0.721015, acc.: 62.50%] [G loss: 0.816490]
4041 [D loss: 0.632749, acc.: 59.38%] [G loss: 0.869487]
4042 [D loss: 0.633575, acc.: 68.75%] [G loss: 0.910710]
4043 [D loss: 0.687512, acc.: 59.38%] [G loss: 0.859702]
4044 [D loss: 0.610329, acc.: 68.75%] [G loss: 0.865349]
4045 [D loss: 0.670690, acc.: 46.88%] [G loss: 0.828811]
4046 [D loss: 0.558249, acc.: 81.25%] [G loss: 0.998417]
4047 [D loss: 0.611508, acc.: 59.38%] [G loss: 0.951263]
4048 [D loss: 0.664255, acc.: 53.12%] [G loss: 0.913182]
4049 [D loss: 0.653031, acc.: 62.50%] [G loss: 1.010559]
4050 [D loss: 0.623503, acc.: 59.38%] [G loss: 0.981790]
4051 [D loss: 0.697413, acc.: 53.12%] [G loss: 0.863009]
4052 [D loss: 0.768129, acc.: 50.00%] [G loss: 0.912277]
4053 [D loss: 0.602440, acc.: 65.62%] [G loss: 0.954267]
4054 [D loss: 0.708776, acc.: 62.50%] [G loss: 1.033862]
4055 [D loss: 0.546251, acc.: 87.50%] [G loss: 1.016307]
4056 [D loss: 0.639480, acc.: 62.50%] [G loss: 0.889121]
4057 [D loss: 0.654586, acc.: 56.25%] [G loss: 0.866355]
4058 [D loss: 0.637887, acc.: 59.38%] [G loss: 0.835246]
4059 [D loss: 0.604443, acc.: 75.00%] [G loss: 0.823742]
4060 [D loss: 0.685830, acc.: 56.25%] [G loss: 0.751779]
4061 [D loss: 0.599429, acc.: 75.00%] [G loss: 0.806845]
4062 [D loss: 0.638302, acc.: 62.50%] [G loss: 0.857011]
4063 [D loss: 0.591293, acc.: 71.88%] [G loss: 0.869258]
4064 [D loss: 0.610704, acc.: 59.38%] [G loss: 0.851813]
4065 [D loss: 0.640046, acc.: 62.50%] [G loss: 0.830379]
4066 [D loss: 0.612054, acc.: 65.62%] [G loss: 0.858192]
4067 [D loss: 0.674732, acc.: 59.38%] [G loss: 0.892606]
4068 [D loss: 0.617519, acc.: 62.50%] [G loss: 0.971972]
4069 [D loss: 0.723083, acc.: 46.88%] [G loss: 0.916894]
4070 [D loss: 0.588162, acc.: 78.12%] [G loss: 0.961365]
4071 [D loss: 0.588367, acc.: 68.75%] [G loss: 0.965054]
4072 [D loss: 0.666354, acc.: 56.25%] [G loss: 0.925077]
4073 [D loss: 0.692040, acc.: 50.00%] [G loss: 0.941512]
4074 [D loss: 0.589159, acc.: 75.00%] [G loss: 0.997371]
4075 [D loss: 0.606888, acc.: 59.38%] [G loss: 0.946114]
4076 [D loss: 0.631091, acc.: 68.75%] [G loss: 0.921337]
4077 [D loss: 0.614589, acc.: 62.50%] [G loss: 0.940320]
4078 [D loss: 0.680197, acc.: 65.62%] [G loss: 0.859979]
4079 [D loss: 0.744735, acc.: 37.50%] [G loss: 0.850635]
4080 [D loss: 0.702105, acc.: 62.50%] [G loss: 0.852599]
4081 [D loss: 0.683591, acc.: 59.38%] [G loss: 0.857410]
4082 [D loss: 0.583784, acc.: 71.88%] [G loss: 0.883909]
4083 [D loss: 0.618020, acc.: 62.50%] [G loss: 0.846681]
4084 [D loss: 0.657083, acc.: 56.25%] [G loss: 0.908235]
4085 [D loss: 0.614597, acc.: 68.75%] [G loss: 0.883131]
4086 [D loss: 0.682001, acc.: 62.50%] [G loss: 0.879674]
4087 [D loss: 0.638350, acc.: 68.75%] [G loss: 0.848411]
4088 [D loss: 0.592516, acc.: 71.88%] [G loss: 0.911949]
4089 [D loss: 0.610561, acc.: 68.75%] [G loss: 0.847217]
4090 [D loss: 0.780222, acc.: 46.88%] [G loss: 0.897752]
4091 [D loss: 0.725928, acc.: 50.00%] [G loss: 0.931440]
4092 [D loss: 0.698184, acc.: 56.25%] [G loss: 0.851815]
4093 [D loss: 0.681638, acc.: 56.25%] [G loss: 0.839440]
4094 [D loss: 0.673130, acc.: 59.38%] [G loss: 0.855584]
4095 [D loss: 0.610929, acc.: 62.50%] [G loss: 0.937735]
4096 [D loss: 0.629776, acc.: 56.25%] [G loss: 0.930549]
4097 [D loss: 0.716691, acc.: 43.75%] [G loss: 0.884914]
4098 [D loss: 0.646443, acc.: 65.62%] [G loss: 0.835145]
4099 [D loss: 0.621411, acc.: 62.50%] [G loss: 0.814376]
4100 [D loss: 0.670903, acc.: 62.50%] [G loss: 0.845008]
4101 [D loss: 0.619119, acc.: 59.38%] [G loss: 0.856579]
4102 [D loss: 0.667446, acc.: 59.38%] [G loss: 0.780110]
4103 [D loss: 0.663208, acc.: 59.38%] [G loss: 0.807171]
4104 [D loss: 0.702283, acc.: 56.25%] [G loss: 0.876005]
4105 [D loss: 0.715811, acc.: 62.50%] [G loss: 0.859520]
4106 [D loss: 0.622569, acc.: 65.62%] [G loss: 0.927118]
4107 [D loss: 0.616158, acc.: 68.75%] [G loss: 0.833078]
4108 [D loss: 0.587868, acc.: 71.88%] [G loss: 0.882207]
4109 [D loss: 0.737522, acc.: 56.25%] [G loss: 0.847716]
4110 [D loss: 0.621078, acc.: 62.50%] [G loss: 0.888762]
4111 [D loss: 0.650643, acc.: 65.62%] [G loss: 0.848609]
4112 [D loss: 0.671090, acc.: 56.25%] [G loss: 0.845708]
4113 [D loss: 0.589258, acc.: 68.75%] [G loss: 0.909725]
4114 [D loss: 0.720357, acc.: 53.12%] [G loss: 0.787321]
4115 [D loss: 0.708367, acc.: 65.62%] [G loss: 0.865338]
4116 [D loss: 0.612631, acc.: 65.62%] [G loss: 0.833197]
4117 [D loss: 0.560941, acc.: 81.25%] [G loss: 0.896924]
4118 [D loss: 0.615300, acc.: 59.38%] [G loss: 0.870398]
4119 [D loss: 0.608068, acc.: 65.62%] [G loss: 0.929140]
4120 [D loss: 0.641162, acc.: 68.75%] [G loss: 0.923782]
4121 [D loss: 0.650949, acc.: 65.62%] [G loss: 0.829491]
4122 [D loss: 0.632171, acc.: 59.38%] [G loss: 0.810837]
4123 [D loss: 0.697775, acc.: 59.38%] [G loss: 0.896797]
4124 [D loss: 0.610816, acc.: 78.12%] [G loss: 0.921035]
4125 [D loss: 0.655749, acc.: 50.00%] [G loss: 0.842894]
4126 [D loss: 0.746576, acc.: 50.00%] [G loss: 0.875717]
4127 [D loss: 0.646383, acc.: 71.88%] [G loss: 0.888238]
4128 [D loss: 0.660856, acc.: 59.38%] [G loss: 0.860914]
4129 [D loss: 0.604374, acc.: 68.75%] [G loss: 0.902723]
4130 [D loss: 0.658480, acc.: 59.38%] [G loss: 0.941491]
4131 [D loss: 0.639064, acc.: 65.62%] [G loss: 0.853942]
4132 [D loss: 0.561963, acc.: 75.00%] [G loss: 0.835606]
4133 [D loss: 0.629062, acc.: 62.50%] [G loss: 0.864107]
4134 [D loss: 0.572948, acc.: 75.00%] [G loss: 0.895928]
4135 [D loss: 0.612808, acc.: 62.50%] [G loss: 0.914911]
4136 [D loss: 0.595252, acc.: 68.75%] [G loss: 0.778456]
4137 [D loss: 0.705220, acc.: 56.25%] [G loss: 0.792938]
4138 [D loss: 0.676179, acc.: 56.25%] [G loss: 0.826791]
4139 [D loss: 0.632519, acc.: 53.12%] [G loss: 0.819827]
4140 [D loss: 0.649067, acc.: 56.25%] [G loss: 0.789685]
4141 [D loss: 0.652936, acc.: 59.38%] [G loss: 0.858574]
4142 [D loss: 0.725929, acc.: 46.88%] [G loss: 0.851815]
4143 [D loss: 0.685614, acc.: 59.38%] [G loss: 0.903590]
4144 [D loss: 0.610424, acc.: 71.88%] [G loss: 0.842477]
4145 [D loss: 0.653489, acc.: 59.38%] [G loss: 0.835436]
4146 [D loss: 0.771187, acc.: 34.38%] [G loss: 0.848951]
4147 [D loss: 0.702460, acc.: 53.12%] [G loss: 0.786867]
4148 [D loss: 0.478057, acc.: 84.38%] [G loss: 0.808751]
4149 [D loss: 0.750159, acc.: 43.75%] [G loss: 0.978046]
4150 [D loss: 0.544419, acc.: 84.38%] [G loss: 0.952651]
4151 [D loss: 0.642380, acc.: 56.25%] [G loss: 0.910903]
4152 [D loss: 0.677632, acc.: 59.38%] [G loss: 0.810939]
4153 [D loss: 0.652203, acc.: 56.25%] [G loss: 0.867068]
4154 [D loss: 0.659123, acc.: 53.12%] [G loss: 0.732238]
4155 [D loss: 0.673555, acc.: 53.12%] [G loss: 0.811816]
4156 [D loss: 0.584426, acc.: 75.00%] [G loss: 0.845797]
4157 [D loss: 0.645649, acc.: 62.50%] [G loss: 0.874834]
4158 [D loss: 0.585096, acc.: 71.88%] [G loss: 0.873808]
4159 [D loss: 0.696142, acc.: 43.75%] [G loss: 0.807587]
4160 [D loss: 0.667174, acc.: 53.12%] [G loss: 0.839371]
4161 [D loss: 0.590319, acc.: 75.00%] [G loss: 0.899877]
4162 [D loss: 0.676745, acc.: 56.25%] [G loss: 0.830108]
4163 [D loss: 0.725219, acc.: 50.00%] [G loss: 0.821826]
4164 [D loss: 0.754544, acc.: 53.12%] [G loss: 0.895435]
4165 [D loss: 0.670865, acc.: 62.50%] [G loss: 0.896488]
4166 [D loss: 0.572906, acc.: 71.88%] [G loss: 0.994111]
4167 [D loss: 0.638695, acc.: 75.00%] [G loss: 0.963763]
4168 [D loss: 0.620168, acc.: 65.62%] [G loss: 0.938374]
4169 [D loss: 0.652228, acc.: 59.38%] [G loss: 0.890868]
4170 [D loss: 0.614153, acc.: 56.25%] [G loss: 0.804767]
4171 [D loss: 0.686844, acc.: 50.00%] [G loss: 0.873757]
4172 [D loss: 0.679822, acc.: 62.50%] [G loss: 0.897657]
4173 [D loss: 0.660097, acc.: 59.38%] [G loss: 0.871611]
4174 [D loss: 0.677217, acc.: 56.25%] [G loss: 0.938253]
4175 [D loss: 0.622055, acc.: 68.75%] [G loss: 0.878806]
4176 [D loss: 0.640431, acc.: 68.75%] [G loss: 0.877659]
4177 [D loss: 0.623163, acc.: 71.88%] [G loss: 0.960938]
4178 [D loss: 0.668431, acc.: 65.62%] [G loss: 0.874050]
4179 [D loss: 0.637006, acc.: 62.50%] [G loss: 0.875845]
4180 [D loss: 0.654803, acc.: 65.62%] [G loss: 0.877033]
4181 [D loss: 0.633547, acc.: 62.50%] [G loss: 0.917556]
4182 [D loss: 0.683969, acc.: 59.38%] [G loss: 0.836745]
4183 [D loss: 0.587230, acc.: 78.12%] [G loss: 0.918803]
4184 [D loss: 0.657012, acc.: 62.50%] [G loss: 0.861471]
4185 [D loss: 0.639883, acc.: 59.38%] [G loss: 0.966997]
4186 [D loss: 0.631190, acc.: 71.88%] [G loss: 0.925117]
4187 [D loss: 0.658019, acc.: 59.38%] [G loss: 0.967306]
4188 [D loss: 0.706138, acc.: 43.75%] [G loss: 0.895396]
4189 [D loss: 0.686202, acc.: 62.50%] [G loss: 0.896659]
4190 [D loss: 0.630494, acc.: 65.62%] [G loss: 0.843007]
4191 [D loss: 0.636564, acc.: 62.50%] [G loss: 0.799857]
4192 [D loss: 0.708232, acc.: 59.38%] [G loss: 0.845038]
4193 [D loss: 0.696556, acc.: 56.25%] [G loss: 0.932825]
4194 [D loss: 0.630083, acc.: 62.50%] [G loss: 0.887085]
4195 [D loss: 0.642101, acc.: 68.75%] [G loss: 0.787742]
4196 [D loss: 0.776274, acc.: 46.88%] [G loss: 0.784099]
4197 [D loss: 0.662357, acc.: 65.62%] [G loss: 0.723996]
4198 [D loss: 0.630496, acc.: 62.50%] [G loss: 0.927092]
4199 [D loss: 0.713243, acc.: 50.00%] [G loss: 0.898913]
4200 [D loss: 0.688392, acc.: 65.62%] [G loss: 0.877752]
4201 [D loss: 0.610861, acc.: 68.75%] [G loss: 0.947779]
4202 [D loss: 0.632294, acc.: 68.75%] [G loss: 0.913929]
4203 [D loss: 0.672566, acc.: 53.12%] [G loss: 0.850487]
4204 [D loss: 0.582873, acc.: 65.62%] [G loss: 0.902908]
4205 [D loss: 0.633677, acc.: 62.50%] [G loss: 0.867647]
4206 [D loss: 0.608214, acc.: 68.75%] [G loss: 0.846560]
4207 [D loss: 0.601022, acc.: 75.00%] [G loss: 0.886520]
4208 [D loss: 0.622621, acc.: 75.00%] [G loss: 0.926955]
4209 [D loss: 0.621582, acc.: 59.38%] [G loss: 0.948710]
4210 [D loss: 0.564831, acc.: 71.88%] [G loss: 1.016542]
4211 [D loss: 0.633732, acc.: 65.62%] [G loss: 0.944788]
4212 [D loss: 0.629949, acc.: 62.50%] [G loss: 0.880298]
4213 [D loss: 0.728986, acc.: 53.12%] [G loss: 0.874982]
4214 [D loss: 0.626164, acc.: 62.50%] [G loss: 0.876187]
4215 [D loss: 0.595724, acc.: 75.00%] [G loss: 0.964601]
4216 [D loss: 0.630664, acc.: 78.12%] [G loss: 0.896013]
4217 [D loss: 0.594005, acc.: 68.75%] [G loss: 0.947104]
4218 [D loss: 0.633787, acc.: 62.50%] [G loss: 0.952700]
4219 [D loss: 0.762398, acc.: 50.00%] [G loss: 0.802960]
4220 [D loss: 0.668119, acc.: 62.50%] [G loss: 0.814596]
4221 [D loss: 0.641906, acc.: 59.38%] [G loss: 0.903801]
4222 [D loss: 0.645594, acc.: 56.25%] [G loss: 0.877829]
4223 [D loss: 0.621249, acc.: 71.88%] [G loss: 0.849612]
4224 [D loss: 0.650929, acc.: 65.62%] [G loss: 0.836069]
4225 [D loss: 0.639828, acc.: 62.50%] [G loss: 0.851683]
4226 [D loss: 0.605351, acc.: 65.62%] [G loss: 0.848852]
4227 [D loss: 0.712106, acc.: 56.25%] [G loss: 0.812723]
4228 [D loss: 0.638538, acc.: 75.00%] [G loss: 0.836865]
4229 [D loss: 0.684567, acc.: 59.38%] [G loss: 0.945929]
4230 [D loss: 0.612841, acc.: 65.62%] [G loss: 1.011793]
4231 [D loss: 0.674754, acc.: 68.75%] [G loss: 0.971761]
4232 [D loss: 0.663650, acc.: 62.50%] [G loss: 0.934935]
4233 [D loss: 0.650918, acc.: 62.50%] [G loss: 0.883997]
4234 [D loss: 0.705595, acc.: 46.88%] [G loss: 0.792939]
4235 [D loss: 0.718540, acc.: 46.88%] [G loss: 0.914065]
4236 [D loss: 0.575120, acc.: 78.12%] [G loss: 0.910931]
4237 [D loss: 0.664926, acc.: 65.62%] [G loss: 0.906113]
4238 [D loss: 0.668032, acc.: 59.38%] [G loss: 0.991028]
4239 [D loss: 0.654713, acc.: 59.38%] [G loss: 0.952364]
4240 [D loss: 0.734410, acc.: 53.12%] [G loss: 0.892832]
4241 [D loss: 0.633731, acc.: 71.88%] [G loss: 0.941598]
4242 [D loss: 0.634573, acc.: 56.25%] [G loss: 0.912477]
4243 [D loss: 0.649395, acc.: 62.50%] [G loss: 0.780022]
4244 [D loss: 0.635549, acc.: 56.25%] [G loss: 0.875224]
4245 [D loss: 0.669298, acc.: 50.00%] [G loss: 0.843286]
4246 [D loss: 0.620593, acc.: 65.62%] [G loss: 0.834369]
4247 [D loss: 0.651222, acc.: 65.62%] [G loss: 0.935326]
4248 [D loss: 0.616700, acc.: 71.88%] [G loss: 1.004199]
4249 [D loss: 0.674231, acc.: 53.12%] [G loss: 0.962533]
4250 [D loss: 0.618546, acc.: 71.88%] [G loss: 0.823188]
4251 [D loss: 0.635273, acc.: 65.62%] [G loss: 0.840608]
4252 [D loss: 0.647112, acc.: 62.50%] [G loss: 0.869705]
4253 [D loss: 0.638948, acc.: 65.62%] [G loss: 0.856744]
4254 [D loss: 0.636903, acc.: 62.50%] [G loss: 0.902597]
4255 [D loss: 0.505256, acc.: 90.62%] [G loss: 1.019875]
4256 [D loss: 0.614853, acc.: 75.00%] [G loss: 0.916447]
4257 [D loss: 0.676997, acc.: 53.12%] [G loss: 0.835406]
4258 [D loss: 0.594601, acc.: 71.88%] [G loss: 0.855090]
4259 [D loss: 0.647426, acc.: 68.75%] [G loss: 0.856650]
4260 [D loss: 0.520523, acc.: 84.38%] [G loss: 0.880148]
4261 [D loss: 0.663723, acc.: 53.12%] [G loss: 0.855699]
4262 [D loss: 0.664973, acc.: 56.25%] [G loss: 0.974131]
4263 [D loss: 0.645855, acc.: 62.50%] [G loss: 0.887496]
4264 [D loss: 0.686737, acc.: 53.12%] [G loss: 1.009274]
4265 [D loss: 0.539222, acc.: 78.12%] [G loss: 1.070981]
4266 [D loss: 0.654619, acc.: 68.75%] [G loss: 0.965705]
4267 [D loss: 0.666705, acc.: 75.00%] [G loss: 0.865868]
4268 [D loss: 0.704345, acc.: 59.38%] [G loss: 0.890227]
4269 [D loss: 0.732598, acc.: 43.75%] [G loss: 0.869396]
4270 [D loss: 0.646452, acc.: 59.38%] [G loss: 0.960974]
4271 [D loss: 0.574809, acc.: 71.88%] [G loss: 0.964370]
4272 [D loss: 0.650193, acc.: 59.38%] [G loss: 0.947736]
4273 [D loss: 0.643187, acc.: 59.38%] [G loss: 0.937605]
4274 [D loss: 0.725219, acc.: 43.75%] [G loss: 0.888549]
4275 [D loss: 0.673302, acc.: 53.12%] [G loss: 0.854624]
4276 [D loss: 0.623104, acc.: 62.50%] [G loss: 0.885719]
4277 [D loss: 0.654602, acc.: 68.75%] [G loss: 0.925000]
4278 [D loss: 0.672998, acc.: 65.62%] [G loss: 0.974780]
4279 [D loss: 0.768131, acc.: 43.75%] [G loss: 0.888032]
4280 [D loss: 0.659720, acc.: 62.50%] [G loss: 0.854445]
4281 [D loss: 0.678832, acc.: 62.50%] [G loss: 0.865013]
4282 [D loss: 0.690425, acc.: 50.00%] [G loss: 0.849463]
4283 [D loss: 0.584173, acc.: 71.88%] [G loss: 0.820407]
4284 [D loss: 0.711619, acc.: 50.00%] [G loss: 0.838760]
4285 [D loss: 0.762861, acc.: 50.00%] [G loss: 0.808231]
4286 [D loss: 0.671894, acc.: 50.00%] [G loss: 0.850170]
4287 [D loss: 0.715447, acc.: 56.25%] [G loss: 0.887830]
4288 [D loss: 0.683644, acc.: 62.50%] [G loss: 0.879310]
4289 [D loss: 0.667014, acc.: 65.62%] [G loss: 0.803941]
4290 [D loss: 0.750854, acc.: 46.88%] [G loss: 0.846318]
4291 [D loss: 0.652289, acc.: 59.38%] [G loss: 0.951139]
4292 [D loss: 0.674729, acc.: 62.50%] [G loss: 0.929113]
4293 [D loss: 0.634900, acc.: 68.75%] [G loss: 1.046182]
4294 [D loss: 0.688187, acc.: 53.12%] [G loss: 0.982663]
4295 [D loss: 0.622616, acc.: 68.75%] [G loss: 0.972320]
4296 [D loss: 0.664777, acc.: 53.12%] [G loss: 0.980013]
4297 [D loss: 0.644883, acc.: 56.25%] [G loss: 0.938464]
4298 [D loss: 0.643113, acc.: 62.50%] [G loss: 0.891549]
4299 [D loss: 0.685806, acc.: 56.25%] [G loss: 0.886586]
4300 [D loss: 0.616778, acc.: 78.12%] [G loss: 0.956535]
4301 [D loss: 0.692588, acc.: 53.12%] [G loss: 0.893746]
4302 [D loss: 0.719600, acc.: 53.12%] [G loss: 0.940679]
4303 [D loss: 0.658660, acc.: 59.38%] [G loss: 0.888550]
4304 [D loss: 0.686219, acc.: 62.50%] [G loss: 0.935174]
4305 [D loss: 0.563184, acc.: 78.12%] [G loss: 0.898924]
4306 [D loss: 0.653050, acc.: 59.38%] [G loss: 0.896803]
4307 [D loss: 0.631571, acc.: 65.62%] [G loss: 0.904772]
4308 [D loss: 0.626902, acc.: 68.75%] [G loss: 0.910082]
4309 [D loss: 0.574615, acc.: 68.75%] [G loss: 0.988955]
4310 [D loss: 0.692891, acc.: 53.12%] [G loss: 0.943874]
4311 [D loss: 0.569286, acc.: 68.75%] [G loss: 0.978485]
4312 [D loss: 0.590458, acc.: 75.00%] [G loss: 0.884946]
4313 [D loss: 0.710602, acc.: 59.38%] [G loss: 0.843427]
4314 [D loss: 0.674294, acc.: 62.50%] [G loss: 0.824504]
4315 [D loss: 0.525917, acc.: 78.12%] [G loss: 0.787952]
4316 [D loss: 0.671202, acc.: 56.25%] [G loss: 0.923327]
4317 [D loss: 0.591233, acc.: 71.88%] [G loss: 0.962704]
4318 [D loss: 0.677042, acc.: 62.50%] [G loss: 0.888695]
4319 [D loss: 0.665262, acc.: 56.25%] [G loss: 0.908768]
4320 [D loss: 0.644314, acc.: 65.62%] [G loss: 0.910766]
4321 [D loss: 0.635109, acc.: 53.12%] [G loss: 0.874239]
4322 [D loss: 0.539295, acc.: 75.00%] [G loss: 0.849540]
4323 [D loss: 0.651891, acc.: 62.50%] [G loss: 0.872541]
4324 [D loss: 0.664699, acc.: 62.50%] [G loss: 0.891252]
4325 [D loss: 0.634758, acc.: 56.25%] [G loss: 0.927248]
4326 [D loss: 0.608143, acc.: 75.00%] [G loss: 0.881644]
4327 [D loss: 0.734652, acc.: 62.50%] [G loss: 0.888952]
4328 [D loss: 0.510611, acc.: 87.50%] [G loss: 0.915532]
4329 [D loss: 0.637579, acc.: 62.50%] [G loss: 0.907226]
4330 [D loss: 0.634038, acc.: 62.50%] [G loss: 0.912621]
4331 [D loss: 0.683675, acc.: 65.62%] [G loss: 0.943875]
4332 [D loss: 0.637275, acc.: 65.62%] [G loss: 0.886448]
4333 [D loss: 0.656142, acc.: 53.12%] [G loss: 0.874731]
4334 [D loss: 0.616667, acc.: 62.50%] [G loss: 0.854807]
4335 [D loss: 0.640900, acc.: 68.75%] [G loss: 0.918987]
4336 [D loss: 0.572214, acc.: 71.88%] [G loss: 0.942443]
4337 [D loss: 0.675062, acc.: 53.12%] [G loss: 0.918049]
4338 [D loss: 0.695356, acc.: 56.25%] [G loss: 0.937185]
4339 [D loss: 0.576319, acc.: 68.75%] [G loss: 0.983272]
4340 [D loss: 0.681759, acc.: 53.12%] [G loss: 0.951803]
4341 [D loss: 0.681978, acc.: 56.25%] [G loss: 0.964453]
4342 [D loss: 0.718774, acc.: 56.25%] [G loss: 0.909061]
4343 [D loss: 0.681925, acc.: 59.38%] [G loss: 0.844631]
4344 [D loss: 0.585574, acc.: 75.00%] [G loss: 0.862491]
4345 [D loss: 0.551904, acc.: 81.25%] [G loss: 0.891247]
4346 [D loss: 0.664818, acc.: 56.25%] [G loss: 0.851873]
4347 [D loss: 0.646049, acc.: 71.88%] [G loss: 0.891879]
4348 [D loss: 0.607790, acc.: 56.25%] [G loss: 0.887826]
4349 [D loss: 0.791915, acc.: 46.88%] [G loss: 0.881706]
4350 [D loss: 0.624326, acc.: 62.50%] [G loss: 0.912785]
4351 [D loss: 0.666167, acc.: 53.12%] [G loss: 0.899647]
4352 [D loss: 0.771147, acc.: 46.88%] [G loss: 0.885636]
4353 [D loss: 0.645465, acc.: 56.25%] [G loss: 0.944823]
4354 [D loss: 0.731426, acc.: 53.12%] [G loss: 0.953781]
4355 [D loss: 0.646475, acc.: 62.50%] [G loss: 0.917788]
4356 [D loss: 0.638016, acc.: 68.75%] [G loss: 0.952003]
4357 [D loss: 0.599791, acc.: 78.12%] [G loss: 0.949286]
4358 [D loss: 0.617122, acc.: 65.62%] [G loss: 0.926897]
4359 [D loss: 0.565983, acc.: 78.12%] [G loss: 0.900962]
4360 [D loss: 0.558874, acc.: 84.38%] [G loss: 0.886117]
4361 [D loss: 0.772367, acc.: 43.75%] [G loss: 0.897974]
4362 [D loss: 0.580595, acc.: 78.12%] [G loss: 0.873735]
4363 [D loss: 0.703785, acc.: 46.88%] [G loss: 0.897625]
4364 [D loss: 0.635830, acc.: 59.38%] [G loss: 0.906590]
4365 [D loss: 0.600547, acc.: 65.62%] [G loss: 0.860446]
4366 [D loss: 0.644581, acc.: 71.88%] [G loss: 0.832086]
4367 [D loss: 0.802127, acc.: 56.25%] [G loss: 0.898447]
4368 [D loss: 0.700910, acc.: 56.25%] [G loss: 0.888442]
4369 [D loss: 0.640172, acc.: 59.38%] [G loss: 0.987076]
4370 [D loss: 0.642868, acc.: 59.38%] [G loss: 0.927685]
4371 [D loss: 0.709098, acc.: 50.00%] [G loss: 0.875297]
4372 [D loss: 0.654888, acc.: 75.00%] [G loss: 0.848137]
4373 [D loss: 0.701933, acc.: 50.00%] [G loss: 0.968915]
4374 [D loss: 0.711585, acc.: 53.12%] [G loss: 0.885004]
4375 [D loss: 0.615432, acc.: 68.75%] [G loss: 0.918083]
4376 [D loss: 0.725588, acc.: 56.25%] [G loss: 0.851755]
4377 [D loss: 0.667296, acc.: 59.38%] [G loss: 0.787510]
4378 [D loss: 0.665868, acc.: 59.38%] [G loss: 0.837382]
4379 [D loss: 0.737085, acc.: 53.12%] [G loss: 0.828818]
4380 [D loss: 0.590105, acc.: 59.38%] [G loss: 0.835089]
4381 [D loss: 0.610907, acc.: 65.62%] [G loss: 0.849059]
4382 [D loss: 0.646576, acc.: 56.25%] [G loss: 0.817161]
4383 [D loss: 0.626849, acc.: 65.62%] [G loss: 0.921559]
4384 [D loss: 0.731264, acc.: 56.25%] [G loss: 0.926397]
4385 [D loss: 0.685468, acc.: 56.25%] [G loss: 0.906182]
4386 [D loss: 0.630657, acc.: 62.50%] [G loss: 0.896134]
4387 [D loss: 0.707994, acc.: 50.00%] [G loss: 0.860905]
4388 [D loss: 0.603056, acc.: 81.25%] [G loss: 0.898431]
4389 [D loss: 0.561822, acc.: 81.25%] [G loss: 0.880935]
4390 [D loss: 0.661981, acc.: 62.50%] [G loss: 0.925467]
4391 [D loss: 0.664533, acc.: 62.50%] [G loss: 0.991173]
4392 [D loss: 0.568992, acc.: 71.88%] [G loss: 0.950505]
4393 [D loss: 0.661342, acc.: 50.00%] [G loss: 0.895176]
4394 [D loss: 0.602395, acc.: 68.75%] [G loss: 0.914602]
4395 [D loss: 0.604426, acc.: 68.75%] [G loss: 0.921049]
4396 [D loss: 0.625497, acc.: 68.75%] [G loss: 0.928744]
4397 [D loss: 0.623240, acc.: 65.62%] [G loss: 0.919433]
4398 [D loss: 0.670172, acc.: 56.25%] [G loss: 0.941668]
4399 [D loss: 0.617636, acc.: 62.50%] [G loss: 0.993787]
4400 [D loss: 0.663080, acc.: 68.75%] [G loss: 0.925099]
4401 [D loss: 0.607010, acc.: 65.62%] [G loss: 0.985539]
4402 [D loss: 0.627413, acc.: 59.38%] [G loss: 0.887046]
4403 [D loss: 0.675709, acc.: 62.50%] [G loss: 0.937227]
4404 [D loss: 0.651901, acc.: 68.75%] [G loss: 0.949116]
4405 [D loss: 0.722180, acc.: 53.12%] [G loss: 0.821682]
4406 [D loss: 0.678116, acc.: 56.25%] [G loss: 0.839711]
4407 [D loss: 0.586887, acc.: 71.88%] [G loss: 0.845185]
4408 [D loss: 0.581731, acc.: 78.12%] [G loss: 0.898945]
4409 [D loss: 0.607890, acc.: 62.50%] [G loss: 0.869547]
4410 [D loss: 0.701000, acc.: 59.38%] [G loss: 0.930823]
4411 [D loss: 0.754696, acc.: 59.38%] [G loss: 0.934263]
4412 [D loss: 0.691655, acc.: 53.12%] [G loss: 0.932279]
4413 [D loss: 0.736562, acc.: 50.00%] [G loss: 0.915744]
4414 [D loss: 0.616026, acc.: 75.00%] [G loss: 0.940811]
4415 [D loss: 0.683182, acc.: 50.00%] [G loss: 0.961558]
4416 [D loss: 0.606213, acc.: 68.75%] [G loss: 0.857886]
4417 [D loss: 0.693005, acc.: 59.38%] [G loss: 0.851700]
4418 [D loss: 0.630117, acc.: 65.62%] [G loss: 0.842912]
4419 [D loss: 0.572193, acc.: 78.12%] [G loss: 0.924772]
4420 [D loss: 0.656560, acc.: 62.50%] [G loss: 0.889867]
4421 [D loss: 0.653590, acc.: 68.75%] [G loss: 0.890627]
4422 [D loss: 0.628760, acc.: 59.38%] [G loss: 0.916122]
4423 [D loss: 0.730133, acc.: 50.00%] [G loss: 0.802557]
4424 [D loss: 0.537755, acc.: 87.50%] [G loss: 0.879638]
4425 [D loss: 0.667972, acc.: 65.62%] [G loss: 0.887121]
4426 [D loss: 0.673927, acc.: 62.50%] [G loss: 0.962279]
4427 [D loss: 0.648563, acc.: 65.62%] [G loss: 0.921306]
4428 [D loss: 0.598281, acc.: 75.00%] [G loss: 0.976645]
4429 [D loss: 0.583225, acc.: 75.00%] [G loss: 0.905972]
4430 [D loss: 0.684283, acc.: 59.38%] [G loss: 0.864026]
4431 [D loss: 0.778585, acc.: 46.88%] [G loss: 0.906062]
4432 [D loss: 0.623572, acc.: 62.50%] [G loss: 0.948191]
4433 [D loss: 0.670809, acc.: 56.25%] [G loss: 0.968663]
4434 [D loss: 0.648257, acc.: 59.38%] [G loss: 0.981482]
4435 [D loss: 0.655180, acc.: 59.38%] [G loss: 0.874854]
4436 [D loss: 0.611207, acc.: 68.75%] [G loss: 0.793557]
4437 [D loss: 0.583498, acc.: 84.38%] [G loss: 0.931224]
4438 [D loss: 0.676862, acc.: 56.25%] [G loss: 0.873854]
4439 [D loss: 0.643879, acc.: 56.25%] [G loss: 0.890171]
4440 [D loss: 0.652029, acc.: 62.50%] [G loss: 0.843645]
4441 [D loss: 0.617575, acc.: 71.88%] [G loss: 0.770022]
4442 [D loss: 0.645679, acc.: 56.25%] [G loss: 0.852345]
4443 [D loss: 0.636435, acc.: 56.25%] [G loss: 0.792055]
4444 [D loss: 0.630252, acc.: 59.38%] [G loss: 0.814749]
4445 [D loss: 0.675409, acc.: 56.25%] [G loss: 0.842953]
4446 [D loss: 0.672347, acc.: 56.25%] [G loss: 0.821998]
4447 [D loss: 0.608466, acc.: 68.75%] [G loss: 0.954417]
4448 [D loss: 0.640617, acc.: 62.50%] [G loss: 0.958396]
4449 [D loss: 0.610954, acc.: 62.50%] [G loss: 0.987289]
4450 [D loss: 0.725326, acc.: 50.00%] [G loss: 0.883313]
4451 [D loss: 0.664571, acc.: 68.75%] [G loss: 0.903110]
4452 [D loss: 0.627351, acc.: 75.00%] [G loss: 0.990236]
4453 [D loss: 0.632542, acc.: 65.62%] [G loss: 0.943495]
4454 [D loss: 0.683083, acc.: 59.38%] [G loss: 0.918612]
4455 [D loss: 0.705530, acc.: 53.12%] [G loss: 0.869068]
4456 [D loss: 0.667925, acc.: 59.38%] [G loss: 0.870994]
4457 [D loss: 0.641995, acc.: 71.88%] [G loss: 0.815221]
4458 [D loss: 0.583126, acc.: 65.62%] [G loss: 0.991833]
4459 [D loss: 0.586283, acc.: 65.62%] [G loss: 0.939174]
4460 [D loss: 0.627332, acc.: 59.38%] [G loss: 0.935994]
4461 [D loss: 0.601023, acc.: 71.88%] [G loss: 0.897186]
4462 [D loss: 0.629305, acc.: 62.50%] [G loss: 0.874591]
4463 [D loss: 0.634475, acc.: 68.75%] [G loss: 0.854249]
4464 [D loss: 0.665295, acc.: 53.12%] [G loss: 0.931921]
4465 [D loss: 0.660276, acc.: 65.62%] [G loss: 0.934816]
4466 [D loss: 0.596471, acc.: 65.62%] [G loss: 0.949606]
4467 [D loss: 0.585083, acc.: 65.62%] [G loss: 0.943572]
4468 [D loss: 0.710080, acc.: 59.38%] [G loss: 0.917706]
4469 [D loss: 0.621852, acc.: 62.50%] [G loss: 0.929631]
4470 [D loss: 0.651243, acc.: 62.50%] [G loss: 0.866649]
4471 [D loss: 0.736146, acc.: 50.00%] [G loss: 0.919659]
4472 [D loss: 0.636419, acc.: 65.62%] [G loss: 0.869075]
4473 [D loss: 0.504270, acc.: 84.38%] [G loss: 0.845808]
4474 [D loss: 0.614284, acc.: 71.88%] [G loss: 0.895833]
4475 [D loss: 0.596090, acc.: 75.00%] [G loss: 0.905734]
4476 [D loss: 0.595889, acc.: 78.12%] [G loss: 0.912484]
4477 [D loss: 0.643297, acc.: 68.75%] [G loss: 0.895355]
4478 [D loss: 0.569862, acc.: 78.12%] [G loss: 0.967613]
4479 [D loss: 0.607453, acc.: 75.00%] [G loss: 0.917839]
4480 [D loss: 0.560626, acc.: 75.00%] [G loss: 0.883464]
4481 [D loss: 0.575764, acc.: 65.62%] [G loss: 0.899672]
4482 [D loss: 0.658874, acc.: 62.50%] [G loss: 0.965093]
4483 [D loss: 0.641504, acc.: 59.38%] [G loss: 0.978519]
4484 [D loss: 0.560506, acc.: 71.88%] [G loss: 0.943862]
4485 [D loss: 0.652865, acc.: 68.75%] [G loss: 0.972236]
4486 [D loss: 0.645757, acc.: 62.50%] [G loss: 0.943179]
4487 [D loss: 0.616123, acc.: 68.75%] [G loss: 0.897941]
4488 [D loss: 0.682755, acc.: 59.38%] [G loss: 0.958969]
4489 [D loss: 0.660734, acc.: 56.25%] [G loss: 0.920960]
4490 [D loss: 0.658371, acc.: 62.50%] [G loss: 0.894114]
4491 [D loss: 0.724286, acc.: 43.75%] [G loss: 0.912944]
4492 [D loss: 0.673954, acc.: 53.12%] [G loss: 0.926807]
4493 [D loss: 0.644031, acc.: 59.38%] [G loss: 0.905968]
4494 [D loss: 0.726345, acc.: 56.25%] [G loss: 0.848338]
4495 [D loss: 0.669239, acc.: 56.25%] [G loss: 0.824113]
4496 [D loss: 0.552485, acc.: 78.12%] [G loss: 0.838626]
4497 [D loss: 0.599368, acc.: 78.12%] [G loss: 0.824125]
4498 [D loss: 0.696319, acc.: 59.38%] [G loss: 0.809061]
4499 [D loss: 0.599377, acc.: 71.88%] [G loss: 0.806312]
4500 [D loss: 0.711439, acc.: 53.12%] [G loss: 0.844179]
4501 [D loss: 0.685946, acc.: 59.38%] [G loss: 0.895605]
4502 [D loss: 0.619407, acc.: 65.62%] [G loss: 0.962636]
4503 [D loss: 0.633325, acc.: 68.75%] [G loss: 0.953200]
4504 [D loss: 0.641117, acc.: 65.62%] [G loss: 0.831692]
4505 [D loss: 0.613220, acc.: 75.00%] [G loss: 0.886353]
4506 [D loss: 0.577589, acc.: 75.00%] [G loss: 0.873922]
4507 [D loss: 0.548808, acc.: 75.00%] [G loss: 0.894795]
4508 [D loss: 0.628058, acc.: 62.50%] [G loss: 0.858846]
4509 [D loss: 0.790284, acc.: 46.88%] [G loss: 0.956000]
4510 [D loss: 0.553995, acc.: 78.12%] [G loss: 0.993127]
4511 [D loss: 0.673804, acc.: 56.25%] [G loss: 0.991296]
4512 [D loss: 0.607111, acc.: 71.88%] [G loss: 0.960930]
4513 [D loss: 0.710876, acc.: 53.12%] [G loss: 0.965447]
4514 [D loss: 0.669346, acc.: 53.12%] [G loss: 0.923459]
4515 [D loss: 0.606755, acc.: 65.62%] [G loss: 0.961047]
4516 [D loss: 0.620247, acc.: 68.75%] [G loss: 0.883631]
4517 [D loss: 0.607032, acc.: 75.00%] [G loss: 0.849517]
4518 [D loss: 0.746681, acc.: 53.12%] [G loss: 0.877986]
4519 [D loss: 0.712188, acc.: 56.25%] [G loss: 0.876152]
4520 [D loss: 0.684629, acc.: 50.00%] [G loss: 0.888372]
4521 [D loss: 0.611015, acc.: 65.62%] [G loss: 0.885150]
4522 [D loss: 0.619227, acc.: 65.62%] [G loss: 0.946583]
4523 [D loss: 0.587158, acc.: 71.88%] [G loss: 0.962230]
4524 [D loss: 0.723258, acc.: 50.00%] [G loss: 0.959326]
4525 [D loss: 0.643766, acc.: 62.50%] [G loss: 0.903089]
4526 [D loss: 0.696004, acc.: 68.75%] [G loss: 0.919918]
4527 [D loss: 0.637299, acc.: 68.75%] [G loss: 0.922381]
4528 [D loss: 0.691705, acc.: 53.12%] [G loss: 0.930893]
4529 [D loss: 0.607894, acc.: 68.75%] [G loss: 0.932539]
4530 [D loss: 0.616855, acc.: 84.38%] [G loss: 0.848412]
4531 [D loss: 0.727417, acc.: 50.00%] [G loss: 0.801969]
4532 [D loss: 0.621833, acc.: 65.62%] [G loss: 0.854847]
4533 [D loss: 0.629997, acc.: 62.50%] [G loss: 0.884662]
4534 [D loss: 0.596217, acc.: 62.50%] [G loss: 0.964757]
4535 [D loss: 0.628271, acc.: 65.62%] [G loss: 0.948126]
4536 [D loss: 0.676866, acc.: 65.62%] [G loss: 0.994496]
4537 [D loss: 0.546389, acc.: 78.12%] [G loss: 0.891009]
4538 [D loss: 0.623894, acc.: 65.62%] [G loss: 0.917799]
4539 [D loss: 0.640034, acc.: 62.50%] [G loss: 0.893928]
4540 [D loss: 0.614581, acc.: 62.50%] [G loss: 0.909440]
4541 [D loss: 0.591086, acc.: 68.75%] [G loss: 0.902987]
4542 [D loss: 0.625192, acc.: 65.62%] [G loss: 0.942646]
4543 [D loss: 0.682386, acc.: 50.00%] [G loss: 0.995098]
4544 [D loss: 0.638626, acc.: 62.50%] [G loss: 0.962674]
4545 [D loss: 0.657620, acc.: 56.25%] [G loss: 0.874610]
4546 [D loss: 0.601659, acc.: 75.00%] [G loss: 0.906843]
4547 [D loss: 0.738945, acc.: 34.38%] [G loss: 0.867984]
4548 [D loss: 0.661147, acc.: 62.50%] [G loss: 0.807486]
4549 [D loss: 0.651814, acc.: 56.25%] [G loss: 0.855743]
4550 [D loss: 0.682069, acc.: 62.50%] [G loss: 0.854982]
4551 [D loss: 0.622900, acc.: 62.50%] [G loss: 0.863961]
4552 [D loss: 0.635681, acc.: 59.38%] [G loss: 0.844756]
4553 [D loss: 0.532763, acc.: 71.88%] [G loss: 0.878295]
4554 [D loss: 0.602203, acc.: 71.88%] [G loss: 0.909164]
4555 [D loss: 0.649640, acc.: 65.62%] [G loss: 0.807320]
4556 [D loss: 0.561350, acc.: 84.38%] [G loss: 0.959551]
4557 [D loss: 0.666162, acc.: 65.62%] [G loss: 0.918828]
4558 [D loss: 0.684653, acc.: 56.25%] [G loss: 0.993788]
4559 [D loss: 0.676207, acc.: 53.12%] [G loss: 0.916721]
4560 [D loss: 0.688884, acc.: 56.25%] [G loss: 1.016545]
4561 [D loss: 0.694385, acc.: 56.25%] [G loss: 0.957636]
4562 [D loss: 0.637885, acc.: 59.38%] [G loss: 0.888231]
4563 [D loss: 0.637637, acc.: 71.88%] [G loss: 0.866157]
4564 [D loss: 0.701411, acc.: 59.38%] [G loss: 0.849346]
4565 [D loss: 0.746812, acc.: 56.25%] [G loss: 0.872100]
4566 [D loss: 0.629911, acc.: 62.50%] [G loss: 1.030417]
4567 [D loss: 0.605352, acc.: 59.38%] [G loss: 0.914661]
4568 [D loss: 0.631066, acc.: 68.75%] [G loss: 0.944487]
4569 [D loss: 0.652803, acc.: 65.62%] [G loss: 0.909946]
4570 [D loss: 0.596391, acc.: 71.88%] [G loss: 0.941134]
4571 [D loss: 0.681497, acc.: 62.50%] [G loss: 0.905786]
4572 [D loss: 0.693089, acc.: 56.25%] [G loss: 0.888238]
4573 [D loss: 0.707924, acc.: 56.25%] [G loss: 0.883524]
4574 [D loss: 0.607460, acc.: 81.25%] [G loss: 0.931587]
4575 [D loss: 0.553131, acc.: 78.12%] [G loss: 0.902051]
4576 [D loss: 0.596894, acc.: 71.88%] [G loss: 0.928895]
4577 [D loss: 0.713207, acc.: 56.25%] [G loss: 0.913006]
4578 [D loss: 0.722152, acc.: 50.00%] [G loss: 0.909109]
4579 [D loss: 0.608663, acc.: 65.62%] [G loss: 1.012399]
4580 [D loss: 0.758313, acc.: 40.62%] [G loss: 0.985409]
4581 [D loss: 0.725153, acc.: 65.62%] [G loss: 0.963517]
4582 [D loss: 0.627441, acc.: 68.75%] [G loss: 0.937896]
4583 [D loss: 0.555669, acc.: 78.12%] [G loss: 0.895307]
4584 [D loss: 0.746023, acc.: 53.12%] [G loss: 0.878884]
4585 [D loss: 0.554958, acc.: 81.25%] [G loss: 0.905338]
4586 [D loss: 0.603829, acc.: 71.88%] [G loss: 0.877641]
4587 [D loss: 0.604562, acc.: 75.00%] [G loss: 0.889108]
4588 [D loss: 0.616397, acc.: 68.75%] [G loss: 0.871907]
4589 [D loss: 0.630235, acc.: 78.12%] [G loss: 0.930540]
4590 [D loss: 0.632780, acc.: 65.62%] [G loss: 0.847970]
4591 [D loss: 0.676777, acc.: 62.50%] [G loss: 0.860906]
4592 [D loss: 0.541995, acc.: 81.25%] [G loss: 0.899040]
4593 [D loss: 0.614132, acc.: 68.75%] [G loss: 0.876306]
4594 [D loss: 0.700381, acc.: 62.50%] [G loss: 0.944198]
4595 [D loss: 0.656024, acc.: 68.75%] [G loss: 0.947840]
4596 [D loss: 0.642620, acc.: 62.50%] [G loss: 0.981885]
4597 [D loss: 0.706807, acc.: 56.25%] [G loss: 0.928112]
4598 [D loss: 0.583671, acc.: 62.50%] [G loss: 0.976306]
4599 [D loss: 0.646952, acc.: 65.62%] [G loss: 0.833842]
4600 [D loss: 0.709013, acc.: 56.25%] [G loss: 0.804130]
4601 [D loss: 0.569299, acc.: 68.75%] [G loss: 0.916564]
4602 [D loss: 0.775160, acc.: 43.75%] [G loss: 0.835432]
4603 [D loss: 0.684934, acc.: 50.00%] [G loss: 0.922416]
4604 [D loss: 0.621059, acc.: 62.50%] [G loss: 0.895353]
4605 [D loss: 0.641019, acc.: 59.38%] [G loss: 0.875883]
4606 [D loss: 0.673246, acc.: 53.12%] [G loss: 0.909090]
4607 [D loss: 0.689804, acc.: 56.25%] [G loss: 0.924313]
4608 [D loss: 0.584221, acc.: 78.12%] [G loss: 0.969231]
4609 [D loss: 0.661262, acc.: 68.75%] [G loss: 0.961702]
4610 [D loss: 0.705367, acc.: 59.38%] [G loss: 0.938585]
4611 [D loss: 0.579031, acc.: 71.88%] [G loss: 0.953380]
4612 [D loss: 0.656769, acc.: 62.50%] [G loss: 0.932808]
4613 [D loss: 0.607891, acc.: 75.00%] [G loss: 0.981435]
4614 [D loss: 0.619691, acc.: 62.50%] [G loss: 0.972449]
4615 [D loss: 0.615487, acc.: 56.25%] [G loss: 0.936998]
4616 [D loss: 0.695557, acc.: 65.62%] [G loss: 0.976108]
4617 [D loss: 0.713993, acc.: 56.25%] [G loss: 0.947349]
4618 [D loss: 0.610973, acc.: 62.50%] [G loss: 0.981756]
4619 [D loss: 0.620017, acc.: 62.50%] [G loss: 1.005034]
4620 [D loss: 0.807114, acc.: 46.88%] [G loss: 0.880262]
4621 [D loss: 0.731761, acc.: 53.12%] [G loss: 0.880470]
4622 [D loss: 0.720312, acc.: 50.00%] [G loss: 0.936067]
4623 [D loss: 0.701575, acc.: 56.25%] [G loss: 0.903376]
4624 [D loss: 0.635048, acc.: 65.62%] [G loss: 0.867661]
4625 [D loss: 0.687549, acc.: 46.88%] [G loss: 0.864576]
4626 [D loss: 0.678794, acc.: 50.00%] [G loss: 0.875761]
4627 [D loss: 0.719285, acc.: 50.00%] [G loss: 0.816853]
4628 [D loss: 0.622840, acc.: 62.50%] [G loss: 0.946242]
4629 [D loss: 0.611225, acc.: 68.75%] [G loss: 0.895273]
4630 [D loss: 0.633843, acc.: 65.62%] [G loss: 0.860618]
4631 [D loss: 0.616712, acc.: 68.75%] [G loss: 0.820589]
4632 [D loss: 0.779670, acc.: 50.00%] [G loss: 0.801108]
4633 [D loss: 0.587474, acc.: 68.75%] [G loss: 0.778182]
4634 [D loss: 0.608350, acc.: 68.75%] [G loss: 0.785914]
4635 [D loss: 0.656059, acc.: 62.50%] [G loss: 0.861855]
4636 [D loss: 0.592833, acc.: 71.88%] [G loss: 0.929392]
4637 [D loss: 0.691990, acc.: 56.25%] [G loss: 0.961579]
4638 [D loss: 0.732761, acc.: 43.75%] [G loss: 0.882597]
4639 [D loss: 0.625536, acc.: 71.88%] [G loss: 1.005104]
4640 [D loss: 0.692226, acc.: 56.25%] [G loss: 0.925488]
4641 [D loss: 0.632425, acc.: 65.62%] [G loss: 0.828076]
4642 [D loss: 0.576278, acc.: 78.12%] [G loss: 0.893170]
4643 [D loss: 0.654067, acc.: 65.62%] [G loss: 0.879128]
4644 [D loss: 0.570614, acc.: 75.00%] [G loss: 0.960373]
4645 [D loss: 0.624410, acc.: 62.50%] [G loss: 0.907465]
4646 [D loss: 0.712255, acc.: 50.00%] [G loss: 0.854558]
4647 [D loss: 0.638300, acc.: 65.62%] [G loss: 0.909698]
4648 [D loss: 0.573854, acc.: 71.88%] [G loss: 0.871997]
4649 [D loss: 0.622896, acc.: 68.75%] [G loss: 0.908330]
4650 [D loss: 0.630584, acc.: 62.50%] [G loss: 0.908686]
4651 [D loss: 0.717241, acc.: 53.12%] [G loss: 0.923438]
4652 [D loss: 0.532634, acc.: 75.00%] [G loss: 0.914885]
4653 [D loss: 0.735996, acc.: 59.38%] [G loss: 0.973373]
4654 [D loss: 0.569945, acc.: 78.12%] [G loss: 0.824101]
4655 [D loss: 0.670251, acc.: 71.88%] [G loss: 0.860003]
4656 [D loss: 0.623443, acc.: 65.62%] [G loss: 0.876001]
4657 [D loss: 0.669759, acc.: 59.38%] [G loss: 0.925923]
4658 [D loss: 0.719080, acc.: 53.12%] [G loss: 0.788578]
4659 [D loss: 0.687511, acc.: 65.62%] [G loss: 0.913181]
4660 [D loss: 0.647681, acc.: 71.88%] [G loss: 0.918799]
4661 [D loss: 0.654602, acc.: 62.50%] [G loss: 0.958201]
4662 [D loss: 0.634867, acc.: 65.62%] [G loss: 0.834822]
4663 [D loss: 0.648169, acc.: 59.38%] [G loss: 0.820831]
4664 [D loss: 0.623268, acc.: 59.38%] [G loss: 0.962235]
4665 [D loss: 0.609486, acc.: 65.62%] [G loss: 0.949579]
4666 [D loss: 0.596088, acc.: 62.50%] [G loss: 0.970735]
4667 [D loss: 0.784542, acc.: 56.25%] [G loss: 0.964637]
4668 [D loss: 0.731711, acc.: 50.00%] [G loss: 0.860060]
4669 [D loss: 0.683536, acc.: 59.38%] [G loss: 0.908284]
4670 [D loss: 0.637154, acc.: 65.62%] [G loss: 0.970329]
4671 [D loss: 0.647317, acc.: 65.62%] [G loss: 0.806096]
4672 [D loss: 0.710345, acc.: 62.50%] [G loss: 0.799612]
4673 [D loss: 0.640492, acc.: 53.12%] [G loss: 0.827352]
4674 [D loss: 0.637127, acc.: 62.50%] [G loss: 0.822077]
4675 [D loss: 0.597875, acc.: 75.00%] [G loss: 0.850653]
4676 [D loss: 0.689201, acc.: 59.38%] [G loss: 0.933860]
4677 [D loss: 0.656305, acc.: 56.25%] [G loss: 0.888487]
4678 [D loss: 0.741945, acc.: 56.25%] [G loss: 0.879306]
4679 [D loss: 0.601716, acc.: 59.38%] [G loss: 0.807769]
4680 [D loss: 0.672113, acc.: 65.62%] [G loss: 0.821814]
4681 [D loss: 0.698261, acc.: 56.25%] [G loss: 0.853752]
4682 [D loss: 0.656004, acc.: 53.12%] [G loss: 0.854924]
4683 [D loss: 0.650822, acc.: 59.38%] [G loss: 0.878474]
4684 [D loss: 0.627610, acc.: 59.38%] [G loss: 0.821427]
4685 [D loss: 0.621026, acc.: 75.00%] [G loss: 0.883666]
4686 [D loss: 0.597595, acc.: 65.62%] [G loss: 0.949148]
4687 [D loss: 0.625516, acc.: 56.25%] [G loss: 0.875325]
4688 [D loss: 0.629957, acc.: 62.50%] [G loss: 1.040807]
4689 [D loss: 0.621703, acc.: 71.88%] [G loss: 1.047506]
4690 [D loss: 0.765583, acc.: 40.62%] [G loss: 0.975120]
4691 [D loss: 0.616061, acc.: 68.75%] [G loss: 0.999659]
4692 [D loss: 0.642178, acc.: 65.62%] [G loss: 0.970681]
4693 [D loss: 0.652694, acc.: 59.38%] [G loss: 0.942561]
4694 [D loss: 0.654422, acc.: 71.88%] [G loss: 0.960759]
4695 [D loss: 0.633936, acc.: 62.50%] [G loss: 0.908983]
4696 [D loss: 0.710720, acc.: 53.12%] [G loss: 0.905714]
4697 [D loss: 0.656761, acc.: 68.75%] [G loss: 0.877364]
4698 [D loss: 0.630191, acc.: 65.62%] [G loss: 0.944084]
4699 [D loss: 0.627726, acc.: 62.50%] [G loss: 0.804752]
4700 [D loss: 0.671062, acc.: 53.12%] [G loss: 0.911925]
4701 [D loss: 0.722073, acc.: 53.12%] [G loss: 0.853865]
4702 [D loss: 0.582292, acc.: 71.88%] [G loss: 0.933131]
4703 [D loss: 0.577747, acc.: 78.12%] [G loss: 0.879957]
4704 [D loss: 0.689674, acc.: 53.12%] [G loss: 0.952357]
4705 [D loss: 0.727744, acc.: 50.00%] [G loss: 0.948889]
4706 [D loss: 0.618684, acc.: 62.50%] [G loss: 0.883322]
4707 [D loss: 0.619954, acc.: 65.62%] [G loss: 0.908564]
4708 [D loss: 0.751047, acc.: 53.12%] [G loss: 0.914497]
4709 [D loss: 0.641467, acc.: 62.50%] [G loss: 0.883921]
4710 [D loss: 0.678382, acc.: 53.12%] [G loss: 0.878674]
4711 [D loss: 0.686809, acc.: 62.50%] [G loss: 0.829128]
4712 [D loss: 0.618017, acc.: 65.62%] [G loss: 0.796010]
4713 [D loss: 0.662698, acc.: 62.50%] [G loss: 0.865218]
4714 [D loss: 0.611947, acc.: 62.50%] [G loss: 0.946090]
4715 [D loss: 0.657685, acc.: 59.38%] [G loss: 0.887333]
4716 [D loss: 0.617706, acc.: 71.88%] [G loss: 0.921058]
4717 [D loss: 0.742657, acc.: 53.12%] [G loss: 0.968653]
4718 [D loss: 0.647012, acc.: 56.25%] [G loss: 1.002932]
4719 [D loss: 0.636945, acc.: 59.38%] [G loss: 0.919481]
4720 [D loss: 0.544194, acc.: 81.25%] [G loss: 0.925480]
4721 [D loss: 0.689325, acc.: 59.38%] [G loss: 0.940653]
4722 [D loss: 0.643435, acc.: 59.38%] [G loss: 0.858212]
4723 [D loss: 0.649810, acc.: 65.62%] [G loss: 0.872158]
4724 [D loss: 0.682420, acc.: 59.38%] [G loss: 0.908319]
4725 [D loss: 0.663626, acc.: 53.12%] [G loss: 0.788100]
4726 [D loss: 0.684346, acc.: 62.50%] [G loss: 0.835896]
4727 [D loss: 0.658157, acc.: 56.25%] [G loss: 0.837746]
4728 [D loss: 0.672346, acc.: 65.62%] [G loss: 0.863438]
4729 [D loss: 0.634337, acc.: 68.75%] [G loss: 0.826408]
4730 [D loss: 0.734664, acc.: 56.25%] [G loss: 0.828722]
4731 [D loss: 0.702144, acc.: 43.75%] [G loss: 0.913775]
4732 [D loss: 0.585091, acc.: 68.75%] [G loss: 0.890915]
4733 [D loss: 0.716794, acc.: 43.75%] [G loss: 0.953833]
4734 [D loss: 0.654457, acc.: 56.25%] [G loss: 0.863571]
4735 [D loss: 0.599081, acc.: 71.88%] [G loss: 0.864872]
4736 [D loss: 0.653909, acc.: 62.50%] [G loss: 0.854727]
4737 [D loss: 0.668838, acc.: 62.50%] [G loss: 0.939201]
4738 [D loss: 0.662513, acc.: 59.38%] [G loss: 0.909611]
4739 [D loss: 0.634786, acc.: 62.50%] [G loss: 0.825835]
4740 [D loss: 0.680807, acc.: 59.38%] [G loss: 0.798304]
4741 [D loss: 0.673402, acc.: 59.38%] [G loss: 0.812982]
4742 [D loss: 0.613270, acc.: 71.88%] [G loss: 0.922181]
4743 [D loss: 0.677386, acc.: 59.38%] [G loss: 0.895953]
4744 [D loss: 0.625260, acc.: 71.88%] [G loss: 0.904430]
4745 [D loss: 0.552210, acc.: 71.88%] [G loss: 0.948179]
4746 [D loss: 0.561301, acc.: 84.38%] [G loss: 0.999191]
4747 [D loss: 0.625420, acc.: 53.12%] [G loss: 0.904141]
4748 [D loss: 0.640931, acc.: 65.62%] [G loss: 0.883668]
4749 [D loss: 0.646630, acc.: 65.62%] [G loss: 0.884117]
4750 [D loss: 0.607714, acc.: 59.38%] [G loss: 0.876186]
4751 [D loss: 0.661946, acc.: 59.38%] [G loss: 0.937540]
4752 [D loss: 0.819824, acc.: 40.62%] [G loss: 0.860879]
4753 [D loss: 0.709994, acc.: 50.00%] [G loss: 0.912803]
4754 [D loss: 0.786665, acc.: 40.62%] [G loss: 0.837056]
4755 [D loss: 0.691955, acc.: 62.50%] [G loss: 0.807003]
4756 [D loss: 0.675544, acc.: 53.12%] [G loss: 0.870922]
4757 [D loss: 0.710258, acc.: 59.38%] [G loss: 0.845858]
4758 [D loss: 0.581166, acc.: 71.88%] [G loss: 0.894252]
4759 [D loss: 0.691485, acc.: 50.00%] [G loss: 0.859012]
4760 [D loss: 0.626605, acc.: 62.50%] [G loss: 0.860460]
4761 [D loss: 0.587099, acc.: 71.88%] [G loss: 0.967730]
4762 [D loss: 0.669815, acc.: 53.12%] [G loss: 0.864997]
4763 [D loss: 0.575812, acc.: 71.88%] [G loss: 0.887266]
4764 [D loss: 0.609516, acc.: 75.00%] [G loss: 0.894914]
4765 [D loss: 0.719147, acc.: 62.50%] [G loss: 0.958457]
4766 [D loss: 0.589145, acc.: 62.50%] [G loss: 0.900912]
4767 [D loss: 0.659810, acc.: 53.12%] [G loss: 0.866009]
4768 [D loss: 0.677501, acc.: 56.25%] [G loss: 0.883687]
4769 [D loss: 0.535816, acc.: 78.12%] [G loss: 0.744265]
4770 [D loss: 0.741716, acc.: 46.88%] [G loss: 0.812499]
4771 [D loss: 0.655586, acc.: 62.50%] [G loss: 0.850942]
4772 [D loss: 0.694633, acc.: 59.38%] [G loss: 0.914451]
4773 [D loss: 0.638359, acc.: 62.50%] [G loss: 0.864265]
4774 [D loss: 0.609196, acc.: 68.75%] [G loss: 0.845500]
4775 [D loss: 0.624482, acc.: 56.25%] [G loss: 0.899912]
4776 [D loss: 0.655707, acc.: 62.50%] [G loss: 0.894563]
4777 [D loss: 0.716490, acc.: 56.25%] [G loss: 0.957863]
4778 [D loss: 0.799968, acc.: 40.62%] [G loss: 0.904307]
4779 [D loss: 0.747378, acc.: 43.75%] [G loss: 0.852683]
4780 [D loss: 0.686712, acc.: 50.00%] [G loss: 0.841770]
4781 [D loss: 0.704240, acc.: 50.00%] [G loss: 0.884826]
4782 [D loss: 0.628253, acc.: 71.88%] [G loss: 0.873991]
4783 [D loss: 0.623588, acc.: 71.88%] [G loss: 0.908698]
4784 [D loss: 0.628813, acc.: 71.88%] [G loss: 0.864400]
4785 [D loss: 0.688214, acc.: 46.88%] [G loss: 0.885501]
4786 [D loss: 0.514737, acc.: 87.50%] [G loss: 0.928617]
4787 [D loss: 0.676159, acc.: 65.62%] [G loss: 0.813810]
4788 [D loss: 0.646936, acc.: 65.62%] [G loss: 0.888885]
4789 [D loss: 0.673117, acc.: 59.38%] [G loss: 0.980674]
4790 [D loss: 0.598950, acc.: 62.50%] [G loss: 1.022317]
4791 [D loss: 0.599928, acc.: 78.12%] [G loss: 0.922826]
4792 [D loss: 0.674221, acc.: 56.25%] [G loss: 0.985976]
4793 [D loss: 0.644662, acc.: 65.62%] [G loss: 0.928774]
4794 [D loss: 0.669041, acc.: 53.12%] [G loss: 0.861695]
4795 [D loss: 0.646550, acc.: 68.75%] [G loss: 0.887618]
4796 [D loss: 0.644278, acc.: 59.38%] [G loss: 0.921384]
4797 [D loss: 0.578413, acc.: 75.00%] [G loss: 0.950235]
4798 [D loss: 0.641740, acc.: 62.50%] [G loss: 0.809017]
4799 [D loss: 0.587899, acc.: 68.75%] [G loss: 0.934325]
4800 [D loss: 0.658133, acc.: 65.62%] [G loss: 0.849052]
4801 [D loss: 0.674965, acc.: 62.50%] [G loss: 0.946980]
4802 [D loss: 0.727390, acc.: 59.38%] [G loss: 0.836990]
4803 [D loss: 0.666644, acc.: 59.38%] [G loss: 0.826918]
4804 [D loss: 0.636471, acc.: 71.88%] [G loss: 0.858247]
4805 [D loss: 0.700088, acc.: 71.88%] [G loss: 0.879571]
4806 [D loss: 0.742644, acc.: 53.12%] [G loss: 0.851210]
4807 [D loss: 0.636446, acc.: 59.38%] [G loss: 0.881227]
4808 [D loss: 0.608269, acc.: 59.38%] [G loss: 0.841956]
4809 [D loss: 0.579163, acc.: 68.75%] [G loss: 0.782105]
4810 [D loss: 0.638323, acc.: 65.62%] [G loss: 0.872735]
4811 [D loss: 0.775507, acc.: 46.88%] [G loss: 0.871275]
4812 [D loss: 0.636309, acc.: 68.75%] [G loss: 0.911057]
4813 [D loss: 0.751158, acc.: 46.88%] [G loss: 0.963034]
4814 [D loss: 0.645220, acc.: 56.25%] [G loss: 0.914451]
4815 [D loss: 0.623831, acc.: 75.00%] [G loss: 0.954238]
4816 [D loss: 0.661687, acc.: 59.38%] [G loss: 0.970829]
4817 [D loss: 0.632324, acc.: 68.75%] [G loss: 0.884628]
4818 [D loss: 0.685885, acc.: 62.50%] [G loss: 0.861883]
4819 [D loss: 0.645613, acc.: 65.62%] [G loss: 0.834034]
4820 [D loss: 0.657898, acc.: 65.62%] [G loss: 0.828130]
4821 [D loss: 0.654217, acc.: 56.25%] [G loss: 0.915213]
4822 [D loss: 0.570460, acc.: 68.75%] [G loss: 0.897954]
4823 [D loss: 0.648357, acc.: 59.38%] [G loss: 0.797677]
4824 [D loss: 0.687347, acc.: 53.12%] [G loss: 0.898307]
4825 [D loss: 0.605144, acc.: 62.50%] [G loss: 0.828803]
4826 [D loss: 0.607395, acc.: 71.88%] [G loss: 0.871358]
4827 [D loss: 0.619534, acc.: 71.88%] [G loss: 0.837332]
4828 [D loss: 0.626994, acc.: 71.88%] [G loss: 0.913070]
4829 [D loss: 0.642286, acc.: 65.62%] [G loss: 0.829059]
4830 [D loss: 0.601289, acc.: 68.75%] [G loss: 0.832654]
4831 [D loss: 0.638712, acc.: 65.62%] [G loss: 0.930626]
4832 [D loss: 0.566653, acc.: 75.00%] [G loss: 0.956156]
4833 [D loss: 0.665968, acc.: 56.25%] [G loss: 0.874757]
4834 [D loss: 0.719697, acc.: 59.38%] [G loss: 0.896171]
4835 [D loss: 0.715839, acc.: 50.00%] [G loss: 0.888851]
4836 [D loss: 0.658219, acc.: 59.38%] [G loss: 0.913244]
4837 [D loss: 0.661979, acc.: 65.62%] [G loss: 0.879338]
4838 [D loss: 0.672601, acc.: 56.25%] [G loss: 0.921889]
4839 [D loss: 0.597945, acc.: 65.62%] [G loss: 0.944660]
4840 [D loss: 0.649160, acc.: 59.38%] [G loss: 0.845845]
4841 [D loss: 0.656215, acc.: 65.62%] [G loss: 0.854913]
4842 [D loss: 0.594556, acc.: 75.00%] [G loss: 0.972326]
4843 [D loss: 0.632817, acc.: 68.75%] [G loss: 0.950209]
4844 [D loss: 0.686122, acc.: 59.38%] [G loss: 0.886289]
4845 [D loss: 0.677243, acc.: 53.12%] [G loss: 0.800275]
4846 [D loss: 0.631617, acc.: 65.62%] [G loss: 0.910723]
4847 [D loss: 0.692412, acc.: 50.00%] [G loss: 0.866899]
4848 [D loss: 0.758946, acc.: 53.12%] [G loss: 0.866207]
4849 [D loss: 0.562271, acc.: 81.25%] [G loss: 0.846539]
4850 [D loss: 0.681215, acc.: 56.25%] [G loss: 0.894510]
4851 [D loss: 0.680018, acc.: 56.25%] [G loss: 0.890305]
4852 [D loss: 0.703002, acc.: 53.12%] [G loss: 0.945811]
4853 [D loss: 0.647864, acc.: 65.62%] [G loss: 0.912029]
4854 [D loss: 0.721565, acc.: 46.88%] [G loss: 0.877789]
4855 [D loss: 0.629372, acc.: 62.50%] [G loss: 0.861856]
4856 [D loss: 0.747998, acc.: 43.75%] [G loss: 0.857646]
4857 [D loss: 0.657897, acc.: 68.75%] [G loss: 0.961596]
4858 [D loss: 0.688059, acc.: 56.25%] [G loss: 0.862608]
4859 [D loss: 0.672050, acc.: 50.00%] [G loss: 0.849958]
4860 [D loss: 0.641827, acc.: 59.38%] [G loss: 0.886215]
4861 [D loss: 0.624408, acc.: 68.75%] [G loss: 0.944437]
4862 [D loss: 0.700179, acc.: 40.62%] [G loss: 0.926118]
4863 [D loss: 0.710320, acc.: 62.50%] [G loss: 0.841326]
4864 [D loss: 0.650174, acc.: 59.38%] [G loss: 0.966224]
4865 [D loss: 0.722840, acc.: 62.50%] [G loss: 0.892316]
4866 [D loss: 0.660331, acc.: 62.50%] [G loss: 0.873276]
4867 [D loss: 0.620247, acc.: 71.88%] [G loss: 0.859636]
4868 [D loss: 0.606829, acc.: 65.62%] [G loss: 0.900994]
4869 [D loss: 0.645504, acc.: 59.38%] [G loss: 0.880920]
4870 [D loss: 0.681889, acc.: 56.25%] [G loss: 0.830936]
4871 [D loss: 0.641136, acc.: 59.38%] [G loss: 0.805022]
4872 [D loss: 0.782642, acc.: 43.75%] [G loss: 0.908395]
4873 [D loss: 0.678251, acc.: 50.00%] [G loss: 0.909063]
4874 [D loss: 0.679382, acc.: 59.38%] [G loss: 0.907206]
4875 [D loss: 0.580852, acc.: 71.88%] [G loss: 0.900468]
4876 [D loss: 0.617796, acc.: 59.38%] [G loss: 0.860121]
4877 [D loss: 0.724869, acc.: 59.38%] [G loss: 0.819360]
4878 [D loss: 0.611719, acc.: 59.38%] [G loss: 0.841736]
4879 [D loss: 0.651506, acc.: 65.62%] [G loss: 0.879949]
4880 [D loss: 0.643968, acc.: 65.62%] [G loss: 0.856373]
4881 [D loss: 0.588910, acc.: 75.00%] [G loss: 0.910882]
4882 [D loss: 0.646592, acc.: 65.62%] [G loss: 0.767563]
4883 [D loss: 0.639989, acc.: 71.88%] [G loss: 0.854662]
4884 [D loss: 0.689660, acc.: 50.00%] [G loss: 0.813581]
4885 [D loss: 0.645548, acc.: 65.62%] [G loss: 0.874850]
4886 [D loss: 0.639740, acc.: 50.00%] [G loss: 0.771016]
4887 [D loss: 0.633341, acc.: 62.50%] [G loss: 0.886675]
4888 [D loss: 0.694965, acc.: 62.50%] [G loss: 0.886631]
4889 [D loss: 0.611014, acc.: 62.50%] [G loss: 0.855330]
4890 [D loss: 0.559676, acc.: 71.88%] [G loss: 0.915844]
4891 [D loss: 0.636633, acc.: 62.50%] [G loss: 0.914384]
4892 [D loss: 0.675328, acc.: 59.38%] [G loss: 0.846539]
4893 [D loss: 0.683802, acc.: 62.50%] [G loss: 0.828831]
4894 [D loss: 0.625021, acc.: 65.62%] [G loss: 0.826370]
4895 [D loss: 0.663979, acc.: 59.38%] [G loss: 0.881696]
4896 [D loss: 0.580659, acc.: 68.75%] [G loss: 0.886925]
4897 [D loss: 0.683352, acc.: 56.25%] [G loss: 0.837875]
4898 [D loss: 0.825482, acc.: 46.88%] [G loss: 0.851300]
4899 [D loss: 0.554986, acc.: 81.25%] [G loss: 0.883222]
4900 [D loss: 0.740866, acc.: 40.62%] [G loss: 0.926845]
4901 [D loss: 0.736128, acc.: 50.00%] [G loss: 0.971818]
4902 [D loss: 0.626161, acc.: 68.75%] [G loss: 0.876217]
4903 [D loss: 0.653495, acc.: 56.25%] [G loss: 0.849966]
4904 [D loss: 0.640032, acc.: 59.38%] [G loss: 0.894017]
4905 [D loss: 0.694265, acc.: 46.88%] [G loss: 0.796639]
4906 [D loss: 0.688078, acc.: 59.38%] [G loss: 0.814274]
4907 [D loss: 0.628488, acc.: 62.50%] [G loss: 0.859362]
4908 [D loss: 0.651212, acc.: 62.50%] [G loss: 0.815654]
4909 [D loss: 0.659578, acc.: 62.50%] [G loss: 0.899037]
4910 [D loss: 0.570232, acc.: 81.25%] [G loss: 0.839228]
4911 [D loss: 0.597405, acc.: 65.62%] [G loss: 0.835488]
4912 [D loss: 0.615637, acc.: 62.50%] [G loss: 0.846973]
4913 [D loss: 0.715741, acc.: 50.00%] [G loss: 0.820287]
4914 [D loss: 0.793940, acc.: 43.75%] [G loss: 0.873852]
4915 [D loss: 0.683894, acc.: 68.75%] [G loss: 0.894334]
4916 [D loss: 0.675592, acc.: 56.25%] [G loss: 0.839487]
4917 [D loss: 0.612368, acc.: 68.75%] [G loss: 0.917988]
4918 [D loss: 0.665649, acc.: 46.88%] [G loss: 0.904529]
4919 [D loss: 0.648285, acc.: 62.50%] [G loss: 0.930084]
4920 [D loss: 0.750440, acc.: 43.75%] [G loss: 0.820517]
4921 [D loss: 0.639355, acc.: 65.62%] [G loss: 0.804280]
4922 [D loss: 0.702462, acc.: 56.25%] [G loss: 0.881279]
4923 [D loss: 0.689787, acc.: 59.38%] [G loss: 0.829628]
4924 [D loss: 0.670649, acc.: 59.38%] [G loss: 0.792956]
4925 [D loss: 0.727246, acc.: 62.50%] [G loss: 0.809595]
4926 [D loss: 0.627032, acc.: 71.88%] [G loss: 0.917649]
4927 [D loss: 0.781564, acc.: 50.00%] [G loss: 0.931919]
4928 [D loss: 0.621656, acc.: 68.75%] [G loss: 0.909982]
4929 [D loss: 0.550109, acc.: 68.75%] [G loss: 0.896252]
4930 [D loss: 0.642225, acc.: 65.62%] [G loss: 0.893418]
4931 [D loss: 0.559199, acc.: 78.12%] [G loss: 0.882922]
4932 [D loss: 0.658940, acc.: 62.50%] [G loss: 0.835885]
4933 [D loss: 0.640603, acc.: 59.38%] [G loss: 0.832600]
4934 [D loss: 0.635305, acc.: 59.38%] [G loss: 0.840504]
4935 [D loss: 0.714904, acc.: 53.12%] [G loss: 0.860258]
4936 [D loss: 0.697352, acc.: 53.12%] [G loss: 0.839506]
4937 [D loss: 0.693690, acc.: 59.38%] [G loss: 0.816781]
4938 [D loss: 0.646250, acc.: 62.50%] [G loss: 0.850862]
4939 [D loss: 0.734607, acc.: 53.12%] [G loss: 0.804995]
4940 [D loss: 0.670281, acc.: 56.25%] [G loss: 0.846213]
4941 [D loss: 0.623310, acc.: 68.75%] [G loss: 0.846851]
4942 [D loss: 0.661873, acc.: 62.50%] [G loss: 0.820787]
4943 [D loss: 0.676558, acc.: 56.25%] [G loss: 0.798524]
4944 [D loss: 0.694104, acc.: 59.38%] [G loss: 0.881841]
4945 [D loss: 0.606536, acc.: 68.75%] [G loss: 0.843096]
4946 [D loss: 0.697118, acc.: 56.25%] [G loss: 0.885467]
4947 [D loss: 0.659207, acc.: 62.50%] [G loss: 0.885659]
4948 [D loss: 0.555236, acc.: 81.25%] [G loss: 0.892886]
4949 [D loss: 0.658565, acc.: 62.50%] [G loss: 0.896219]
4950 [D loss: 0.714228, acc.: 43.75%] [G loss: 0.910751]
4951 [D loss: 0.599705, acc.: 81.25%] [G loss: 0.884179]
4952 [D loss: 0.670661, acc.: 62.50%] [G loss: 0.893150]
4953 [D loss: 0.602626, acc.: 65.62%] [G loss: 0.968228]
4954 [D loss: 0.657685, acc.: 59.38%] [G loss: 0.886673]
4955 [D loss: 0.723289, acc.: 56.25%] [G loss: 0.749677]
4956 [D loss: 0.706788, acc.: 46.88%] [G loss: 0.822606]
4957 [D loss: 0.614263, acc.: 65.62%] [G loss: 0.833940]
4958 [D loss: 0.685737, acc.: 56.25%] [G loss: 0.898127]
4959 [D loss: 0.611520, acc.: 75.00%] [G loss: 0.952229]
4960 [D loss: 0.660509, acc.: 53.12%] [G loss: 0.872001]
4961 [D loss: 0.638721, acc.: 65.62%] [G loss: 0.888478]
4962 [D loss: 0.602098, acc.: 75.00%] [G loss: 0.888696]
4963 [D loss: 0.638306, acc.: 56.25%] [G loss: 0.934786]
4964 [D loss: 0.606349, acc.: 59.38%] [G loss: 0.846229]
4965 [D loss: 0.656914, acc.: 68.75%] [G loss: 0.859662]
4966 [D loss: 0.554667, acc.: 75.00%] [G loss: 0.848855]
4967 [D loss: 0.688979, acc.: 62.50%] [G loss: 0.816839]
4968 [D loss: 0.564756, acc.: 75.00%] [G loss: 0.868792]
4969 [D loss: 0.839237, acc.: 50.00%] [G loss: 0.919194]
4970 [D loss: 0.674716, acc.: 53.12%] [G loss: 0.931451]
4971 [D loss: 0.747798, acc.: 40.62%] [G loss: 0.899159]
4972 [D loss: 0.593866, acc.: 68.75%] [G loss: 0.866350]
4973 [D loss: 0.656030, acc.: 62.50%] [G loss: 0.875278]
4974 [D loss: 0.634794, acc.: 65.62%] [G loss: 0.844060]
4975 [D loss: 0.709180, acc.: 46.88%] [G loss: 0.775657]
4976 [D loss: 0.578138, acc.: 71.88%] [G loss: 0.849748]
4977 [D loss: 0.717272, acc.: 53.12%] [G loss: 0.902149]
4978 [D loss: 0.757574, acc.: 40.62%] [G loss: 0.854915]
4979 [D loss: 0.664679, acc.: 53.12%] [G loss: 0.883348]
4980 [D loss: 0.588489, acc.: 71.88%] [G loss: 0.872489]
4981 [D loss: 0.689251, acc.: 53.12%] [G loss: 0.899707]
4982 [D loss: 0.571626, acc.: 75.00%] [G loss: 0.855943]
4983 [D loss: 0.625490, acc.: 65.62%] [G loss: 0.832581]
4984 [D loss: 0.675720, acc.: 59.38%] [G loss: 0.815787]
4985 [D loss: 0.794895, acc.: 50.00%] [G loss: 0.859835]
4986 [D loss: 0.704883, acc.: 59.38%] [G loss: 0.841649]
4987 [D loss: 0.638216, acc.: 62.50%] [G loss: 0.947547]
4988 [D loss: 0.651745, acc.: 59.38%] [G loss: 0.902387]
4989 [D loss: 0.659896, acc.: 65.62%] [G loss: 0.900159]
4990 [D loss: 0.606314, acc.: 59.38%] [G loss: 0.838453]
4991 [D loss: 0.730108, acc.: 59.38%] [G loss: 0.893309]
4992 [D loss: 0.556978, acc.: 75.00%] [G loss: 0.934637]
4993 [D loss: 0.656802, acc.: 62.50%] [G loss: 0.994492]
4994 [D loss: 0.678952, acc.: 62.50%] [G loss: 0.895007]
4995 [D loss: 0.726178, acc.: 53.12%] [G loss: 0.833896]
4996 [D loss: 0.671674, acc.: 56.25%] [G loss: 0.828337]
4997 [D loss: 0.548168, acc.: 75.00%] [G loss: 0.912424]
4998 [D loss: 0.724076, acc.: 46.88%] [G loss: 0.892953]
4999 [D loss: 0.622195, acc.: 68.75%] [G loss: 0.935220]
5000 [D loss: 0.601033, acc.: 71.88%] [G loss: 0.937670]
5001 [D loss: 0.696231, acc.: 56.25%] [G loss: 0.848297]
5002 [D loss: 0.687008, acc.: 62.50%] [G loss: 0.872594]
5003 [D loss: 0.641991, acc.: 68.75%] [G loss: 0.837701]
5004 [D loss: 0.663819, acc.: 59.38%] [G loss: 0.882567]
5005 [D loss: 0.655874, acc.: 59.38%] [G loss: 0.914646]
5006 [D loss: 0.627411, acc.: 65.62%] [G loss: 0.885008]
5007 [D loss: 0.569407, acc.: 78.12%] [G loss: 0.888900]
5008 [D loss: 0.603868, acc.: 71.88%] [G loss: 0.846740]
5009 [D loss: 0.821160, acc.: 43.75%] [G loss: 0.865361]
5010 [D loss: 0.636240, acc.: 65.62%] [G loss: 0.871820]
5011 [D loss: 0.640832, acc.: 65.62%] [G loss: 0.943319]
5012 [D loss: 0.588048, acc.: 71.88%] [G loss: 0.846416]
5013 [D loss: 0.589449, acc.: 65.62%] [G loss: 0.918904]
5014 [D loss: 0.781056, acc.: 50.00%] [G loss: 0.877743]
5015 [D loss: 0.701493, acc.: 43.75%] [G loss: 0.867056]
5016 [D loss: 0.633819, acc.: 71.88%] [G loss: 0.936446]
5017 [D loss: 0.692505, acc.: 56.25%] [G loss: 0.933256]
5018 [D loss: 0.729738, acc.: 53.12%] [G loss: 0.792082]
5019 [D loss: 0.641598, acc.: 65.62%] [G loss: 0.865870]
5020 [D loss: 0.602001, acc.: 65.62%] [G loss: 0.869880]
5021 [D loss: 0.632803, acc.: 65.62%] [G loss: 0.990399]
5022 [D loss: 0.695734, acc.: 56.25%] [G loss: 0.958902]
5023 [D loss: 0.624058, acc.: 68.75%] [G loss: 0.926790]
5024 [D loss: 0.699987, acc.: 53.12%] [G loss: 0.933212]
5025 [D loss: 0.646637, acc.: 62.50%] [G loss: 0.875132]
5026 [D loss: 0.588747, acc.: 68.75%] [G loss: 0.882233]
5027 [D loss: 0.577534, acc.: 71.88%] [G loss: 0.896640]
5028 [D loss: 0.565452, acc.: 68.75%] [G loss: 0.896124]
5029 [D loss: 0.736236, acc.: 43.75%] [G loss: 0.903609]
5030 [D loss: 0.676121, acc.: 62.50%] [G loss: 0.920506]
5031 [D loss: 0.630797, acc.: 62.50%] [G loss: 0.907339]
5032 [D loss: 0.620350, acc.: 68.75%] [G loss: 0.913808]
5033 [D loss: 0.571599, acc.: 71.88%] [G loss: 0.951354]
5034 [D loss: 0.609904, acc.: 68.75%] [G loss: 0.869206]
5035 [D loss: 0.732046, acc.: 50.00%] [G loss: 0.842909]
5036 [D loss: 0.661006, acc.: 59.38%] [G loss: 0.852735]
5037 [D loss: 0.634008, acc.: 68.75%] [G loss: 0.878494]
5038 [D loss: 0.734402, acc.: 53.12%] [G loss: 0.896615]
5039 [D loss: 0.615462, acc.: 68.75%] [G loss: 0.944713]
5040 [D loss: 0.594972, acc.: 68.75%] [G loss: 0.925972]
5041 [D loss: 0.645782, acc.: 65.62%] [G loss: 0.849189]
5042 [D loss: 0.691862, acc.: 46.88%] [G loss: 0.832188]
5043 [D loss: 0.665968, acc.: 59.38%] [G loss: 0.968226]
5044 [D loss: 0.601166, acc.: 71.88%] [G loss: 0.905624]
5045 [D loss: 0.734051, acc.: 43.75%] [G loss: 0.909035]
5046 [D loss: 0.579175, acc.: 71.88%] [G loss: 0.858068]
5047 [D loss: 0.614028, acc.: 59.38%] [G loss: 0.903144]
5048 [D loss: 0.657442, acc.: 50.00%] [G loss: 0.809266]
5049 [D loss: 0.726419, acc.: 40.62%] [G loss: 0.841215]
5050 [D loss: 0.661360, acc.: 62.50%] [G loss: 0.854787]
5051 [D loss: 0.723121, acc.: 50.00%] [G loss: 0.837377]
5052 [D loss: 0.685689, acc.: 59.38%] [G loss: 0.818092]
5053 [D loss: 0.647574, acc.: 59.38%] [G loss: 0.915979]
5054 [D loss: 0.595355, acc.: 68.75%] [G loss: 0.837873]
5055 [D loss: 0.571493, acc.: 71.88%] [G loss: 0.781800]
5056 [D loss: 0.610408, acc.: 68.75%] [G loss: 0.886493]
5057 [D loss: 0.743584, acc.: 56.25%] [G loss: 0.833063]
5058 [D loss: 0.656057, acc.: 71.88%] [G loss: 0.812889]
5059 [D loss: 0.706515, acc.: 59.38%] [G loss: 0.857523]
5060 [D loss: 0.637986, acc.: 62.50%] [G loss: 0.903251]
5061 [D loss: 0.655182, acc.: 59.38%] [G loss: 0.911524]
5062 [D loss: 0.712344, acc.: 59.38%] [G loss: 0.912468]
5063 [D loss: 0.658387, acc.: 68.75%] [G loss: 0.824423]
5064 [D loss: 0.661967, acc.: 50.00%] [G loss: 0.912663]
5065 [D loss: 0.708469, acc.: 56.25%] [G loss: 0.930211]
5066 [D loss: 0.546351, acc.: 75.00%] [G loss: 0.915459]
5067 [D loss: 0.718623, acc.: 62.50%] [G loss: 0.894249]
5068 [D loss: 0.641686, acc.: 65.62%] [G loss: 0.859700]
5069 [D loss: 0.605964, acc.: 62.50%] [G loss: 0.874700]
5070 [D loss: 0.644643, acc.: 62.50%] [G loss: 0.801052]
5071 [D loss: 0.649741, acc.: 62.50%] [G loss: 0.837166]
5072 [D loss: 0.655912, acc.: 56.25%] [G loss: 0.864240]
5073 [D loss: 0.655015, acc.: 68.75%] [G loss: 0.899788]
5074 [D loss: 0.660677, acc.: 59.38%] [G loss: 0.898534]
5075 [D loss: 0.731172, acc.: 46.88%] [G loss: 0.960647]
5076 [D loss: 0.631715, acc.: 65.62%] [G loss: 0.977012]
5077 [D loss: 0.611097, acc.: 71.88%] [G loss: 0.942530]
5078 [D loss: 0.623775, acc.: 65.62%] [G loss: 0.889272]
5079 [D loss: 0.589564, acc.: 75.00%] [G loss: 0.930163]
5080 [D loss: 0.723207, acc.: 53.12%] [G loss: 0.886051]
5081 [D loss: 0.593080, acc.: 71.88%] [G loss: 0.892488]
5082 [D loss: 0.570557, acc.: 71.88%] [G loss: 0.954678]
5083 [D loss: 0.701301, acc.: 56.25%] [G loss: 0.871053]
5084 [D loss: 0.668604, acc.: 53.12%] [G loss: 0.885473]
5085 [D loss: 0.614993, acc.: 75.00%] [G loss: 0.861343]
5086 [D loss: 0.622136, acc.: 65.62%] [G loss: 0.818898]
5087 [D loss: 0.632815, acc.: 59.38%] [G loss: 0.863065]
5088 [D loss: 0.650153, acc.: 62.50%] [G loss: 0.837565]
5089 [D loss: 0.676554, acc.: 59.38%] [G loss: 0.883070]
5090 [D loss: 0.730011, acc.: 50.00%] [G loss: 0.840037]
5091 [D loss: 0.634814, acc.: 68.75%] [G loss: 1.003782]
5092 [D loss: 0.666578, acc.: 56.25%] [G loss: 0.873595]
5093 [D loss: 0.735658, acc.: 53.12%] [G loss: 0.871660]
5094 [D loss: 0.640063, acc.: 78.12%] [G loss: 0.887527]
5095 [D loss: 0.640391, acc.: 75.00%] [G loss: 0.934527]
5096 [D loss: 0.669310, acc.: 53.12%] [G loss: 0.937599]
5097 [D loss: 0.654972, acc.: 56.25%] [G loss: 0.871753]
5098 [D loss: 0.622839, acc.: 62.50%] [G loss: 0.856461]
5099 [D loss: 0.724928, acc.: 53.12%] [G loss: 0.847464]
5100 [D loss: 0.611050, acc.: 75.00%] [G loss: 0.839446]
5101 [D loss: 0.673030, acc.: 59.38%] [G loss: 0.824295]
5102 [D loss: 0.676455, acc.: 59.38%] [G loss: 0.866291]
5103 [D loss: 0.749061, acc.: 56.25%] [G loss: 0.850265]
5104 [D loss: 0.686420, acc.: 59.38%] [G loss: 0.889619]
5105 [D loss: 0.754743, acc.: 53.12%] [G loss: 0.865768]
5106 [D loss: 0.660639, acc.: 68.75%] [G loss: 0.836178]
5107 [D loss: 0.651434, acc.: 62.50%] [G loss: 0.844103]
5108 [D loss: 0.603292, acc.: 71.88%] [G loss: 0.935127]
5109 [D loss: 0.659666, acc.: 65.62%] [G loss: 0.943704]
5110 [D loss: 0.669547, acc.: 56.25%] [G loss: 0.860983]
5111 [D loss: 0.636808, acc.: 68.75%] [G loss: 0.827687]
5112 [D loss: 0.659493, acc.: 56.25%] [G loss: 0.905439]
5113 [D loss: 0.723723, acc.: 46.88%] [G loss: 0.824287]
5114 [D loss: 0.659827, acc.: 56.25%] [G loss: 0.929646]
5115 [D loss: 0.656622, acc.: 62.50%] [G loss: 0.978880]
5116 [D loss: 0.642804, acc.: 62.50%] [G loss: 0.849956]
5117 [D loss: 0.719217, acc.: 50.00%] [G loss: 0.786230]
5118 [D loss: 0.716579, acc.: 50.00%] [G loss: 0.861990]
5119 [D loss: 0.622054, acc.: 65.62%] [G loss: 0.842797]
5120 [D loss: 0.645783, acc.: 59.38%] [G loss: 0.858227]
5121 [D loss: 0.666423, acc.: 59.38%] [G loss: 0.814946]
5122 [D loss: 0.683720, acc.: 59.38%] [G loss: 0.837598]
5123 [D loss: 0.664928, acc.: 59.38%] [G loss: 0.836884]
5124 [D loss: 0.708328, acc.: 43.75%] [G loss: 0.911073]
5125 [D loss: 0.645866, acc.: 53.12%] [G loss: 0.856928]
5126 [D loss: 0.712169, acc.: 40.62%] [G loss: 0.854481]
5127 [D loss: 0.672941, acc.: 59.38%] [G loss: 0.878672]
5128 [D loss: 0.687530, acc.: 53.12%] [G loss: 0.807341]
5129 [D loss: 0.607051, acc.: 71.88%] [G loss: 0.879079]
5130 [D loss: 0.709499, acc.: 53.12%] [G loss: 0.870046]
5131 [D loss: 0.620745, acc.: 75.00%] [G loss: 0.915527]
5132 [D loss: 0.700094, acc.: 59.38%] [G loss: 0.844290]
5133 [D loss: 0.653631, acc.: 62.50%] [G loss: 0.757722]
5134 [D loss: 0.677899, acc.: 56.25%] [G loss: 0.841522]
5135 [D loss: 0.667259, acc.: 53.12%] [G loss: 0.823884]
5136 [D loss: 0.700391, acc.: 65.62%] [G loss: 0.893643]
5137 [D loss: 0.640744, acc.: 65.62%] [G loss: 0.900269]
5138 [D loss: 0.644421, acc.: 68.75%] [G loss: 0.882176]
5139 [D loss: 0.582534, acc.: 68.75%] [G loss: 0.869412]
5140 [D loss: 0.630013, acc.: 59.38%] [G loss: 0.798127]
5141 [D loss: 0.696515, acc.: 62.50%] [G loss: 0.913969]
5142 [D loss: 0.737015, acc.: 43.75%] [G loss: 0.877448]
5143 [D loss: 0.692082, acc.: 59.38%] [G loss: 0.913145]
5144 [D loss: 0.669958, acc.: 62.50%] [G loss: 0.906592]
5145 [D loss: 0.605175, acc.: 68.75%] [G loss: 0.978856]
5146 [D loss: 0.651660, acc.: 59.38%] [G loss: 0.981052]
5147 [D loss: 0.685499, acc.: 50.00%] [G loss: 0.930160]
5148 [D loss: 0.630275, acc.: 62.50%] [G loss: 0.887901]
5149 [D loss: 0.705262, acc.: 56.25%] [G loss: 0.979401]
5150 [D loss: 0.702672, acc.: 53.12%] [G loss: 0.887273]
5151 [D loss: 0.733150, acc.: 43.75%] [G loss: 0.846735]
5152 [D loss: 0.668068, acc.: 62.50%] [G loss: 0.865230]
5153 [D loss: 0.547762, acc.: 75.00%] [G loss: 0.935195]
5154 [D loss: 0.603459, acc.: 62.50%] [G loss: 0.927980]
5155 [D loss: 0.659742, acc.: 62.50%] [G loss: 0.942949]
5156 [D loss: 0.582043, acc.: 68.75%] [G loss: 0.830989]
5157 [D loss: 0.605482, acc.: 65.62%] [G loss: 0.908463]
5158 [D loss: 0.547477, acc.: 78.12%] [G loss: 0.810300]
5159 [D loss: 0.683412, acc.: 59.38%] [G loss: 0.755555]
5160 [D loss: 0.617168, acc.: 75.00%] [G loss: 0.902446]
5161 [D loss: 0.637600, acc.: 59.38%] [G loss: 0.853008]
5162 [D loss: 0.724656, acc.: 56.25%] [G loss: 0.844763]
5163 [D loss: 0.658525, acc.: 65.62%] [G loss: 0.792287]
5164 [D loss: 0.769798, acc.: 46.88%] [G loss: 0.791584]
5165 [D loss: 0.660711, acc.: 62.50%] [G loss: 0.880324]
5166 [D loss: 0.669080, acc.: 53.12%] [G loss: 0.927774]
5167 [D loss: 0.639196, acc.: 62.50%] [G loss: 0.905673]
5168 [D loss: 0.710438, acc.: 56.25%] [G loss: 0.920571]
5169 [D loss: 0.632027, acc.: 65.62%] [G loss: 0.781238]
5170 [D loss: 0.590414, acc.: 65.62%] [G loss: 0.840091]
5171 [D loss: 0.574759, acc.: 68.75%] [G loss: 0.863579]
5172 [D loss: 0.857171, acc.: 43.75%] [G loss: 0.869233]
5173 [D loss: 0.674963, acc.: 62.50%] [G loss: 0.992534]
5174 [D loss: 0.645136, acc.: 65.62%] [G loss: 0.880745]
5175 [D loss: 0.675177, acc.: 56.25%] [G loss: 0.875041]
5176 [D loss: 0.676400, acc.: 59.38%] [G loss: 0.865110]
5177 [D loss: 0.773362, acc.: 50.00%] [G loss: 0.866160]
5178 [D loss: 0.641792, acc.: 56.25%] [G loss: 0.853151]
5179 [D loss: 0.681695, acc.: 62.50%] [G loss: 0.963676]
5180 [D loss: 0.605234, acc.: 68.75%] [G loss: 0.885740]
5181 [D loss: 0.724607, acc.: 50.00%] [G loss: 0.850766]
5182 [D loss: 0.696102, acc.: 43.75%] [G loss: 0.876900]
5183 [D loss: 0.604616, acc.: 65.62%] [G loss: 0.839998]
5184 [D loss: 0.639242, acc.: 56.25%] [G loss: 0.847572]
5185 [D loss: 0.661813, acc.: 62.50%] [G loss: 0.853024]
5186 [D loss: 0.680380, acc.: 50.00%] [G loss: 0.840782]
5187 [D loss: 0.670366, acc.: 65.62%] [G loss: 0.908014]
5188 [D loss: 0.603989, acc.: 71.88%] [G loss: 0.901232]
5189 [D loss: 0.653072, acc.: 53.12%] [G loss: 1.011253]
5190 [D loss: 0.601173, acc.: 71.88%] [G loss: 0.937471]
5191 [D loss: 0.677550, acc.: 56.25%] [G loss: 0.985047]
5192 [D loss: 0.747961, acc.: 50.00%] [G loss: 0.912957]
5193 [D loss: 0.670990, acc.: 56.25%] [G loss: 0.841324]
5194 [D loss: 0.601246, acc.: 68.75%] [G loss: 0.922275]
5195 [D loss: 0.631961, acc.: 65.62%] [G loss: 0.910943]
5196 [D loss: 0.625792, acc.: 71.88%] [G loss: 0.883454]
5197 [D loss: 0.638900, acc.: 59.38%] [G loss: 0.908941]
5198 [D loss: 0.748634, acc.: 43.75%] [G loss: 0.859961]
5199 [D loss: 0.693452, acc.: 65.62%] [G loss: 0.914415]
5200 [D loss: 0.747066, acc.: 46.88%] [G loss: 0.865644]
5201 [D loss: 0.691496, acc.: 62.50%] [G loss: 0.906283]
5202 [D loss: 0.605512, acc.: 71.88%] [G loss: 0.930691]
5203 [D loss: 0.469657, acc.: 90.62%] [G loss: 0.909776]
5204 [D loss: 0.763234, acc.: 56.25%] [G loss: 1.004697]
5205 [D loss: 0.702725, acc.: 50.00%] [G loss: 0.976994]
5206 [D loss: 0.660515, acc.: 65.62%] [G loss: 0.888543]
5207 [D loss: 0.685864, acc.: 56.25%] [G loss: 0.865345]
5208 [D loss: 0.705509, acc.: 46.88%] [G loss: 0.820961]
5209 [D loss: 0.672863, acc.: 65.62%] [G loss: 1.006729]
5210 [D loss: 0.597355, acc.: 75.00%] [G loss: 0.980775]
5211 [D loss: 0.647781, acc.: 62.50%] [G loss: 0.898399]
5212 [D loss: 0.631585, acc.: 65.62%] [G loss: 0.821735]
5213 [D loss: 0.665782, acc.: 62.50%] [G loss: 0.876056]
5214 [D loss: 0.725051, acc.: 56.25%] [G loss: 0.808535]
5215 [D loss: 0.642296, acc.: 53.12%] [G loss: 0.847166]
5216 [D loss: 0.576919, acc.: 81.25%] [G loss: 0.833359]
5217 [D loss: 0.582204, acc.: 78.12%] [G loss: 0.961300]
5218 [D loss: 0.606396, acc.: 65.62%] [G loss: 1.057248]
5219 [D loss: 0.722831, acc.: 53.12%] [G loss: 0.932112]

---------------------------------------------------------------------------

KeyboardInterrupt                         Traceback (most recent call last)

<ipython-input-12-bfa1ed04cc07> in <module>()
    152 if __name__ == '__main__':
    153     gan = GAN()
--> 154     gan.train(epochs=30000, batch_size=32, save_interval=200)


<ipython-input-12-bfa1ed04cc07> in train(self, epochs, batch_size, save_interval)
    108             # 训练判别器
    109             d_loss_real = self.discriminator.train_on_batch(imgs, np.ones((half_batch, 1)))
--> 110             d_loss_fake = self.discriminator.train_on_batch(gen_imgs, np.zeros((half_batch, 1)))
    111             d_loss = 0.5 * np.add(d_loss_real, d_loss_fake)
    112 


d:\mysites\deeplearning.ai-master\.env\lib\site-packages\keras\engine\training.py in train_on_batch(self, x, y, sample_weight, class_weight)
   1881             ins = x + y + sample_weights
   1882         self._make_train_function()
-> 1883         outputs = self.train_function(ins)
   1884         if len(outputs) == 1:
   1885             return outputs[0]


d:\mysites\deeplearning.ai-master\.env\lib\site-packages\keras\backend\tensorflow_backend.py in __call__(self, inputs)
   2480         session = get_session()
   2481         updated = session.run(fetches=fetches, feed_dict=feed_dict,
-> 2482                               **self.session_kwargs)
   2483         return updated[:len(self.outputs)]
   2484 


d:\mysites\deeplearning.ai-master\.env\lib\site-packages\tensorflow\python\client\session.py in run(self, fetches, feed_dict, options, run_metadata)
    898     try:
    899       result = self._run(None, fetches, feed_dict, options_ptr,
--> 900                          run_metadata_ptr)
    901       if run_metadata:
    902         proto_data = tf_session.TF_GetBuffer(run_metadata_ptr)


d:\mysites\deeplearning.ai-master\.env\lib\site-packages\tensorflow\python\client\session.py in _run(self, handle, fetches, feed_dict, options, run_metadata)
   1133     if final_fetches or final_targets or (handle and feed_dict_tensor):
   1134       results = self._do_run(handle, final_targets, final_fetches,
-> 1135                              feed_dict_tensor, options, run_metadata)
   1136     else:
   1137       results = []


d:\mysites\deeplearning.ai-master\.env\lib\site-packages\tensorflow\python\client\session.py in _do_run(self, handle, target_list, fetch_list, feed_dict, options, run_metadata)
   1314     if handle is None:
   1315       return self._do_call(_run_fn, feeds, fetches, targets, options,
-> 1316                            run_metadata)
   1317     else:
   1318       return self._do_call(_prun_fn, handle, feeds, fetches)


d:\mysites\deeplearning.ai-master\.env\lib\site-packages\tensorflow\python\client\session.py in _do_call(self, fn, *args)
   1320   def _do_call(self, fn, *args):
   1321     try:
-> 1322       return fn(*args)
   1323     except errors.OpError as e:
   1324       message = compat.as_text(e.message)


d:\mysites\deeplearning.ai-master\.env\lib\site-packages\tensorflow\python\client\session.py in _run_fn(feed_dict, fetch_list, target_list, options, run_metadata)
   1305       self._extend_graph()
   1306       return self._call_tf_sessionrun(
-> 1307           options, feed_dict, fetch_list, target_list, run_metadata)
   1308 
   1309     def _prun_fn(handle, feed_dict, fetch_list):


d:\mysites\deeplearning.ai-master\.env\lib\site-packages\tensorflow\python\client\session.py in _call_tf_sessionrun(self, options, feed_dict, fetch_list, target_list, run_metadata)
   1407       return tf_session.TF_SessionRun_wrapper(
   1408           self._session, options, feed_dict, fetch_list, target_list,
-> 1409           run_metadata)
   1410     else:
   1411       with errors.raise_exception_on_not_ok_status() as status:


KeyboardInterrupt:

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#keras教程

keras教程-n-GAN对抗生成网络的理论和实践

生成与判别算法

GAN是如何工作的

GANs, Autoencoders 和 VAEs

GAN训练技巧

代码实现

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