4章 敵対的生成ネットワーク

4.1 ガニマル

4.2 GAN 入門

4.3 初めての GAN

Google の Quick, Draw! データセット https://bit.ly/30HyNqg から camel.npy をダウンロードする。

自分のGoogle Drive の マイドライブ/DeepLearning/book14/local/GDL_code/data/camel/full_numpy_bitmap_camel.npy に保存した。 load_safari()関数を使うと (data ,label) の形でデータとラベルが返される。 load_safari()関数は GDL_code/utils/loaders.py で定義されている。

自分の環境ではGoogle Drive をマウントしたPCからそれぞれ次のパスでアクセスできる。

  • Windows PC ... g:/マイドライブ/DeepLearning/book14/local/GDL_code/data/camel/fully_numpy_bitmap_camel.npy
  • Mac ... /Volumes/GoogleDrive/マイドライブ/DeepLearning/book14/local/GDL_code/data/camel/fully_numpy_bitmap_camel.npy
  • Google Colab ... /content/drive/MyDrive/DeepLearning/book14/local/GDL_code/data/camel/fully_numpy_bitmap_camel.npy
  • ただしGoogle Drive を次のようにして '/content/drive'にマウントした場合
        from google.colab import drive
        drive.mount('/content/drive')
        
In [1]:
GDL_CODE_PATH='g:/マイドライブ/DeepLearning/book14/local/GDL_code'
#GDL_CODE_PATH='/content/drive/MyDrive/DeepLearning/book14/local/GDL_code'

28x28 ピクセルの画像データで、元は[0, 255]の輝度データである。これを[-1.0, 1.0] に変換する。

In [2]:
# GDL_code/utils/loaders.py
# [自分へのメモ] 
#  [変更点1] 余分なパス './data/' を前につけないように変更した。
#  [変更点2] 元のコードは、os.walk()で指定したパスよりも下にあるフォルダを渡り歩いて
# .DS_Store 以外のファイルを各フォルダから 1個ずつloadするコードである。
# 各フォルダからloadするファイルを1個に限定しないコードに変更した。(breakをコメントアウト)
# [変更点3]
#   OSが勝手に生成する余分なファイルとしてMac用の .DS_Store しか想定していない点はダメ。
#   Windows が勝手に生成する desktop.ini や .git が作成する .git フォルダ の対策として
#   ファイル名の先頭が'.'であるファイルをロードしないように変更した。


import os
import numpy as np

def load_safari(folder):
    # mypath = os.path.join("./data")
    mypath = folder
    txt_name_list = []
    for _, _, filenames in os.walk(mypath): # curDir, dirs, files 再帰的にサブディレクトリも調べる
        for f in filenames:
            if f != '.DS_Store' and f != 'desktop.ini' and not f.startswith('.'):
                txt_name_list.append(f)
                # break;
    print(txt_name_list)
    
    slice_train = int(80000/len(txt_name_list))    # the value of the last element is 80000
    seed = np.random.randint(1, 10e6)
    
    for i, txt_name in enumerate(txt_name_list):
        txt_path = os.path.join(mypath, txt_name)
        x = np.load(txt_path)
        x = (x.astype('float32') - 127.5) / 127.5   # [0, 255] --> [-1.0, 1.0]
        
        x = x.reshape(x.shape[0], 28, 28, 1)
        
        y = np.array([i] * len(x))
        np.random.seed(seed)
        np.random.shuffle(x)
        np.random.seed(seed)
        np.random.shuffle(y)
        x = x[:slice_train]
        y = y[:slice_train]
        if i!=0:
            xtotal = np.concatenate((x, xtotal), axis=0)
            ytotal = np.concatenate((y, ytotal), axis=0)
        else:
            xtotal = x
            ytotal =y
            
    return xtotal, ytotal
In [3]:
# [自習] os.walk(dir)の動作を確認する。次のようなファイル構造を作り os.walk('walk_test') の結果を示す
# walk_test/
#   |
#   +--dirA/
#   |    |
#   |    +--a1.txt
#   |    +--a2.txt
#   |    +--dirD/
#   |         +--d1.txt
#   |
#   +--dirB/
#   |    +--b1.txt
#   |    +--b2.txt
#   |
#   +--dirC/
#        +--dirE/
#        |    +--e1.txt
#        +--dirF/
import os

def md(p):
    if not os.path.isdir(p):
        os.makedirs(p)
def mf(p, str='abc'):
    if not os.path.isfile(p):
        with open(p,'w') as f:
            f.write(str)
            
dirs = [ 'walk_test/dirA', 'walk_test/dirB', 'walk_test/dirC', 'walk_test/dirA/dirD', 'walk_test/dirC/dirE', 'walk_test/dirC/dirF' ]
files = [ ['a1.txt', 'a2.txt'], ['b1.txt', 'b2.txt'], [], ['d1.txt'], ['e1.txt'], []]

for d in dirs:
    md(d)

for d,fs in zip(dirs,files):
    for f in fs:
        p = os.path.join(d,f)
        mf(p,'sample text')
        
# os.walk('walk_test') の実験

for (curDir, dirs, files) in os.walk('walk_test'):
    print(curDir, dirs, files)
walk_test ['dirA', 'dirB', 'dirC'] []
walk_test\dirA ['dirD'] ['a1.txt', 'a2.txt']
walk_test\dirA\dirD [] ['d1.txt']
walk_test\dirB [] ['b1.txt', 'b2.txt']
walk_test\dirC ['dirE', 'dirF'] []
walk_test\dirC\dirE [] ['e1.txt']
walk_test\dirC\dirF [] []
In [4]:
# [自習] camel/ フォルダの下のファイル群を探しているが、ここでは1個しかない。
# x = np.load(f'{GDL_CODE_PATH}/data/camel/full_numpy_bitmap_camel.npy')
 
for i, (dp, dname, fname) in enumerate(os.walk(os.path.join(GDL_CODE_PATH,'data/camel'))):
    print(i, dp, dname, fname)
    if i > 4:
        break
0 g:/マイドライブ/DeepLearning/book14/local/GDL_code\data/camel [] ['full_numpy_bitmap_camel.npy', 'desktop.ini']
In [5]:
# [自習] npyファイルをロードしてみる。
tmp = np.load(f'{GDL_CODE_PATH}/data/camel/full_numpy_bitmap_camel.npy')
print(len(tmp))
121399
In [6]:
# [自習] load_safari()関数でnumpyの作成したファイルをloadしてみる。
xtotal, ytotal = load_safari(f'{GDL_CODE_PATH}/data/camel')
print(xtotal.shape)
print(ytotal.shape)
['full_numpy_bitmap_camel.npy']
(80000, 28, 28, 1)
(80000,)
In [7]:
# [自習] 
print("abc".startswith('.'))
print(".abc".startswith('.'))
False
True
In [8]:
DATA_PATH = 'data'
SECTION = 'gan'
DATA_NAME = 'camel'

RUN_FOLDER = f'run/{SECTION}/{DATA_NAME}'
In [9]:
(x_train, y_train) = load_safari(f'{GDL_CODE_PATH}/{DATA_PATH}/{DATA_NAME}')
['full_numpy_bitmap_camel.npy']
In [10]:
print(x_train.shape)
print(y_train.shape)
(80000, 28, 28, 1)
(80000,)
In [11]:
%matplotlib inline
# [自習] データ、ラベル, ラベル2(省略可)を表示する関数
import matplotlib.pyplot as plt
import numpy as np

def showImages(xs, ts, ts2=[], rows=-1, cols=-1, w=2.8, h=2.8):
    N = len(xs)
    if rows < 0: rows = 1
    if cols < 0: cols = (N + rows - 1) // rows
    fig, ax = plt.subplots(rows, cols, figsize=(w*cols, w*rows*1.5))
    idx = 0
    for row in range(rows):
        for col in range(cols):
            if rows == 1 and cols == 1:
                axis = ax
            elif cols == 1:
                axis = ax[col]
            elif rows == 1:
                axis = ax[row]
            else:
                axis = ax[row][col]
 
            if idx < N:
                axis.imshow(xs[idx], cmap='gray')
                axis.text(0.5, -0.25, f'{ts[idx]}', fontsize=12, ha='center', transform=axis.transAxes)
                if len(ts2)>0:
                    axis.text(0.5, -0.25, f'{ts2[idx]}', fontsize=12, ha='center', transform=axis.transAxes)                    
            axis.axis('off')
            idx += 1
    plt.show()
In [12]:
# [自習] データをいくつかランダムに選んで表示してみる。
N_LINE = 5
N_COL = 10

select_indices = np.random.choice(range(len(x_train)), N_LINE * N_COL)

showImages(x_train[select_indices,:,:,0],y_train[select_indices], [], N_LINE, N_COL)
In [13]:
# [自習] 正解ラベルが0のものが多い。0以外の画像が何個あるか調べてみる。
idxs = np.where(y_train > 0)
print(len(idxs[0]))
0

なんと正解ラベルが0以外のものは存在しない。全ての正解ラベルが0だ。

これは、loadしたのがすべて「本物のガニマル」を撮影した写真である、という設定だからである。

4.2 GAN 入門

Generator (生成器)と Discriminator (識別器)を競わせる。

Generator はランダムノイズから、画像を作り出そうとする。 Discriminator は、入力された画像が原画であるが、Generatorが生成した画像であるかを識別しようとする。

学習プロセスの最初は、Generator がノイズから画像を出力し、Discriminator はランダムな予測をする。 Generator と Discriminator を交互に training することで、どちらも能力を向上させていく。

4.3 初めての GAN

4.3.1 識別器

Discriminator は、ある画像が real (本物)か fake (偽物)かを判定する。 これは教師ありの画像分類問題であるから、Convolution 層を重ねた後に、 最後にDense層で activation='sigmoid' として1つの出力 [0, 1] を出せばよい。

  1. 入力は画像である。したがって、入力データの次元は $batch_size \times height \times width \times channel$ となる。channel のサイズは白黒画像だと1で、RGB画像だと3となる。
  2. 何層にもわたって畳み込み演算を行う。
  3. 最後の層の前に平坦化してベクトルとする。
  4. 2値分類問題なので、最後の層はノード1個のDense層である。activation関数はsigmoidで出力値は[0,1]の間の1個の実数値である。

4.3.2 生成器

Generator への入力はベクトルで、通常は多変量正規分布を使う。 出力は、元の訓練データの画像と同じサイズの画像である。

これは潜在空間から元の領域に写像していることになる。 すなわち、GAN のGenerator は、VAEのデコーダと同様な目的を持っている。

  1. 生成器の入力は長さ100のベクトルである。
  2. 3136個のunitのDense層
  3. BatchNormalizationと ReLU activation のあと、$7 \times 7 \times 64$ のテンソルとする。
  4. 4つの Conv2D 層。各層の前に UpSampling2D 層を前に置く。 テンソルを $14 \times 14$ として、それから $28 \times 28$ の元画像と同じサイズに変換する。最後の層以外では、BatchNormalization と ReLU (or LeakyReLU) を使う。
  5. 最後の Conv2D 層の後で、activation=tanh として出力を [-1, 1] とし、元の画像の領域に一致させる。
  6. 出力テンソルの次元は $28 \times 28 \times 1$

アップサンプリング

VAE のデコーダでは Conv2DTranspose 層の stride=2 として、 それぞれの層でテンソルの幅と高さを2倍にした。 畳み込み操作を行う前に、ピクセル間に0を挿入していた。

GAN では、Keras の UpSampling2D 層を用いて入力テンソルの幅と高さを2倍にする。 これは、入力画像の行と列を繰り返してサイズを倍にするだけである。 次に stride=1 のConvolution層が続き、畳み込み演算を行う。

アップサンプリングは転置畳み込みと似ているが、 転置畳み込みではピクセル間の隙間を0で埋めていたが、 アップサンプリングでは元のピクセル値を繰り返して使っている点が異なる。

「Conv2DTranspose」 と「UpSampleing2D + Conv2D」はどちらも、 潜在空間から元の画像の領域に逆変換するのに使うことができる手法である。 どちらを使った方がよい結果を得られるかは適用する領域によって異なるので、 自分で試す必要がある。

Conv2DTranspose は出力画像に細かい市松模様のような、 見た目の不自然さを生じる傾向があるそうだ。

4.3.3 GAN を訓練する

Discriminator の training は、

  • 訓練セットからランダムに選択した本物の観測から成る数枚の画像 ... ラベルは1
  • Generator の出力画像から選んだ数枚の画像 ... ラベルは0
を訓練セットとして使う。 2値分類問題のtrainingを行うだけである。

Generator の training は、少し複雑である。 潜在空間内の特定の点が写像されるべき正しい画像を教える訓練セットが存在しない。 Discriminator が間違える画像がほしいのだが。

Generator を訓練するためには、最初にDiscriminator をGeneratorに接続し、 訓練可能なNeural Modelを作成する。 すなわち、 Generatorの出力 ($28 \times 28 \times 1$ のテンソル)をDiscriminatorに 入力として与え、Neural Modelの出力が 「生成した画像が本物であるとDiscriminatorが判定した確率」 となるようにする。 このNeural Modelは、「ランダムに生成した潜在空間(100 次元)のベクトル」を 入力データとして、「正解ラベルをすべて1」としてtrainingする。 これは、Generator が Discriminator を騙すことができるように Generatorを学習させていることになる。 Discriminator を学習させてはいけないので、 このときはDiscriminator の重みは凍結する。

Architecture

In [14]:
# GDL_CODE/models/GAN.py
import os
import tensorflow as tf
import numpy as np
import pickle as pkl

import matplotlib.pyplot as plt

class GAN():
    def __init__(
        self,
        input_dim,
        discriminator_conv_filters,
        discriminator_conv_kernel_size,
        discriminator_conv_strides,
        discriminator_batch_norm_momentum,
        discriminator_activation,
        discriminator_dropout_rate,
        discriminator_learning_rate,
        generator_initial_dense_layer_size,
        generator_upsample,
        generator_conv_filters,
        generator_conv_kernel_size,
        generator_conv_strides,
        generator_batch_norm_momentum,
        generator_activation,
        generator_dropout_rate,
        generator_learning_rate,
        optimizer,
        z_dim
                ):
        self.name = 'gan'
        self.input_dim = input_dim
        
        self.discriminator_conv_filters = discriminator_conv_filters
        self.discriminator_conv_kernel_size = discriminator_conv_kernel_size
        self.discriminator_conv_strides = discriminator_conv_strides
        self.discriminator_batch_norm_momentum = discriminator_batch_norm_momentum
        self.discriminator_activation = discriminator_activation
        self.discriminator_dropout_rate = discriminator_dropout_rate
        self.discriminator_learning_rate = discriminator_learning_rate
        
        self.generator_initial_dense_layer_size = generator_initial_dense_layer_size
        self.generator_upsample = generator_upsample
        self.generator_conv_filters = generator_conv_filters
        self.generator_conv_kernel_size = generator_conv_kernel_size
        self.generator_conv_strides = generator_conv_strides
        self.generator_batch_norm_momentum = generator_batch_norm_momentum
        self.generator_activation = generator_activation
        self.generator_dropout_rate = generator_dropout_rate
        self.generator_learning_rate = generator_learning_rate
        
        self.optimizer = optimizer
        self.z_dim = z_dim

        self.n_layers_discriminator = len(discriminator_conv_filters)
        self.n_layers_generator = len (generator_conv_filters)

        self.weight_init = tf.keras.initializers.RandomNormal(mean=0., stddev=0.02)

        self.d_losses = []
        self.g_losses = []

        self.epoch = 0

        self._build_discriminator()
        self._build_generator()

        self._build_adversarial()

    def get_activation(self, activation):
        if activation == 'leaky_relu':
            layer = tf.keras.layers.LeakyReLU(alpha = 0.2)
        else:
            layer = tf.keras.layers.Activation(activation)
        return layer

    def _build_discriminator(self):

        ### The Discriminator
        discriminator_input = tf.keras.layers.Input(shape=self.input_dim, name='discriminator_input')

        x = discriminator_input

        for i in range(self.n_layers_discriminator):
            x = tf.keras.layers.Conv2D(
                filters = self.discriminator_conv_filters[i],
                kernel_size = self.discriminator_conv_kernel_size[i],
                strides = self.discriminator_conv_strides[i],
                padding = 'same',
                name = 'discriminator_conv_' + str(i),
                kernel_initializer = self.weight_init
            )(x)
            if self.discriminator_batch_norm_momentum and i > 0:
                x = tf.keras.layers.BatchNormalization(momentum = self.discriminator_batch_norm_momentum)(x)
            x = self.get_activation(self.discriminator_activation)(x)
            if self.discriminator_dropout_rate:
                x = tf.keras.layers.Dropout(rate=self.discriminator_dropout_rate)(x)
        x = tf.keras.layers.Flatten()(x)
        discriminator_output = tf.keras.layers.Dense(1, activation='sigmoid', kernel_initializer = self.weight_init)(x)
        self.discriminator = tf.keras.models.Model(discriminator_input, discriminator_output)

    def _build_generator(self):
        ### The Generator
        generator_input = tf.keras.layers.Input(shape=(self.z_dim,), name='generator_input')

        x = generator_input
        x = tf.keras.layers.Dense(np.prod(self.generator_initial_dense_layer_size), kernel_initializer = self.weight_init)(x)

        if self.generator_batch_norm_momentum:
            x = tf.keras.layers.BatchNormalization(momentum=self.generator_batch_norm_momentum)(x)
        x = self.get_activation(self.generator_activation)(x)
        x = tf.keras.layers.Reshape(self.generator_initial_dense_layer_size)(x)
        if self.generator_dropout_rate:
            x = tf.keras.layers.Dropout(rate=self.generator_dropout_rate)(x)
        for i in range(self.n_layers_generator):
            if self.generator_upsample[i] == 2:
                x = tf.keras.layers.UpSampling2D()(x)
                x = tf.keras.layers.Conv2D(
                    filters=self.generator_conv_filters[i],
                    kernel_size=self.generator_conv_kernel_size[i],
                    padding='same',
                    strides=self.generator_conv_strides[i],
                    name='generator_conv_'+str(i),
                    kernel_initializer=self.weight_init
                )(x)
            else:
                x = tf.keras.layers.Conv2DTranspose(
                    filters=self.generator_conv_filters[i],
                    kernel_size=self.generator_conv_kernel_size[i],
                    padding='same',
                    strides=self.generator_conv_strides[i],
                    name='generator_conv_'+str(i),
                    kernel_initializer=self.weight_init
                )(x)

            if i < self.n_layers_generator -1:
                if self.generator_batch_norm_momentum:
                    x = tf.keras.layers.BatchNormalization(momentum=self.generator_batch_norm_momentum)(x)
                x = self.get_activation(self.generator_activation)(x)
            else:
                x = tf.keras.layers.Activation('tanh')(x)

        generator_output = x
        self.generator = tf.keras.models.Model(generator_input, generator_output)

    def get_opti(self, lr):
        if self.optimizer == 'adam':
            opti = tf.keras.optimizers.Adam(lr=lr, beta_1=0.5)
        elif self.optimizer == 'rmsprop':
            opti = tf.keras.optimizers.RMSprop(lr=lr)
        else:
            opti = tf.keras.optimizers.Adam(lr=lr)
        return opti

    def set_trainable(self, m, val):
        m.trainable = val
        for l in m.layers:
            l.trainable = val

    def _build_adversarial(self):
        
        ### Compile Discriminator
        self.discriminator.compile(
            optimizer=self.get_opti(self.discriminator_learning_rate),
            loss='binary_crossentropy',
            metrics=['accuracy']
        )
        
        ### Compile The Full GAN
        self.set_trainable(self.discriminator, False)
        model_input = tf.keras.layers.Input(shape=(self.z_dim,), name='model_input')
        model_output = self.discriminator(self.generator(model_input))
        self.model = tf.keras.models.Model(model_input, model_output)

        self.model.compile(
            optimizer=self.get_opti(self.generator_learning_rate),
            loss='binary_crossentropy',
            metrics=['accuracy'],
            experimental_run_tf_function=False
        )

        self.set_trainable(self.discriminator, True)

    def train_discriminator(self, x_train, batch_size, using_generator):
        valid = np.ones((batch_size, 1))
        fake = np.zeros((batch_size, 1))

        if using_generator:
            true_imgs = next(x_train)[0]    # next() function generates images ???
            if true.imgs.shape[0] != batch_size:
                true_imgs = next(x_train)[0]
        else:
            idx = np.random.randint(0, x_train.shape[0], batch_size)
            true_imgs = x_train[idx]

        noise = np.random.normal(0, 1, (batch_size, self.z_dim))
        gen_imgs = self.generator.predict(noise)

        d_loss_real, d_acc_real = self.discriminator.train_on_batch(true_imgs, valid)
        d_loss_fake, d_acc_fake = self.discriminator.train_on_batch(gen_imgs, fake)
        d_loss = 0.5 * (d_loss_real + d_loss_fake)
        d_acc = 0.5 * (d_acc_real + d_acc_fake)

        return [d_loss, d_loss_real, d_loss_fake, d_acc, d_acc_real, d_acc_fake]

    def train_generator(self, batch_size):
        valid = np.ones((batch_size, 1))
        noise = np.random.normal(0, 1, (batch_size, self.z_dim))
        return self.model.train_on_batch(noise, valid)

    def train(self, x_train, batch_size, epochs, run_folder, print_every_n_batches=50, using_generator=False):
        for epoch in range(self.epoch, self.epoch+epochs):
            d = self.train_discriminator(x_train, batch_size, using_generator)
            g = self.train_generator(batch_size)

            print(f'{epoch+1} [D loss: {d[0]:.3f} R {d[1]:.3f} F {d[2]:.3f}][D acc: {d[3]:.3f} R {d[4]:.3f} F {d[5]:.3f}][G loss: {g[0]:.3f} acc: {g[1]:.3f}]')

            self.d_losses.append(d)
            self.g_losses.append(g)

            if (epoch+1) % print_every_n_batches == 0:
                self.sample_images(run_folder)
                self.model.save_weights(os.path.join(run_folder, f'weights/weights-{epoch+1}.h5'))
                self.model.save_weights(os.path.join(run_folder, f'weights/weights.h5'))
                self.save_model(run_folder)

            self.epoch += 1

    def sample_images(self, run_folder):
        r,c=5,5
        noise = np.random.normal(0, 1, (r*c, self.z_dim))
        gen_imgs = self.generator.predict(noise)   # [-1.0,1.0]
        gen_imgs = 0.5 * (gen_imgs + 1)        # [0.0, 1.0]
        gen_imgs = np.clip(gen_imgs, 0, 1)
        
        fig, ax = plt.subplots(r, c, figsize=(15,15))
        cnt = 0
        for i in range(r):
            for j in range(c):
                ax[i][j].imshow(np.squeeze(gen_imgs[cnt,:,:,:]), cmap='gray')
                ax[i][j].axis('off')
                cnt += 1
        fig.savefig(os.path.join(run_folder, f'images/sample_{self.epoch+1}.png'))
        plt.close()
        
        
    def plot_model(self, run_folder):
        tf.keras.utils.plot_model(
            self.model, 
            to_file=os.path.join(run_folder, 'viz/model.png'), 
            show_shapes=True, 
            show_layer_names=True
        )
        tf.keras.utils.plot_model(
            self.discriminator, 
            to_file=os.path.join(run_folder, 'viz/discriminator.png'), 
            show_shapes=True, 
            show_layer_names=True
        )
        tf.keras.utils.plot_model(
            self.generator, 
            to_file=os.path.join(run_folder, 'viz/generator.png'), 
            show_shapes=True, 
            show_layer_names=True
        )

    def save(self, folder):
        with open(os.path.join(folder, 'params.pkl'), 'wb') as f:
            pkl.dump([
                self.input_dim,
                self.discriminator_conv_filters,
                self.discriminator_conv_kernel_size,
                self.discriminator_conv_strides,
                self.discriminator_batch_norm_momentum,
                self.discriminator_activation,
                self.discriminator_dropout_rate,
                self.discriminator_learning_rate,
                self.generator_initial_dense_layer_size,
                self.generator_upsample,
                self.generator_conv_filters,
                self.generator_conv_kernel_size,
                self.generator_conv_strides,
                self.generator_batch_norm_momentum,
                self.generator_activation,
                self.generator_dropout_rate,
                self.generator_learning_rate,
                self.optimizer,
                self.z_dim
            ], f)
        self.plot_model(folder)

    def save_model(self, run_folder):
        self.model.save(os.path.join(run_folder, 'model.h5'))
        self.discriminator.save(os.path.join(run_folder, 'discriminator.h5'))
        self.generator.save(os.path.join(run_folder, 'generator.h5'))

    def load_weights(self, filepath):
        self.model.load_weights(filepath)
In [15]:
gan = GAN(
    input_dim=(28,28,1),
    discriminator_conv_filters=[64, 64, 128, 128],
    discriminator_conv_kernel_size=[5,5,5,5],
    discriminator_conv_strides=[2,2,2,1],
    discriminator_batch_norm_momentum=None,
    discriminator_activation='relu',
    discriminator_dropout_rate=0.4,
    discriminator_learning_rate=0.0008,
    generator_initial_dense_layer_size=(7,7,64),
    generator_upsample=[2,2,1,1],
    generator_conv_filters=[128,64,64,1],
    generator_conv_kernel_size=[5,5,5,5],
    generator_conv_strides=[1,1,1,1],
    generator_batch_norm_momentum=0.9,
    generator_activation='relu',
    generator_dropout_rate=None,
    generator_learning_rate=0.0004,
    optimizer='rmsprop',
    z_dim=100
)
In [16]:
# makedirs
md(RUN_FOLDER)
md(os.path.join(RUN_FOLDER, 'viz'))
md(os.path.join(RUN_FOLDER, 'images'))
md(os.path.join(RUN_FOLDER, 'weights'))
In [17]:
mode = 'build'

if mode == 'build':
    gan.save(RUN_FOLDER)
else:
    gan.load_weights(os.path.join(RUN_FOLDER, 'weights/weights.h5'))
In [18]:
gan.discriminator.summary()
Model: "model"
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
discriminator_input (InputLa [(None, 28, 28, 1)]       0         
_________________________________________________________________
discriminator_conv_0 (Conv2D (None, 14, 14, 64)        1664      
_________________________________________________________________
activation (Activation)      (None, 14, 14, 64)        0         
_________________________________________________________________
dropout (Dropout)            (None, 14, 14, 64)        0         
_________________________________________________________________
discriminator_conv_1 (Conv2D (None, 7, 7, 64)          102464    
_________________________________________________________________
activation_1 (Activation)    (None, 7, 7, 64)          0         
_________________________________________________________________
dropout_1 (Dropout)          (None, 7, 7, 64)          0         
_________________________________________________________________
discriminator_conv_2 (Conv2D (None, 4, 4, 128)         204928    
_________________________________________________________________
activation_2 (Activation)    (None, 4, 4, 128)         0         
_________________________________________________________________
dropout_2 (Dropout)          (None, 4, 4, 128)         0         
_________________________________________________________________
discriminator_conv_3 (Conv2D (None, 4, 4, 128)         409728    
_________________________________________________________________
activation_3 (Activation)    (None, 4, 4, 128)         0         
_________________________________________________________________
dropout_3 (Dropout)          (None, 4, 4, 128)         0         
_________________________________________________________________
flatten (Flatten)            (None, 2048)              0         
_________________________________________________________________
dense (Dense)                (None, 1)                 2049      
=================================================================
Total params: 720,833
Trainable params: 720,833
Non-trainable params: 0
_________________________________________________________________
In [19]:
gan.generator.summary()
Model: "model_1"
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
generator_input (InputLayer) [(None, 100)]             0         
_________________________________________________________________
dense_1 (Dense)              (None, 3136)              316736    
_________________________________________________________________
batch_normalization (BatchNo (None, 3136)              12544     
_________________________________________________________________
activation_4 (Activation)    (None, 3136)              0         
_________________________________________________________________
reshape (Reshape)            (None, 7, 7, 64)          0         
_________________________________________________________________
up_sampling2d (UpSampling2D) (None, 14, 14, 64)        0         
_________________________________________________________________
generator_conv_0 (Conv2D)    (None, 14, 14, 128)       204928    
_________________________________________________________________
batch_normalization_1 (Batch (None, 14, 14, 128)       512       
_________________________________________________________________
activation_5 (Activation)    (None, 14, 14, 128)       0         
_________________________________________________________________
up_sampling2d_1 (UpSampling2 (None, 28, 28, 128)       0         
_________________________________________________________________
generator_conv_1 (Conv2D)    (None, 28, 28, 64)        204864    
_________________________________________________________________
batch_normalization_2 (Batch (None, 28, 28, 64)        256       
_________________________________________________________________
activation_6 (Activation)    (None, 28, 28, 64)        0         
_________________________________________________________________
generator_conv_2 (Conv2DTran (None, 28, 28, 64)        102464    
_________________________________________________________________
batch_normalization_3 (Batch (None, 28, 28, 64)        256       
_________________________________________________________________
activation_7 (Activation)    (None, 28, 28, 64)        0         
_________________________________________________________________
generator_conv_3 (Conv2DTran (None, 28, 28, 1)         1601      
_________________________________________________________________
activation_8 (Activation)    (None, 28, 28, 1)         0         
=================================================================
Total params: 844,161
Trainable params: 837,377
Non-trainable params: 6,784
_________________________________________________________________

Training

In [20]:
BATCH_SIZE=64
EPOCHS = 6000
PRINT_EVERY_N_BATCHES = 100
In [21]:
gan.train(
    x_train,
    batch_size=BATCH_SIZE,
    epochs=EPOCHS,
    run_folder=RUN_FOLDER,
    print_every_n_batches=PRINT_EVERY_N_BATCHES
)
1 [D loss: 0.722 R 0.691 F 0.753][D acc: 0.289 R 0.578 F 0.000][G loss: 0.686 acc: 1.000]
2 [D loss: 0.676 R 0.619 F 0.733][D acc: 0.500 R 1.000 F 0.000][G loss: 0.318 acc: 1.000]
3 [D loss: 14.430 R 0.168 F 28.691][D acc: 0.500 R 1.000 F 0.000][G loss: 0.248 acc: 1.000]
4 [D loss: 0.492 R 0.287 F 0.698][D acc: 0.500 R 1.000 F 0.000][G loss: 0.173 acc: 1.000]
5 [D loss: 0.488 R 0.248 F 0.729][D acc: 0.500 R 1.000 F 0.000][G loss: 0.142 acc: 1.000]
6 [D loss: 0.514 R 0.227 F 0.801][D acc: 0.500 R 1.000 F 0.000][G loss: 0.128 acc: 1.000]
7 [D loss: 0.576 R 0.195 F 0.957][D acc: 0.500 R 1.000 F 0.000][G loss: 0.129 acc: 1.000]
8 [D loss: 0.634 R 0.193 F 1.075][D acc: 0.500 R 1.000 F 0.000][G loss: 0.158 acc: 1.000]
9 [D loss: 0.693 R 0.211 F 1.175][D acc: 0.500 R 1.000 F 0.000][G loss: 0.210 acc: 1.000]
10 [D loss: 0.707 R 0.245 F 1.170][D acc: 0.500 R 1.000 F 0.000][G loss: 0.258 acc: 1.000]
11 [D loss: 0.712 R 0.285 F 1.139][D acc: 0.500 R 1.000 F 0.000][G loss: 0.323 acc: 1.000]
12 [D loss: 0.705 R 0.317 F 1.092][D acc: 0.500 R 1.000 F 0.000][G loss: 0.392 acc: 1.000]
13 [D loss: 0.700 R 0.355 F 1.045][D acc: 0.500 R 1.000 F 0.000][G loss: 0.447 acc: 1.000]
14 [D loss: 0.683 R 0.370 F 0.996][D acc: 0.500 R 1.000 F 0.000][G loss: 0.494 acc: 1.000]
15 [D loss: 0.659 R 0.377 F 0.942][D acc: 0.500 R 1.000 F 0.000][G loss: 0.531 acc: 1.000]
16 [D loss: 0.648 R 0.370 F 0.925][D acc: 0.500 R 1.000 F 0.000][G loss: 0.572 acc: 1.000]
17 [D loss: 0.611 R 0.346 F 0.876][D acc: 0.500 R 1.000 F 0.000][G loss: 0.600 acc: 1.000]
18 [D loss: 0.569 R 0.304 F 0.833][D acc: 0.500 R 1.000 F 0.000][G loss: 0.628 acc: 1.000]
19 [D loss: 0.511 R 0.215 F 0.807][D acc: 0.500 R 1.000 F 0.000][G loss: 0.655 acc: 1.000]
20 [D loss: 0.464 R 0.155 F 0.773][D acc: 0.500 R 1.000 F 0.000][G loss: 0.676 acc: 1.000]
21 [D loss: 0.464 R 0.110 F 0.817][D acc: 0.500 R 1.000 F 0.000][G loss: 0.686 acc: 0.906]
22 [D loss: 0.509 R 0.114 F 0.904][D acc: 0.500 R 1.000 F 0.000][G loss: 0.700 acc: 0.109]
23 [D loss: 0.441 R 0.177 F 0.705][D acc: 0.602 R 1.000 F 0.203][G loss: 0.720 acc: 0.000]
24 [D loss: 0.377 R 0.078 F 0.676][D acc: 1.000 R 1.000 F 1.000][G loss: 0.741 acc: 0.000]
25 [D loss: 0.348 R 0.020 F 0.676][D acc: 1.000 R 1.000 F 1.000][G loss: 0.753 acc: 0.000]
26 [D loss: 0.325 R 0.011 F 0.638][D acc: 1.000 R 1.000 F 1.000][G loss: 0.918 acc: 0.000]
27 [D loss: 0.263 R 0.005 F 0.521][D acc: 1.000 R 1.000 F 1.000][G loss: 1.771 acc: 0.000]
28 [D loss: 0.138 R 0.007 F 0.270][D acc: 1.000 R 1.000 F 1.000][G loss: 1.069 acc: 0.281]
29 [D loss: 7.253 R 0.355 F 14.151][D acc: 0.430 R 0.859 F 0.000][G loss: 0.345 acc: 1.000]
30 [D loss: 0.779 R 0.099 F 1.459][D acc: 0.500 R 1.000 F 0.000][G loss: 0.463 acc: 1.000]
31 [D loss: 0.654 R 0.197 F 1.111][D acc: 0.500 R 1.000 F 0.000][G loss: 0.548 acc: 1.000]
32 [D loss: 0.582 R 0.216 F 0.948][D acc: 0.500 R 1.000 F 0.000][G loss: 0.640 acc: 0.797]
33 [D loss: 0.526 R 0.231 F 0.821][D acc: 0.500 R 1.000 F 0.000][G loss: 0.735 acc: 0.234]
34 [D loss: 0.478 R 0.212 F 0.745][D acc: 0.586 R 1.000 F 0.172][G loss: 0.840 acc: 0.141]
35 [D loss: 0.440 R 0.177 F 0.703][D acc: 0.734 R 1.000 F 0.469][G loss: 0.876 acc: 0.266]
36 [D loss: 0.492 R 0.163 F 0.822][D acc: 0.586 R 0.984 F 0.188][G loss: 0.868 acc: 0.234]
37 [D loss: 0.704 R 0.215 F 1.193][D acc: 0.500 R 1.000 F 0.000][G loss: 0.768 acc: 0.297]
38 [D loss: 0.756 R 0.389 F 1.123][D acc: 0.484 R 0.969 F 0.000][G loss: 0.663 acc: 0.609]
39 [D loss: 0.790 R 0.499 F 1.081][D acc: 0.492 R 0.984 F 0.000][G loss: 0.685 acc: 0.516]
40 [D loss: 0.732 R 0.565 F 0.898][D acc: 0.469 R 0.938 F 0.000][G loss: 0.678 acc: 0.562]
41 [D loss: 0.729 R 0.590 F 0.869][D acc: 0.453 R 0.875 F 0.031][G loss: 0.688 acc: 0.531]
42 [D loss: 0.712 R 0.624 F 0.801][D acc: 0.477 R 0.891 F 0.062][G loss: 0.683 acc: 0.609]
43 [D loss: 0.706 R 0.645 F 0.766][D acc: 0.445 R 0.828 F 0.062][G loss: 0.694 acc: 0.453]
44 [D loss: 0.705 R 0.631 F 0.780][D acc: 0.461 R 0.906 F 0.016][G loss: 0.703 acc: 0.438]
45 [D loss: 0.703 R 0.663 F 0.742][D acc: 0.414 R 0.750 F 0.078][G loss: 0.707 acc: 0.328]
46 [D loss: 0.703 R 0.654 F 0.752][D acc: 0.500 R 0.859 F 0.141][G loss: 0.720 acc: 0.203]
47 [D loss: 0.696 R 0.669 F 0.723][D acc: 0.430 R 0.734 F 0.125][G loss: 0.715 acc: 0.203]
48 [D loss: 0.700 R 0.673 F 0.727][D acc: 0.430 R 0.688 F 0.172][G loss: 0.716 acc: 0.234]
49 [D loss: 0.698 R 0.681 F 0.715][D acc: 0.477 R 0.641 F 0.312][G loss: 0.704 acc: 0.406]
50 [D loss: 0.697 R 0.688 F 0.706][D acc: 0.438 R 0.562 F 0.312][G loss: 0.713 acc: 0.219]
51 [D loss: 0.699 R 0.685 F 0.713][D acc: 0.430 R 0.578 F 0.281][G loss: 0.705 acc: 0.250]
52 [D loss: 0.698 R 0.692 F 0.704][D acc: 0.430 R 0.438 F 0.422][G loss: 0.703 acc: 0.281]
53 [D loss: 0.700 R 0.689 F 0.711][D acc: 0.406 R 0.531 F 0.281][G loss: 0.705 acc: 0.219]
54 [D loss: 0.696 R 0.695 F 0.697][D acc: 0.438 R 0.438 F 0.438][G loss: 0.709 acc: 0.094]
55 [D loss: 0.695 R 0.687 F 0.702][D acc: 0.461 R 0.578 F 0.344][G loss: 0.720 acc: 0.094]
56 [D loss: 0.702 R 0.699 F 0.704][D acc: 0.344 R 0.359 F 0.328][G loss: 0.710 acc: 0.047]
57 [D loss: 0.696 R 0.695 F 0.696][D acc: 0.445 R 0.359 F 0.531][G loss: 0.713 acc: 0.047]
58 [D loss: 0.696 R 0.703 F 0.688][D acc: 0.445 R 0.250 F 0.641][G loss: 0.713 acc: 0.094]
59 [D loss: 0.696 R 0.698 F 0.695][D acc: 0.414 R 0.375 F 0.453][G loss: 0.714 acc: 0.062]
60 [D loss: 0.697 R 0.698 F 0.696][D acc: 0.422 R 0.359 F 0.484][G loss: 0.714 acc: 0.016]
61 [D loss: 0.695 R 0.702 F 0.688][D acc: 0.516 R 0.312 F 0.719][G loss: 0.712 acc: 0.031]
62 [D loss: 0.695 R 0.695 F 0.694][D acc: 0.477 R 0.438 F 0.516][G loss: 0.718 acc: 0.062]
63 [D loss: 0.695 R 0.704 F 0.686][D acc: 0.500 R 0.250 F 0.750][G loss: 0.715 acc: 0.062]
64 [D loss: 0.700 R 0.689 F 0.711][D acc: 0.461 R 0.594 F 0.328][G loss: 0.718 acc: 0.016]
65 [D loss: 0.695 R 0.696 F 0.694][D acc: 0.461 R 0.391 F 0.531][G loss: 0.713 acc: 0.000]
66 [D loss: 0.693 R 0.695 F 0.691][D acc: 0.531 R 0.469 F 0.594][G loss: 0.716 acc: 0.047]
67 [D loss: 0.698 R 0.700 F 0.696][D acc: 0.422 R 0.344 F 0.500][G loss: 0.710 acc: 0.000]
68 [D loss: 0.694 R 0.693 F 0.695][D acc: 0.492 R 0.469 F 0.516][G loss: 0.707 acc: 0.047]
69 [D loss: 0.692 R 0.692 F 0.693][D acc: 0.516 R 0.516 F 0.516][G loss: 0.712 acc: 0.031]
70 [D loss: 0.698 R 0.693 F 0.702][D acc: 0.414 R 0.500 F 0.328][G loss: 0.712 acc: 0.016]
71 [D loss: 0.694 R 0.700 F 0.689][D acc: 0.547 R 0.344 F 0.750][G loss: 0.708 acc: 0.031]
72 [D loss: 0.694 R 0.693 F 0.694][D acc: 0.453 R 0.484 F 0.422][G loss: 0.710 acc: 0.078]
73 [D loss: 0.691 R 0.691 F 0.691][D acc: 0.625 R 0.594 F 0.656][G loss: 0.710 acc: 0.062]
74 [D loss: 0.699 R 0.693 F 0.704][D acc: 0.383 R 0.516 F 0.250][G loss: 0.710 acc: 0.031]
75 [D loss: 0.694 R 0.698 F 0.690][D acc: 0.461 R 0.297 F 0.625][G loss: 0.709 acc: 0.031]
76 [D loss: 0.690 R 0.690 F 0.691][D acc: 0.570 R 0.484 F 0.656][G loss: 0.715 acc: 0.047]
77 [D loss: 0.691 R 0.690 F 0.692][D acc: 0.562 R 0.531 F 0.594][G loss: 0.709 acc: 0.047]
78 [D loss: 0.750 R 0.672 F 0.828][D acc: 0.398 R 0.781 F 0.016][G loss: 0.717 acc: 0.016]
79 [D loss: 0.691 R 0.698 F 0.684][D acc: 0.516 R 0.359 F 0.672][G loss: 0.732 acc: 0.000]
80 [D loss: 0.714 R 0.722 F 0.707][D acc: 0.312 R 0.266 F 0.359][G loss: 0.731 acc: 0.000]
81 [D loss: 0.692 R 0.705 F 0.680][D acc: 0.547 R 0.203 F 0.891][G loss: 0.731 acc: 0.031]
82 [D loss: 0.691 R 0.702 F 0.679][D acc: 0.594 R 0.312 F 0.875][G loss: 0.738 acc: 0.000]
83 [D loss: 0.688 R 0.697 F 0.679][D acc: 0.625 R 0.344 F 0.906][G loss: 0.736 acc: 0.000]
84 [D loss: 0.697 R 0.690 F 0.703][D acc: 0.406 R 0.453 F 0.359][G loss: 0.709 acc: 0.047]
85 [D loss: 0.687 R 0.689 F 0.685][D acc: 0.586 R 0.422 F 0.750][G loss: 0.708 acc: 0.109]
86 [D loss: 0.691 R 0.675 F 0.706][D acc: 0.539 R 0.703 F 0.375][G loss: 0.711 acc: 0.047]
87 [D loss: 0.693 R 0.689 F 0.697][D acc: 0.531 R 0.578 F 0.484][G loss: 0.708 acc: 0.109]
88 [D loss: 0.705 R 0.674 F 0.735][D acc: 0.414 R 0.703 F 0.125][G loss: 0.712 acc: 0.016]
89 [D loss: 0.687 R 0.693 F 0.681][D acc: 0.672 R 0.438 F 0.906][G loss: 0.708 acc: 0.047]
90 [D loss: 0.691 R 0.682 F 0.700][D acc: 0.578 R 0.734 F 0.422][G loss: 0.714 acc: 0.000]
91 [D loss: 0.691 R 0.673 F 0.710][D acc: 0.523 R 0.766 F 0.281][G loss: 0.711 acc: 0.016]
92 [D loss: 0.688 R 0.672 F 0.704][D acc: 0.570 R 0.781 F 0.359][G loss: 0.710 acc: 0.031]
93 [D loss: 0.690 R 0.659 F 0.720][D acc: 0.508 R 0.812 F 0.203][G loss: 0.709 acc: 0.047]
94 [D loss: 0.694 R 0.662 F 0.727][D acc: 0.492 R 0.766 F 0.219][G loss: 0.716 acc: 0.016]
95 [D loss: 0.683 R 0.678 F 0.689][D acc: 0.648 R 0.672 F 0.625][G loss: 0.712 acc: 0.031]
96 [D loss: 0.707 R 0.658 F 0.756][D acc: 0.414 R 0.781 F 0.047][G loss: 0.719 acc: 0.000]
97 [D loss: 0.681 R 0.678 F 0.683][D acc: 0.703 R 0.625 F 0.781][G loss: 0.723 acc: 0.000]
98 [D loss: 0.677 R 0.657 F 0.697][D acc: 0.688 R 0.844 F 0.531][G loss: 0.721 acc: 0.047]
99 [D loss: 0.729 R 0.636 F 0.822][D acc: 0.422 R 0.828 F 0.016][G loss: 0.782 acc: 0.000]
100 [D loss: 0.643 R 0.687 F 0.599][D acc: 0.766 R 0.547 F 0.984][G loss: 1.024 acc: 0.016]
101 [D loss: 0.686 R 0.736 F 0.637][D acc: 0.781 R 0.609 F 0.953][G loss: 0.861 acc: 0.000]
102 [D loss: 0.708 R 0.529 F 0.887][D acc: 0.555 R 0.984 F 0.125][G loss: 0.863 acc: 0.000]
103 [D loss: 0.621 R 0.623 F 0.618][D acc: 0.797 R 0.781 F 0.812][G loss: 0.789 acc: 0.109]
104 [D loss: 0.705 R 0.517 F 0.892][D acc: 0.516 R 0.859 F 0.172][G loss: 0.803 acc: 0.000]
105 [D loss: 0.608 R 0.588 F 0.629][D acc: 0.750 R 0.828 F 0.672][G loss: 0.864 acc: 0.047]
106 [D loss: 0.650 R 0.492 F 0.808][D acc: 0.516 R 0.797 F 0.234][G loss: 0.907 acc: 0.000]
107 [D loss: 0.649 R 0.566 F 0.732][D acc: 0.625 R 0.891 F 0.359][G loss: 0.843 acc: 0.000]
108 [D loss: 0.644 R 0.526 F 0.763][D acc: 0.641 R 0.891 F 0.391][G loss: 0.848 acc: 0.031]
109 [D loss: 0.614 R 0.501 F 0.727][D acc: 0.648 R 0.891 F 0.406][G loss: 0.850 acc: 0.016]
110 [D loss: 0.586 R 0.367 F 0.805][D acc: 0.648 R 0.953 F 0.344][G loss: 0.960 acc: 0.000]
111 [D loss: 0.617 R 0.526 F 0.709][D acc: 0.664 R 0.781 F 0.547][G loss: 0.992 acc: 0.000]
112 [D loss: 0.553 R 0.480 F 0.625][D acc: 0.781 R 0.781 F 0.781][G loss: 0.988 acc: 0.000]
113 [D loss: 0.656 R 0.309 F 1.003][D acc: 0.562 R 0.922 F 0.203][G loss: 1.248 acc: 0.000]
114 [D loss: 0.676 R 0.783 F 0.569][D acc: 0.664 R 0.328 F 1.000][G loss: 0.852 acc: 0.062]
115 [D loss: 0.479 R 0.394 F 0.564][D acc: 0.914 R 0.938 F 0.891][G loss: 0.919 acc: 0.031]
116 [D loss: 0.578 R 0.322 F 0.833][D acc: 0.625 R 0.938 F 0.312][G loss: 1.609 acc: 0.000]
117 [D loss: 0.662 R 0.252 F 1.073][D acc: 0.641 R 0.969 F 0.312][G loss: 1.647 acc: 0.000]
118 [D loss: 0.745 R 0.909 F 0.581][D acc: 0.586 R 0.234 F 0.938][G loss: 1.315 acc: 0.000]
119 [D loss: 0.531 R 0.508 F 0.555][D acc: 0.805 R 0.734 F 0.875][G loss: 1.072 acc: 0.031]
120 [D loss: 0.576 R 0.403 F 0.749][D acc: 0.703 R 0.891 F 0.516][G loss: 1.326 acc: 0.000]
121 [D loss: 0.579 R 0.516 F 0.643][D acc: 0.750 R 0.766 F 0.734][G loss: 1.087 acc: 0.031]
122 [D loss: 0.548 R 0.369 F 0.728][D acc: 0.672 R 0.828 F 0.516][G loss: 1.137 acc: 0.000]
123 [D loss: 0.562 R 0.470 F 0.655][D acc: 0.695 R 0.703 F 0.688][G loss: 1.099 acc: 0.016]
124 [D loss: 0.467 R 0.277 F 0.656][D acc: 0.766 R 0.906 F 0.625][G loss: 1.269 acc: 0.000]
125 [D loss: 0.531 R 0.397 F 0.666][D acc: 0.727 R 0.812 F 0.641][G loss: 1.311 acc: 0.031]
126 [D loss: 0.513 R 0.249 F 0.778][D acc: 0.766 R 0.906 F 0.625][G loss: 1.463 acc: 0.000]
127 [D loss: 0.656 R 0.689 F 0.623][D acc: 0.656 R 0.500 F 0.812][G loss: 1.362 acc: 0.000]
128 [D loss: 0.537 R 0.250 F 0.825][D acc: 0.727 R 0.922 F 0.531][G loss: 0.985 acc: 0.031]
129 [D loss: 0.605 R 0.508 F 0.701][D acc: 0.711 R 0.734 F 0.688][G loss: 0.845 acc: 0.234]
130 [D loss: 1.748 R 0.365 F 3.130][D acc: 0.438 R 0.875 F 0.000][G loss: 0.748 acc: 0.391]
131 [D loss: 1.040 R 0.718 F 1.361][D acc: 0.211 R 0.375 F 0.047][G loss: 0.620 acc: 0.719]
132 [D loss: 0.753 R 0.731 F 0.775][D acc: 0.227 R 0.234 F 0.219][G loss: 0.675 acc: 0.484]
133 [D loss: 0.755 R 0.739 F 0.770][D acc: 0.195 R 0.172 F 0.219][G loss: 0.691 acc: 0.453]
134 [D loss: 0.711 R 0.721 F 0.701][D acc: 0.398 R 0.266 F 0.531][G loss: 0.723 acc: 0.328]
135 [D loss: 0.700 R 0.718 F 0.682][D acc: 0.492 R 0.266 F 0.719][G loss: 0.734 acc: 0.234]
136 [D loss: 0.675 R 0.667 F 0.683][D acc: 0.578 R 0.547 F 0.609][G loss: 0.758 acc: 0.078]
137 [D loss: 0.682 R 0.687 F 0.677][D acc: 0.680 R 0.500 F 0.859][G loss: 0.756 acc: 0.094]
138 [D loss: 0.643 R 0.613 F 0.674][D acc: 0.641 R 0.641 F 0.641][G loss: 1.020 acc: 0.094]
139 [D loss: 0.613 R 0.544 F 0.683][D acc: 0.672 R 0.688 F 0.656][G loss: 0.943 acc: 0.062]
140 [D loss: 0.721 R 0.515 F 0.926][D acc: 0.633 R 0.766 F 0.500][G loss: 0.930 acc: 0.156]
141 [D loss: 0.869 R 0.601 F 1.137][D acc: 0.438 R 0.609 F 0.266][G loss: 0.751 acc: 0.266]
142 [D loss: 0.786 R 0.711 F 0.860][D acc: 0.242 R 0.359 F 0.125][G loss: 0.650 acc: 0.703]
143 [D loss: 0.753 R 0.707 F 0.798][D acc: 0.266 R 0.391 F 0.141][G loss: 0.767 acc: 0.234]
144 [D loss: 0.729 R 0.713 F 0.746][D acc: 0.422 R 0.547 F 0.297][G loss: 0.716 acc: 0.172]
145 [D loss: 0.687 R 0.687 F 0.688][D acc: 0.562 R 0.516 F 0.609][G loss: 0.752 acc: 0.062]
146 [D loss: 0.664 R 0.681 F 0.647][D acc: 0.648 R 0.594 F 0.703][G loss: 0.781 acc: 0.078]
147 [D loss: 0.674 R 0.657 F 0.691][D acc: 0.539 R 0.609 F 0.469][G loss: 0.769 acc: 0.047]
148 [D loss: 0.674 R 0.645 F 0.703][D acc: 0.547 R 0.719 F 0.375][G loss: 0.738 acc: 0.188]
149 [D loss: 0.651 R 0.625 F 0.677][D acc: 0.602 R 0.672 F 0.531][G loss: 0.792 acc: 0.219]
150 [D loss: 0.803 R 0.799 F 0.807][D acc: 0.297 R 0.344 F 0.250][G loss: 0.889 acc: 0.000]
151 [D loss: 0.691 R 0.690 F 0.692][D acc: 0.508 R 0.469 F 0.547][G loss: 0.792 acc: 0.000]
152 [D loss: 0.681 R 0.684 F 0.677][D acc: 0.531 R 0.531 F 0.531][G loss: 0.721 acc: 0.141]
153 [D loss: 0.673 R 0.671 F 0.675][D acc: 0.578 R 0.656 F 0.500][G loss: 0.697 acc: 0.328]
154 [D loss: 0.663 R 0.655 F 0.670][D acc: 0.586 R 0.641 F 0.531][G loss: 0.697 acc: 0.453]
155 [D loss: 0.731 R 0.686 F 0.775][D acc: 0.469 R 0.688 F 0.250][G loss: 0.702 acc: 0.266]
156 [D loss: 0.690 R 0.660 F 0.719][D acc: 0.492 R 0.641 F 0.344][G loss: 0.702 acc: 0.328]
157 [D loss: 0.680 R 0.653 F 0.708][D acc: 0.547 R 0.625 F 0.469][G loss: 0.692 acc: 0.438]
158 [D loss: 0.678 R 0.660 F 0.696][D acc: 0.500 R 0.641 F 0.359][G loss: 0.694 acc: 0.422]
159 [D loss: 0.689 R 0.624 F 0.754][D acc: 0.570 R 0.797 F 0.344][G loss: 0.704 acc: 0.406]
160 [D loss: 0.752 R 0.696 F 0.807][D acc: 0.391 R 0.531 F 0.250][G loss: 0.719 acc: 0.109]
161 [D loss: 0.690 R 0.681 F 0.698][D acc: 0.469 R 0.484 F 0.453][G loss: 0.721 acc: 0.156]
162 [D loss: 0.679 R 0.668 F 0.691][D acc: 0.602 R 0.531 F 0.672][G loss: 0.711 acc: 0.219]
163 [D loss: 0.678 R 0.655 F 0.701][D acc: 0.602 R 0.672 F 0.531][G loss: 0.715 acc: 0.219]
164 [D loss: 0.698 R 0.685 F 0.712][D acc: 0.492 R 0.547 F 0.438][G loss: 0.713 acc: 0.234]
165 [D loss: 0.694 R 0.650 F 0.738][D acc: 0.594 R 0.797 F 0.391][G loss: 0.712 acc: 0.125]
166 [D loss: 0.649 R 0.658 F 0.640][D acc: 0.664 R 0.625 F 0.703][G loss: 0.725 acc: 0.203]
167 [D loss: 0.729 R 0.691 F 0.767][D acc: 0.414 R 0.625 F 0.203][G loss: 0.718 acc: 0.078]
168 [D loss: 0.677 R 0.654 F 0.700][D acc: 0.594 R 0.625 F 0.562][G loss: 0.719 acc: 0.094]
169 [D loss: 0.677 R 0.607 F 0.748][D acc: 0.594 R 0.859 F 0.328][G loss: 0.716 acc: 0.109]
170 [D loss: 0.645 R 0.617 F 0.673][D acc: 0.680 R 0.766 F 0.594][G loss: 0.737 acc: 0.234]
171 [D loss: 0.688 R 0.572 F 0.804][D acc: 0.547 R 0.750 F 0.344][G loss: 0.756 acc: 0.047]
172 [D loss: 0.643 R 0.618 F 0.668][D acc: 0.695 R 0.797 F 0.594][G loss: 0.783 acc: 0.156]
173 [D loss: 0.726 R 0.604 F 0.849][D acc: 0.484 R 0.703 F 0.266][G loss: 0.735 acc: 0.062]
174 [D loss: 0.659 R 0.640 F 0.678][D acc: 0.672 R 0.703 F 0.641][G loss: 0.717 acc: 0.203]
175 [D loss: 0.682 R 0.550 F 0.813][D acc: 0.570 R 0.828 F 0.312][G loss: 0.723 acc: 0.156]
176 [D loss: 0.665 R 0.605 F 0.726][D acc: 0.586 R 0.734 F 0.438][G loss: 0.718 acc: 0.219]
177 [D loss: 0.682 R 0.542 F 0.822][D acc: 0.578 R 0.797 F 0.359][G loss: 0.716 acc: 0.188]
178 [D loss: 0.683 R 0.642 F 0.724][D acc: 0.523 R 0.688 F 0.359][G loss: 0.695 acc: 0.312]
179 [D loss: 0.695 R 0.598 F 0.792][D acc: 0.523 R 0.781 F 0.266][G loss: 0.696 acc: 0.391]
180 [D loss: 0.682 R 0.634 F 0.731][D acc: 0.531 R 0.750 F 0.312][G loss: 0.693 acc: 0.344]
181 [D loss: 0.692 R 0.627 F 0.757][D acc: 0.508 R 0.734 F 0.281][G loss: 0.701 acc: 0.375]
182 [D loss: 0.695 R 0.635 F 0.756][D acc: 0.570 R 0.797 F 0.344][G loss: 0.689 acc: 0.406]
183 [D loss: 0.702 R 0.631 F 0.773][D acc: 0.508 R 0.797 F 0.219][G loss: 0.711 acc: 0.250]
184 [D loss: 0.685 R 0.656 F 0.713][D acc: 0.570 R 0.672 F 0.469][G loss: 0.700 acc: 0.375]
185 [D loss: 0.738 R 0.621 F 0.854][D acc: 0.484 R 0.734 F 0.234][G loss: 0.712 acc: 0.281]
186 [D loss: 0.690 R 0.687 F 0.693][D acc: 0.547 R 0.422 F 0.672][G loss: 0.705 acc: 0.250]
187 [D loss: 0.686 R 0.667 F 0.705][D acc: 0.539 R 0.562 F 0.516][G loss: 0.707 acc: 0.219]
188 [D loss: 0.683 R 0.651 F 0.715][D acc: 0.594 R 0.781 F 0.406][G loss: 0.698 acc: 0.297]
189 [D loss: 0.695 R 0.654 F 0.736][D acc: 0.453 R 0.578 F 0.328][G loss: 0.692 acc: 0.344]
190 [D loss: 0.701 R 0.645 F 0.756][D acc: 0.516 R 0.719 F 0.312][G loss: 0.731 acc: 0.078]
191 [D loss: 0.606 R 0.662 F 0.550][D acc: 0.719 R 0.594 F 0.844][G loss: 1.156 acc: 0.125]
192 [D loss: 0.786 R 0.949 F 0.622][D acc: 0.641 R 0.359 F 0.922][G loss: 1.341 acc: 0.016]
193 [D loss: 0.833 R 0.588 F 1.077][D acc: 0.445 R 0.688 F 0.203][G loss: 0.889 acc: 0.000]
194 [D loss: 0.671 R 0.683 F 0.658][D acc: 0.641 R 0.469 F 0.812][G loss: 0.815 acc: 0.016]
195 [D loss: 0.668 R 0.637 F 0.700][D acc: 0.609 R 0.703 F 0.516][G loss: 0.765 acc: 0.031]
196 [D loss: 0.719 R 0.616 F 0.822][D acc: 0.438 R 0.641 F 0.234][G loss: 0.740 acc: 0.047]
197 [D loss: 0.669 R 0.639 F 0.700][D acc: 0.531 R 0.641 F 0.422][G loss: 0.731 acc: 0.094]
198 [D loss: 0.660 R 0.618 F 0.703][D acc: 0.656 R 0.719 F 0.594][G loss: 0.719 acc: 0.250]
199 [D loss: 0.659 R 0.635 F 0.683][D acc: 0.609 R 0.625 F 0.594][G loss: 0.751 acc: 0.234]
200 [D loss: 0.742 R 0.699 F 0.784][D acc: 0.398 R 0.562 F 0.234][G loss: 0.703 acc: 0.328]
201 [D loss: 0.697 R 0.664 F 0.730][D acc: 0.484 R 0.641 F 0.328][G loss: 0.697 acc: 0.312]
202 [D loss: 0.691 R 0.639 F 0.742][D acc: 0.422 R 0.625 F 0.219][G loss: 0.693 acc: 0.422]
203 [D loss: 0.694 R 0.660 F 0.728][D acc: 0.500 R 0.609 F 0.391][G loss: 0.696 acc: 0.422]
204 [D loss: 0.703 R 0.662 F 0.744][D acc: 0.461 R 0.594 F 0.328][G loss: 0.704 acc: 0.281]
205 [D loss: 0.695 R 0.690 F 0.700][D acc: 0.500 R 0.516 F 0.484][G loss: 0.701 acc: 0.297]
206 [D loss: 0.690 R 0.667 F 0.713][D acc: 0.516 R 0.609 F 0.422][G loss: 0.704 acc: 0.266]
207 [D loss: 0.696 R 0.675 F 0.718][D acc: 0.492 R 0.656 F 0.328][G loss: 0.705 acc: 0.188]
208 [D loss: 0.692 R 0.675 F 0.709][D acc: 0.508 R 0.562 F 0.453][G loss: 0.709 acc: 0.219]
209 [D loss: 0.691 R 0.678 F 0.704][D acc: 0.547 R 0.594 F 0.500][G loss: 0.709 acc: 0.234]
210 [D loss: 0.691 R 0.662 F 0.721][D acc: 0.539 R 0.688 F 0.391][G loss: 0.709 acc: 0.188]
211 [D loss: 0.691 R 0.675 F 0.707][D acc: 0.523 R 0.547 F 0.500][G loss: 0.706 acc: 0.234]
212 [D loss: 0.691 R 0.686 F 0.696][D acc: 0.547 R 0.484 F 0.609][G loss: 0.712 acc: 0.109]
213 [D loss: 0.690 R 0.675 F 0.704][D acc: 0.477 R 0.500 F 0.453][G loss: 0.711 acc: 0.156]
214 [D loss: 0.686 R 0.674 F 0.697][D acc: 0.539 R 0.578 F 0.500][G loss: 0.710 acc: 0.156]
215 [D loss: 0.689 R 0.668 F 0.709][D acc: 0.516 R 0.594 F 0.438][G loss: 0.713 acc: 0.109]
216 [D loss: 0.694 R 0.680 F 0.708][D acc: 0.461 R 0.453 F 0.469][G loss: 0.716 acc: 0.031]
217 [D loss: 0.686 R 0.679 F 0.693][D acc: 0.531 R 0.484 F 0.578][G loss: 0.710 acc: 0.172]
218 [D loss: 0.690 R 0.650 F 0.730][D acc: 0.492 R 0.641 F 0.344][G loss: 0.711 acc: 0.094]
219 [D loss: 0.676 R 0.666 F 0.686][D acc: 0.656 R 0.594 F 0.719][G loss: 0.710 acc: 0.172]
220 [D loss: 0.706 R 0.656 F 0.756][D acc: 0.445 R 0.562 F 0.328][G loss: 0.707 acc: 0.188]
221 [D loss: 0.689 R 0.688 F 0.690][D acc: 0.508 R 0.391 F 0.625][G loss: 0.713 acc: 0.109]
222 [D loss: 0.682 R 0.677 F 0.687][D acc: 0.609 R 0.484 F 0.734][G loss: 0.717 acc: 0.141]
223 [D loss: 0.732 R 0.647 F 0.816][D acc: 0.430 R 0.672 F 0.188][G loss: 0.712 acc: 0.109]
224 [D loss: 0.686 R 0.688 F 0.685][D acc: 0.547 R 0.297 F 0.797][G loss: 0.712 acc: 0.125]
225 [D loss: 0.686 R 0.680 F 0.691][D acc: 0.531 R 0.406 F 0.656][G loss: 0.710 acc: 0.109]
226 [D loss: 0.701 R 0.679 F 0.722][D acc: 0.508 R 0.531 F 0.484][G loss: 0.711 acc: 0.125]
227 [D loss: 0.693 R 0.672 F 0.714][D acc: 0.500 R 0.438 F 0.562][G loss: 0.714 acc: 0.078]
228 [D loss: 0.689 R 0.690 F 0.688][D acc: 0.555 R 0.359 F 0.750][G loss: 0.708 acc: 0.172]
229 [D loss: 0.693 R 0.660 F 0.727][D acc: 0.523 R 0.562 F 0.484][G loss: 0.712 acc: 0.062]
230 [D loss: 0.687 R 0.678 F 0.697][D acc: 0.531 R 0.391 F 0.672][G loss: 0.710 acc: 0.078]
231 [D loss: 0.693 R 0.685 F 0.700][D acc: 0.523 R 0.438 F 0.609][G loss: 0.709 acc: 0.078]
232 [D loss: 0.692 R 0.682 F 0.702][D acc: 0.469 R 0.375 F 0.562][G loss: 0.709 acc: 0.109]
233 [D loss: 0.688 R 0.678 F 0.698][D acc: 0.594 R 0.562 F 0.625][G loss: 0.709 acc: 0.172]
234 [D loss: 0.691 R 0.679 F 0.702][D acc: 0.453 R 0.438 F 0.469][G loss: 0.712 acc: 0.156]
235 [D loss: 0.695 R 0.668 F 0.723][D acc: 0.531 R 0.578 F 0.484][G loss: 0.718 acc: 0.047]
236 [D loss: 0.684 R 0.687 F 0.681][D acc: 0.625 R 0.438 F 0.812][G loss: 0.711 acc: 0.109]
237 [D loss: 0.719 R 0.658 F 0.781][D acc: 0.430 R 0.578 F 0.281][G loss: 0.712 acc: 0.109]
238 [D loss: 0.690 R 0.697 F 0.682][D acc: 0.594 R 0.312 F 0.875][G loss: 0.714 acc: 0.016]
239 [D loss: 0.691 R 0.683 F 0.699][D acc: 0.555 R 0.516 F 0.594][G loss: 0.711 acc: 0.109]
240 [D loss: 0.684 R 0.681 F 0.687][D acc: 0.672 R 0.594 F 0.750][G loss: 0.711 acc: 0.062]
241 [D loss: 0.690 R 0.673 F 0.706][D acc: 0.562 R 0.625 F 0.500][G loss: 0.705 acc: 0.250]
242 [D loss: 0.701 R 0.669 F 0.732][D acc: 0.477 R 0.578 F 0.375][G loss: 0.713 acc: 0.125]
243 [D loss: 0.691 R 0.688 F 0.694][D acc: 0.531 R 0.438 F 0.625][G loss: 0.711 acc: 0.141]
244 [D loss: 0.688 R 0.677 F 0.700][D acc: 0.586 R 0.625 F 0.547][G loss: 0.713 acc: 0.094]
245 [D loss: 0.695 R 0.648 F 0.741][D acc: 0.531 R 0.719 F 0.344][G loss: 0.713 acc: 0.078]
246 [D loss: 0.672 R 0.657 F 0.688][D acc: 0.695 R 0.672 F 0.719][G loss: 0.721 acc: 0.062]
247 [D loss: 0.703 R 0.589 F 0.817][D acc: 0.539 R 0.859 F 0.219][G loss: 0.721 acc: 0.047]
248 [D loss: 0.689 R 0.655 F 0.723][D acc: 0.555 R 0.625 F 0.484][G loss: 0.703 acc: 0.250]
249 [D loss: 0.694 R 0.642 F 0.746][D acc: 0.438 R 0.641 F 0.234][G loss: 0.703 acc: 0.266]
250 [D loss: 0.699 R 0.652 F 0.745][D acc: 0.469 R 0.625 F 0.312][G loss: 0.704 acc: 0.250]
251 [D loss: 0.689 R 0.645 F 0.733][D acc: 0.570 R 0.719 F 0.422][G loss: 0.708 acc: 0.156]
252 [D loss: 0.691 R 0.642 F 0.741][D acc: 0.492 R 0.625 F 0.359][G loss: 0.708 acc: 0.219]
253 [D loss: 0.707 R 0.618 F 0.796][D acc: 0.477 R 0.703 F 0.250][G loss: 0.718 acc: 0.031]
254 [D loss: 0.685 R 0.665 F 0.705][D acc: 0.531 R 0.578 F 0.484][G loss: 0.711 acc: 0.141]
255 [D loss: 0.688 R 0.666 F 0.711][D acc: 0.562 R 0.594 F 0.531][G loss: 0.701 acc: 0.266]
256 [D loss: 0.695 R 0.668 F 0.722][D acc: 0.500 R 0.594 F 0.406][G loss: 0.708 acc: 0.219]
257 [D loss: 0.682 R 0.659 F 0.705][D acc: 0.586 R 0.625 F 0.547][G loss: 0.704 acc: 0.219]
258 [D loss: 0.692 R 0.674 F 0.711][D acc: 0.508 R 0.484 F 0.531][G loss: 0.704 acc: 0.266]
259 [D loss: 0.691 R 0.676 F 0.707][D acc: 0.547 R 0.516 F 0.578][G loss: 0.704 acc: 0.203]
260 [D loss: 0.689 R 0.667 F 0.711][D acc: 0.578 R 0.609 F 0.547][G loss: 0.704 acc: 0.234]
261 [D loss: 0.699 R 0.684 F 0.714][D acc: 0.469 R 0.469 F 0.469][G loss: 0.709 acc: 0.125]
262 [D loss: 0.686 R 0.680 F 0.692][D acc: 0.539 R 0.484 F 0.594][G loss: 0.704 acc: 0.156]
263 [D loss: 0.696 R 0.678 F 0.714][D acc: 0.523 R 0.469 F 0.578][G loss: 0.709 acc: 0.125]
264 [D loss: 0.694 R 0.679 F 0.708][D acc: 0.453 R 0.484 F 0.422][G loss: 0.708 acc: 0.203]
265 [D loss: 0.691 R 0.684 F 0.697][D acc: 0.531 R 0.469 F 0.594][G loss: 0.714 acc: 0.047]
266 [D loss: 0.693 R 0.681 F 0.705][D acc: 0.500 R 0.453 F 0.547][G loss: 0.713 acc: 0.078]
267 [D loss: 0.691 R 0.688 F 0.693][D acc: 0.523 R 0.469 F 0.578][G loss: 0.710 acc: 0.109]
268 [D loss: 0.682 R 0.673 F 0.691][D acc: 0.602 R 0.578 F 0.625][G loss: 0.708 acc: 0.219]
269 [D loss: 0.721 R 0.661 F 0.781][D acc: 0.383 R 0.578 F 0.188][G loss: 0.712 acc: 0.156]
270 [D loss: 0.705 R 0.684 F 0.727][D acc: 0.406 R 0.375 F 0.438][G loss: 0.715 acc: 0.062]
271 [D loss: 0.692 R 0.696 F 0.687][D acc: 0.523 R 0.391 F 0.656][G loss: 0.715 acc: 0.047]
272 [D loss: 0.686 R 0.679 F 0.692][D acc: 0.555 R 0.469 F 0.641][G loss: 0.715 acc: 0.109]
273 [D loss: 0.707 R 0.677 F 0.738][D acc: 0.422 R 0.484 F 0.359][G loss: 0.718 acc: 0.047]
274 [D loss: 0.688 R 0.697 F 0.678][D acc: 0.555 R 0.281 F 0.828][G loss: 0.715 acc: 0.062]
275 [D loss: 0.689 R 0.687 F 0.692][D acc: 0.547 R 0.453 F 0.641][G loss: 0.708 acc: 0.156]
276 [D loss: 0.701 R 0.676 F 0.725][D acc: 0.531 R 0.562 F 0.500][G loss: 0.709 acc: 0.172]
277 [D loss: 0.693 R 0.692 F 0.693][D acc: 0.547 R 0.422 F 0.672][G loss: 0.715 acc: 0.141]
278 [D loss: 0.693 R 0.693 F 0.693][D acc: 0.516 R 0.359 F 0.672][G loss: 0.712 acc: 0.094]
279 [D loss: 0.689 R 0.689 F 0.689][D acc: 0.492 R 0.359 F 0.625][G loss: 0.704 acc: 0.172]
280 [D loss: 0.693 R 0.690 F 0.696][D acc: 0.484 R 0.391 F 0.578][G loss: 0.716 acc: 0.109]
281 [D loss: 0.693 R 0.680 F 0.706][D acc: 0.500 R 0.469 F 0.531][G loss: 0.719 acc: 0.031]
282 [D loss: 0.693 R 0.690 F 0.695][D acc: 0.508 R 0.453 F 0.562][G loss: 0.716 acc: 0.078]
283 [D loss: 0.697 R 0.689 F 0.705][D acc: 0.477 R 0.359 F 0.594][G loss: 0.716 acc: 0.062]
284 [D loss: 0.687 R 0.686 F 0.688][D acc: 0.570 R 0.438 F 0.703][G loss: 0.712 acc: 0.125]
285 [D loss: 0.689 R 0.688 F 0.690][D acc: 0.570 R 0.453 F 0.688][G loss: 0.714 acc: 0.078]
286 [D loss: 0.689 R 0.689 F 0.690][D acc: 0.578 R 0.484 F 0.672][G loss: 0.718 acc: 0.047]
287 [D loss: 0.694 R 0.686 F 0.701][D acc: 0.547 R 0.469 F 0.625][G loss: 0.716 acc: 0.047]
288 [D loss: 0.699 R 0.691 F 0.707][D acc: 0.484 R 0.375 F 0.594][G loss: 0.715 acc: 0.125]
289 [D loss: 0.690 R 0.688 F 0.692][D acc: 0.578 R 0.484 F 0.672][G loss: 0.716 acc: 0.094]
290 [D loss: 0.695 R 0.690 F 0.700][D acc: 0.477 R 0.422 F 0.531][G loss: 0.716 acc: 0.156]
291 [D loss: 0.687 R 0.692 F 0.683][D acc: 0.578 R 0.375 F 0.781][G loss: 0.710 acc: 0.188]
292 [D loss: 0.708 R 0.682 F 0.734][D acc: 0.414 R 0.422 F 0.406][G loss: 0.728 acc: 0.109]
293 [D loss: 0.691 R 0.687 F 0.695][D acc: 0.508 R 0.469 F 0.547][G loss: 0.728 acc: 0.125]
294 [D loss: 0.696 R 0.696 F 0.696][D acc: 0.453 R 0.297 F 0.609][G loss: 0.739 acc: 0.141]
295 [D loss: 0.682 R 0.670 F 0.693][D acc: 0.594 R 0.609 F 0.578][G loss: 0.720 acc: 0.094]
296 [D loss: 0.690 R 0.684 F 0.696][D acc: 0.555 R 0.531 F 0.578][G loss: 0.716 acc: 0.109]
297 [D loss: 0.687 R 0.678 F 0.696][D acc: 0.570 R 0.562 F 0.578][G loss: 0.719 acc: 0.094]
298 [D loss: 0.700 R 0.664 F 0.735][D acc: 0.484 R 0.609 F 0.359][G loss: 0.708 acc: 0.219]
299 [D loss: 0.682 R 0.665 F 0.698][D acc: 0.531 R 0.531 F 0.531][G loss: 0.701 acc: 0.328]
300 [D loss: 0.711 R 0.681 F 0.742][D acc: 0.422 R 0.547 F 0.297][G loss: 0.714 acc: 0.094]
301 [D loss: 0.684 R 0.672 F 0.695][D acc: 0.594 R 0.609 F 0.578][G loss: 0.708 acc: 0.172]
302 [D loss: 0.693 R 0.667 F 0.719][D acc: 0.562 R 0.703 F 0.422][G loss: 0.708 acc: 0.188]
303 [D loss: 0.680 R 0.661 F 0.699][D acc: 0.531 R 0.547 F 0.516][G loss: 0.717 acc: 0.203]
304 [D loss: 0.690 R 0.667 F 0.714][D acc: 0.461 R 0.531 F 0.391][G loss: 0.712 acc: 0.094]
305 [D loss: 0.691 R 0.663 F 0.719][D acc: 0.539 R 0.609 F 0.469][G loss: 0.705 acc: 0.172]
306 [D loss: 0.684 R 0.653 F 0.715][D acc: 0.562 R 0.688 F 0.438][G loss: 0.706 acc: 0.250]
307 [D loss: 0.686 R 0.638 F 0.734][D acc: 0.547 R 0.734 F 0.359][G loss: 0.705 acc: 0.266]
308 [D loss: 0.695 R 0.649 F 0.742][D acc: 0.523 R 0.672 F 0.375][G loss: 0.712 acc: 0.188]
309 [D loss: 0.683 R 0.650 F 0.716][D acc: 0.531 R 0.656 F 0.406][G loss: 0.695 acc: 0.281]
310 [D loss: 0.682 R 0.630 F 0.735][D acc: 0.594 R 0.719 F 0.469][G loss: 0.713 acc: 0.188]
311 [D loss: 0.698 R 0.662 F 0.734][D acc: 0.492 R 0.641 F 0.344][G loss: 0.706 acc: 0.188]
312 [D loss: 0.683 R 0.664 F 0.703][D acc: 0.602 R 0.594 F 0.609][G loss: 0.710 acc: 0.250]
313 [D loss: 0.683 R 0.663 F 0.702][D acc: 0.594 R 0.609 F 0.578][G loss: 0.707 acc: 0.219]
314 [D loss: 0.700 R 0.641 F 0.759][D acc: 0.500 R 0.625 F 0.375][G loss: 0.712 acc: 0.141]
315 [D loss: 0.684 R 0.659 F 0.709][D acc: 0.578 R 0.688 F 0.469][G loss: 0.713 acc: 0.172]
316 [D loss: 0.688 R 0.658 F 0.718][D acc: 0.500 R 0.641 F 0.359][G loss: 0.709 acc: 0.234]
317 [D loss: 0.689 R 0.638 F 0.739][D acc: 0.547 R 0.672 F 0.422][G loss: 0.706 acc: 0.188]
318 [D loss: 0.701 R 0.657 F 0.745][D acc: 0.477 R 0.641 F 0.312][G loss: 0.711 acc: 0.219]
319 [D loss: 0.685 R 0.657 F 0.713][D acc: 0.602 R 0.688 F 0.516][G loss: 0.726 acc: 0.078]
320 [D loss: 0.697 R 0.660 F 0.733][D acc: 0.547 R 0.531 F 0.562][G loss: 0.717 acc: 0.203]
321 [D loss: 0.674 R 0.648 F 0.699][D acc: 0.609 R 0.609 F 0.609][G loss: 0.736 acc: 0.125]
322 [D loss: 0.677 R 0.642 F 0.713][D acc: 0.562 R 0.688 F 0.438][G loss: 0.731 acc: 0.203]
323 [D loss: 0.662 R 0.621 F 0.703][D acc: 0.656 R 0.750 F 0.562][G loss: 0.748 acc: 0.172]
324 [D loss: 0.535 R 0.580 F 0.491][D acc: 0.797 R 0.812 F 0.781][G loss: 1.605 acc: 0.031]
325 [D loss: 0.759 R 0.892 F 0.625][D acc: 0.609 R 0.375 F 0.844][G loss: 0.840 acc: 0.188]
326 [D loss: 0.489 R 0.371 F 0.607][D acc: 0.820 R 0.969 F 0.672][G loss: 1.202 acc: 0.000]
327 [D loss: 0.720 R 0.390 F 1.051][D acc: 0.594 R 0.812 F 0.375][G loss: 1.021 acc: 0.000]
328 [D loss: 0.686 R 0.562 F 0.811][D acc: 0.586 R 0.766 F 0.406][G loss: 0.825 acc: 0.125]
329 [D loss: 0.724 R 0.516 F 0.932][D acc: 0.516 R 0.828 F 0.203][G loss: 0.755 acc: 0.172]
330 [D loss: 0.638 R 0.526 F 0.750][D acc: 0.664 R 0.812 F 0.516][G loss: 0.719 acc: 0.297]
331 [D loss: 0.620 R 0.483 F 0.757][D acc: 0.602 R 0.891 F 0.312][G loss: 0.713 acc: 0.344]
332 [D loss: 0.666 R 0.515 F 0.817][D acc: 0.547 R 0.812 F 0.281][G loss: 0.698 acc: 0.422]
333 [D loss: 0.668 R 0.558 F 0.778][D acc: 0.547 R 0.750 F 0.344][G loss: 0.682 acc: 0.438]
334 [D loss: 0.616 R 0.461 F 0.772][D acc: 0.664 R 0.906 F 0.422][G loss: 0.675 acc: 0.484]
335 [D loss: 0.632 R 0.476 F 0.788][D acc: 0.625 R 0.844 F 0.406][G loss: 0.683 acc: 0.484]
336 [D loss: 0.646 R 0.527 F 0.765][D acc: 0.570 R 0.844 F 0.297][G loss: 0.663 acc: 0.500]
337 [D loss: 0.653 R 0.480 F 0.827][D acc: 0.570 R 0.891 F 0.250][G loss: 0.655 acc: 0.547]
338 [D loss: 0.643 R 0.533 F 0.754][D acc: 0.625 R 0.859 F 0.391][G loss: 0.668 acc: 0.516]
339 [D loss: 0.671 R 0.507 F 0.835][D acc: 0.609 R 0.844 F 0.375][G loss: 0.666 acc: 0.516]
340 [D loss: 0.658 R 0.522 F 0.794][D acc: 0.578 R 0.844 F 0.312][G loss: 0.682 acc: 0.500]
341 [D loss: 0.664 R 0.568 F 0.760][D acc: 0.570 R 0.750 F 0.391][G loss: 0.686 acc: 0.438]
342 [D loss: 0.679 R 0.537 F 0.821][D acc: 0.547 R 0.797 F 0.297][G loss: 0.700 acc: 0.484]
343 [D loss: 0.648 R 0.542 F 0.755][D acc: 0.578 R 0.781 F 0.375][G loss: 0.696 acc: 0.406]
344 [D loss: 0.659 R 0.547 F 0.771][D acc: 0.609 R 0.844 F 0.375][G loss: 0.687 acc: 0.469]
345 [D loss: 0.689 R 0.565 F 0.814][D acc: 0.562 R 0.812 F 0.312][G loss: 0.709 acc: 0.297]
346 [D loss: 0.703 R 0.619 F 0.786][D acc: 0.500 R 0.656 F 0.344][G loss: 0.713 acc: 0.344]
347 [D loss: 0.669 R 0.597 F 0.741][D acc: 0.641 R 0.750 F 0.531][G loss: 0.717 acc: 0.281]
348 [D loss: 0.681 R 0.599 F 0.763][D acc: 0.570 R 0.750 F 0.391][G loss: 0.712 acc: 0.359]
349 [D loss: 0.690 R 0.632 F 0.749][D acc: 0.594 R 0.703 F 0.484][G loss: 0.706 acc: 0.297]
350 [D loss: 0.670 R 0.606 F 0.734][D acc: 0.547 R 0.672 F 0.422][G loss: 0.713 acc: 0.250]
351 [D loss: 0.677 R 0.609 F 0.745][D acc: 0.492 R 0.656 F 0.328][G loss: 0.726 acc: 0.266]
352 [D loss: 0.666 R 0.610 F 0.722][D acc: 0.555 R 0.703 F 0.406][G loss: 0.715 acc: 0.328]
353 [D loss: 0.692 R 0.641 F 0.743][D acc: 0.508 R 0.641 F 0.375][G loss: 0.708 acc: 0.297]
354 [D loss: 0.666 R 0.590 F 0.743][D acc: 0.594 R 0.750 F 0.438][G loss: 0.733 acc: 0.219]
355 [D loss: 0.674 R 0.598 F 0.750][D acc: 0.586 R 0.781 F 0.391][G loss: 0.730 acc: 0.281]
356 [D loss: 0.662 R 0.602 F 0.721][D acc: 0.602 R 0.703 F 0.500][G loss: 0.726 acc: 0.219]
357 [D loss: 0.684 R 0.640 F 0.727][D acc: 0.625 R 0.734 F 0.516][G loss: 0.741 acc: 0.172]
358 [D loss: 0.695 R 0.651 F 0.738][D acc: 0.547 R 0.609 F 0.484][G loss: 0.734 acc: 0.125]
359 [D loss: 0.664 R 0.623 F 0.705][D acc: 0.641 R 0.688 F 0.594][G loss: 0.711 acc: 0.344]
360 [D loss: 0.677 R 0.628 F 0.725][D acc: 0.547 R 0.625 F 0.469][G loss: 0.730 acc: 0.312]
361 [D loss: 0.667 R 0.608 F 0.726][D acc: 0.500 R 0.625 F 0.375][G loss: 0.732 acc: 0.203]
362 [D loss: 0.678 R 0.613 F 0.743][D acc: 0.523 R 0.609 F 0.438][G loss: 0.714 acc: 0.297]
363 [D loss: 0.687 R 0.620 F 0.755][D acc: 0.633 R 0.719 F 0.547][G loss: 0.710 acc: 0.328]
364 [D loss: 0.708 R 0.600 F 0.816][D acc: 0.555 R 0.766 F 0.344][G loss: 0.734 acc: 0.219]
365 [D loss: 0.675 R 0.650 F 0.701][D acc: 0.578 R 0.641 F 0.516][G loss: 0.720 acc: 0.219]
366 [D loss: 0.668 R 0.620 F 0.715][D acc: 0.617 R 0.672 F 0.562][G loss: 0.727 acc: 0.250]
367 [D loss: 0.669 R 0.611 F 0.727][D acc: 0.617 R 0.719 F 0.516][G loss: 0.717 acc: 0.359]
368 [D loss: 0.673 R 0.597 F 0.748][D acc: 0.570 R 0.734 F 0.406][G loss: 0.712 acc: 0.328]
369 [D loss: 0.678 R 0.624 F 0.733][D acc: 0.609 R 0.766 F 0.453][G loss: 0.719 acc: 0.312]
370 [D loss: 0.694 R 0.613 F 0.775][D acc: 0.547 R 0.750 F 0.344][G loss: 0.696 acc: 0.375]
371 [D loss: 0.684 R 0.628 F 0.740][D acc: 0.578 R 0.703 F 0.453][G loss: 0.724 acc: 0.312]
372 [D loss: 0.679 R 0.610 F 0.748][D acc: 0.555 R 0.766 F 0.344][G loss: 0.710 acc: 0.391]
373 [D loss: 0.666 R 0.592 F 0.739][D acc: 0.586 R 0.797 F 0.375][G loss: 0.700 acc: 0.484]
374 [D loss: 0.668 R 0.614 F 0.723][D acc: 0.594 R 0.719 F 0.469][G loss: 0.707 acc: 0.266]
375 [D loss: 0.695 R 0.612 F 0.778][D acc: 0.578 R 0.766 F 0.391][G loss: 0.755 acc: 0.172]
376 [D loss: 0.679 R 0.606 F 0.752][D acc: 0.633 R 0.750 F 0.516][G loss: 0.729 acc: 0.234]
377 [D loss: 0.640 R 0.579 F 0.701][D acc: 0.672 R 0.766 F 0.578][G loss: 0.725 acc: 0.266]
378 [D loss: 0.680 R 0.574 F 0.785][D acc: 0.570 R 0.750 F 0.391][G loss: 0.743 acc: 0.234]
379 [D loss: 0.683 R 0.607 F 0.759][D acc: 0.555 R 0.672 F 0.438][G loss: 0.756 acc: 0.125]
380 [D loss: 0.664 R 0.595 F 0.732][D acc: 0.602 R 0.688 F 0.516][G loss: 0.739 acc: 0.234]
381 [D loss: 0.669 R 0.595 F 0.742][D acc: 0.617 R 0.719 F 0.516][G loss: 0.738 acc: 0.266]
382 [D loss: 0.672 R 0.560 F 0.784][D acc: 0.523 R 0.719 F 0.328][G loss: 0.734 acc: 0.234]
383 [D loss: 0.649 R 0.564 F 0.733][D acc: 0.625 R 0.688 F 0.562][G loss: 0.728 acc: 0.188]
384 [D loss: 0.672 R 0.601 F 0.743][D acc: 0.570 R 0.703 F 0.438][G loss: 0.721 acc: 0.219]
385 [D loss: 0.698 R 0.597 F 0.800][D acc: 0.539 R 0.734 F 0.344][G loss: 0.739 acc: 0.172]
386 [D loss: 0.694 R 0.624 F 0.764][D acc: 0.586 R 0.656 F 0.516][G loss: 0.723 acc: 0.234]
387 [D loss: 0.672 R 0.631 F 0.713][D acc: 0.609 R 0.703 F 0.516][G loss: 0.726 acc: 0.156]
388 [D loss: 0.682 R 0.626 F 0.738][D acc: 0.570 R 0.703 F 0.438][G loss: 0.728 acc: 0.219]
389 [D loss: 0.692 R 0.640 F 0.744][D acc: 0.523 R 0.656 F 0.391][G loss: 0.715 acc: 0.344]
390 [D loss: 0.663 R 0.591 F 0.734][D acc: 0.695 R 0.797 F 0.594][G loss: 0.723 acc: 0.234]
391 [D loss: 0.664 R 0.607 F 0.722][D acc: 0.594 R 0.688 F 0.500][G loss: 0.727 acc: 0.250]
392 [D loss: 0.655 R 0.589 F 0.721][D acc: 0.656 R 0.797 F 0.516][G loss: 0.738 acc: 0.250]
393 [D loss: 0.645 R 0.578 F 0.712][D acc: 0.633 R 0.688 F 0.578][G loss: 0.787 acc: 0.234]
394 [D loss: 0.692 R 0.579 F 0.804][D acc: 0.570 R 0.781 F 0.359][G loss: 0.770 acc: 0.219]
395 [D loss: 0.684 R 0.649 F 0.719][D acc: 0.555 R 0.594 F 0.516][G loss: 0.750 acc: 0.234]
396 [D loss: 0.679 R 0.603 F 0.755][D acc: 0.633 R 0.812 F 0.453][G loss: 0.689 acc: 0.406]
397 [D loss: 0.704 R 0.590 F 0.817][D acc: 0.484 R 0.719 F 0.250][G loss: 0.709 acc: 0.297]
398 [D loss: 0.674 R 0.559 F 0.790][D acc: 0.602 R 0.781 F 0.422][G loss: 0.731 acc: 0.250]
399 [D loss: 0.667 R 0.599 F 0.734][D acc: 0.648 R 0.766 F 0.531][G loss: 0.712 acc: 0.328]
400 [D loss: 0.679 R 0.631 F 0.726][D acc: 0.555 R 0.625 F 0.484][G loss: 0.722 acc: 0.328]
401 [D loss: 0.690 R 0.622 F 0.759][D acc: 0.547 R 0.656 F 0.438][G loss: 0.734 acc: 0.203]
402 [D loss: 0.679 R 0.636 F 0.722][D acc: 0.531 R 0.609 F 0.453][G loss: 0.755 acc: 0.219]
403 [D loss: 0.680 R 0.592 F 0.769][D acc: 0.625 R 0.766 F 0.484][G loss: 0.728 acc: 0.297]
404 [D loss: 0.701 R 0.618 F 0.785][D acc: 0.547 R 0.688 F 0.406][G loss: 0.733 acc: 0.234]
405 [D loss: 0.668 R 0.604 F 0.732][D acc: 0.656 R 0.828 F 0.484][G loss: 0.717 acc: 0.281]
406 [D loss: 0.642 R 0.583 F 0.702][D acc: 0.664 R 0.750 F 0.578][G loss: 0.754 acc: 0.141]
407 [D loss: 0.644 R 0.586 F 0.701][D acc: 0.609 R 0.734 F 0.484][G loss: 0.740 acc: 0.297]
408 [D loss: 0.659 R 0.589 F 0.729][D acc: 0.586 R 0.656 F 0.516][G loss: 0.741 acc: 0.203]
409 [D loss: 0.676 R 0.624 F 0.727][D acc: 0.602 R 0.703 F 0.500][G loss: 0.745 acc: 0.266]
410 [D loss: 0.651 R 0.618 F 0.684][D acc: 0.656 R 0.656 F 0.656][G loss: 0.739 acc: 0.219]
411 [D loss: 0.655 R 0.575 F 0.735][D acc: 0.648 R 0.766 F 0.531][G loss: 0.741 acc: 0.250]
412 [D loss: 0.672 R 0.590 F 0.753][D acc: 0.562 R 0.719 F 0.406][G loss: 0.746 acc: 0.234]
413 [D loss: 0.670 R 0.593 F 0.747][D acc: 0.594 R 0.656 F 0.531][G loss: 0.734 acc: 0.266]
414 [D loss: 0.706 R 0.648 F 0.763][D acc: 0.547 R 0.578 F 0.516][G loss: 0.739 acc: 0.172]
415 [D loss: 0.669 R 0.625 F 0.713][D acc: 0.609 R 0.672 F 0.547][G loss: 0.744 acc: 0.172]
416 [D loss: 0.678 R 0.610 F 0.747][D acc: 0.516 R 0.578 F 0.453][G loss: 0.744 acc: 0.234]
417 [D loss: 0.682 R 0.615 F 0.750][D acc: 0.594 R 0.656 F 0.531][G loss: 0.735 acc: 0.203]
418 [D loss: 0.664 R 0.628 F 0.699][D acc: 0.586 R 0.578 F 0.594][G loss: 0.743 acc: 0.203]
419 [D loss: 0.666 R 0.611 F 0.720][D acc: 0.625 R 0.734 F 0.516][G loss: 0.765 acc: 0.078]
420 [D loss: 0.659 R 0.580 F 0.737][D acc: 0.625 R 0.703 F 0.547][G loss: 0.775 acc: 0.172]
421 [D loss: 0.678 R 0.629 F 0.727][D acc: 0.539 R 0.562 F 0.516][G loss: 0.768 acc: 0.156]
422 [D loss: 0.654 R 0.578 F 0.731][D acc: 0.578 R 0.641 F 0.516][G loss: 0.759 acc: 0.172]
423 [D loss: 0.632 R 0.570 F 0.694][D acc: 0.688 R 0.703 F 0.672][G loss: 0.721 acc: 0.312]
424 [D loss: 0.700 R 0.525 F 0.875][D acc: 0.648 R 0.859 F 0.438][G loss: 0.727 acc: 0.219]
425 [D loss: 0.664 R 0.562 F 0.766][D acc: 0.555 R 0.766 F 0.344][G loss: 0.727 acc: 0.250]
426 [D loss: 0.698 R 0.585 F 0.811][D acc: 0.523 R 0.734 F 0.312][G loss: 0.742 acc: 0.188]
427 [D loss: 0.674 R 0.620 F 0.727][D acc: 0.602 R 0.656 F 0.547][G loss: 0.719 acc: 0.266]
428 [D loss: 0.680 R 0.606 F 0.754][D acc: 0.555 R 0.625 F 0.484][G loss: 0.724 acc: 0.297]
429 [D loss: 0.676 R 0.613 F 0.739][D acc: 0.547 R 0.656 F 0.438][G loss: 0.727 acc: 0.219]
430 [D loss: 0.666 R 0.615 F 0.717][D acc: 0.656 R 0.734 F 0.578][G loss: 0.735 acc: 0.250]
431 [D loss: 0.651 R 0.599 F 0.703][D acc: 0.586 R 0.625 F 0.547][G loss: 0.732 acc: 0.250]
432 [D loss: 0.679 R 0.575 F 0.782][D acc: 0.617 R 0.781 F 0.453][G loss: 0.747 acc: 0.250]
433 [D loss: 0.681 R 0.618 F 0.745][D acc: 0.562 R 0.625 F 0.500][G loss: 0.756 acc: 0.156]
434 [D loss: 0.650 R 0.605 F 0.695][D acc: 0.695 R 0.703 F 0.688][G loss: 0.734 acc: 0.219]
435 [D loss: 0.642 R 0.565 F 0.719][D acc: 0.641 R 0.766 F 0.516][G loss: 0.732 acc: 0.312]
436 [D loss: 0.660 R 0.568 F 0.752][D acc: 0.562 R 0.641 F 0.484][G loss: 0.757 acc: 0.250]
437 [D loss: 0.678 R 0.623 F 0.734][D acc: 0.523 R 0.547 F 0.500][G loss: 0.775 acc: 0.125]
438 [D loss: 0.668 R 0.571 F 0.766][D acc: 0.609 R 0.719 F 0.500][G loss: 0.776 acc: 0.125]
439 [D loss: 0.661 R 0.596 F 0.727][D acc: 0.617 R 0.656 F 0.578][G loss: 0.766 acc: 0.109]
440 [D loss: 0.671 R 0.614 F 0.729][D acc: 0.602 R 0.641 F 0.562][G loss: 0.754 acc: 0.156]
441 [D loss: 0.654 R 0.582 F 0.726][D acc: 0.641 R 0.781 F 0.500][G loss: 0.757 acc: 0.156]
442 [D loss: 0.651 R 0.561 F 0.741][D acc: 0.602 R 0.781 F 0.422][G loss: 0.751 acc: 0.203]
443 [D loss: 0.623 R 0.564 F 0.681][D acc: 0.711 R 0.719 F 0.703][G loss: 0.746 acc: 0.328]
444 [D loss: 0.638 R 0.547 F 0.730][D acc: 0.641 R 0.812 F 0.469][G loss: 0.767 acc: 0.250]
445 [D loss: 0.667 R 0.530 F 0.804][D acc: 0.555 R 0.766 F 0.344][G loss: 0.764 acc: 0.172]
446 [D loss: 0.678 R 0.579 F 0.777][D acc: 0.570 R 0.734 F 0.406][G loss: 0.766 acc: 0.234]
447 [D loss: 0.648 R 0.588 F 0.708][D acc: 0.625 R 0.672 F 0.578][G loss: 0.754 acc: 0.172]
448 [D loss: 0.636 R 0.558 F 0.714][D acc: 0.680 R 0.781 F 0.578][G loss: 0.723 acc: 0.359]
449 [D loss: 0.690 R 0.547 F 0.834][D acc: 0.547 R 0.734 F 0.359][G loss: 0.774 acc: 0.234]
450 [D loss: 0.649 R 0.578 F 0.720][D acc: 0.602 R 0.672 F 0.531][G loss: 0.779 acc: 0.125]
451 [D loss: 0.663 R 0.610 F 0.716][D acc: 0.672 R 0.703 F 0.641][G loss: 0.751 acc: 0.188]
452 [D loss: 0.654 R 0.590 F 0.719][D acc: 0.609 R 0.672 F 0.547][G loss: 0.761 acc: 0.203]
453 [D loss: 0.692 R 0.568 F 0.815][D acc: 0.523 R 0.703 F 0.344][G loss: 0.756 acc: 0.156]
454 [D loss: 0.678 R 0.621 F 0.734][D acc: 0.578 R 0.578 F 0.578][G loss: 0.755 acc: 0.156]
455 [D loss: 0.624 R 0.565 F 0.682][D acc: 0.680 R 0.672 F 0.688][G loss: 0.790 acc: 0.156]
456 [D loss: 0.648 R 0.559 F 0.738][D acc: 0.680 R 0.734 F 0.625][G loss: 0.824 acc: 0.125]
457 [D loss: 0.688 R 0.599 F 0.776][D acc: 0.562 R 0.609 F 0.516][G loss: 0.751 acc: 0.266]
458 [D loss: 0.668 R 0.574 F 0.763][D acc: 0.664 R 0.766 F 0.562][G loss: 0.768 acc: 0.125]
459 [D loss: 0.664 R 0.602 F 0.726][D acc: 0.602 R 0.656 F 0.547][G loss: 0.754 acc: 0.125]
460 [D loss: 0.637 R 0.555 F 0.720][D acc: 0.648 R 0.719 F 0.578][G loss: 0.757 acc: 0.234]
461 [D loss: 0.664 R 0.551 F 0.778][D acc: 0.656 R 0.766 F 0.547][G loss: 0.767 acc: 0.219]
462 [D loss: 0.653 R 0.589 F 0.716][D acc: 0.664 R 0.766 F 0.562][G loss: 0.742 acc: 0.266]
463 [D loss: 0.643 R 0.555 F 0.730][D acc: 0.625 R 0.734 F 0.516][G loss: 0.744 acc: 0.234]
464 [D loss: 0.627 R 0.534 F 0.720][D acc: 0.711 R 0.828 F 0.594][G loss: 0.783 acc: 0.141]
465 [D loss: 0.646 R 0.521 F 0.772][D acc: 0.570 R 0.766 F 0.375][G loss: 0.796 acc: 0.219]
466 [D loss: 0.631 R 0.534 F 0.727][D acc: 0.641 R 0.750 F 0.531][G loss: 0.775 acc: 0.234]
467 [D loss: 0.675 R 0.620 F 0.730][D acc: 0.594 R 0.625 F 0.562][G loss: 0.790 acc: 0.125]
468 [D loss: 0.678 R 0.579 F 0.777][D acc: 0.578 R 0.719 F 0.438][G loss: 0.763 acc: 0.234]
469 [D loss: 0.659 R 0.606 F 0.713][D acc: 0.547 R 0.547 F 0.547][G loss: 0.775 acc: 0.141]
470 [D loss: 0.665 R 0.584 F 0.746][D acc: 0.648 R 0.750 F 0.547][G loss: 0.754 acc: 0.250]
471 [D loss: 0.646 R 0.565 F 0.727][D acc: 0.633 R 0.688 F 0.578][G loss: 0.779 acc: 0.172]
472 [D loss: 0.690 R 0.604 F 0.776][D acc: 0.586 R 0.641 F 0.531][G loss: 0.752 acc: 0.250]
473 [D loss: 0.702 R 0.574 F 0.829][D acc: 0.555 R 0.672 F 0.438][G loss: 0.785 acc: 0.125]
474 [D loss: 0.640 R 0.637 F 0.643][D acc: 0.672 R 0.578 F 0.766][G loss: 0.758 acc: 0.188]
475 [D loss: 0.650 R 0.598 F 0.703][D acc: 0.641 R 0.656 F 0.625][G loss: 0.751 acc: 0.203]
476 [D loss: 0.637 R 0.548 F 0.727][D acc: 0.609 R 0.734 F 0.484][G loss: 0.749 acc: 0.281]
477 [D loss: 0.631 R 0.525 F 0.738][D acc: 0.594 R 0.719 F 0.469][G loss: 0.791 acc: 0.094]
478 [D loss: 0.704 R 0.620 F 0.788][D acc: 0.570 R 0.656 F 0.484][G loss: 0.805 acc: 0.172]
479 [D loss: 0.667 R 0.560 F 0.773][D acc: 0.688 R 0.766 F 0.609][G loss: 0.763 acc: 0.219]
480 [D loss: 0.637 R 0.544 F 0.729][D acc: 0.633 R 0.781 F 0.484][G loss: 0.796 acc: 0.141]
481 [D loss: 0.617 R 0.562 F 0.672][D acc: 0.680 R 0.703 F 0.656][G loss: 0.758 acc: 0.297]
482 [D loss: 0.657 R 0.571 F 0.744][D acc: 0.578 R 0.625 F 0.531][G loss: 0.788 acc: 0.172]
483 [D loss: 0.672 R 0.560 F 0.784][D acc: 0.594 R 0.734 F 0.453][G loss: 0.794 acc: 0.141]
484 [D loss: 0.652 R 0.556 F 0.748][D acc: 0.648 R 0.734 F 0.562][G loss: 0.831 acc: 0.219]
485 [D loss: 0.679 R 0.634 F 0.725][D acc: 0.578 R 0.531 F 0.625][G loss: 0.747 acc: 0.312]
486 [D loss: 0.652 R 0.594 F 0.710][D acc: 0.633 R 0.672 F 0.594][G loss: 0.794 acc: 0.219]
487 [D loss: 0.665 R 0.575 F 0.754][D acc: 0.625 R 0.688 F 0.562][G loss: 0.768 acc: 0.203]
488 [D loss: 0.639 R 0.583 F 0.695][D acc: 0.617 R 0.688 F 0.547][G loss: 0.799 acc: 0.141]
489 [D loss: 0.656 R 0.563 F 0.750][D acc: 0.578 R 0.672 F 0.484][G loss: 0.794 acc: 0.172]
490 [D loss: 0.646 R 0.601 F 0.692][D acc: 0.656 R 0.688 F 0.625][G loss: 0.792 acc: 0.172]
491 [D loss: 0.633 R 0.580 F 0.687][D acc: 0.633 R 0.688 F 0.578][G loss: 0.827 acc: 0.062]
492 [D loss: 0.687 R 0.614 F 0.760][D acc: 0.539 R 0.656 F 0.422][G loss: 0.786 acc: 0.172]
493 [D loss: 0.657 R 0.562 F 0.751][D acc: 0.602 R 0.688 F 0.516][G loss: 0.796 acc: 0.141]
494 [D loss: 0.673 R 0.598 F 0.747][D acc: 0.586 R 0.594 F 0.578][G loss: 0.812 acc: 0.141]
495 [D loss: 0.655 R 0.569 F 0.741][D acc: 0.609 R 0.703 F 0.516][G loss: 0.822 acc: 0.109]
496 [D loss: 0.624 R 0.582 F 0.666][D acc: 0.711 R 0.734 F 0.688][G loss: 0.820 acc: 0.141]
497 [D loss: 0.605 R 0.544 F 0.666][D acc: 0.750 R 0.766 F 0.734][G loss: 0.788 acc: 0.203]
498 [D loss: 0.616 R 0.526 F 0.706][D acc: 0.648 R 0.703 F 0.594][G loss: 0.783 acc: 0.266]
499 [D loss: 0.657 R 0.541 F 0.772][D acc: 0.578 R 0.656 F 0.500][G loss: 0.766 acc: 0.281]
500 [D loss: 0.658 R 0.551 F 0.765][D acc: 0.617 R 0.688 F 0.547][G loss: 0.801 acc: 0.156]
501 [D loss: 0.649 R 0.556 F 0.743][D acc: 0.617 R 0.719 F 0.516][G loss: 0.811 acc: 0.172]
502 [D loss: 0.643 R 0.588 F 0.699][D acc: 0.641 R 0.688 F 0.594][G loss: 0.800 acc: 0.141]
503 [D loss: 0.677 R 0.544 F 0.810][D acc: 0.562 R 0.750 F 0.375][G loss: 0.816 acc: 0.156]
504 [D loss: 0.679 R 0.591 F 0.768][D acc: 0.523 R 0.609 F 0.438][G loss: 0.790 acc: 0.156]
505 [D loss: 0.660 R 0.638 F 0.683][D acc: 0.547 R 0.547 F 0.547][G loss: 0.817 acc: 0.156]
506 [D loss: 0.672 R 0.569 F 0.774][D acc: 0.617 R 0.750 F 0.484][G loss: 0.787 acc: 0.156]
507 [D loss: 0.639 R 0.542 F 0.736][D acc: 0.625 R 0.703 F 0.547][G loss: 0.775 acc: 0.297]
508 [D loss: 0.670 R 0.556 F 0.783][D acc: 0.578 R 0.688 F 0.469][G loss: 0.814 acc: 0.125]
509 [D loss: 0.656 R 0.631 F 0.681][D acc: 0.641 R 0.609 F 0.672][G loss: 0.818 acc: 0.141]
510 [D loss: 0.655 R 0.638 F 0.672][D acc: 0.680 R 0.609 F 0.750][G loss: 0.805 acc: 0.172]
511 [D loss: 0.643 R 0.607 F 0.679][D acc: 0.664 R 0.719 F 0.609][G loss: 0.801 acc: 0.141]
512 [D loss: 0.687 R 0.583 F 0.792][D acc: 0.609 R 0.719 F 0.500][G loss: 0.818 acc: 0.078]
513 [D loss: 0.648 R 0.610 F 0.685][D acc: 0.617 R 0.578 F 0.656][G loss: 0.797 acc: 0.141]
514 [D loss: 0.671 R 0.608 F 0.734][D acc: 0.531 R 0.562 F 0.500][G loss: 0.806 acc: 0.188]
515 [D loss: 0.653 R 0.591 F 0.715][D acc: 0.602 R 0.609 F 0.594][G loss: 0.808 acc: 0.172]
516 [D loss: 0.649 R 0.594 F 0.704][D acc: 0.625 R 0.672 F 0.578][G loss: 0.832 acc: 0.125]
517 [D loss: 0.637 R 0.622 F 0.653][D acc: 0.656 R 0.578 F 0.734][G loss: 0.787 acc: 0.219]
518 [D loss: 0.694 R 0.652 F 0.736][D acc: 0.531 R 0.531 F 0.531][G loss: 0.794 acc: 0.234]
519 [D loss: 0.668 R 0.645 F 0.692][D acc: 0.602 R 0.531 F 0.672][G loss: 0.832 acc: 0.109]
520 [D loss: 0.631 R 0.578 F 0.684][D acc: 0.656 R 0.719 F 0.594][G loss: 0.836 acc: 0.125]
521 [D loss: 0.671 R 0.583 F 0.759][D acc: 0.625 R 0.688 F 0.562][G loss: 0.811 acc: 0.203]
522 [D loss: 0.683 R 0.646 F 0.720][D acc: 0.539 R 0.500 F 0.578][G loss: 0.820 acc: 0.203]
523 [D loss: 0.651 R 0.600 F 0.702][D acc: 0.586 R 0.609 F 0.562][G loss: 0.806 acc: 0.078]
524 [D loss: 0.682 R 0.594 F 0.770][D acc: 0.562 R 0.547 F 0.578][G loss: 0.814 acc: 0.141]
525 [D loss: 0.659 R 0.573 F 0.745][D acc: 0.633 R 0.625 F 0.641][G loss: 0.833 acc: 0.109]
526 [D loss: 0.624 R 0.624 F 0.624][D acc: 0.688 R 0.594 F 0.781][G loss: 0.812 acc: 0.172]
527 [D loss: 0.661 R 0.574 F 0.748][D acc: 0.570 R 0.609 F 0.531][G loss: 0.831 acc: 0.156]
528 [D loss: 0.645 R 0.555 F 0.734][D acc: 0.609 R 0.656 F 0.562][G loss: 0.822 acc: 0.219]
529 [D loss: 0.691 R 0.606 F 0.775][D acc: 0.555 R 0.609 F 0.500][G loss: 0.831 acc: 0.156]
530 [D loss: 0.655 R 0.573 F 0.737][D acc: 0.617 R 0.641 F 0.594][G loss: 0.782 acc: 0.234]
531 [D loss: 0.664 R 0.620 F 0.709][D acc: 0.617 R 0.625 F 0.609][G loss: 0.821 acc: 0.156]
532 [D loss: 0.647 R 0.615 F 0.680][D acc: 0.594 R 0.594 F 0.594][G loss: 0.791 acc: 0.188]
533 [D loss: 0.642 R 0.559 F 0.725][D acc: 0.586 R 0.656 F 0.516][G loss: 0.817 acc: 0.188]
534 [D loss: 0.662 R 0.646 F 0.679][D acc: 0.570 R 0.547 F 0.594][G loss: 0.816 acc: 0.078]
535 [D loss: 0.658 R 0.607 F 0.708][D acc: 0.633 R 0.656 F 0.609][G loss: 0.797 acc: 0.172]
536 [D loss: 0.614 R 0.567 F 0.661][D acc: 0.703 R 0.703 F 0.703][G loss: 0.798 acc: 0.219]
537 [D loss: 0.717 R 0.637 F 0.797][D acc: 0.492 R 0.547 F 0.438][G loss: 0.835 acc: 0.094]
538 [D loss: 0.657 R 0.602 F 0.712][D acc: 0.625 R 0.641 F 0.609][G loss: 0.822 acc: 0.203]
539 [D loss: 0.630 R 0.624 F 0.636][D acc: 0.688 R 0.594 F 0.781][G loss: 0.801 acc: 0.203]
540 [D loss: 0.666 R 0.568 F 0.765][D acc: 0.578 R 0.672 F 0.484][G loss: 0.809 acc: 0.266]
541 [D loss: 0.670 R 0.600 F 0.741][D acc: 0.609 R 0.672 F 0.547][G loss: 0.819 acc: 0.219]
542 [D loss: 0.660 R 0.559 F 0.762][D acc: 0.617 R 0.688 F 0.547][G loss: 0.850 acc: 0.109]
543 [D loss: 0.653 R 0.612 F 0.693][D acc: 0.648 R 0.656 F 0.641][G loss: 0.796 acc: 0.219]
544 [D loss: 0.644 R 0.603 F 0.684][D acc: 0.602 R 0.625 F 0.578][G loss: 0.823 acc: 0.125]
545 [D loss: 0.652 R 0.606 F 0.699][D acc: 0.672 R 0.734 F 0.609][G loss: 0.866 acc: 0.125]
546 [D loss: 0.667 R 0.647 F 0.687][D acc: 0.602 R 0.531 F 0.672][G loss: 0.837 acc: 0.078]
547 [D loss: 0.642 R 0.591 F 0.692][D acc: 0.656 R 0.672 F 0.641][G loss: 0.835 acc: 0.188]
548 [D loss: 0.660 R 0.614 F 0.707][D acc: 0.641 R 0.625 F 0.656][G loss: 0.848 acc: 0.094]
549 [D loss: 0.670 R 0.602 F 0.738][D acc: 0.594 R 0.672 F 0.516][G loss: 0.843 acc: 0.094]
550 [D loss: 0.647 R 0.570 F 0.723][D acc: 0.719 R 0.766 F 0.672][G loss: 0.842 acc: 0.156]
551 [D loss: 0.609 R 0.561 F 0.657][D acc: 0.766 R 0.734 F 0.797][G loss: 0.828 acc: 0.219]
552 [D loss: 0.634 R 0.590 F 0.678][D acc: 0.633 R 0.594 F 0.672][G loss: 0.834 acc: 0.188]
553 [D loss: 0.640 R 0.543 F 0.736][D acc: 0.625 R 0.688 F 0.562][G loss: 0.873 acc: 0.172]
554 [D loss: 0.641 R 0.645 F 0.637][D acc: 0.641 R 0.531 F 0.750][G loss: 0.850 acc: 0.141]
555 [D loss: 0.649 R 0.520 F 0.778][D acc: 0.688 R 0.828 F 0.547][G loss: 0.893 acc: 0.125]
556 [D loss: 0.641 R 0.547 F 0.734][D acc: 0.633 R 0.703 F 0.562][G loss: 0.828 acc: 0.172]
557 [D loss: 0.666 R 0.570 F 0.763][D acc: 0.562 R 0.672 F 0.453][G loss: 0.862 acc: 0.078]
558 [D loss: 0.667 R 0.621 F 0.712][D acc: 0.609 R 0.594 F 0.625][G loss: 0.822 acc: 0.172]
559 [D loss: 0.642 R 0.620 F 0.663][D acc: 0.695 R 0.672 F 0.719][G loss: 0.843 acc: 0.219]
560 [D loss: 0.657 R 0.615 F 0.699][D acc: 0.617 R 0.594 F 0.641][G loss: 0.862 acc: 0.047]
561 [D loss: 0.654 R 0.627 F 0.680][D acc: 0.625 R 0.547 F 0.703][G loss: 0.833 acc: 0.125]
562 [D loss: 0.644 R 0.581 F 0.706][D acc: 0.664 R 0.672 F 0.656][G loss: 0.846 acc: 0.172]
563 [D loss: 0.671 R 0.585 F 0.757][D acc: 0.586 R 0.625 F 0.547][G loss: 0.825 acc: 0.109]
564 [D loss: 0.648 R 0.542 F 0.755][D acc: 0.656 R 0.719 F 0.594][G loss: 0.829 acc: 0.109]
565 [D loss: 0.659 R 0.673 F 0.644][D acc: 0.602 R 0.500 F 0.703][G loss: 0.817 acc: 0.203]
566 [D loss: 0.664 R 0.613 F 0.714][D acc: 0.578 R 0.531 F 0.625][G loss: 0.768 acc: 0.266]
567 [D loss: 0.638 R 0.597 F 0.680][D acc: 0.648 R 0.672 F 0.625][G loss: 0.826 acc: 0.156]
568 [D loss: 0.652 R 0.582 F 0.722][D acc: 0.641 R 0.688 F 0.594][G loss: 0.840 acc: 0.172]
569 [D loss: 0.618 R 0.533 F 0.704][D acc: 0.672 R 0.734 F 0.609][G loss: 0.838 acc: 0.172]
570 [D loss: 0.655 R 0.561 F 0.749][D acc: 0.609 R 0.688 F 0.531][G loss: 0.843 acc: 0.203]
571 [D loss: 0.678 R 0.629 F 0.727][D acc: 0.586 R 0.656 F 0.516][G loss: 0.852 acc: 0.125]
572 [D loss: 0.682 R 0.657 F 0.707][D acc: 0.539 R 0.500 F 0.578][G loss: 0.806 acc: 0.156]
573 [D loss: 0.639 R 0.556 F 0.723][D acc: 0.625 R 0.672 F 0.578][G loss: 0.831 acc: 0.203]
574 [D loss: 0.645 R 0.619 F 0.671][D acc: 0.648 R 0.641 F 0.656][G loss: 0.803 acc: 0.156]
575 [D loss: 0.645 R 0.574 F 0.716][D acc: 0.648 R 0.703 F 0.594][G loss: 0.838 acc: 0.172]
576 [D loss: 0.633 R 0.631 F 0.635][D acc: 0.672 R 0.594 F 0.750][G loss: 0.816 acc: 0.234]
577 [D loss: 0.632 R 0.561 F 0.703][D acc: 0.656 R 0.703 F 0.609][G loss: 0.826 acc: 0.141]
578 [D loss: 0.720 R 0.639 F 0.801][D acc: 0.586 R 0.656 F 0.516][G loss: 0.820 acc: 0.141]
579 [D loss: 0.667 R 0.607 F 0.727][D acc: 0.641 R 0.688 F 0.594][G loss: 0.848 acc: 0.109]
580 [D loss: 0.676 R 0.622 F 0.729][D acc: 0.617 R 0.547 F 0.688][G loss: 0.820 acc: 0.141]
581 [D loss: 0.665 R 0.622 F 0.708][D acc: 0.570 R 0.594 F 0.547][G loss: 0.831 acc: 0.188]
582 [D loss: 0.652 R 0.663 F 0.640][D acc: 0.648 R 0.531 F 0.766][G loss: 0.836 acc: 0.109]
583 [D loss: 0.629 R 0.589 F 0.670][D acc: 0.648 R 0.672 F 0.625][G loss: 0.823 acc: 0.203]
584 [D loss: 0.670 R 0.583 F 0.757][D acc: 0.609 R 0.672 F 0.547][G loss: 0.869 acc: 0.109]
585 [D loss: 0.645 R 0.637 F 0.653][D acc: 0.609 R 0.578 F 0.641][G loss: 0.826 acc: 0.188]
586 [D loss: 0.684 R 0.640 F 0.728][D acc: 0.594 R 0.625 F 0.562][G loss: 0.839 acc: 0.141]
587 [D loss: 0.650 R 0.636 F 0.664][D acc: 0.625 R 0.547 F 0.703][G loss: 0.797 acc: 0.188]
588 [D loss: 0.688 R 0.634 F 0.741][D acc: 0.625 R 0.609 F 0.641][G loss: 0.821 acc: 0.188]
589 [D loss: 0.654 R 0.654 F 0.653][D acc: 0.594 R 0.562 F 0.625][G loss: 0.856 acc: 0.156]
590 [D loss: 0.672 R 0.626 F 0.717][D acc: 0.594 R 0.641 F 0.547][G loss: 0.849 acc: 0.188]
591 [D loss: 0.661 R 0.611 F 0.712][D acc: 0.578 R 0.578 F 0.578][G loss: 0.808 acc: 0.250]
592 [D loss: 0.687 R 0.681 F 0.693][D acc: 0.562 R 0.531 F 0.594][G loss: 0.798 acc: 0.281]
593 [D loss: 0.635 R 0.622 F 0.649][D acc: 0.703 R 0.641 F 0.766][G loss: 0.838 acc: 0.141]
594 [D loss: 0.680 R 0.654 F 0.706][D acc: 0.523 R 0.484 F 0.562][G loss: 0.817 acc: 0.188]
595 [D loss: 0.647 R 0.605 F 0.690][D acc: 0.641 R 0.609 F 0.672][G loss: 0.805 acc: 0.188]
596 [D loss: 0.666 R 0.601 F 0.731][D acc: 0.617 R 0.641 F 0.594][G loss: 0.807 acc: 0.219]
597 [D loss: 0.689 R 0.706 F 0.671][D acc: 0.586 R 0.422 F 0.750][G loss: 0.852 acc: 0.078]
598 [D loss: 0.679 R 0.655 F 0.702][D acc: 0.602 R 0.609 F 0.594][G loss: 0.809 acc: 0.156]
599 [D loss: 0.647 R 0.586 F 0.709][D acc: 0.648 R 0.688 F 0.609][G loss: 0.822 acc: 0.141]
600 [D loss: 0.656 R 0.689 F 0.623][D acc: 0.609 R 0.391 F 0.828][G loss: 0.840 acc: 0.203]
601 [D loss: 0.680 R 0.694 F 0.667][D acc: 0.516 R 0.422 F 0.609][G loss: 0.885 acc: 0.047]
602 [D loss: 0.637 R 0.598 F 0.677][D acc: 0.680 R 0.672 F 0.688][G loss: 0.830 acc: 0.172]
603 [D loss: 0.662 R 0.553 F 0.771][D acc: 0.539 R 0.688 F 0.391][G loss: 0.879 acc: 0.062]
604 [D loss: 0.640 R 0.600 F 0.680][D acc: 0.680 R 0.688 F 0.672][G loss: 0.868 acc: 0.172]
605 [D loss: 0.646 R 0.651 F 0.640][D acc: 0.656 R 0.578 F 0.734][G loss: 0.850 acc: 0.172]
606 [D loss: 0.614 R 0.559 F 0.670][D acc: 0.703 R 0.719 F 0.688][G loss: 0.795 acc: 0.297]
607 [D loss: 0.667 R 0.590 F 0.745][D acc: 0.625 R 0.625 F 0.625][G loss: 0.784 acc: 0.281]
608 [D loss: 0.694 R 0.633 F 0.754][D acc: 0.570 R 0.578 F 0.562][G loss: 0.859 acc: 0.094]
609 [D loss: 0.633 R 0.569 F 0.696][D acc: 0.656 R 0.703 F 0.609][G loss: 0.865 acc: 0.125]
610 [D loss: 0.631 R 0.589 F 0.673][D acc: 0.672 R 0.641 F 0.703][G loss: 0.873 acc: 0.141]
611 [D loss: 0.632 R 0.608 F 0.656][D acc: 0.633 R 0.625 F 0.641][G loss: 0.846 acc: 0.266]
612 [D loss: 0.635 R 0.608 F 0.662][D acc: 0.641 R 0.656 F 0.625][G loss: 0.837 acc: 0.281]
613 [D loss: 0.623 R 0.515 F 0.732][D acc: 0.602 R 0.672 F 0.531][G loss: 0.839 acc: 0.234]
614 [D loss: 0.634 R 0.577 F 0.692][D acc: 0.656 R 0.734 F 0.578][G loss: 0.805 acc: 0.281]
615 [D loss: 0.634 R 0.560 F 0.709][D acc: 0.586 R 0.672 F 0.500][G loss: 0.797 acc: 0.328]
616 [D loss: 0.674 R 0.558 F 0.790][D acc: 0.633 R 0.750 F 0.516][G loss: 0.893 acc: 0.172]
617 [D loss: 0.665 R 0.616 F 0.715][D acc: 0.570 R 0.578 F 0.562][G loss: 0.986 acc: 0.172]
618 [D loss: 0.692 R 0.747 F 0.638][D acc: 0.578 R 0.422 F 0.734][G loss: 0.883 acc: 0.094]
619 [D loss: 0.642 R 0.540 F 0.743][D acc: 0.648 R 0.734 F 0.562][G loss: 0.853 acc: 0.156]
620 [D loss: 0.648 R 0.605 F 0.692][D acc: 0.633 R 0.594 F 0.672][G loss: 0.837 acc: 0.203]
621 [D loss: 0.626 R 0.554 F 0.697][D acc: 0.633 R 0.672 F 0.594][G loss: 0.909 acc: 0.062]
622 [D loss: 0.659 R 0.581 F 0.736][D acc: 0.602 R 0.625 F 0.578][G loss: 0.847 acc: 0.203]
623 [D loss: 0.621 R 0.554 F 0.687][D acc: 0.641 R 0.672 F 0.609][G loss: 0.879 acc: 0.203]
624 [D loss: 0.640 R 0.549 F 0.732][D acc: 0.648 R 0.766 F 0.531][G loss: 0.861 acc: 0.188]
625 [D loss: 0.630 R 0.594 F 0.666][D acc: 0.672 R 0.641 F 0.703][G loss: 0.873 acc: 0.156]
626 [D loss: 0.637 R 0.574 F 0.699][D acc: 0.648 R 0.688 F 0.609][G loss: 0.895 acc: 0.172]
627 [D loss: 0.694 R 0.602 F 0.787][D acc: 0.586 R 0.656 F 0.516][G loss: 0.858 acc: 0.234]
628 [D loss: 0.703 R 0.596 F 0.811][D acc: 0.570 R 0.656 F 0.484][G loss: 0.922 acc: 0.125]
629 [D loss: 0.611 R 0.633 F 0.590][D acc: 0.719 R 0.641 F 0.797][G loss: 0.885 acc: 0.141]
630 [D loss: 0.689 R 0.625 F 0.753][D acc: 0.609 R 0.594 F 0.625][G loss: 0.823 acc: 0.297]
631 [D loss: 0.648 R 0.575 F 0.720][D acc: 0.570 R 0.609 F 0.531][G loss: 0.879 acc: 0.141]
632 [D loss: 0.642 R 0.641 F 0.642][D acc: 0.648 R 0.578 F 0.719][G loss: 0.815 acc: 0.266]
633 [D loss: 0.643 R 0.608 F 0.677][D acc: 0.602 R 0.578 F 0.625][G loss: 0.852 acc: 0.188]
634 [D loss: 0.659 R 0.649 F 0.668][D acc: 0.609 R 0.609 F 0.609][G loss: 0.861 acc: 0.188]
635 [D loss: 0.671 R 0.641 F 0.701][D acc: 0.617 R 0.625 F 0.609][G loss: 0.837 acc: 0.281]
636 [D loss: 0.693 R 0.674 F 0.712][D acc: 0.516 R 0.531 F 0.500][G loss: 0.835 acc: 0.234]
637 [D loss: 0.652 R 0.545 F 0.760][D acc: 0.641 R 0.750 F 0.531][G loss: 0.869 acc: 0.156]
638 [D loss: 0.670 R 0.685 F 0.656][D acc: 0.578 R 0.484 F 0.672][G loss: 0.844 acc: 0.219]
639 [D loss: 0.679 R 0.668 F 0.689][D acc: 0.594 R 0.500 F 0.688][G loss: 0.873 acc: 0.203]
640 [D loss: 0.638 R 0.624 F 0.652][D acc: 0.625 R 0.562 F 0.688][G loss: 0.836 acc: 0.125]
641 [D loss: 0.684 R 0.610 F 0.757][D acc: 0.570 R 0.594 F 0.547][G loss: 0.820 acc: 0.172]
642 [D loss: 0.663 R 0.607 F 0.718][D acc: 0.539 R 0.562 F 0.516][G loss: 0.842 acc: 0.141]
643 [D loss: 0.658 R 0.633 F 0.683][D acc: 0.602 R 0.609 F 0.594][G loss: 0.811 acc: 0.219]
644 [D loss: 0.657 R 0.605 F 0.710][D acc: 0.656 R 0.672 F 0.641][G loss: 0.827 acc: 0.266]
645 [D loss: 0.601 R 0.559 F 0.642][D acc: 0.688 R 0.719 F 0.656][G loss: 0.818 acc: 0.234]
646 [D loss: 0.671 R 0.569 F 0.772][D acc: 0.609 R 0.688 F 0.531][G loss: 0.835 acc: 0.234]
647 [D loss: 0.668 R 0.596 F 0.740][D acc: 0.594 R 0.641 F 0.547][G loss: 0.851 acc: 0.125]
648 [D loss: 0.608 R 0.608 F 0.609][D acc: 0.672 R 0.609 F 0.734][G loss: 0.879 acc: 0.156]
649 [D loss: 0.634 R 0.600 F 0.667][D acc: 0.633 R 0.625 F 0.641][G loss: 0.842 acc: 0.172]
650 [D loss: 0.655 R 0.619 F 0.690][D acc: 0.633 R 0.594 F 0.672][G loss: 0.859 acc: 0.156]
651 [D loss: 0.671 R 0.678 F 0.664][D acc: 0.602 R 0.531 F 0.672][G loss: 0.880 acc: 0.078]
652 [D loss: 0.664 R 0.618 F 0.709][D acc: 0.602 R 0.609 F 0.594][G loss: 0.878 acc: 0.156]
653 [D loss: 0.605 R 0.568 F 0.641][D acc: 0.688 R 0.641 F 0.734][G loss: 0.900 acc: 0.141]
654 [D loss: 0.649 R 0.618 F 0.680][D acc: 0.594 R 0.562 F 0.625][G loss: 0.875 acc: 0.094]
655 [D loss: 0.662 R 0.626 F 0.697][D acc: 0.633 R 0.578 F 0.688][G loss: 0.842 acc: 0.234]
656 [D loss: 0.653 R 0.601 F 0.705][D acc: 0.617 R 0.609 F 0.625][G loss: 0.850 acc: 0.188]
657 [D loss: 0.569 R 0.560 F 0.577][D acc: 0.727 R 0.625 F 0.828][G loss: 0.876 acc: 0.234]
658 [D loss: 0.670 R 0.576 F 0.765][D acc: 0.562 R 0.594 F 0.531][G loss: 0.872 acc: 0.094]
659 [D loss: 0.626 R 0.599 F 0.654][D acc: 0.625 R 0.594 F 0.656][G loss: 0.877 acc: 0.203]
660 [D loss: 0.579 R 0.478 F 0.680][D acc: 0.727 R 0.719 F 0.734][G loss: 0.806 acc: 0.266]
661 [D loss: 0.612 R 0.527 F 0.697][D acc: 0.664 R 0.688 F 0.641][G loss: 0.987 acc: 0.094]
662 [D loss: 0.596 R 0.556 F 0.636][D acc: 0.688 R 0.688 F 0.688][G loss: 1.007 acc: 0.141]
663 [D loss: 0.679 R 0.567 F 0.792][D acc: 0.641 R 0.703 F 0.578][G loss: 0.892 acc: 0.219]
664 [D loss: 0.670 R 0.604 F 0.736][D acc: 0.578 R 0.594 F 0.562][G loss: 0.829 acc: 0.266]
665 [D loss: 0.679 R 0.672 F 0.687][D acc: 0.539 R 0.438 F 0.641][G loss: 0.847 acc: 0.141]
666 [D loss: 0.616 R 0.584 F 0.648][D acc: 0.656 R 0.672 F 0.641][G loss: 0.838 acc: 0.281]
667 [D loss: 0.623 R 0.621 F 0.625][D acc: 0.680 R 0.625 F 0.734][G loss: 0.926 acc: 0.156]
668 [D loss: 0.623 R 0.554 F 0.691][D acc: 0.609 R 0.625 F 0.594][G loss: 0.906 acc: 0.188]
669 [D loss: 0.687 R 0.650 F 0.724][D acc: 0.594 R 0.562 F 0.625][G loss: 0.915 acc: 0.172]
670 [D loss: 0.645 R 0.590 F 0.701][D acc: 0.641 R 0.656 F 0.625][G loss: 0.871 acc: 0.266]
671 [D loss: 0.648 R 0.569 F 0.726][D acc: 0.656 R 0.703 F 0.609][G loss: 0.866 acc: 0.188]
672 [D loss: 0.632 R 0.532 F 0.733][D acc: 0.648 R 0.766 F 0.531][G loss: 0.926 acc: 0.141]
673 [D loss: 0.650 R 0.629 F 0.672][D acc: 0.648 R 0.656 F 0.641][G loss: 0.931 acc: 0.156]
674 [D loss: 0.602 R 0.534 F 0.670][D acc: 0.711 R 0.766 F 0.656][G loss: 0.911 acc: 0.188]
675 [D loss: 0.689 R 0.702 F 0.677][D acc: 0.617 R 0.531 F 0.703][G loss: 0.903 acc: 0.109]
676 [D loss: 0.664 R 0.659 F 0.668][D acc: 0.586 R 0.562 F 0.609][G loss: 0.862 acc: 0.250]
677 [D loss: 0.669 R 0.649 F 0.690][D acc: 0.555 R 0.531 F 0.578][G loss: 0.912 acc: 0.141]
678 [D loss: 0.668 R 0.617 F 0.720][D acc: 0.602 R 0.625 F 0.578][G loss: 0.893 acc: 0.172]
679 [D loss: 0.634 R 0.672 F 0.595][D acc: 0.648 R 0.469 F 0.828][G loss: 0.867 acc: 0.188]
680 [D loss: 0.662 R 0.616 F 0.708][D acc: 0.641 R 0.656 F 0.625][G loss: 0.816 acc: 0.328]
681 [D loss: 0.614 R 0.559 F 0.669][D acc: 0.648 R 0.641 F 0.656][G loss: 0.867 acc: 0.219]
682 [D loss: 0.625 R 0.513 F 0.737][D acc: 0.648 R 0.719 F 0.578][G loss: 0.932 acc: 0.125]
683 [D loss: 0.737 R 0.732 F 0.741][D acc: 0.516 R 0.422 F 0.609][G loss: 0.857 acc: 0.188]
684 [D loss: 0.591 R 0.580 F 0.603][D acc: 0.750 R 0.703 F 0.797][G loss: 0.904 acc: 0.172]
685 [D loss: 0.700 R 0.567 F 0.833][D acc: 0.602 R 0.672 F 0.531][G loss: 0.879 acc: 0.141]
686 [D loss: 0.628 R 0.609 F 0.648][D acc: 0.633 R 0.578 F 0.688][G loss: 0.929 acc: 0.125]
687 [D loss: 0.684 R 0.652 F 0.715][D acc: 0.602 R 0.562 F 0.641][G loss: 0.914 acc: 0.047]
688 [D loss: 0.642 R 0.601 F 0.683][D acc: 0.625 R 0.609 F 0.641][G loss: 0.888 acc: 0.141]
689 [D loss: 0.616 R 0.611 F 0.620][D acc: 0.656 R 0.594 F 0.719][G loss: 0.900 acc: 0.156]
690 [D loss: 0.658 R 0.664 F 0.652][D acc: 0.617 R 0.547 F 0.688][G loss: 0.881 acc: 0.141]
691 [D loss: 0.647 R 0.610 F 0.684][D acc: 0.672 R 0.688 F 0.656][G loss: 0.924 acc: 0.141]
692 [D loss: 0.655 R 0.630 F 0.681][D acc: 0.625 R 0.594 F 0.656][G loss: 0.901 acc: 0.141]
693 [D loss: 0.637 R 0.624 F 0.651][D acc: 0.656 R 0.641 F 0.672][G loss: 0.889 acc: 0.281]
694 [D loss: 0.630 R 0.604 F 0.655][D acc: 0.680 R 0.641 F 0.719][G loss: 0.877 acc: 0.125]
695 [D loss: 0.624 R 0.586 F 0.662][D acc: 0.672 R 0.703 F 0.641][G loss: 0.896 acc: 0.266]
696 [D loss: 0.711 R 0.688 F 0.733][D acc: 0.539 R 0.516 F 0.562][G loss: 0.862 acc: 0.141]
697 [D loss: 0.620 R 0.580 F 0.660][D acc: 0.641 R 0.625 F 0.656][G loss: 0.892 acc: 0.172]
698 [D loss: 0.634 R 0.603 F 0.665][D acc: 0.594 R 0.609 F 0.578][G loss: 0.884 acc: 0.203]
699 [D loss: 0.646 R 0.606 F 0.686][D acc: 0.648 R 0.625 F 0.672][G loss: 0.990 acc: 0.094]
700 [D loss: 0.680 R 0.656 F 0.704][D acc: 0.602 R 0.609 F 0.594][G loss: 0.886 acc: 0.125]
701 [D loss: 0.651 R 0.561 F 0.740][D acc: 0.586 R 0.641 F 0.531][G loss: 0.906 acc: 0.125]
702 [D loss: 0.621 R 0.595 F 0.647][D acc: 0.648 R 0.609 F 0.688][G loss: 0.874 acc: 0.266]
703 [D loss: 0.658 R 0.591 F 0.725][D acc: 0.625 R 0.641 F 0.609][G loss: 0.867 acc: 0.250]
704 [D loss: 0.594 R 0.563 F 0.625][D acc: 0.688 R 0.641 F 0.734][G loss: 1.119 acc: 0.016]
705 [D loss: 0.660 R 0.595 F 0.725][D acc: 0.562 R 0.578 F 0.547][G loss: 0.953 acc: 0.078]
706 [D loss: 0.709 R 0.718 F 0.700][D acc: 0.523 R 0.422 F 0.625][G loss: 0.934 acc: 0.188]
707 [D loss: 0.623 R 0.642 F 0.604][D acc: 0.633 R 0.531 F 0.734][G loss: 0.963 acc: 0.125]
708 [D loss: 0.686 R 0.682 F 0.691][D acc: 0.555 R 0.453 F 0.656][G loss: 0.853 acc: 0.250]
709 [D loss: 0.681 R 0.682 F 0.681][D acc: 0.539 R 0.484 F 0.594][G loss: 0.901 acc: 0.188]
710 [D loss: 0.676 R 0.718 F 0.635][D acc: 0.531 R 0.391 F 0.672][G loss: 0.898 acc: 0.172]
711 [D loss: 0.603 R 0.575 F 0.630][D acc: 0.742 R 0.703 F 0.781][G loss: 0.913 acc: 0.156]
712 [D loss: 0.640 R 0.627 F 0.654][D acc: 0.633 R 0.594 F 0.672][G loss: 0.887 acc: 0.188]
713 [D loss: 0.657 R 0.597 F 0.717][D acc: 0.625 R 0.625 F 0.625][G loss: 0.952 acc: 0.125]
714 [D loss: 0.685 R 0.684 F 0.686][D acc: 0.562 R 0.500 F 0.625][G loss: 0.860 acc: 0.172]
715 [D loss: 0.679 R 0.642 F 0.716][D acc: 0.539 R 0.547 F 0.531][G loss: 0.922 acc: 0.094]
716 [D loss: 0.626 R 0.605 F 0.646][D acc: 0.648 R 0.578 F 0.719][G loss: 0.882 acc: 0.141]
717 [D loss: 0.670 R 0.661 F 0.678][D acc: 0.609 R 0.547 F 0.672][G loss: 0.859 acc: 0.203]
718 [D loss: 0.637 R 0.631 F 0.644][D acc: 0.617 R 0.531 F 0.703][G loss: 0.901 acc: 0.094]
719 [D loss: 0.657 R 0.677 F 0.637][D acc: 0.578 R 0.438 F 0.719][G loss: 0.892 acc: 0.125]
720 [D loss: 0.654 R 0.602 F 0.707][D acc: 0.578 R 0.578 F 0.578][G loss: 0.891 acc: 0.094]
721 [D loss: 0.653 R 0.611 F 0.695][D acc: 0.617 R 0.609 F 0.625][G loss: 0.891 acc: 0.219]
722 [D loss: 0.630 R 0.566 F 0.695][D acc: 0.680 R 0.719 F 0.641][G loss: 0.834 acc: 0.219]
723 [D loss: 0.595 R 0.553 F 0.637][D acc: 0.695 R 0.703 F 0.688][G loss: 0.940 acc: 0.094]
724 [D loss: 0.682 R 0.643 F 0.720][D acc: 0.562 R 0.531 F 0.594][G loss: 0.846 acc: 0.219]
725 [D loss: 0.650 R 0.615 F 0.685][D acc: 0.633 R 0.594 F 0.672][G loss: 0.854 acc: 0.203]
726 [D loss: 0.631 R 0.573 F 0.689][D acc: 0.648 R 0.719 F 0.578][G loss: 0.864 acc: 0.188]
727 [D loss: 0.720 R 0.669 F 0.771][D acc: 0.594 R 0.562 F 0.625][G loss: 0.886 acc: 0.156]
728 [D loss: 0.668 R 0.675 F 0.661][D acc: 0.648 R 0.516 F 0.781][G loss: 0.869 acc: 0.172]
729 [D loss: 0.633 R 0.611 F 0.655][D acc: 0.672 R 0.609 F 0.734][G loss: 0.942 acc: 0.094]
730 [D loss: 0.685 R 0.695 F 0.674][D acc: 0.539 R 0.469 F 0.609][G loss: 0.871 acc: 0.141]
731 [D loss: 0.605 R 0.580 F 0.631][D acc: 0.695 R 0.703 F 0.688][G loss: 0.880 acc: 0.156]
732 [D loss: 0.721 R 0.659 F 0.782][D acc: 0.469 R 0.500 F 0.438][G loss: 0.885 acc: 0.141]
733 [D loss: 0.606 R 0.642 F 0.569][D acc: 0.727 R 0.594 F 0.859][G loss: 0.898 acc: 0.109]
734 [D loss: 0.684 R 0.665 F 0.703][D acc: 0.555 R 0.516 F 0.594][G loss: 0.908 acc: 0.094]
735 [D loss: 0.656 R 0.606 F 0.706][D acc: 0.617 R 0.609 F 0.625][G loss: 0.897 acc: 0.141]
736 [D loss: 0.641 R 0.611 F 0.671][D acc: 0.641 R 0.578 F 0.703][G loss: 0.844 acc: 0.250]
737 [D loss: 0.656 R 0.630 F 0.682][D acc: 0.633 R 0.625 F 0.641][G loss: 0.883 acc: 0.234]
738 [D loss: 0.614 R 0.624 F 0.604][D acc: 0.680 R 0.547 F 0.812][G loss: 0.887 acc: 0.172]
739 [D loss: 0.662 R 0.524 F 0.801][D acc: 0.641 R 0.766 F 0.516][G loss: 0.884 acc: 0.109]
740 [D loss: 0.636 R 0.574 F 0.699][D acc: 0.625 R 0.641 F 0.609][G loss: 0.912 acc: 0.109]
741 [D loss: 0.688 R 0.655 F 0.721][D acc: 0.617 R 0.562 F 0.672][G loss: 0.886 acc: 0.188]
742 [D loss: 0.617 R 0.624 F 0.610][D acc: 0.711 R 0.609 F 0.812][G loss: 0.900 acc: 0.172]
743 [D loss: 0.687 R 0.600 F 0.775][D acc: 0.586 R 0.625 F 0.547][G loss: 0.890 acc: 0.156]
744 [D loss: 0.633 R 0.629 F 0.638][D acc: 0.656 R 0.594 F 0.719][G loss: 0.924 acc: 0.047]
745 [D loss: 0.657 R 0.588 F 0.726][D acc: 0.578 R 0.562 F 0.594][G loss: 0.907 acc: 0.141]
746 [D loss: 0.643 R 0.634 F 0.652][D acc: 0.664 R 0.656 F 0.672][G loss: 0.862 acc: 0.172]
747 [D loss: 0.654 R 0.603 F 0.706][D acc: 0.641 R 0.625 F 0.656][G loss: 0.938 acc: 0.078]
748 [D loss: 0.577 R 0.563 F 0.592][D acc: 0.703 R 0.703 F 0.703][G loss: 0.922 acc: 0.188]
749 [D loss: 0.633 R 0.613 F 0.652][D acc: 0.656 R 0.641 F 0.672][G loss: 0.927 acc: 0.250]
750 [D loss: 0.609 R 0.591 F 0.627][D acc: 0.680 R 0.672 F 0.688][G loss: 0.916 acc: 0.188]
751 [D loss: 0.673 R 0.635 F 0.711][D acc: 0.617 R 0.625 F 0.609][G loss: 0.898 acc: 0.172]
752 [D loss: 0.631 R 0.584 F 0.677][D acc: 0.648 R 0.688 F 0.609][G loss: 0.937 acc: 0.125]
753 [D loss: 0.647 R 0.668 F 0.626][D acc: 0.602 R 0.531 F 0.672][G loss: 0.887 acc: 0.234]
754 [D loss: 0.608 R 0.594 F 0.621][D acc: 0.633 R 0.594 F 0.672][G loss: 0.964 acc: 0.156]
755 [D loss: 0.652 R 0.610 F 0.695][D acc: 0.578 R 0.531 F 0.625][G loss: 0.915 acc: 0.172]
756 [D loss: 0.651 R 0.594 F 0.708][D acc: 0.594 R 0.625 F 0.562][G loss: 0.889 acc: 0.141]
757 [D loss: 0.626 R 0.608 F 0.643][D acc: 0.656 R 0.578 F 0.734][G loss: 0.865 acc: 0.156]
758 [D loss: 0.611 R 0.594 F 0.628][D acc: 0.695 R 0.688 F 0.703][G loss: 0.855 acc: 0.266]
759 [D loss: 0.633 R 0.587 F 0.680][D acc: 0.664 R 0.578 F 0.750][G loss: 0.933 acc: 0.188]
760 [D loss: 0.641 R 0.594 F 0.687][D acc: 0.625 R 0.625 F 0.625][G loss: 0.877 acc: 0.188]
761 [D loss: 0.637 R 0.574 F 0.701][D acc: 0.633 R 0.672 F 0.594][G loss: 0.910 acc: 0.125]
762 [D loss: 0.614 R 0.564 F 0.664][D acc: 0.648 R 0.656 F 0.641][G loss: 0.896 acc: 0.203]
763 [D loss: 0.646 R 0.589 F 0.703][D acc: 0.609 R 0.641 F 0.578][G loss: 0.902 acc: 0.172]
764 [D loss: 0.663 R 0.552 F 0.774][D acc: 0.609 R 0.703 F 0.516][G loss: 0.853 acc: 0.250]
765 [D loss: 0.637 R 0.623 F 0.651][D acc: 0.633 R 0.562 F 0.703][G loss: 0.839 acc: 0.281]
766 [D loss: 0.701 R 0.528 F 0.874][D acc: 0.586 R 0.672 F 0.500][G loss: 0.939 acc: 0.172]
767 [D loss: 0.678 R 0.640 F 0.716][D acc: 0.570 R 0.578 F 0.562][G loss: 0.920 acc: 0.125]
768 [D loss: 0.627 R 0.642 F 0.611][D acc: 0.672 R 0.609 F 0.734][G loss: 0.926 acc: 0.141]
769 [D loss: 0.650 R 0.658 F 0.642][D acc: 0.672 R 0.625 F 0.719][G loss: 0.896 acc: 0.172]
770 [D loss: 0.639 R 0.656 F 0.621][D acc: 0.586 R 0.500 F 0.672][G loss: 0.982 acc: 0.109]
771 [D loss: 0.641 R 0.604 F 0.678][D acc: 0.633 R 0.656 F 0.609][G loss: 0.854 acc: 0.234]
772 [D loss: 0.641 R 0.603 F 0.679][D acc: 0.602 R 0.609 F 0.594][G loss: 0.921 acc: 0.109]
773 [D loss: 0.624 R 0.602 F 0.646][D acc: 0.680 R 0.625 F 0.734][G loss: 0.868 acc: 0.250]
774 [D loss: 0.687 R 0.736 F 0.638][D acc: 0.562 R 0.438 F 0.688][G loss: 0.808 acc: 0.203]
775 [D loss: 0.591 R 0.556 F 0.626][D acc: 0.734 R 0.719 F 0.750][G loss: 0.877 acc: 0.203]
776 [D loss: 0.646 R 0.612 F 0.679][D acc: 0.602 R 0.578 F 0.625][G loss: 0.930 acc: 0.125]
777 [D loss: 0.632 R 0.584 F 0.681][D acc: 0.617 R 0.594 F 0.641][G loss: 0.879 acc: 0.141]
778 [D loss: 0.667 R 0.611 F 0.722][D acc: 0.578 R 0.547 F 0.609][G loss: 0.873 acc: 0.141]
779 [D loss: 0.649 R 0.623 F 0.674][D acc: 0.641 R 0.609 F 0.672][G loss: 0.836 acc: 0.203]
780 [D loss: 0.655 R 0.610 F 0.700][D acc: 0.633 R 0.609 F 0.656][G loss: 0.885 acc: 0.234]
781 [D loss: 0.650 R 0.634 F 0.665][D acc: 0.594 R 0.547 F 0.641][G loss: 0.899 acc: 0.188]
782 [D loss: 0.640 R 0.581 F 0.698][D acc: 0.633 R 0.688 F 0.578][G loss: 0.921 acc: 0.219]
783 [D loss: 0.645 R 0.596 F 0.695][D acc: 0.641 R 0.672 F 0.609][G loss: 0.855 acc: 0.250]
784 [D loss: 0.661 R 0.657 F 0.665][D acc: 0.586 R 0.562 F 0.609][G loss: 0.914 acc: 0.203]
785 [D loss: 0.636 R 0.660 F 0.612][D acc: 0.680 R 0.594 F 0.766][G loss: 0.883 acc: 0.172]
786 [D loss: 0.665 R 0.642 F 0.687][D acc: 0.594 R 0.609 F 0.578][G loss: 0.938 acc: 0.125]
787 [D loss: 0.644 R 0.640 F 0.647][D acc: 0.633 R 0.594 F 0.672][G loss: 0.864 acc: 0.281]
788 [D loss: 0.651 R 0.632 F 0.670][D acc: 0.656 R 0.562 F 0.750][G loss: 0.925 acc: 0.141]
789 [D loss: 0.660 R 0.676 F 0.645][D acc: 0.609 R 0.500 F 0.719][G loss: 0.869 acc: 0.156]
790 [D loss: 0.655 R 0.638 F 0.673][D acc: 0.641 R 0.562 F 0.719][G loss: 0.922 acc: 0.094]
791 [D loss: 0.627 R 0.562 F 0.691][D acc: 0.695 R 0.719 F 0.672][G loss: 0.885 acc: 0.219]
792 [D loss: 0.613 R 0.645 F 0.581][D acc: 0.688 R 0.562 F 0.812][G loss: 0.898 acc: 0.203]
793 [D loss: 0.675 R 0.644 F 0.705][D acc: 0.578 R 0.578 F 0.578][G loss: 0.900 acc: 0.188]
794 [D loss: 0.635 R 0.622 F 0.648][D acc: 0.633 R 0.594 F 0.672][G loss: 0.847 acc: 0.281]
795 [D loss: 0.609 R 0.527 F 0.692][D acc: 0.688 R 0.688 F 0.688][G loss: 0.909 acc: 0.281]
796 [D loss: 0.663 R 0.653 F 0.673][D acc: 0.586 R 0.516 F 0.656][G loss: 0.876 acc: 0.172]
797 [D loss: 0.666 R 0.597 F 0.734][D acc: 0.609 R 0.625 F 0.594][G loss: 0.940 acc: 0.156]
798 [D loss: 0.689 R 0.693 F 0.685][D acc: 0.602 R 0.500 F 0.703][G loss: 0.898 acc: 0.109]
799 [D loss: 0.686 R 0.654 F 0.719][D acc: 0.562 R 0.562 F 0.562][G loss: 0.884 acc: 0.109]
800 [D loss: 0.627 R 0.678 F 0.576][D acc: 0.672 R 0.500 F 0.844][G loss: 0.861 acc: 0.203]
801 [D loss: 0.617 R 0.635 F 0.598][D acc: 0.672 R 0.562 F 0.781][G loss: 0.893 acc: 0.203]
802 [D loss: 0.661 R 0.643 F 0.678][D acc: 0.602 R 0.500 F 0.703][G loss: 0.878 acc: 0.156]
803 [D loss: 0.601 R 0.581 F 0.620][D acc: 0.680 R 0.609 F 0.750][G loss: 0.867 acc: 0.219]
804 [D loss: 0.645 R 0.551 F 0.739][D acc: 0.617 R 0.672 F 0.562][G loss: 0.850 acc: 0.266]
805 [D loss: 0.619 R 0.577 F 0.661][D acc: 0.688 R 0.656 F 0.719][G loss: 0.872 acc: 0.188]
806 [D loss: 0.632 R 0.533 F 0.731][D acc: 0.633 R 0.656 F 0.609][G loss: 0.916 acc: 0.234]
807 [D loss: 0.640 R 0.529 F 0.750][D acc: 0.664 R 0.719 F 0.609][G loss: 0.918 acc: 0.172]
808 [D loss: 0.648 R 0.624 F 0.672][D acc: 0.570 R 0.531 F 0.609][G loss: 0.924 acc: 0.125]
809 [D loss: 0.628 R 0.621 F 0.635][D acc: 0.656 R 0.609 F 0.703][G loss: 0.929 acc: 0.141]
810 [D loss: 0.626 R 0.638 F 0.613][D acc: 0.672 R 0.625 F 0.719][G loss: 0.911 acc: 0.203]
811 [D loss: 0.629 R 0.526 F 0.732][D acc: 0.617 R 0.672 F 0.562][G loss: 0.889 acc: 0.203]
812 [D loss: 0.655 R 0.701 F 0.609][D acc: 0.617 R 0.531 F 0.703][G loss: 0.863 acc: 0.219]
813 [D loss: 0.623 R 0.612 F 0.633][D acc: 0.641 R 0.594 F 0.688][G loss: 0.908 acc: 0.172]
814 [D loss: 0.664 R 0.608 F 0.719][D acc: 0.625 R 0.672 F 0.578][G loss: 0.911 acc: 0.156]
815 [D loss: 0.633 R 0.644 F 0.622][D acc: 0.672 R 0.625 F 0.719][G loss: 0.926 acc: 0.219]
816 [D loss: 0.633 R 0.589 F 0.678][D acc: 0.719 R 0.703 F 0.734][G loss: 0.879 acc: 0.281]
817 [D loss: 0.666 R 0.615 F 0.717][D acc: 0.602 R 0.625 F 0.578][G loss: 0.928 acc: 0.188]
818 [D loss: 0.622 R 0.608 F 0.635][D acc: 0.633 R 0.531 F 0.734][G loss: 0.895 acc: 0.281]
819 [D loss: 0.644 R 0.601 F 0.688][D acc: 0.586 R 0.594 F 0.578][G loss: 0.906 acc: 0.203]
820 [D loss: 0.669 R 0.668 F 0.670][D acc: 0.586 R 0.453 F 0.719][G loss: 0.886 acc: 0.172]
821 [D loss: 0.631 R 0.612 F 0.649][D acc: 0.594 R 0.625 F 0.562][G loss: 0.914 acc: 0.203]
822 [D loss: 0.604 R 0.576 F 0.631][D acc: 0.703 R 0.703 F 0.703][G loss: 0.945 acc: 0.156]
823 [D loss: 0.606 R 0.590 F 0.622][D acc: 0.656 R 0.609 F 0.703][G loss: 0.931 acc: 0.219]
824 [D loss: 0.652 R 0.623 F 0.681][D acc: 0.609 R 0.578 F 0.641][G loss: 0.907 acc: 0.234]
825 [D loss: 0.637 R 0.609 F 0.664][D acc: 0.641 R 0.656 F 0.625][G loss: 0.918 acc: 0.219]
826 [D loss: 0.645 R 0.578 F 0.712][D acc: 0.633 R 0.656 F 0.609][G loss: 0.936 acc: 0.156]
827 [D loss: 0.658 R 0.643 F 0.673][D acc: 0.633 R 0.625 F 0.641][G loss: 0.933 acc: 0.078]
828 [D loss: 0.671 R 0.643 F 0.698][D acc: 0.602 R 0.547 F 0.656][G loss: 0.900 acc: 0.203]
829 [D loss: 0.612 R 0.555 F 0.670][D acc: 0.688 R 0.688 F 0.688][G loss: 0.982 acc: 0.094]
830 [D loss: 0.640 R 0.592 F 0.689][D acc: 0.648 R 0.625 F 0.672][G loss: 0.916 acc: 0.156]
831 [D loss: 0.635 R 0.549 F 0.721][D acc: 0.586 R 0.641 F 0.531][G loss: 0.875 acc: 0.203]
832 [D loss: 0.601 R 0.555 F 0.648][D acc: 0.688 R 0.672 F 0.703][G loss: 0.968 acc: 0.141]
833 [D loss: 0.634 R 0.584 F 0.683][D acc: 0.656 R 0.609 F 0.703][G loss: 0.921 acc: 0.125]
834 [D loss: 0.610 R 0.549 F 0.671][D acc: 0.656 R 0.703 F 0.609][G loss: 0.990 acc: 0.094]
835 [D loss: 0.646 R 0.559 F 0.734][D acc: 0.695 R 0.734 F 0.656][G loss: 0.910 acc: 0.172]
836 [D loss: 0.677 R 0.632 F 0.721][D acc: 0.539 R 0.500 F 0.578][G loss: 0.912 acc: 0.234]
837 [D loss: 0.674 R 0.702 F 0.645][D acc: 0.586 R 0.453 F 0.719][G loss: 0.891 acc: 0.156]
838 [D loss: 0.619 R 0.610 F 0.627][D acc: 0.664 R 0.562 F 0.766][G loss: 0.894 acc: 0.219]
839 [D loss: 0.628 R 0.604 F 0.652][D acc: 0.617 R 0.578 F 0.656][G loss: 0.895 acc: 0.266]
840 [D loss: 0.644 R 0.646 F 0.643][D acc: 0.617 R 0.562 F 0.672][G loss: 0.908 acc: 0.172]
841 [D loss: 0.624 R 0.628 F 0.621][D acc: 0.688 R 0.578 F 0.797][G loss: 0.899 acc: 0.141]
842 [D loss: 0.664 R 0.589 F 0.739][D acc: 0.562 R 0.609 F 0.516][G loss: 0.951 acc: 0.172]
843 [D loss: 0.623 R 0.623 F 0.623][D acc: 0.641 R 0.547 F 0.734][G loss: 0.824 acc: 0.250]
844 [D loss: 0.606 R 0.593 F 0.619][D acc: 0.617 R 0.578 F 0.656][G loss: 0.906 acc: 0.156]
845 [D loss: 0.603 R 0.562 F 0.644][D acc: 0.648 R 0.625 F 0.672][G loss: 0.919 acc: 0.141]
846 [D loss: 0.637 R 0.557 F 0.717][D acc: 0.672 R 0.672 F 0.672][G loss: 0.947 acc: 0.203]
847 [D loss: 0.568 R 0.515 F 0.622][D acc: 0.664 R 0.672 F 0.656][G loss: 0.951 acc: 0.156]
848 [D loss: 0.700 R 0.636 F 0.764][D acc: 0.641 R 0.656 F 0.625][G loss: 0.946 acc: 0.125]
849 [D loss: 0.642 R 0.631 F 0.654][D acc: 0.633 R 0.578 F 0.688][G loss: 0.922 acc: 0.141]
850 [D loss: 0.674 R 0.621 F 0.726][D acc: 0.617 R 0.609 F 0.625][G loss: 0.970 acc: 0.094]
851 [D loss: 0.642 R 0.675 F 0.608][D acc: 0.609 R 0.469 F 0.750][G loss: 0.911 acc: 0.188]
852 [D loss: 0.622 R 0.663 F 0.582][D acc: 0.672 R 0.531 F 0.812][G loss: 0.834 acc: 0.266]
853 [D loss: 0.613 R 0.558 F 0.667][D acc: 0.648 R 0.672 F 0.625][G loss: 0.939 acc: 0.172]
854 [D loss: 0.648 R 0.630 F 0.666][D acc: 0.602 R 0.578 F 0.625][G loss: 0.889 acc: 0.234]
855 [D loss: 0.630 R 0.596 F 0.665][D acc: 0.695 R 0.641 F 0.750][G loss: 0.978 acc: 0.109]
856 [D loss: 0.628 R 0.651 F 0.605][D acc: 0.641 R 0.578 F 0.703][G loss: 0.928 acc: 0.094]
857 [D loss: 0.645 R 0.615 F 0.675][D acc: 0.602 R 0.531 F 0.672][G loss: 0.881 acc: 0.203]
858 [D loss: 0.656 R 0.641 F 0.671][D acc: 0.586 R 0.516 F 0.656][G loss: 0.943 acc: 0.141]
859 [D loss: 0.711 R 0.616 F 0.806][D acc: 0.531 R 0.547 F 0.516][G loss: 0.896 acc: 0.156]
860 [D loss: 0.673 R 0.746 F 0.601][D acc: 0.602 R 0.438 F 0.766][G loss: 0.931 acc: 0.109]
861 [D loss: 0.634 R 0.646 F 0.623][D acc: 0.641 R 0.578 F 0.703][G loss: 0.895 acc: 0.250]
862 [D loss: 0.670 R 0.644 F 0.695][D acc: 0.594 R 0.562 F 0.625][G loss: 0.934 acc: 0.203]
863 [D loss: 0.624 R 0.603 F 0.645][D acc: 0.664 R 0.656 F 0.672][G loss: 0.872 acc: 0.203]
864 [D loss: 0.683 R 0.662 F 0.705][D acc: 0.602 R 0.609 F 0.594][G loss: 0.906 acc: 0.203]
865 [D loss: 0.628 R 0.598 F 0.658][D acc: 0.648 R 0.625 F 0.672][G loss: 0.936 acc: 0.156]
866 [D loss: 0.645 R 0.605 F 0.685][D acc: 0.602 R 0.609 F 0.594][G loss: 0.978 acc: 0.062]
867 [D loss: 0.644 R 0.634 F 0.655][D acc: 0.594 R 0.531 F 0.656][G loss: 0.946 acc: 0.156]
868 [D loss: 0.663 R 0.631 F 0.695][D acc: 0.594 R 0.594 F 0.594][G loss: 0.927 acc: 0.141]
869 [D loss: 0.649 R 0.684 F 0.614][D acc: 0.609 R 0.469 F 0.750][G loss: 0.922 acc: 0.125]
870 [D loss: 0.637 R 0.593 F 0.681][D acc: 0.609 R 0.562 F 0.656][G loss: 0.874 acc: 0.203]
871 [D loss: 0.626 R 0.570 F 0.683][D acc: 0.664 R 0.641 F 0.688][G loss: 0.890 acc: 0.156]
872 [D loss: 0.612 R 0.603 F 0.621][D acc: 0.719 R 0.625 F 0.812][G loss: 0.918 acc: 0.156]
873 [D loss: 0.605 R 0.607 F 0.603][D acc: 0.680 R 0.656 F 0.703][G loss: 0.974 acc: 0.172]
874 [D loss: 0.657 R 0.631 F 0.683][D acc: 0.602 R 0.578 F 0.625][G loss: 0.915 acc: 0.172]
875 [D loss: 0.644 R 0.592 F 0.696][D acc: 0.641 R 0.641 F 0.641][G loss: 0.932 acc: 0.109]
876 [D loss: 0.641 R 0.607 F 0.674][D acc: 0.703 R 0.641 F 0.766][G loss: 0.970 acc: 0.141]
877 [D loss: 0.656 R 0.628 F 0.684][D acc: 0.648 R 0.609 F 0.688][G loss: 0.893 acc: 0.188]
878 [D loss: 0.697 R 0.626 F 0.769][D acc: 0.586 R 0.594 F 0.578][G loss: 0.897 acc: 0.156]
879 [D loss: 0.617 R 0.572 F 0.663][D acc: 0.688 R 0.703 F 0.672][G loss: 0.888 acc: 0.156]
880 [D loss: 0.668 R 0.593 F 0.743][D acc: 0.570 R 0.625 F 0.516][G loss: 0.902 acc: 0.172]
881 [D loss: 0.608 R 0.619 F 0.596][D acc: 0.719 R 0.656 F 0.781][G loss: 0.910 acc: 0.156]
882 [D loss: 0.661 R 0.662 F 0.661][D acc: 0.586 R 0.484 F 0.688][G loss: 0.883 acc: 0.203]
883 [D loss: 0.610 R 0.602 F 0.618][D acc: 0.648 R 0.609 F 0.688][G loss: 0.992 acc: 0.125]
884 [D loss: 0.670 R 0.647 F 0.693][D acc: 0.633 R 0.609 F 0.656][G loss: 0.900 acc: 0.219]
885 [D loss: 0.618 R 0.587 F 0.649][D acc: 0.648 R 0.578 F 0.719][G loss: 0.969 acc: 0.188]
886 [D loss: 0.670 R 0.638 F 0.701][D acc: 0.594 R 0.609 F 0.578][G loss: 0.961 acc: 0.156]
887 [D loss: 0.628 R 0.646 F 0.610][D acc: 0.656 R 0.594 F 0.719][G loss: 0.926 acc: 0.188]
888 [D loss: 0.626 R 0.613 F 0.639][D acc: 0.688 R 0.641 F 0.734][G loss: 0.998 acc: 0.141]
889 [D loss: 0.574 R 0.589 F 0.558][D acc: 0.727 R 0.625 F 0.828][G loss: 1.088 acc: 0.109]
890 [D loss: 0.649 R 0.535 F 0.764][D acc: 0.625 R 0.656 F 0.594][G loss: 0.965 acc: 0.141]
891 [D loss: 0.689 R 0.618 F 0.760][D acc: 0.586 R 0.578 F 0.594][G loss: 0.932 acc: 0.219]
892 [D loss: 0.700 R 0.701 F 0.699][D acc: 0.609 R 0.516 F 0.703][G loss: 0.914 acc: 0.156]
893 [D loss: 0.644 R 0.566 F 0.721][D acc: 0.602 R 0.625 F 0.578][G loss: 0.980 acc: 0.094]
894 [D loss: 0.641 R 0.611 F 0.671][D acc: 0.609 R 0.594 F 0.625][G loss: 0.885 acc: 0.188]
895 [D loss: 0.648 R 0.570 F 0.726][D acc: 0.617 R 0.609 F 0.625][G loss: 0.935 acc: 0.203]
896 [D loss: 0.663 R 0.621 F 0.706][D acc: 0.570 R 0.562 F 0.578][G loss: 0.914 acc: 0.141]
897 [D loss: 0.621 R 0.655 F 0.588][D acc: 0.727 R 0.594 F 0.859][G loss: 0.956 acc: 0.156]
898 [D loss: 0.614 R 0.617 F 0.610][D acc: 0.664 R 0.609 F 0.719][G loss: 0.871 acc: 0.281]
899 [D loss: 0.617 R 0.595 F 0.640][D acc: 0.672 R 0.625 F 0.719][G loss: 1.034 acc: 0.125]
900 [D loss: 0.619 R 0.587 F 0.652][D acc: 0.719 R 0.734 F 0.703][G loss: 0.974 acc: 0.188]
901 [D loss: 0.658 R 0.671 F 0.644][D acc: 0.570 R 0.453 F 0.688][G loss: 0.963 acc: 0.125]
902 [D loss: 0.601 R 0.547 F 0.655][D acc: 0.695 R 0.719 F 0.672][G loss: 0.956 acc: 0.141]
903 [D loss: 0.650 R 0.638 F 0.661][D acc: 0.656 R 0.594 F 0.719][G loss: 0.939 acc: 0.188]
904 [D loss: 0.595 R 0.581 F 0.609][D acc: 0.719 R 0.688 F 0.750][G loss: 0.908 acc: 0.250]
905 [D loss: 0.656 R 0.666 F 0.647][D acc: 0.609 R 0.578 F 0.641][G loss: 0.963 acc: 0.172]
906 [D loss: 0.632 R 0.599 F 0.666][D acc: 0.680 R 0.672 F 0.688][G loss: 0.985 acc: 0.156]
907 [D loss: 0.626 R 0.570 F 0.682][D acc: 0.656 R 0.656 F 0.656][G loss: 0.884 acc: 0.281]
908 [D loss: 0.640 R 0.572 F 0.708][D acc: 0.656 R 0.641 F 0.672][G loss: 0.874 acc: 0.250]
909 [D loss: 0.641 R 0.590 F 0.692][D acc: 0.656 R 0.672 F 0.641][G loss: 0.952 acc: 0.172]
910 [D loss: 0.659 R 0.689 F 0.629][D acc: 0.625 R 0.547 F 0.703][G loss: 0.918 acc: 0.188]
911 [D loss: 0.608 R 0.542 F 0.674][D acc: 0.656 R 0.609 F 0.703][G loss: 0.944 acc: 0.188]
912 [D loss: 0.572 R 0.558 F 0.587][D acc: 0.781 R 0.750 F 0.812][G loss: 1.083 acc: 0.109]
913 [D loss: 0.638 R 0.592 F 0.684][D acc: 0.625 R 0.594 F 0.656][G loss: 0.941 acc: 0.141]
914 [D loss: 0.621 R 0.642 F 0.600][D acc: 0.664 R 0.578 F 0.750][G loss: 1.014 acc: 0.172]
915 [D loss: 0.615 R 0.623 F 0.606][D acc: 0.688 R 0.625 F 0.750][G loss: 0.988 acc: 0.125]
916 [D loss: 0.634 R 0.615 F 0.653][D acc: 0.625 R 0.547 F 0.703][G loss: 0.938 acc: 0.219]
917 [D loss: 0.688 R 0.696 F 0.679][D acc: 0.609 R 0.516 F 0.703][G loss: 0.940 acc: 0.109]
918 [D loss: 0.596 R 0.571 F 0.620][D acc: 0.719 R 0.672 F 0.766][G loss: 1.008 acc: 0.141]
919 [D loss: 0.614 R 0.589 F 0.639][D acc: 0.664 R 0.609 F 0.719][G loss: 0.989 acc: 0.125]
920 [D loss: 0.582 R 0.589 F 0.574][D acc: 0.688 R 0.594 F 0.781][G loss: 1.011 acc: 0.141]
921 [D loss: 0.641 R 0.651 F 0.631][D acc: 0.672 R 0.578 F 0.766][G loss: 0.967 acc: 0.125]
922 [D loss: 0.668 R 0.601 F 0.736][D acc: 0.641 R 0.641 F 0.641][G loss: 0.895 acc: 0.234]
923 [D loss: 0.674 R 0.646 F 0.701][D acc: 0.562 R 0.562 F 0.562][G loss: 0.955 acc: 0.156]
924 [D loss: 0.638 R 0.595 F 0.681][D acc: 0.633 R 0.656 F 0.609][G loss: 0.972 acc: 0.109]
925 [D loss: 0.637 R 0.638 F 0.637][D acc: 0.633 R 0.516 F 0.750][G loss: 0.987 acc: 0.141]
926 [D loss: 0.613 R 0.616 F 0.610][D acc: 0.680 R 0.547 F 0.812][G loss: 0.919 acc: 0.156]
927 [D loss: 0.646 R 0.587 F 0.704][D acc: 0.625 R 0.609 F 0.641][G loss: 0.896 acc: 0.188]
928 [D loss: 0.661 R 0.692 F 0.630][D acc: 0.617 R 0.469 F 0.766][G loss: 0.925 acc: 0.172]
929 [D loss: 0.585 R 0.571 F 0.599][D acc: 0.758 R 0.734 F 0.781][G loss: 0.997 acc: 0.141]
930 [D loss: 0.617 R 0.579 F 0.655][D acc: 0.680 R 0.703 F 0.656][G loss: 1.040 acc: 0.109]
931 [D loss: 0.608 R 0.537 F 0.679][D acc: 0.656 R 0.672 F 0.641][G loss: 0.970 acc: 0.172]
932 [D loss: 0.571 R 0.600 F 0.542][D acc: 0.688 R 0.594 F 0.781][G loss: 0.959 acc: 0.234]
933 [D loss: 0.616 R 0.551 F 0.681][D acc: 0.648 R 0.641 F 0.656][G loss: 0.961 acc: 0.203]
934 [D loss: 0.590 R 0.518 F 0.662][D acc: 0.695 R 0.688 F 0.703][G loss: 0.940 acc: 0.281]
935 [D loss: 0.628 R 0.597 F 0.658][D acc: 0.672 R 0.609 F 0.734][G loss: 1.061 acc: 0.141]
936 [D loss: 0.580 R 0.580 F 0.581][D acc: 0.664 R 0.625 F 0.703][G loss: 1.037 acc: 0.203]
937 [D loss: 0.673 R 0.536 F 0.810][D acc: 0.672 R 0.703 F 0.641][G loss: 1.091 acc: 0.156]
938 [D loss: 0.687 R 0.702 F 0.672][D acc: 0.602 R 0.562 F 0.641][G loss: 1.078 acc: 0.078]
939 [D loss: 0.662 R 0.703 F 0.621][D acc: 0.617 R 0.484 F 0.750][G loss: 0.981 acc: 0.078]
940 [D loss: 0.574 R 0.558 F 0.591][D acc: 0.703 R 0.688 F 0.719][G loss: 0.961 acc: 0.156]
941 [D loss: 0.678 R 0.637 F 0.719][D acc: 0.633 R 0.562 F 0.703][G loss: 0.905 acc: 0.156]
942 [D loss: 0.664 R 0.678 F 0.650][D acc: 0.594 R 0.547 F 0.641][G loss: 0.928 acc: 0.172]
943 [D loss: 0.588 R 0.654 F 0.522][D acc: 0.734 R 0.609 F 0.859][G loss: 1.035 acc: 0.172]
944 [D loss: 0.627 R 0.602 F 0.652][D acc: 0.609 R 0.594 F 0.625][G loss: 0.875 acc: 0.250]
945 [D loss: 0.596 R 0.586 F 0.606][D acc: 0.656 R 0.641 F 0.672][G loss: 0.927 acc: 0.266]
946 [D loss: 0.643 R 0.534 F 0.751][D acc: 0.688 R 0.719 F 0.656][G loss: 1.080 acc: 0.109]
947 [D loss: 0.646 R 0.668 F 0.623][D acc: 0.594 R 0.453 F 0.734][G loss: 0.933 acc: 0.141]
948 [D loss: 0.590 R 0.585 F 0.595][D acc: 0.688 R 0.625 F 0.750][G loss: 1.093 acc: 0.078]
949 [D loss: 0.613 R 0.562 F 0.663][D acc: 0.648 R 0.703 F 0.594][G loss: 1.017 acc: 0.172]
950 [D loss: 0.668 R 0.631 F 0.706][D acc: 0.641 R 0.641 F 0.641][G loss: 1.017 acc: 0.125]
951 [D loss: 0.649 R 0.621 F 0.677][D acc: 0.617 R 0.594 F 0.641][G loss: 0.988 acc: 0.047]
952 [D loss: 0.635 R 0.618 F 0.652][D acc: 0.609 R 0.547 F 0.672][G loss: 0.897 acc: 0.219]
953 [D loss: 0.679 R 0.645 F 0.712][D acc: 0.609 R 0.547 F 0.672][G loss: 1.051 acc: 0.047]
954 [D loss: 0.607 R 0.602 F 0.613][D acc: 0.695 R 0.656 F 0.734][G loss: 0.920 acc: 0.188]
955 [D loss: 0.653 R 0.571 F 0.734][D acc: 0.656 R 0.688 F 0.625][G loss: 1.017 acc: 0.156]
956 [D loss: 0.621 R 0.585 F 0.656][D acc: 0.633 R 0.609 F 0.656][G loss: 0.980 acc: 0.125]
957 [D loss: 0.604 R 0.644 F 0.565][D acc: 0.688 R 0.531 F 0.844][G loss: 1.015 acc: 0.125]
958 [D loss: 0.679 R 0.536 F 0.823][D acc: 0.578 R 0.641 F 0.516][G loss: 1.028 acc: 0.109]
959 [D loss: 0.603 R 0.650 F 0.556][D acc: 0.695 R 0.531 F 0.859][G loss: 0.888 acc: 0.250]
960 [D loss: 0.631 R 0.590 F 0.673][D acc: 0.609 R 0.625 F 0.594][G loss: 0.949 acc: 0.203]
961 [D loss: 0.648 R 0.631 F 0.666][D acc: 0.594 R 0.516 F 0.672][G loss: 0.947 acc: 0.172]
962 [D loss: 0.621 R 0.623 F 0.619][D acc: 0.711 R 0.641 F 0.781][G loss: 0.921 acc: 0.234]
963 [D loss: 0.606 R 0.557 F 0.655][D acc: 0.641 R 0.609 F 0.672][G loss: 0.976 acc: 0.188]
964 [D loss: 0.618 R 0.657 F 0.578][D acc: 0.664 R 0.500 F 0.828][G loss: 0.909 acc: 0.125]
965 [D loss: 0.604 R 0.552 F 0.655][D acc: 0.641 R 0.641 F 0.641][G loss: 1.048 acc: 0.141]
966 [D loss: 0.638 R 0.604 F 0.673][D acc: 0.586 R 0.547 F 0.625][G loss: 1.000 acc: 0.156]
967 [D loss: 0.647 R 0.626 F 0.667][D acc: 0.594 R 0.547 F 0.641][G loss: 0.958 acc: 0.156]
968 [D loss: 0.615 R 0.624 F 0.605][D acc: 0.727 R 0.672 F 0.781][G loss: 1.056 acc: 0.109]
969 [D loss: 0.628 R 0.627 F 0.630][D acc: 0.625 R 0.547 F 0.703][G loss: 1.003 acc: 0.172]
970 [D loss: 0.658 R 0.638 F 0.678][D acc: 0.609 R 0.578 F 0.641][G loss: 0.956 acc: 0.188]
971 [D loss: 0.517 R 0.466 F 0.567][D acc: 0.773 R 0.781 F 0.766][G loss: 1.013 acc: 0.141]
972 [D loss: 0.627 R 0.592 F 0.661][D acc: 0.664 R 0.609 F 0.719][G loss: 1.141 acc: 0.109]
973 [D loss: 0.604 R 0.553 F 0.655][D acc: 0.633 R 0.625 F 0.641][G loss: 1.013 acc: 0.156]
974 [D loss: 0.647 R 0.586 F 0.709][D acc: 0.609 R 0.625 F 0.594][G loss: 1.018 acc: 0.156]
975 [D loss: 0.615 R 0.578 F 0.653][D acc: 0.711 R 0.656 F 0.766][G loss: 0.962 acc: 0.188]
976 [D loss: 0.683 R 0.687 F 0.680][D acc: 0.625 R 0.531 F 0.719][G loss: 1.022 acc: 0.109]
977 [D loss: 0.578 R 0.582 F 0.574][D acc: 0.711 R 0.641 F 0.781][G loss: 1.133 acc: 0.031]
978 [D loss: 0.700 R 0.674 F 0.727][D acc: 0.539 R 0.484 F 0.594][G loss: 0.932 acc: 0.141]
979 [D loss: 0.662 R 0.683 F 0.640][D acc: 0.586 R 0.453 F 0.719][G loss: 0.962 acc: 0.188]
980 [D loss: 0.633 R 0.631 F 0.634][D acc: 0.672 R 0.547 F 0.797][G loss: 0.979 acc: 0.141]
981 [D loss: 0.628 R 0.649 F 0.608][D acc: 0.641 R 0.500 F 0.781][G loss: 0.978 acc: 0.078]
982 [D loss: 0.612 R 0.579 F 0.645][D acc: 0.625 R 0.594 F 0.656][G loss: 0.928 acc: 0.203]
983 [D loss: 0.591 R 0.585 F 0.596][D acc: 0.656 R 0.609 F 0.703][G loss: 0.995 acc: 0.109]
984 [D loss: 0.600 R 0.599 F 0.601][D acc: 0.711 R 0.656 F 0.766][G loss: 1.014 acc: 0.109]
985 [D loss: 0.569 R 0.531 F 0.606][D acc: 0.727 R 0.719 F 0.734][G loss: 1.025 acc: 0.172]
986 [D loss: 0.627 R 0.602 F 0.651][D acc: 0.609 R 0.562 F 0.656][G loss: 0.927 acc: 0.234]
987 [D loss: 0.656 R 0.646 F 0.667][D acc: 0.562 R 0.531 F 0.594][G loss: 1.068 acc: 0.109]
988 [D loss: 0.669 R 0.647 F 0.691][D acc: 0.641 R 0.562 F 0.719][G loss: 0.997 acc: 0.141]
989 [D loss: 0.627 R 0.599 F 0.654][D acc: 0.633 R 0.594 F 0.672][G loss: 0.979 acc: 0.156]
990 [D loss: 0.627 R 0.631 F 0.623][D acc: 0.695 R 0.625 F 0.766][G loss: 0.938 acc: 0.141]
991 [D loss: 0.630 R 0.618 F 0.642][D acc: 0.641 R 0.594 F 0.688][G loss: 0.976 acc: 0.188]
992 [D loss: 0.609 R 0.590 F 0.628][D acc: 0.711 R 0.688 F 0.734][G loss: 0.934 acc: 0.203]
993 [D loss: 0.677 R 0.616 F 0.738][D acc: 0.641 R 0.656 F 0.625][G loss: 1.009 acc: 0.172]
994 [D loss: 0.718 R 0.708 F 0.727][D acc: 0.578 R 0.469 F 0.688][G loss: 1.023 acc: 0.125]
995 [D loss: 0.603 R 0.616 F 0.589][D acc: 0.680 R 0.578 F 0.781][G loss: 1.018 acc: 0.172]
996 [D loss: 0.625 R 0.566 F 0.683][D acc: 0.648 R 0.641 F 0.656][G loss: 1.015 acc: 0.125]
997 [D loss: 0.590 R 0.590 F 0.589][D acc: 0.688 R 0.641 F 0.734][G loss: 1.099 acc: 0.062]
998 [D loss: 0.602 R 0.622 F 0.581][D acc: 0.648 R 0.547 F 0.750][G loss: 0.991 acc: 0.172]
999 [D loss: 0.641 R 0.576 F 0.706][D acc: 0.648 R 0.672 F 0.625][G loss: 1.092 acc: 0.156]
1000 [D loss: 0.648 R 0.647 F 0.649][D acc: 0.664 R 0.609 F 0.719][G loss: 0.987 acc: 0.156]
1001 [D loss: 0.628 R 0.612 F 0.645][D acc: 0.594 R 0.562 F 0.625][G loss: 1.006 acc: 0.109]
1002 [D loss: 0.659 R 0.630 F 0.689][D acc: 0.656 R 0.641 F 0.672][G loss: 0.973 acc: 0.156]
1003 [D loss: 0.638 R 0.601 F 0.674][D acc: 0.672 R 0.641 F 0.703][G loss: 0.978 acc: 0.219]
1004 [D loss: 0.641 R 0.628 F 0.653][D acc: 0.625 R 0.594 F 0.656][G loss: 0.956 acc: 0.172]
1005 [D loss: 0.574 R 0.593 F 0.555][D acc: 0.703 R 0.656 F 0.750][G loss: 1.055 acc: 0.094]
1006 [D loss: 0.629 R 0.603 F 0.654][D acc: 0.648 R 0.625 F 0.672][G loss: 0.976 acc: 0.141]
1007 [D loss: 0.634 R 0.622 F 0.646][D acc: 0.648 R 0.594 F 0.703][G loss: 0.984 acc: 0.188]
1008 [D loss: 0.607 R 0.566 F 0.648][D acc: 0.641 R 0.656 F 0.625][G loss: 1.049 acc: 0.141]
1009 [D loss: 0.588 R 0.591 F 0.586][D acc: 0.727 R 0.641 F 0.812][G loss: 1.086 acc: 0.125]
1010 [D loss: 0.646 R 0.620 F 0.673][D acc: 0.602 R 0.594 F 0.609][G loss: 1.000 acc: 0.188]
1011 [D loss: 0.600 R 0.550 F 0.649][D acc: 0.688 R 0.703 F 0.672][G loss: 1.020 acc: 0.156]
1012 [D loss: 0.527 R 0.520 F 0.534][D acc: 0.781 R 0.703 F 0.859][G loss: 1.089 acc: 0.094]
1013 [D loss: 0.666 R 0.472 F 0.860][D acc: 0.641 R 0.703 F 0.578][G loss: 1.108 acc: 0.078]
1014 [D loss: 0.583 R 0.637 F 0.528][D acc: 0.672 R 0.500 F 0.844][G loss: 1.132 acc: 0.078]
1015 [D loss: 0.595 R 0.581 F 0.609][D acc: 0.641 R 0.594 F 0.688][G loss: 1.048 acc: 0.141]
1016 [D loss: 0.632 R 0.630 F 0.635][D acc: 0.688 R 0.625 F 0.750][G loss: 1.045 acc: 0.141]
1017 [D loss: 0.590 R 0.595 F 0.585][D acc: 0.727 R 0.641 F 0.812][G loss: 0.983 acc: 0.188]
1018 [D loss: 0.593 R 0.554 F 0.632][D acc: 0.703 R 0.625 F 0.781][G loss: 1.009 acc: 0.125]
1019 [D loss: 0.598 R 0.519 F 0.676][D acc: 0.641 R 0.656 F 0.625][G loss: 1.058 acc: 0.125]
1020 [D loss: 0.542 R 0.552 F 0.533][D acc: 0.742 R 0.688 F 0.797][G loss: 1.093 acc: 0.172]
1021 [D loss: 0.638 R 0.576 F 0.700][D acc: 0.633 R 0.609 F 0.656][G loss: 1.108 acc: 0.078]
1022 [D loss: 0.689 R 0.619 F 0.760][D acc: 0.594 R 0.609 F 0.578][G loss: 1.149 acc: 0.125]
1023 [D loss: 0.653 R 0.699 F 0.607][D acc: 0.625 R 0.484 F 0.766][G loss: 1.040 acc: 0.109]
1024 [D loss: 0.591 R 0.584 F 0.598][D acc: 0.711 R 0.672 F 0.750][G loss: 1.077 acc: 0.094]
1025 [D loss: 0.591 R 0.568 F 0.615][D acc: 0.672 R 0.672 F 0.672][G loss: 1.071 acc: 0.141]
1026 [D loss: 0.588 R 0.562 F 0.614][D acc: 0.703 R 0.688 F 0.719][G loss: 1.071 acc: 0.141]
1027 [D loss: 0.645 R 0.641 F 0.649][D acc: 0.664 R 0.578 F 0.750][G loss: 0.987 acc: 0.141]
1028 [D loss: 0.665 R 0.648 F 0.683][D acc: 0.625 R 0.578 F 0.672][G loss: 1.020 acc: 0.156]
1029 [D loss: 0.609 R 0.584 F 0.633][D acc: 0.703 R 0.594 F 0.812][G loss: 1.091 acc: 0.062]
1030 [D loss: 0.618 R 0.640 F 0.595][D acc: 0.641 R 0.547 F 0.734][G loss: 1.136 acc: 0.094]
1031 [D loss: 0.689 R 0.663 F 0.714][D acc: 0.555 R 0.531 F 0.578][G loss: 0.994 acc: 0.109]
1032 [D loss: 0.606 R 0.606 F 0.605][D acc: 0.641 R 0.609 F 0.672][G loss: 1.036 acc: 0.094]
1033 [D loss: 0.641 R 0.624 F 0.658][D acc: 0.594 R 0.531 F 0.656][G loss: 1.019 acc: 0.203]
1034 [D loss: 0.619 R 0.627 F 0.610][D acc: 0.648 R 0.625 F 0.672][G loss: 1.098 acc: 0.109]
1035 [D loss: 0.636 R 0.645 F 0.627][D acc: 0.617 R 0.531 F 0.703][G loss: 0.980 acc: 0.141]
1036 [D loss: 0.631 R 0.606 F 0.657][D acc: 0.648 R 0.609 F 0.688][G loss: 1.027 acc: 0.188]
1037 [D loss: 0.609 R 0.559 F 0.659][D acc: 0.664 R 0.641 F 0.688][G loss: 1.058 acc: 0.141]
1038 [D loss: 0.611 R 0.591 F 0.630][D acc: 0.641 R 0.609 F 0.672][G loss: 1.087 acc: 0.094]
1039 [D loss: 0.605 R 0.565 F 0.645][D acc: 0.641 R 0.609 F 0.672][G loss: 1.077 acc: 0.125]
1040 [D loss: 0.553 R 0.506 F 0.601][D acc: 0.703 R 0.703 F 0.703][G loss: 1.084 acc: 0.141]
1041 [D loss: 0.599 R 0.549 F 0.650][D acc: 0.703 R 0.688 F 0.719][G loss: 1.028 acc: 0.219]
1042 [D loss: 0.619 R 0.572 F 0.665][D acc: 0.641 R 0.672 F 0.609][G loss: 1.027 acc: 0.203]
1043 [D loss: 0.598 R 0.594 F 0.603][D acc: 0.680 R 0.625 F 0.734][G loss: 1.082 acc: 0.125]
1044 [D loss: 0.693 R 0.612 F 0.774][D acc: 0.617 R 0.594 F 0.641][G loss: 1.040 acc: 0.094]
1045 [D loss: 0.576 R 0.617 F 0.536][D acc: 0.727 R 0.625 F 0.828][G loss: 1.101 acc: 0.109]
1046 [D loss: 0.699 R 0.697 F 0.702][D acc: 0.586 R 0.531 F 0.641][G loss: 1.048 acc: 0.125]
1047 [D loss: 0.537 R 0.532 F 0.542][D acc: 0.781 R 0.750 F 0.812][G loss: 1.107 acc: 0.125]
1048 [D loss: 0.586 R 0.578 F 0.594][D acc: 0.656 R 0.688 F 0.625][G loss: 1.120 acc: 0.156]
1049 [D loss: 0.585 R 0.616 F 0.553][D acc: 0.703 R 0.594 F 0.812][G loss: 1.037 acc: 0.156]
1050 [D loss: 0.658 R 0.641 F 0.675][D acc: 0.633 R 0.562 F 0.703][G loss: 0.956 acc: 0.234]
1051 [D loss: 0.605 R 0.627 F 0.583][D acc: 0.680 R 0.578 F 0.781][G loss: 1.050 acc: 0.188]
1052 [D loss: 0.507 R 0.460 F 0.554][D acc: 0.820 R 0.859 F 0.781][G loss: 1.086 acc: 0.156]
1053 [D loss: 0.680 R 0.645 F 0.715][D acc: 0.570 R 0.578 F 0.562][G loss: 1.054 acc: 0.188]
1054 [D loss: 0.637 R 0.683 F 0.591][D acc: 0.648 R 0.562 F 0.734][G loss: 0.990 acc: 0.188]
1055 [D loss: 0.611 R 0.592 F 0.631][D acc: 0.711 R 0.688 F 0.734][G loss: 0.995 acc: 0.172]
1056 [D loss: 0.630 R 0.566 F 0.694][D acc: 0.625 R 0.672 F 0.578][G loss: 0.976 acc: 0.172]
1057 [D loss: 0.596 R 0.568 F 0.623][D acc: 0.680 R 0.672 F 0.688][G loss: 1.059 acc: 0.125]
1058 [D loss: 0.564 R 0.589 F 0.539][D acc: 0.688 R 0.641 F 0.734][G loss: 0.963 acc: 0.203]
1059 [D loss: 0.600 R 0.560 F 0.640][D acc: 0.672 R 0.656 F 0.688][G loss: 1.046 acc: 0.156]
1060 [D loss: 0.636 R 0.644 F 0.628][D acc: 0.656 R 0.672 F 0.641][G loss: 1.008 acc: 0.250]
1061 [D loss: 0.616 R 0.644 F 0.588][D acc: 0.695 R 0.578 F 0.812][G loss: 1.035 acc: 0.203]
1062 [D loss: 0.624 R 0.609 F 0.639][D acc: 0.648 R 0.594 F 0.703][G loss: 1.058 acc: 0.125]
1063 [D loss: 0.610 R 0.602 F 0.617][D acc: 0.664 R 0.594 F 0.734][G loss: 1.050 acc: 0.125]
1064 [D loss: 0.578 R 0.602 F 0.554][D acc: 0.672 R 0.578 F 0.766][G loss: 1.038 acc: 0.234]
1065 [D loss: 0.651 R 0.617 F 0.686][D acc: 0.656 R 0.641 F 0.672][G loss: 1.100 acc: 0.109]
1066 [D loss: 0.554 R 0.590 F 0.519][D acc: 0.695 R 0.562 F 0.828][G loss: 1.337 acc: 0.047]
1067 [D loss: 0.682 R 0.796 F 0.567][D acc: 0.625 R 0.500 F 0.750][G loss: 0.996 acc: 0.156]
1068 [D loss: 0.614 R 0.547 F 0.680][D acc: 0.672 R 0.719 F 0.625][G loss: 1.083 acc: 0.156]
1069 [D loss: 0.640 R 0.567 F 0.713][D acc: 0.609 R 0.656 F 0.562][G loss: 1.082 acc: 0.125]
1070 [D loss: 0.610 R 0.618 F 0.603][D acc: 0.680 R 0.594 F 0.766][G loss: 0.946 acc: 0.203]
1071 [D loss: 0.572 R 0.555 F 0.590][D acc: 0.648 R 0.578 F 0.719][G loss: 1.055 acc: 0.188]
1072 [D loss: 0.632 R 0.628 F 0.636][D acc: 0.641 R 0.562 F 0.719][G loss: 1.036 acc: 0.172]
1073 [D loss: 0.722 R 0.596 F 0.848][D acc: 0.617 R 0.641 F 0.594][G loss: 1.131 acc: 0.062]
1074 [D loss: 0.623 R 0.580 F 0.666][D acc: 0.641 R 0.594 F 0.688][G loss: 1.000 acc: 0.219]
1075 [D loss: 0.588 R 0.602 F 0.573][D acc: 0.695 R 0.609 F 0.781][G loss: 1.080 acc: 0.203]
1076 [D loss: 0.530 R 0.496 F 0.563][D acc: 0.773 R 0.734 F 0.812][G loss: 1.018 acc: 0.219]
1077 [D loss: 0.535 R 0.492 F 0.579][D acc: 0.695 R 0.688 F 0.703][G loss: 1.155 acc: 0.141]
1078 [D loss: 0.608 R 0.591 F 0.625][D acc: 0.625 R 0.594 F 0.656][G loss: 1.057 acc: 0.188]
1079 [D loss: 0.572 R 0.484 F 0.661][D acc: 0.703 R 0.719 F 0.688][G loss: 1.096 acc: 0.141]
1080 [D loss: 0.674 R 0.598 F 0.750][D acc: 0.641 R 0.641 F 0.641][G loss: 1.138 acc: 0.109]
1081 [D loss: 0.559 R 0.561 F 0.557][D acc: 0.703 R 0.656 F 0.750][G loss: 1.013 acc: 0.266]
1082 [D loss: 0.580 R 0.533 F 0.626][D acc: 0.695 R 0.641 F 0.750][G loss: 1.016 acc: 0.234]
1083 [D loss: 0.670 R 0.685 F 0.656][D acc: 0.617 R 0.547 F 0.688][G loss: 1.002 acc: 0.156]
1084 [D loss: 0.551 R 0.576 F 0.525][D acc: 0.695 R 0.578 F 0.812][G loss: 0.992 acc: 0.250]
1085 [D loss: 0.640 R 0.448 F 0.831][D acc: 0.656 R 0.750 F 0.562][G loss: 1.095 acc: 0.125]
1086 [D loss: 0.637 R 0.572 F 0.702][D acc: 0.680 R 0.719 F 0.641][G loss: 1.036 acc: 0.219]
1087 [D loss: 0.612 R 0.616 F 0.609][D acc: 0.664 R 0.656 F 0.672][G loss: 1.024 acc: 0.188]
1088 [D loss: 0.617 R 0.613 F 0.621][D acc: 0.625 R 0.594 F 0.656][G loss: 1.040 acc: 0.172]
1089 [D loss: 0.621 R 0.501 F 0.740][D acc: 0.672 R 0.719 F 0.625][G loss: 1.145 acc: 0.078]
1090 [D loss: 0.673 R 0.681 F 0.664][D acc: 0.594 R 0.484 F 0.703][G loss: 1.017 acc: 0.172]
1091 [D loss: 0.611 R 0.582 F 0.641][D acc: 0.633 R 0.562 F 0.703][G loss: 1.048 acc: 0.172]
1092 [D loss: 0.660 R 0.638 F 0.683][D acc: 0.594 R 0.578 F 0.609][G loss: 1.038 acc: 0.109]
1093 [D loss: 0.629 R 0.620 F 0.639][D acc: 0.641 R 0.547 F 0.734][G loss: 0.998 acc: 0.172]
1094 [D loss: 0.567 R 0.590 F 0.544][D acc: 0.680 R 0.625 F 0.734][G loss: 1.024 acc: 0.141]
1095 [D loss: 0.643 R 0.676 F 0.609][D acc: 0.609 R 0.516 F 0.703][G loss: 1.056 acc: 0.094]
1096 [D loss: 0.683 R 0.589 F 0.777][D acc: 0.586 R 0.578 F 0.594][G loss: 1.047 acc: 0.125]
1097 [D loss: 0.521 R 0.504 F 0.538][D acc: 0.797 R 0.734 F 0.859][G loss: 1.081 acc: 0.094]
1098 [D loss: 0.629 R 0.653 F 0.604][D acc: 0.594 R 0.516 F 0.672][G loss: 1.065 acc: 0.078]
1099 [D loss: 0.621 R 0.553 F 0.689][D acc: 0.656 R 0.609 F 0.703][G loss: 0.984 acc: 0.172]
1100 [D loss: 0.591 R 0.601 F 0.581][D acc: 0.680 R 0.625 F 0.734][G loss: 1.156 acc: 0.125]
1101 [D loss: 0.583 R 0.588 F 0.579][D acc: 0.680 R 0.609 F 0.750][G loss: 1.107 acc: 0.125]
1102 [D loss: 0.626 R 0.516 F 0.736][D acc: 0.664 R 0.719 F 0.609][G loss: 1.093 acc: 0.125]
1103 [D loss: 0.606 R 0.640 F 0.572][D acc: 0.648 R 0.547 F 0.750][G loss: 1.090 acc: 0.094]
1104 [D loss: 0.580 R 0.565 F 0.596][D acc: 0.672 R 0.641 F 0.703][G loss: 1.266 acc: 0.109]
1105 [D loss: 0.595 R 0.602 F 0.588][D acc: 0.641 R 0.562 F 0.719][G loss: 1.105 acc: 0.172]
1106 [D loss: 0.562 R 0.515 F 0.609][D acc: 0.758 R 0.750 F 0.766][G loss: 1.155 acc: 0.156]
1107 [D loss: 0.557 R 0.607 F 0.507][D acc: 0.742 R 0.625 F 0.859][G loss: 1.112 acc: 0.172]
1108 [D loss: 0.654 R 0.617 F 0.691][D acc: 0.617 R 0.594 F 0.641][G loss: 1.210 acc: 0.125]
1109 [D loss: 0.606 R 0.583 F 0.628][D acc: 0.648 R 0.641 F 0.656][G loss: 1.061 acc: 0.109]
1110 [D loss: 0.614 R 0.625 F 0.602][D acc: 0.695 R 0.578 F 0.812][G loss: 1.023 acc: 0.109]
1111 [D loss: 0.608 R 0.528 F 0.688][D acc: 0.719 R 0.734 F 0.703][G loss: 1.038 acc: 0.188]
1112 [D loss: 0.534 R 0.488 F 0.580][D acc: 0.773 R 0.797 F 0.750][G loss: 1.083 acc: 0.219]
1113 [D loss: 0.515 R 0.506 F 0.524][D acc: 0.781 R 0.703 F 0.859][G loss: 1.187 acc: 0.141]
1114 [D loss: 0.615 R 0.526 F 0.704][D acc: 0.695 R 0.703 F 0.688][G loss: 1.157 acc: 0.125]
1115 [D loss: 0.605 R 0.576 F 0.634][D acc: 0.656 R 0.656 F 0.656][G loss: 1.111 acc: 0.172]
1116 [D loss: 0.620 R 0.613 F 0.627][D acc: 0.664 R 0.609 F 0.719][G loss: 1.080 acc: 0.078]
1117 [D loss: 0.616 R 0.618 F 0.615][D acc: 0.648 R 0.625 F 0.672][G loss: 1.036 acc: 0.203]
1118 [D loss: 0.577 R 0.558 F 0.597][D acc: 0.719 R 0.672 F 0.766][G loss: 1.085 acc: 0.125]
1119 [D loss: 0.614 R 0.665 F 0.563][D acc: 0.688 R 0.578 F 0.797][G loss: 1.067 acc: 0.125]
1120 [D loss: 0.536 R 0.547 F 0.525][D acc: 0.727 R 0.688 F 0.766][G loss: 1.004 acc: 0.250]
1121 [D loss: 0.571 R 0.522 F 0.620][D acc: 0.688 R 0.672 F 0.703][G loss: 1.122 acc: 0.062]
1122 [D loss: 0.573 R 0.574 F 0.571][D acc: 0.703 R 0.656 F 0.750][G loss: 1.103 acc: 0.109]
1123 [D loss: 0.599 R 0.516 F 0.683][D acc: 0.688 R 0.641 F 0.734][G loss: 1.129 acc: 0.125]
1124 [D loss: 0.613 R 0.557 F 0.670][D acc: 0.680 R 0.688 F 0.672][G loss: 1.149 acc: 0.188]
1125 [D loss: 0.660 R 0.635 F 0.686][D acc: 0.594 R 0.562 F 0.625][G loss: 1.034 acc: 0.156]
1126 [D loss: 0.655 R 0.580 F 0.729][D acc: 0.625 R 0.625 F 0.625][G loss: 1.063 acc: 0.141]
1127 [D loss: 0.569 R 0.588 F 0.550][D acc: 0.719 R 0.641 F 0.797][G loss: 1.190 acc: 0.109]
1128 [D loss: 0.695 R 0.584 F 0.807][D acc: 0.617 R 0.672 F 0.562][G loss: 1.039 acc: 0.109]
1129 [D loss: 0.557 R 0.561 F 0.553][D acc: 0.742 R 0.672 F 0.812][G loss: 0.942 acc: 0.281]
1130 [D loss: 0.596 R 0.644 F 0.548][D acc: 0.703 R 0.594 F 0.812][G loss: 1.010 acc: 0.172]
1131 [D loss: 0.585 R 0.578 F 0.593][D acc: 0.641 R 0.609 F 0.672][G loss: 1.078 acc: 0.125]
1132 [D loss: 0.622 R 0.580 F 0.665][D acc: 0.688 R 0.688 F 0.688][G loss: 0.984 acc: 0.203]
1133 [D loss: 0.589 R 0.579 F 0.599][D acc: 0.672 R 0.625 F 0.719][G loss: 1.101 acc: 0.141]
1134 [D loss: 0.528 R 0.551 F 0.505][D acc: 0.719 R 0.625 F 0.812][G loss: 1.168 acc: 0.125]
1135 [D loss: 0.598 R 0.482 F 0.714][D acc: 0.656 R 0.688 F 0.625][G loss: 1.108 acc: 0.109]
1136 [D loss: 0.567 R 0.574 F 0.561][D acc: 0.773 R 0.703 F 0.844][G loss: 1.059 acc: 0.141]
1137 [D loss: 0.599 R 0.574 F 0.623][D acc: 0.711 R 0.656 F 0.766][G loss: 1.123 acc: 0.125]
1138 [D loss: 0.558 R 0.582 F 0.535][D acc: 0.719 R 0.609 F 0.828][G loss: 1.175 acc: 0.141]
1139 [D loss: 0.675 R 0.638 F 0.711][D acc: 0.633 R 0.562 F 0.703][G loss: 0.991 acc: 0.219]
1140 [D loss: 0.585 R 0.604 F 0.566][D acc: 0.695 R 0.594 F 0.797][G loss: 0.991 acc: 0.172]
1141 [D loss: 0.616 R 0.555 F 0.676][D acc: 0.703 R 0.688 F 0.719][G loss: 1.089 acc: 0.109]
1142 [D loss: 0.596 R 0.545 F 0.646][D acc: 0.695 R 0.672 F 0.719][G loss: 1.098 acc: 0.203]
1143 [D loss: 0.614 R 0.598 F 0.631][D acc: 0.633 R 0.562 F 0.703][G loss: 1.019 acc: 0.156]
1144 [D loss: 0.626 R 0.533 F 0.720][D acc: 0.664 R 0.641 F 0.688][G loss: 0.972 acc: 0.141]
1145 [D loss: 0.537 R 0.522 F 0.553][D acc: 0.727 R 0.703 F 0.750][G loss: 1.200 acc: 0.078]
1146 [D loss: 0.557 R 0.606 F 0.508][D acc: 0.766 R 0.656 F 0.875][G loss: 1.178 acc: 0.094]
1147 [D loss: 0.541 R 0.470 F 0.612][D acc: 0.742 R 0.703 F 0.781][G loss: 1.091 acc: 0.188]
1148 [D loss: 0.620 R 0.573 F 0.667][D acc: 0.641 R 0.594 F 0.688][G loss: 1.127 acc: 0.109]
1149 [D loss: 0.693 R 0.738 F 0.648][D acc: 0.562 R 0.422 F 0.703][G loss: 1.102 acc: 0.109]
1150 [D loss: 0.597 R 0.559 F 0.635][D acc: 0.625 R 0.625 F 0.625][G loss: 1.015 acc: 0.172]
1151 [D loss: 0.579 R 0.618 F 0.540][D acc: 0.680 R 0.609 F 0.750][G loss: 1.134 acc: 0.078]
1152 [D loss: 0.583 R 0.586 F 0.580][D acc: 0.672 R 0.609 F 0.734][G loss: 1.305 acc: 0.062]
1153 [D loss: 0.535 R 0.552 F 0.518][D acc: 0.719 R 0.641 F 0.797][G loss: 1.190 acc: 0.125]
1154 [D loss: 0.584 R 0.507 F 0.662][D acc: 0.672 R 0.656 F 0.688][G loss: 1.035 acc: 0.219]
1155 [D loss: 0.682 R 0.597 F 0.767][D acc: 0.570 R 0.578 F 0.562][G loss: 1.103 acc: 0.125]
1156 [D loss: 0.585 R 0.639 F 0.532][D acc: 0.703 R 0.578 F 0.828][G loss: 1.009 acc: 0.250]
1157 [D loss: 0.591 R 0.556 F 0.626][D acc: 0.672 R 0.609 F 0.734][G loss: 1.161 acc: 0.125]
1158 [D loss: 0.621 R 0.664 F 0.578][D acc: 0.672 R 0.547 F 0.797][G loss: 1.125 acc: 0.078]
1159 [D loss: 0.639 R 0.636 F 0.641][D acc: 0.664 R 0.562 F 0.766][G loss: 1.116 acc: 0.094]
1160 [D loss: 0.581 R 0.652 F 0.510][D acc: 0.703 R 0.562 F 0.844][G loss: 1.127 acc: 0.109]
1161 [D loss: 0.611 R 0.527 F 0.694][D acc: 0.648 R 0.656 F 0.641][G loss: 1.140 acc: 0.109]
1162 [D loss: 0.641 R 0.694 F 0.588][D acc: 0.664 R 0.547 F 0.781][G loss: 1.070 acc: 0.172]
1163 [D loss: 0.646 R 0.628 F 0.664][D acc: 0.688 R 0.594 F 0.781][G loss: 1.049 acc: 0.156]
1164 [D loss: 0.665 R 0.769 F 0.560][D acc: 0.609 R 0.438 F 0.781][G loss: 1.027 acc: 0.109]
1165 [D loss: 0.638 R 0.596 F 0.680][D acc: 0.602 R 0.562 F 0.641][G loss: 1.059 acc: 0.141]
1166 [D loss: 0.598 R 0.638 F 0.559][D acc: 0.688 R 0.594 F 0.781][G loss: 0.980 acc: 0.125]
1167 [D loss: 0.572 R 0.582 F 0.563][D acc: 0.734 R 0.688 F 0.781][G loss: 1.083 acc: 0.156]
1168 [D loss: 0.646 R 0.620 F 0.672][D acc: 0.664 R 0.641 F 0.688][G loss: 1.015 acc: 0.188]
1169 [D loss: 0.629 R 0.595 F 0.663][D acc: 0.695 R 0.656 F 0.734][G loss: 1.017 acc: 0.125]
1170 [D loss: 0.580 R 0.612 F 0.548][D acc: 0.695 R 0.594 F 0.797][G loss: 1.126 acc: 0.109]
1171 [D loss: 0.611 R 0.650 F 0.572][D acc: 0.695 R 0.578 F 0.812][G loss: 1.075 acc: 0.109]
1172 [D loss: 0.581 R 0.533 F 0.628][D acc: 0.688 R 0.625 F 0.750][G loss: 0.980 acc: 0.234]
1173 [D loss: 0.596 R 0.635 F 0.557][D acc: 0.680 R 0.562 F 0.797][G loss: 1.039 acc: 0.141]
1174 [D loss: 0.556 R 0.527 F 0.585][D acc: 0.695 R 0.656 F 0.734][G loss: 1.115 acc: 0.141]
1175 [D loss: 0.606 R 0.565 F 0.647][D acc: 0.648 R 0.625 F 0.672][G loss: 1.078 acc: 0.109]
1176 [D loss: 0.612 R 0.588 F 0.636][D acc: 0.641 R 0.562 F 0.719][G loss: 1.131 acc: 0.125]
1177 [D loss: 0.615 R 0.607 F 0.623][D acc: 0.664 R 0.594 F 0.734][G loss: 1.035 acc: 0.156]
1178 [D loss: 0.640 R 0.581 F 0.698][D acc: 0.672 R 0.641 F 0.703][G loss: 1.081 acc: 0.094]
1179 [D loss: 0.630 R 0.607 F 0.652][D acc: 0.672 R 0.641 F 0.703][G loss: 1.092 acc: 0.141]
1180 [D loss: 0.574 R 0.566 F 0.583][D acc: 0.711 R 0.656 F 0.766][G loss: 1.198 acc: 0.172]
1181 [D loss: 0.617 R 0.648 F 0.586][D acc: 0.664 R 0.531 F 0.797][G loss: 1.116 acc: 0.156]
1182 [D loss: 0.644 R 0.610 F 0.678][D acc: 0.672 R 0.609 F 0.734][G loss: 1.074 acc: 0.172]
1183 [D loss: 0.630 R 0.672 F 0.587][D acc: 0.633 R 0.516 F 0.750][G loss: 1.081 acc: 0.125]
1184 [D loss: 0.568 R 0.559 F 0.577][D acc: 0.742 R 0.703 F 0.781][G loss: 1.103 acc: 0.094]
1185 [D loss: 0.589 R 0.640 F 0.539][D acc: 0.703 R 0.625 F 0.781][G loss: 0.994 acc: 0.203]
1186 [D loss: 0.613 R 0.574 F 0.652][D acc: 0.656 R 0.609 F 0.703][G loss: 1.051 acc: 0.125]
1187 [D loss: 0.574 R 0.490 F 0.657][D acc: 0.664 R 0.719 F 0.609][G loss: 1.087 acc: 0.156]
1188 [D loss: 0.546 R 0.520 F 0.571][D acc: 0.680 R 0.641 F 0.719][G loss: 1.061 acc: 0.156]
1189 [D loss: 0.488 R 0.416 F 0.561][D acc: 0.734 R 0.703 F 0.766][G loss: 1.145 acc: 0.156]
1190 [D loss: 0.612 R 0.647 F 0.578][D acc: 0.656 R 0.578 F 0.734][G loss: 1.099 acc: 0.203]
1191 [D loss: 0.680 R 0.608 F 0.753][D acc: 0.602 R 0.562 F 0.641][G loss: 1.023 acc: 0.156]
1192 [D loss: 0.572 R 0.564 F 0.581][D acc: 0.703 R 0.625 F 0.781][G loss: 1.081 acc: 0.156]
1193 [D loss: 0.647 R 0.715 F 0.580][D acc: 0.641 R 0.500 F 0.781][G loss: 1.030 acc: 0.078]
1194 [D loss: 0.576 R 0.574 F 0.577][D acc: 0.695 R 0.609 F 0.781][G loss: 1.037 acc: 0.141]
1195 [D loss: 0.645 R 0.615 F 0.675][D acc: 0.656 R 0.609 F 0.703][G loss: 1.025 acc: 0.188]
1196 [D loss: 0.593 R 0.552 F 0.634][D acc: 0.641 R 0.609 F 0.672][G loss: 1.071 acc: 0.141]
1197 [D loss: 0.608 R 0.614 F 0.601][D acc: 0.648 R 0.516 F 0.781][G loss: 1.067 acc: 0.094]
1198 [D loss: 0.594 R 0.627 F 0.561][D acc: 0.625 R 0.516 F 0.734][G loss: 1.070 acc: 0.156]
1199 [D loss: 0.628 R 0.571 F 0.686][D acc: 0.664 R 0.625 F 0.703][G loss: 1.069 acc: 0.062]
1200 [D loss: 0.598 R 0.588 F 0.607][D acc: 0.703 R 0.672 F 0.734][G loss: 1.097 acc: 0.094]
1201 [D loss: 0.591 R 0.623 F 0.558][D acc: 0.695 R 0.609 F 0.781][G loss: 1.080 acc: 0.141]
1202 [D loss: 0.596 R 0.606 F 0.587][D acc: 0.641 R 0.594 F 0.688][G loss: 1.157 acc: 0.141]
1203 [D loss: 0.625 R 0.672 F 0.579][D acc: 0.664 R 0.516 F 0.812][G loss: 1.122 acc: 0.109]
1204 [D loss: 0.556 R 0.548 F 0.563][D acc: 0.695 R 0.672 F 0.719][G loss: 1.058 acc: 0.125]
1205 [D loss: 0.642 R 0.551 F 0.734][D acc: 0.695 R 0.656 F 0.734][G loss: 1.051 acc: 0.141]
1206 [D loss: 0.590 R 0.590 F 0.591][D acc: 0.695 R 0.594 F 0.797][G loss: 1.061 acc: 0.141]
1207 [D loss: 0.647 R 0.636 F 0.658][D acc: 0.617 R 0.547 F 0.688][G loss: 1.186 acc: 0.062]
1208 [D loss: 0.563 R 0.623 F 0.502][D acc: 0.711 R 0.594 F 0.828][G loss: 1.158 acc: 0.125]
1209 [D loss: 0.576 R 0.565 F 0.586][D acc: 0.680 R 0.641 F 0.719][G loss: 1.109 acc: 0.125]
1210 [D loss: 0.644 R 0.621 F 0.667][D acc: 0.664 R 0.594 F 0.734][G loss: 1.115 acc: 0.078]
1211 [D loss: 0.616 R 0.611 F 0.621][D acc: 0.617 R 0.562 F 0.672][G loss: 1.076 acc: 0.188]
1212 [D loss: 0.585 R 0.520 F 0.649][D acc: 0.727 R 0.719 F 0.734][G loss: 1.131 acc: 0.156]
1213 [D loss: 0.619 R 0.684 F 0.553][D acc: 0.664 R 0.516 F 0.812][G loss: 1.109 acc: 0.172]
1214 [D loss: 0.573 R 0.512 F 0.633][D acc: 0.703 R 0.719 F 0.688][G loss: 1.129 acc: 0.156]
1215 [D loss: 0.531 R 0.537 F 0.524][D acc: 0.789 R 0.703 F 0.875][G loss: 1.165 acc: 0.219]
1216 [D loss: 0.579 R 0.488 F 0.671][D acc: 0.633 R 0.656 F 0.609][G loss: 1.131 acc: 0.141]
1217 [D loss: 0.557 R 0.588 F 0.526][D acc: 0.742 R 0.672 F 0.812][G loss: 1.154 acc: 0.156]
1218 [D loss: 0.583 R 0.549 F 0.617][D acc: 0.703 R 0.641 F 0.766][G loss: 1.215 acc: 0.156]
1219 [D loss: 0.586 R 0.519 F 0.653][D acc: 0.711 R 0.703 F 0.719][G loss: 1.104 acc: 0.188]
1220 [D loss: 0.598 R 0.633 F 0.563][D acc: 0.664 R 0.594 F 0.734][G loss: 1.266 acc: 0.031]
1221 [D loss: 0.608 R 0.650 F 0.565][D acc: 0.680 R 0.562 F 0.797][G loss: 1.058 acc: 0.188]
1222 [D loss: 0.629 R 0.584 F 0.673][D acc: 0.633 R 0.625 F 0.641][G loss: 1.101 acc: 0.109]
1223 [D loss: 0.613 R 0.616 F 0.610][D acc: 0.664 R 0.656 F 0.672][G loss: 1.143 acc: 0.109]
1224 [D loss: 0.609 R 0.522 F 0.697][D acc: 0.703 R 0.703 F 0.703][G loss: 1.160 acc: 0.078]
1225 [D loss: 0.587 R 0.615 F 0.558][D acc: 0.695 R 0.578 F 0.812][G loss: 1.134 acc: 0.156]
1226 [D loss: 0.600 R 0.610 F 0.590][D acc: 0.719 R 0.672 F 0.766][G loss: 1.087 acc: 0.172]
1227 [D loss: 0.608 R 0.629 F 0.586][D acc: 0.703 R 0.609 F 0.797][G loss: 1.091 acc: 0.125]
1228 [D loss: 0.555 R 0.500 F 0.610][D acc: 0.719 R 0.703 F 0.734][G loss: 1.171 acc: 0.078]
1229 [D loss: 0.560 R 0.521 F 0.598][D acc: 0.703 R 0.672 F 0.734][G loss: 1.070 acc: 0.156]
1230 [D loss: 0.593 R 0.698 F 0.487][D acc: 0.719 R 0.547 F 0.891][G loss: 1.149 acc: 0.125]
1231 [D loss: 0.660 R 0.610 F 0.710][D acc: 0.633 R 0.594 F 0.672][G loss: 1.114 acc: 0.172]
1232 [D loss: 0.597 R 0.554 F 0.640][D acc: 0.680 R 0.672 F 0.688][G loss: 1.068 acc: 0.109]
1233 [D loss: 0.524 R 0.513 F 0.536][D acc: 0.750 R 0.703 F 0.797][G loss: 1.201 acc: 0.125]
1234 [D loss: 0.646 R 0.546 F 0.745][D acc: 0.617 R 0.672 F 0.562][G loss: 1.100 acc: 0.109]
1235 [D loss: 0.666 R 0.709 F 0.622][D acc: 0.602 R 0.531 F 0.672][G loss: 1.012 acc: 0.156]
1236 [D loss: 0.584 R 0.584 F 0.585][D acc: 0.703 R 0.656 F 0.750][G loss: 1.115 acc: 0.156]
1237 [D loss: 0.548 R 0.514 F 0.582][D acc: 0.750 R 0.703 F 0.797][G loss: 1.059 acc: 0.203]
1238 [D loss: 0.555 R 0.532 F 0.577][D acc: 0.773 R 0.672 F 0.875][G loss: 1.144 acc: 0.125]
1239 [D loss: 0.621 R 0.628 F 0.614][D acc: 0.633 R 0.609 F 0.656][G loss: 1.058 acc: 0.141]
1240 [D loss: 0.539 R 0.509 F 0.569][D acc: 0.742 R 0.672 F 0.812][G loss: 1.124 acc: 0.109]
1241 [D loss: 0.631 R 0.603 F 0.659][D acc: 0.602 R 0.594 F 0.609][G loss: 1.104 acc: 0.125]
1242 [D loss: 0.538 R 0.548 F 0.527][D acc: 0.734 R 0.656 F 0.812][G loss: 1.184 acc: 0.094]
1243 [D loss: 0.611 R 0.532 F 0.690][D acc: 0.688 R 0.703 F 0.672][G loss: 1.074 acc: 0.156]
1244 [D loss: 0.589 R 0.630 F 0.548][D acc: 0.664 R 0.547 F 0.781][G loss: 1.103 acc: 0.188]
1245 [D loss: 0.595 R 0.621 F 0.570][D acc: 0.727 R 0.641 F 0.812][G loss: 1.070 acc: 0.203]
1246 [D loss: 0.544 R 0.517 F 0.571][D acc: 0.719 R 0.703 F 0.734][G loss: 1.067 acc: 0.203]
1247 [D loss: 0.567 R 0.587 F 0.548][D acc: 0.672 R 0.609 F 0.734][G loss: 1.075 acc: 0.203]
1248 [D loss: 0.660 R 0.639 F 0.681][D acc: 0.656 R 0.578 F 0.734][G loss: 1.046 acc: 0.188]
1249 [D loss: 0.660 R 0.672 F 0.648][D acc: 0.617 R 0.531 F 0.703][G loss: 1.070 acc: 0.203]
1250 [D loss: 0.538 R 0.524 F 0.552][D acc: 0.758 R 0.719 F 0.797][G loss: 1.142 acc: 0.094]
1251 [D loss: 0.598 R 0.618 F 0.578][D acc: 0.703 R 0.594 F 0.812][G loss: 1.203 acc: 0.094]
1252 [D loss: 0.626 R 0.598 F 0.653][D acc: 0.648 R 0.641 F 0.656][G loss: 1.132 acc: 0.141]
1253 [D loss: 0.573 R 0.587 F 0.560][D acc: 0.695 R 0.641 F 0.750][G loss: 1.145 acc: 0.125]
1254 [D loss: 0.572 R 0.574 F 0.569][D acc: 0.664 R 0.531 F 0.797][G loss: 1.180 acc: 0.109]
1255 [D loss: 0.574 R 0.607 F 0.542][D acc: 0.688 R 0.594 F 0.781][G loss: 1.125 acc: 0.125]
1256 [D loss: 0.608 R 0.510 F 0.705][D acc: 0.727 R 0.781 F 0.672][G loss: 1.443 acc: 0.016]
1257 [D loss: 0.691 R 0.755 F 0.628][D acc: 0.617 R 0.516 F 0.719][G loss: 1.088 acc: 0.078]
1258 [D loss: 0.557 R 0.599 F 0.514][D acc: 0.695 R 0.578 F 0.812][G loss: 1.193 acc: 0.172]
1259 [D loss: 0.617 R 0.582 F 0.652][D acc: 0.609 R 0.609 F 0.609][G loss: 1.107 acc: 0.125]
1260 [D loss: 0.659 R 0.621 F 0.697][D acc: 0.648 R 0.609 F 0.688][G loss: 1.130 acc: 0.078]
1261 [D loss: 0.619 R 0.676 F 0.562][D acc: 0.625 R 0.516 F 0.734][G loss: 1.111 acc: 0.109]
1262 [D loss: 0.583 R 0.521 F 0.645][D acc: 0.703 R 0.719 F 0.688][G loss: 1.156 acc: 0.094]
1263 [D loss: 0.585 R 0.624 F 0.546][D acc: 0.648 R 0.547 F 0.750][G loss: 1.153 acc: 0.109]
1264 [D loss: 0.579 R 0.559 F 0.599][D acc: 0.641 R 0.641 F 0.641][G loss: 1.167 acc: 0.125]
1265 [D loss: 0.642 R 0.689 F 0.595][D acc: 0.625 R 0.547 F 0.703][G loss: 1.138 acc: 0.172]
1266 [D loss: 0.604 R 0.636 F 0.572][D acc: 0.688 R 0.594 F 0.781][G loss: 1.125 acc: 0.141]
1267 [D loss: 0.581 R 0.540 F 0.621][D acc: 0.680 R 0.609 F 0.750][G loss: 1.232 acc: 0.141]
1268 [D loss: 0.521 R 0.482 F 0.559][D acc: 0.695 R 0.641 F 0.750][G loss: 1.217 acc: 0.109]
1269 [D loss: 0.553 R 0.591 F 0.515][D acc: 0.703 R 0.609 F 0.797][G loss: 1.187 acc: 0.125]
1270 [D loss: 0.544 R 0.553 F 0.536][D acc: 0.734 R 0.672 F 0.797][G loss: 1.205 acc: 0.094]
1271 [D loss: 0.658 R 0.620 F 0.695][D acc: 0.625 R 0.594 F 0.656][G loss: 1.131 acc: 0.125]
1272 [D loss: 0.538 R 0.543 F 0.534][D acc: 0.719 R 0.656 F 0.781][G loss: 1.099 acc: 0.156]
1273 [D loss: 0.591 R 0.580 F 0.602][D acc: 0.703 R 0.641 F 0.766][G loss: 1.070 acc: 0.219]
1274 [D loss: 0.568 R 0.531 F 0.604][D acc: 0.703 R 0.625 F 0.781][G loss: 1.166 acc: 0.078]
1275 [D loss: 0.644 R 0.621 F 0.668][D acc: 0.656 R 0.609 F 0.703][G loss: 1.067 acc: 0.125]
1276 [D loss: 0.574 R 0.546 F 0.601][D acc: 0.688 R 0.656 F 0.719][G loss: 1.108 acc: 0.172]
1277 [D loss: 0.548 R 0.532 F 0.563][D acc: 0.742 R 0.688 F 0.797][G loss: 1.105 acc: 0.141]
1278 [D loss: 0.521 R 0.537 F 0.505][D acc: 0.734 R 0.688 F 0.781][G loss: 1.062 acc: 0.281]
1279 [D loss: 0.546 R 0.474 F 0.618][D acc: 0.727 R 0.734 F 0.719][G loss: 1.245 acc: 0.094]
1280 [D loss: 0.559 R 0.619 F 0.498][D acc: 0.734 R 0.625 F 0.844][G loss: 1.104 acc: 0.109]
1281 [D loss: 0.603 R 0.556 F 0.649][D acc: 0.656 R 0.656 F 0.656][G loss: 1.101 acc: 0.203]
1282 [D loss: 0.653 R 0.606 F 0.699][D acc: 0.633 R 0.609 F 0.656][G loss: 1.250 acc: 0.094]
1283 [D loss: 0.580 R 0.548 F 0.612][D acc: 0.648 R 0.562 F 0.734][G loss: 1.123 acc: 0.078]
1284 [D loss: 0.527 R 0.514 F 0.540][D acc: 0.734 R 0.703 F 0.766][G loss: 1.094 acc: 0.125]
1285 [D loss: 0.553 R 0.567 F 0.539][D acc: 0.672 R 0.578 F 0.766][G loss: 1.247 acc: 0.172]
1286 [D loss: 0.579 R 0.558 F 0.599][D acc: 0.664 R 0.562 F 0.766][G loss: 1.159 acc: 0.094]
1287 [D loss: 0.624 R 0.644 F 0.605][D acc: 0.641 R 0.547 F 0.734][G loss: 1.216 acc: 0.109]
1288 [D loss: 0.542 R 0.538 F 0.547][D acc: 0.734 R 0.656 F 0.812][G loss: 1.093 acc: 0.125]
1289 [D loss: 0.643 R 0.489 F 0.798][D acc: 0.664 R 0.719 F 0.609][G loss: 1.248 acc: 0.078]
1290 [D loss: 0.539 R 0.565 F 0.514][D acc: 0.742 R 0.656 F 0.828][G loss: 1.074 acc: 0.125]
1291 [D loss: 0.570 R 0.532 F 0.608][D acc: 0.711 R 0.656 F 0.766][G loss: 1.177 acc: 0.141]
1292 [D loss: 0.627 R 0.639 F 0.615][D acc: 0.664 R 0.594 F 0.734][G loss: 1.148 acc: 0.172]
1293 [D loss: 0.692 R 0.714 F 0.670][D acc: 0.578 R 0.469 F 0.688][G loss: 1.098 acc: 0.109]
1294 [D loss: 0.583 R 0.646 F 0.520][D acc: 0.680 R 0.547 F 0.812][G loss: 1.154 acc: 0.094]
1295 [D loss: 0.613 R 0.644 F 0.582][D acc: 0.664 R 0.562 F 0.766][G loss: 1.137 acc: 0.078]
1296 [D loss: 0.593 R 0.602 F 0.584][D acc: 0.672 R 0.609 F 0.734][G loss: 1.180 acc: 0.062]
1297 [D loss: 0.545 R 0.546 F 0.544][D acc: 0.734 R 0.672 F 0.797][G loss: 1.177 acc: 0.172]
1298 [D loss: 0.591 R 0.566 F 0.617][D acc: 0.680 R 0.641 F 0.719][G loss: 1.215 acc: 0.094]
1299 [D loss: 0.577 R 0.619 F 0.535][D acc: 0.664 R 0.578 F 0.750][G loss: 1.159 acc: 0.125]
1300 [D loss: 0.549 R 0.536 F 0.562][D acc: 0.703 R 0.703 F 0.703][G loss: 1.106 acc: 0.141]
1301 [D loss: 0.519 R 0.531 F 0.507][D acc: 0.734 R 0.656 F 0.812][G loss: 1.167 acc: 0.062]
1302 [D loss: 0.610 R 0.532 F 0.687][D acc: 0.641 R 0.641 F 0.641][G loss: 1.237 acc: 0.094]
1303 [D loss: 0.580 R 0.619 F 0.541][D acc: 0.734 R 0.672 F 0.797][G loss: 1.121 acc: 0.156]
1304 [D loss: 0.539 R 0.504 F 0.575][D acc: 0.703 R 0.656 F 0.750][G loss: 1.181 acc: 0.141]
1305 [D loss: 0.682 R 0.592 F 0.772][D acc: 0.562 R 0.562 F 0.562][G loss: 1.145 acc: 0.109]
1306 [D loss: 0.600 R 0.652 F 0.548][D acc: 0.641 R 0.469 F 0.812][G loss: 1.094 acc: 0.141]
1307 [D loss: 0.563 R 0.593 F 0.533][D acc: 0.688 R 0.641 F 0.734][G loss: 1.105 acc: 0.156]
1308 [D loss: 0.615 R 0.599 F 0.632][D acc: 0.664 R 0.562 F 0.766][G loss: 1.058 acc: 0.156]
1309 [D loss: 0.570 R 0.614 F 0.526][D acc: 0.688 R 0.578 F 0.797][G loss: 1.028 acc: 0.188]
1310 [D loss: 0.553 R 0.558 F 0.548][D acc: 0.758 R 0.672 F 0.844][G loss: 1.107 acc: 0.125]
1311 [D loss: 0.593 R 0.452 F 0.733][D acc: 0.688 R 0.688 F 0.688][G loss: 1.171 acc: 0.125]
1312 [D loss: 0.550 R 0.569 F 0.531][D acc: 0.734 R 0.656 F 0.812][G loss: 1.276 acc: 0.141]
1313 [D loss: 0.515 R 0.535 F 0.496][D acc: 0.750 R 0.656 F 0.844][G loss: 1.243 acc: 0.094]
1314 [D loss: 0.630 R 0.494 F 0.765][D acc: 0.703 R 0.703 F 0.703][G loss: 1.141 acc: 0.156]
1315 [D loss: 0.548 R 0.586 F 0.510][D acc: 0.719 R 0.703 F 0.734][G loss: 1.161 acc: 0.141]
1316 [D loss: 0.613 R 0.596 F 0.630][D acc: 0.664 R 0.609 F 0.719][G loss: 1.101 acc: 0.156]
1317 [D loss: 0.624 R 0.550 F 0.698][D acc: 0.625 R 0.641 F 0.609][G loss: 1.276 acc: 0.078]
1318 [D loss: 0.586 R 0.605 F 0.567][D acc: 0.648 R 0.578 F 0.719][G loss: 1.197 acc: 0.125]
1319 [D loss: 0.573 R 0.612 F 0.533][D acc: 0.695 R 0.594 F 0.797][G loss: 1.218 acc: 0.047]
1320 [D loss: 0.586 R 0.580 F 0.593][D acc: 0.688 R 0.625 F 0.750][G loss: 1.225 acc: 0.109]
1321 [D loss: 0.595 R 0.618 F 0.571][D acc: 0.680 R 0.609 F 0.750][G loss: 1.199 acc: 0.094]
1322 [D loss: 0.602 R 0.648 F 0.557][D acc: 0.703 R 0.656 F 0.750][G loss: 1.165 acc: 0.109]
1323 [D loss: 0.578 R 0.574 F 0.581][D acc: 0.711 R 0.656 F 0.766][G loss: 1.082 acc: 0.219]
1324 [D loss: 0.595 R 0.557 F 0.633][D acc: 0.672 R 0.656 F 0.688][G loss: 1.161 acc: 0.156]
1325 [D loss: 0.666 R 0.655 F 0.676][D acc: 0.617 R 0.547 F 0.688][G loss: 1.203 acc: 0.109]
1326 [D loss: 0.605 R 0.567 F 0.644][D acc: 0.664 R 0.609 F 0.719][G loss: 1.120 acc: 0.141]
1327 [D loss: 0.553 R 0.446 F 0.659][D acc: 0.742 R 0.797 F 0.688][G loss: 1.099 acc: 0.203]
1328 [D loss: 0.573 R 0.539 F 0.607][D acc: 0.672 R 0.625 F 0.719][G loss: 1.155 acc: 0.141]
1329 [D loss: 0.601 R 0.600 F 0.603][D acc: 0.656 R 0.625 F 0.688][G loss: 1.253 acc: 0.125]
1330 [D loss: 0.561 R 0.622 F 0.500][D acc: 0.672 R 0.547 F 0.797][G loss: 1.091 acc: 0.203]
1331 [D loss: 0.593 R 0.538 F 0.649][D acc: 0.672 R 0.625 F 0.719][G loss: 1.259 acc: 0.109]
1332 [D loss: 0.614 R 0.600 F 0.629][D acc: 0.648 R 0.594 F 0.703][G loss: 1.085 acc: 0.188]
1333 [D loss: 0.573 R 0.554 F 0.592][D acc: 0.672 R 0.625 F 0.719][G loss: 1.155 acc: 0.078]
1334 [D loss: 0.668 R 0.652 F 0.684][D acc: 0.633 R 0.562 F 0.703][G loss: 1.106 acc: 0.141]
1335 [D loss: 0.600 R 0.594 F 0.606][D acc: 0.664 R 0.656 F 0.672][G loss: 1.042 acc: 0.172]
1336 [D loss: 0.560 R 0.546 F 0.574][D acc: 0.742 R 0.703 F 0.781][G loss: 1.096 acc: 0.203]
1337 [D loss: 0.613 R 0.598 F 0.628][D acc: 0.680 R 0.672 F 0.688][G loss: 1.206 acc: 0.125]
1338 [D loss: 0.596 R 0.578 F 0.613][D acc: 0.703 R 0.609 F 0.797][G loss: 1.146 acc: 0.141]
1339 [D loss: 0.637 R 0.625 F 0.648][D acc: 0.664 R 0.594 F 0.734][G loss: 1.082 acc: 0.109]
1340 [D loss: 0.611 R 0.594 F 0.628][D acc: 0.664 R 0.656 F 0.672][G loss: 1.110 acc: 0.094]
1341 [D loss: 0.620 R 0.613 F 0.626][D acc: 0.617 R 0.531 F 0.703][G loss: 1.108 acc: 0.141]
1342 [D loss: 0.548 R 0.546 F 0.549][D acc: 0.703 R 0.688 F 0.719][G loss: 1.092 acc: 0.203]
1343 [D loss: 0.612 R 0.617 F 0.607][D acc: 0.664 R 0.594 F 0.734][G loss: 1.154 acc: 0.094]
1344 [D loss: 0.627 R 0.622 F 0.633][D acc: 0.703 R 0.641 F 0.766][G loss: 1.234 acc: 0.094]
1345 [D loss: 0.554 R 0.616 F 0.492][D acc: 0.680 R 0.578 F 0.781][G loss: 1.260 acc: 0.078]
1346 [D loss: 0.552 R 0.554 F 0.549][D acc: 0.742 R 0.719 F 0.766][G loss: 1.148 acc: 0.109]
1347 [D loss: 0.609 R 0.661 F 0.557][D acc: 0.656 R 0.547 F 0.766][G loss: 1.135 acc: 0.125]
1348 [D loss: 0.603 R 0.603 F 0.603][D acc: 0.688 R 0.641 F 0.734][G loss: 1.032 acc: 0.172]
1349 [D loss: 0.631 R 0.511 F 0.751][D acc: 0.703 R 0.766 F 0.641][G loss: 1.190 acc: 0.125]
1350 [D loss: 0.578 R 0.594 F 0.562][D acc: 0.703 R 0.641 F 0.766][G loss: 1.111 acc: 0.078]
1351 [D loss: 0.589 R 0.600 F 0.578][D acc: 0.688 R 0.547 F 0.828][G loss: 1.104 acc: 0.141]
1352 [D loss: 0.510 R 0.506 F 0.514][D acc: 0.789 R 0.703 F 0.875][G loss: 1.165 acc: 0.125]
1353 [D loss: 0.595 R 0.585 F 0.605][D acc: 0.680 R 0.625 F 0.734][G loss: 1.153 acc: 0.156]
1354 [D loss: 0.582 R 0.555 F 0.609][D acc: 0.695 R 0.641 F 0.750][G loss: 1.183 acc: 0.125]
1355 [D loss: 0.516 R 0.509 F 0.523][D acc: 0.750 R 0.703 F 0.797][G loss: 1.200 acc: 0.062]
1356 [D loss: 0.603 R 0.563 F 0.643][D acc: 0.656 R 0.688 F 0.625][G loss: 1.211 acc: 0.125]
1357 [D loss: 0.620 R 0.688 F 0.552][D acc: 0.664 R 0.531 F 0.797][G loss: 1.203 acc: 0.094]
1358 [D loss: 0.657 R 0.704 F 0.609][D acc: 0.633 R 0.531 F 0.734][G loss: 1.127 acc: 0.078]
1359 [D loss: 0.527 R 0.569 F 0.485][D acc: 0.750 R 0.641 F 0.859][G loss: 1.030 acc: 0.172]
1360 [D loss: 0.452 R 0.363 F 0.540][D acc: 0.805 R 0.859 F 0.750][G loss: 1.370 acc: 0.062]
1361 [D loss: 0.552 R 0.605 F 0.499][D acc: 0.719 R 0.609 F 0.828][G loss: 1.187 acc: 0.109]
1362 [D loss: 0.535 R 0.495 F 0.575][D acc: 0.727 R 0.672 F 0.781][G loss: 1.186 acc: 0.109]
1363 [D loss: 0.601 R 0.514 F 0.688][D acc: 0.695 R 0.719 F 0.672][G loss: 1.231 acc: 0.141]
1364 [D loss: 0.590 R 0.615 F 0.565][D acc: 0.664 R 0.562 F 0.766][G loss: 1.231 acc: 0.078]
1365 [D loss: 0.677 R 0.641 F 0.713][D acc: 0.602 R 0.578 F 0.625][G loss: 1.168 acc: 0.109]
1366 [D loss: 0.602 R 0.672 F 0.533][D acc: 0.672 R 0.500 F 0.844][G loss: 1.167 acc: 0.188]
1367 [D loss: 0.586 R 0.602 F 0.570][D acc: 0.672 R 0.578 F 0.766][G loss: 1.126 acc: 0.172]
1368 [D loss: 0.557 R 0.614 F 0.500][D acc: 0.695 R 0.562 F 0.828][G loss: 1.112 acc: 0.156]
1369 [D loss: 0.540 R 0.505 F 0.575][D acc: 0.742 R 0.703 F 0.781][G loss: 1.127 acc: 0.141]
1370 [D loss: 0.580 R 0.551 F 0.610][D acc: 0.727 R 0.703 F 0.750][G loss: 1.154 acc: 0.125]
1371 [D loss: 0.591 R 0.568 F 0.614][D acc: 0.688 R 0.672 F 0.703][G loss: 1.332 acc: 0.062]
1372 [D loss: 0.633 R 0.665 F 0.601][D acc: 0.680 R 0.578 F 0.781][G loss: 1.121 acc: 0.078]
1373 [D loss: 0.633 R 0.642 F 0.625][D acc: 0.633 R 0.562 F 0.703][G loss: 1.124 acc: 0.156]
1374 [D loss: 0.648 R 0.697 F 0.599][D acc: 0.656 R 0.500 F 0.812][G loss: 1.103 acc: 0.125]
1375 [D loss: 0.622 R 0.641 F 0.602][D acc: 0.648 R 0.578 F 0.719][G loss: 1.078 acc: 0.172]
1376 [D loss: 0.541 R 0.518 F 0.564][D acc: 0.703 R 0.609 F 0.797][G loss: 1.005 acc: 0.203]
1377 [D loss: 0.542 R 0.457 F 0.628][D acc: 0.734 R 0.719 F 0.750][G loss: 1.218 acc: 0.016]
1378 [D loss: 0.546 R 0.547 F 0.544][D acc: 0.727 R 0.641 F 0.812][G loss: 1.161 acc: 0.188]
1379 [D loss: 0.578 R 0.641 F 0.515][D acc: 0.688 R 0.578 F 0.797][G loss: 1.257 acc: 0.109]
1380 [D loss: 0.598 R 0.637 F 0.559][D acc: 0.617 R 0.531 F 0.703][G loss: 1.219 acc: 0.078]
1381 [D loss: 0.617 R 0.497 F 0.736][D acc: 0.625 R 0.609 F 0.641][G loss: 1.064 acc: 0.156]
1382 [D loss: 0.623 R 0.581 F 0.664][D acc: 0.672 R 0.578 F 0.766][G loss: 1.134 acc: 0.078]
1383 [D loss: 0.557 R 0.528 F 0.587][D acc: 0.672 R 0.641 F 0.703][G loss: 1.168 acc: 0.109]
1384 [D loss: 0.531 R 0.533 F 0.529][D acc: 0.758 R 0.703 F 0.812][G loss: 1.196 acc: 0.094]
1385 [D loss: 0.593 R 0.535 F 0.652][D acc: 0.633 R 0.625 F 0.641][G loss: 1.193 acc: 0.062]
1386 [D loss: 0.611 R 0.674 F 0.548][D acc: 0.672 R 0.516 F 0.828][G loss: 1.182 acc: 0.125]
1387 [D loss: 0.559 R 0.433 F 0.686][D acc: 0.719 R 0.750 F 0.688][G loss: 1.213 acc: 0.094]
1388 [D loss: 0.512 R 0.545 F 0.479][D acc: 0.734 R 0.641 F 0.828][G loss: 1.401 acc: 0.047]
1389 [D loss: 0.494 R 0.483 F 0.505][D acc: 0.750 R 0.719 F 0.781][G loss: 1.273 acc: 0.156]
1390 [D loss: 0.577 R 0.585 F 0.570][D acc: 0.656 R 0.594 F 0.719][G loss: 1.290 acc: 0.078]
1391 [D loss: 0.590 R 0.569 F 0.610][D acc: 0.664 R 0.625 F 0.703][G loss: 1.182 acc: 0.109]
1392 [D loss: 0.631 R 0.694 F 0.569][D acc: 0.695 R 0.594 F 0.797][G loss: 1.054 acc: 0.125]
1393 [D loss: 0.574 R 0.588 F 0.560][D acc: 0.734 R 0.688 F 0.781][G loss: 1.229 acc: 0.094]
1394 [D loss: 0.529 R 0.414 F 0.644][D acc: 0.742 R 0.734 F 0.750][G loss: 1.254 acc: 0.094]
1395 [D loss: 0.548 R 0.532 F 0.564][D acc: 0.734 R 0.656 F 0.812][G loss: 1.073 acc: 0.125]
1396 [D loss: 0.532 R 0.541 F 0.522][D acc: 0.750 R 0.688 F 0.812][G loss: 1.247 acc: 0.094]
1397 [D loss: 0.629 R 0.669 F 0.590][D acc: 0.695 R 0.641 F 0.750][G loss: 1.152 acc: 0.109]
1398 [D loss: 0.570 R 0.472 F 0.667][D acc: 0.688 R 0.719 F 0.656][G loss: 1.246 acc: 0.031]
1399 [D loss: 0.584 R 0.615 F 0.554][D acc: 0.664 R 0.547 F 0.781][G loss: 1.109 acc: 0.156]
1400 [D loss: 0.582 R 0.592 F 0.573][D acc: 0.695 R 0.578 F 0.812][G loss: 1.164 acc: 0.141]
1401 [D loss: 0.590 R 0.579 F 0.601][D acc: 0.727 R 0.672 F 0.781][G loss: 1.114 acc: 0.109]
1402 [D loss: 0.604 R 0.625 F 0.583][D acc: 0.656 R 0.594 F 0.719][G loss: 1.008 acc: 0.188]
1403 [D loss: 0.534 R 0.518 F 0.551][D acc: 0.711 R 0.672 F 0.750][G loss: 1.108 acc: 0.141]
1404 [D loss: 0.580 R 0.533 F 0.627][D acc: 0.688 R 0.656 F 0.719][G loss: 1.165 acc: 0.047]
1405 [D loss: 0.638 R 0.678 F 0.597][D acc: 0.633 R 0.531 F 0.734][G loss: 1.113 acc: 0.109]
1406 [D loss: 0.572 R 0.524 F 0.621][D acc: 0.656 R 0.625 F 0.688][G loss: 1.066 acc: 0.172]
1407 [D loss: 0.555 R 0.545 F 0.565][D acc: 0.734 R 0.703 F 0.766][G loss: 1.196 acc: 0.094]
1408 [D loss: 0.625 R 0.688 F 0.562][D acc: 0.648 R 0.516 F 0.781][G loss: 1.188 acc: 0.109]
1409 [D loss: 0.600 R 0.621 F 0.579][D acc: 0.680 R 0.609 F 0.750][G loss: 1.129 acc: 0.078]
1410 [D loss: 0.601 R 0.559 F 0.643][D acc: 0.633 R 0.641 F 0.625][G loss: 1.143 acc: 0.125]
1411 [D loss: 0.538 R 0.587 F 0.490][D acc: 0.703 R 0.594 F 0.812][G loss: 1.201 acc: 0.109]
1412 [D loss: 0.583 R 0.613 F 0.552][D acc: 0.695 R 0.625 F 0.766][G loss: 1.256 acc: 0.109]
1413 [D loss: 0.575 R 0.598 F 0.552][D acc: 0.734 R 0.641 F 0.828][G loss: 1.078 acc: 0.156]
1414 [D loss: 0.554 R 0.595 F 0.513][D acc: 0.734 R 0.625 F 0.844][G loss: 1.367 acc: 0.094]
1415 [D loss: 0.554 R 0.528 F 0.579][D acc: 0.742 R 0.734 F 0.750][G loss: 1.234 acc: 0.125]
1416 [D loss: 0.635 R 0.596 F 0.674][D acc: 0.648 R 0.656 F 0.641][G loss: 1.186 acc: 0.094]
1417 [D loss: 0.619 R 0.666 F 0.573][D acc: 0.648 R 0.578 F 0.719][G loss: 1.190 acc: 0.109]
1418 [D loss: 0.609 R 0.669 F 0.550][D acc: 0.664 R 0.578 F 0.750][G loss: 1.131 acc: 0.047]
1419 [D loss: 0.643 R 0.574 F 0.711][D acc: 0.680 R 0.672 F 0.688][G loss: 1.198 acc: 0.047]
1420 [D loss: 0.586 R 0.635 F 0.537][D acc: 0.703 R 0.609 F 0.797][G loss: 1.143 acc: 0.094]
1421 [D loss: 0.514 R 0.530 F 0.498][D acc: 0.734 R 0.625 F 0.844][G loss: 1.166 acc: 0.156]
1422 [D loss: 0.528 R 0.601 F 0.454][D acc: 0.703 R 0.531 F 0.875][G loss: 1.271 acc: 0.125]
1423 [D loss: 0.678 R 0.550 F 0.805][D acc: 0.664 R 0.672 F 0.656][G loss: 1.262 acc: 0.141]
1424 [D loss: 0.600 R 0.677 F 0.522][D acc: 0.664 R 0.562 F 0.766][G loss: 1.163 acc: 0.125]
1425 [D loss: 0.531 R 0.532 F 0.530][D acc: 0.742 R 0.656 F 0.828][G loss: 1.160 acc: 0.094]
1426 [D loss: 0.564 R 0.455 F 0.672][D acc: 0.766 R 0.766 F 0.766][G loss: 1.185 acc: 0.078]
1427 [D loss: 0.642 R 0.712 F 0.573][D acc: 0.633 R 0.500 F 0.766][G loss: 1.200 acc: 0.062]
1428 [D loss: 0.610 R 0.603 F 0.617][D acc: 0.672 R 0.594 F 0.750][G loss: 1.114 acc: 0.109]
1429 [D loss: 0.508 R 0.497 F 0.520][D acc: 0.789 R 0.719 F 0.859][G loss: 1.164 acc: 0.109]
1430 [D loss: 0.491 R 0.474 F 0.508][D acc: 0.805 R 0.750 F 0.859][G loss: 1.196 acc: 0.141]
1431 [D loss: 0.616 R 0.565 F 0.667][D acc: 0.672 R 0.656 F 0.688][G loss: 1.116 acc: 0.156]
1432 [D loss: 0.583 R 0.644 F 0.522][D acc: 0.688 R 0.578 F 0.797][G loss: 1.220 acc: 0.078]
1433 [D loss: 0.480 R 0.440 F 0.520][D acc: 0.742 R 0.719 F 0.766][G loss: 1.323 acc: 0.078]
1434 [D loss: 0.589 R 0.613 F 0.566][D acc: 0.688 R 0.641 F 0.734][G loss: 1.310 acc: 0.078]
1435 [D loss: 0.615 R 0.556 F 0.674][D acc: 0.648 R 0.578 F 0.719][G loss: 1.215 acc: 0.078]
1436 [D loss: 0.543 R 0.519 F 0.568][D acc: 0.734 R 0.703 F 0.766][G loss: 1.320 acc: 0.078]
1437 [D loss: 0.548 R 0.567 F 0.530][D acc: 0.727 R 0.672 F 0.781][G loss: 1.203 acc: 0.156]
1438 [D loss: 0.636 R 0.709 F 0.564][D acc: 0.562 R 0.484 F 0.641][G loss: 1.054 acc: 0.203]
1439 [D loss: 0.682 R 0.597 F 0.766][D acc: 0.633 R 0.594 F 0.672][G loss: 1.221 acc: 0.094]
1440 [D loss: 0.599 R 0.558 F 0.640][D acc: 0.711 R 0.672 F 0.750][G loss: 1.276 acc: 0.078]
1441 [D loss: 0.630 R 0.653 F 0.608][D acc: 0.648 R 0.578 F 0.719][G loss: 1.090 acc: 0.109]
1442 [D loss: 0.644 R 0.622 F 0.667][D acc: 0.570 R 0.547 F 0.594][G loss: 1.042 acc: 0.156]
1443 [D loss: 0.572 R 0.589 F 0.555][D acc: 0.703 R 0.578 F 0.828][G loss: 1.136 acc: 0.141]
1444 [D loss: 0.570 R 0.536 F 0.604][D acc: 0.727 R 0.719 F 0.734][G loss: 1.080 acc: 0.109]
1445 [D loss: 0.563 R 0.570 F 0.556][D acc: 0.680 R 0.609 F 0.750][G loss: 1.131 acc: 0.094]
1446 [D loss: 0.600 R 0.587 F 0.613][D acc: 0.648 R 0.562 F 0.734][G loss: 1.207 acc: 0.094]
1447 [D loss: 0.591 R 0.670 F 0.513][D acc: 0.664 R 0.531 F 0.797][G loss: 1.083 acc: 0.156]
1448 [D loss: 0.594 R 0.511 F 0.676][D acc: 0.625 R 0.656 F 0.594][G loss: 1.135 acc: 0.078]
1449 [D loss: 0.594 R 0.603 F 0.584][D acc: 0.734 R 0.656 F 0.812][G loss: 1.084 acc: 0.141]
1450 [D loss: 0.567 R 0.549 F 0.584][D acc: 0.727 R 0.688 F 0.766][G loss: 1.109 acc: 0.141]
1451 [D loss: 0.657 R 0.647 F 0.667][D acc: 0.633 R 0.547 F 0.719][G loss: 1.225 acc: 0.094]
1452 [D loss: 0.554 R 0.599 F 0.509][D acc: 0.734 R 0.594 F 0.875][G loss: 1.166 acc: 0.109]
1453 [D loss: 0.584 R 0.601 F 0.567][D acc: 0.727 R 0.609 F 0.844][G loss: 1.335 acc: 0.062]
1454 [D loss: 0.583 R 0.564 F 0.602][D acc: 0.688 R 0.656 F 0.719][G loss: 1.129 acc: 0.188]
1455 [D loss: 0.599 R 0.564 F 0.634][D acc: 0.695 R 0.656 F 0.734][G loss: 1.126 acc: 0.109]
1456 [D loss: 0.698 R 0.793 F 0.603][D acc: 0.555 R 0.391 F 0.719][G loss: 1.115 acc: 0.078]
1457 [D loss: 0.546 R 0.559 F 0.533][D acc: 0.773 R 0.703 F 0.844][G loss: 1.077 acc: 0.172]
1458 [D loss: 0.482 R 0.502 F 0.461][D acc: 0.797 R 0.703 F 0.891][G loss: 1.120 acc: 0.141]
1459 [D loss: 0.598 R 0.529 F 0.666][D acc: 0.695 R 0.641 F 0.750][G loss: 1.215 acc: 0.062]
1460 [D loss: 0.594 R 0.596 F 0.592][D acc: 0.625 R 0.594 F 0.656][G loss: 1.229 acc: 0.156]
1461 [D loss: 0.549 R 0.518 F 0.580][D acc: 0.766 R 0.703 F 0.828][G loss: 1.161 acc: 0.141]
1462 [D loss: 0.590 R 0.549 F 0.631][D acc: 0.695 R 0.672 F 0.719][G loss: 1.161 acc: 0.125]
1463 [D loss: 0.549 R 0.531 F 0.568][D acc: 0.703 R 0.688 F 0.719][G loss: 1.288 acc: 0.094]
1464 [D loss: 0.673 R 0.754 F 0.592][D acc: 0.609 R 0.469 F 0.750][G loss: 1.139 acc: 0.172]
1465 [D loss: 0.650 R 0.593 F 0.708][D acc: 0.617 R 0.641 F 0.594][G loss: 1.150 acc: 0.078]
1466 [D loss: 0.509 R 0.498 F 0.520][D acc: 0.766 R 0.719 F 0.812][G loss: 1.212 acc: 0.094]
1467 [D loss: 0.621 R 0.515 F 0.726][D acc: 0.688 R 0.719 F 0.656][G loss: 1.175 acc: 0.141]
1468 [D loss: 0.502 R 0.516 F 0.488][D acc: 0.781 R 0.672 F 0.891][G loss: 1.234 acc: 0.141]
1469 [D loss: 0.590 R 0.501 F 0.680][D acc: 0.688 R 0.719 F 0.656][G loss: 1.293 acc: 0.062]
1470 [D loss: 0.548 R 0.518 F 0.577][D acc: 0.750 R 0.703 F 0.797][G loss: 1.242 acc: 0.047]
1471 [D loss: 0.545 R 0.547 F 0.543][D acc: 0.742 R 0.703 F 0.781][G loss: 1.236 acc: 0.266]
1472 [D loss: 0.596 R 0.587 F 0.604][D acc: 0.703 R 0.703 F 0.703][G loss: 1.242 acc: 0.219]
1473 [D loss: 0.483 R 0.478 F 0.488][D acc: 0.797 R 0.781 F 0.812][G loss: 1.169 acc: 0.141]
1474 [D loss: 0.501 R 0.473 F 0.528][D acc: 0.766 R 0.719 F 0.812][G loss: 1.457 acc: 0.078]
1475 [D loss: 0.684 R 0.732 F 0.636][D acc: 0.633 R 0.594 F 0.672][G loss: 1.147 acc: 0.109]
1476 [D loss: 0.562 R 0.490 F 0.635][D acc: 0.672 R 0.656 F 0.688][G loss: 1.219 acc: 0.047]
1477 [D loss: 0.567 R 0.598 F 0.535][D acc: 0.719 R 0.641 F 0.797][G loss: 1.265 acc: 0.078]
1478 [D loss: 0.596 R 0.582 F 0.610][D acc: 0.664 R 0.562 F 0.766][G loss: 1.103 acc: 0.094]
1479 [D loss: 0.635 R 0.622 F 0.649][D acc: 0.648 R 0.562 F 0.734][G loss: 1.158 acc: 0.078]
1480 [D loss: 0.613 R 0.631 F 0.594][D acc: 0.703 R 0.594 F 0.812][G loss: 1.176 acc: 0.078]
1481 [D loss: 0.573 R 0.550 F 0.596][D acc: 0.680 R 0.578 F 0.781][G loss: 1.083 acc: 0.141]
1482 [D loss: 0.577 R 0.597 F 0.556][D acc: 0.727 R 0.656 F 0.797][G loss: 1.157 acc: 0.109]
1483 [D loss: 0.537 R 0.466 F 0.607][D acc: 0.758 R 0.734 F 0.781][G loss: 1.297 acc: 0.062]
1484 [D loss: 0.564 R 0.529 F 0.600][D acc: 0.680 R 0.641 F 0.719][G loss: 1.147 acc: 0.125]
1485 [D loss: 0.601 R 0.611 F 0.590][D acc: 0.656 R 0.531 F 0.781][G loss: 1.133 acc: 0.078]
1486 [D loss: 0.591 R 0.524 F 0.658][D acc: 0.664 R 0.609 F 0.719][G loss: 1.134 acc: 0.156]
1487 [D loss: 0.575 R 0.620 F 0.530][D acc: 0.695 R 0.562 F 0.828][G loss: 1.209 acc: 0.109]
1488 [D loss: 0.573 R 0.516 F 0.629][D acc: 0.727 R 0.688 F 0.766][G loss: 1.202 acc: 0.078]
1489 [D loss: 0.517 R 0.521 F 0.512][D acc: 0.742 R 0.656 F 0.828][G loss: 1.204 acc: 0.094]
1490 [D loss: 0.654 R 0.528 F 0.780][D acc: 0.672 R 0.656 F 0.688][G loss: 1.206 acc: 0.094]
1491 [D loss: 0.560 R 0.578 F 0.541][D acc: 0.656 R 0.609 F 0.703][G loss: 1.325 acc: 0.062]
1492 [D loss: 0.581 R 0.594 F 0.569][D acc: 0.734 R 0.656 F 0.812][G loss: 1.288 acc: 0.078]
1493 [D loss: 0.591 R 0.641 F 0.540][D acc: 0.672 R 0.562 F 0.781][G loss: 1.165 acc: 0.109]
1494 [D loss: 0.571 R 0.574 F 0.569][D acc: 0.703 R 0.656 F 0.750][G loss: 1.194 acc: 0.141]
1495 [D loss: 0.548 R 0.590 F 0.505][D acc: 0.711 R 0.625 F 0.797][G loss: 1.088 acc: 0.141]
1496 [D loss: 0.633 R 0.570 F 0.696][D acc: 0.672 R 0.656 F 0.688][G loss: 1.063 acc: 0.203]
1497 [D loss: 0.520 R 0.588 F 0.451][D acc: 0.742 R 0.609 F 0.875][G loss: 1.192 acc: 0.109]
1498 [D loss: 0.624 R 0.613 F 0.635][D acc: 0.648 R 0.594 F 0.703][G loss: 1.097 acc: 0.125]
1499 [D loss: 0.585 R 0.548 F 0.622][D acc: 0.758 R 0.719 F 0.797][G loss: 1.244 acc: 0.109]
1500 [D loss: 0.562 R 0.457 F 0.667][D acc: 0.758 R 0.797 F 0.719][G loss: 1.185 acc: 0.156]
1501 [D loss: 0.586 R 0.526 F 0.646][D acc: 0.664 R 0.594 F 0.734][G loss: 1.249 acc: 0.156]
1502 [D loss: 0.526 R 0.560 F 0.491][D acc: 0.766 R 0.688 F 0.844][G loss: 1.318 acc: 0.078]
1503 [D loss: 0.564 R 0.576 F 0.552][D acc: 0.688 R 0.609 F 0.766][G loss: 1.108 acc: 0.188]
1504 [D loss: 0.570 R 0.552 F 0.588][D acc: 0.711 R 0.656 F 0.766][G loss: 1.231 acc: 0.141]
1505 [D loss: 0.539 R 0.539 F 0.540][D acc: 0.742 R 0.688 F 0.797][G loss: 1.280 acc: 0.078]
1506 [D loss: 0.578 R 0.543 F 0.613][D acc: 0.750 R 0.703 F 0.797][G loss: 1.203 acc: 0.188]
1507 [D loss: 0.537 R 0.560 F 0.515][D acc: 0.734 R 0.656 F 0.812][G loss: 1.246 acc: 0.141]
1508 [D loss: 0.675 R 0.647 F 0.703][D acc: 0.625 R 0.578 F 0.672][G loss: 1.100 acc: 0.188]
1509 [D loss: 0.595 R 0.658 F 0.531][D acc: 0.703 R 0.609 F 0.797][G loss: 1.196 acc: 0.109]
1510 [D loss: 0.612 R 0.559 F 0.665][D acc: 0.719 R 0.750 F 0.688][G loss: 1.268 acc: 0.109]
1511 [D loss: 0.541 R 0.557 F 0.525][D acc: 0.750 R 0.672 F 0.828][G loss: 1.171 acc: 0.203]
1512 [D loss: 0.545 R 0.553 F 0.537][D acc: 0.734 R 0.688 F 0.781][G loss: 1.219 acc: 0.156]
1513 [D loss: 0.578 R 0.524 F 0.631][D acc: 0.703 R 0.672 F 0.734][G loss: 1.290 acc: 0.047]
1514 [D loss: 0.524 R 0.531 F 0.516][D acc: 0.727 R 0.656 F 0.797][G loss: 1.237 acc: 0.109]
1515 [D loss: 0.553 R 0.528 F 0.578][D acc: 0.727 R 0.703 F 0.750][G loss: 1.248 acc: 0.094]
1516 [D loss: 0.670 R 0.537 F 0.804][D acc: 0.641 R 0.672 F 0.609][G loss: 1.180 acc: 0.094]
1517 [D loss: 0.647 R 0.769 F 0.525][D acc: 0.648 R 0.500 F 0.797][G loss: 1.165 acc: 0.156]
1518 [D loss: 0.628 R 0.595 F 0.661][D acc: 0.672 R 0.641 F 0.703][G loss: 1.159 acc: 0.188]
1519 [D loss: 0.537 R 0.563 F 0.511][D acc: 0.695 R 0.641 F 0.750][G loss: 1.186 acc: 0.094]
1520 [D loss: 0.617 R 0.651 F 0.582][D acc: 0.617 R 0.516 F 0.719][G loss: 1.110 acc: 0.125]
1521 [D loss: 0.507 R 0.454 F 0.560][D acc: 0.742 R 0.703 F 0.781][G loss: 1.263 acc: 0.094]
1522 [D loss: 0.505 R 0.494 F 0.516][D acc: 0.750 R 0.719 F 0.781][G loss: 1.399 acc: 0.141]
1523 [D loss: 0.568 R 0.619 F 0.516][D acc: 0.695 R 0.547 F 0.844][G loss: 1.159 acc: 0.188]
1524 [D loss: 0.555 R 0.557 F 0.553][D acc: 0.773 R 0.719 F 0.828][G loss: 1.201 acc: 0.141]
1525 [D loss: 0.673 R 0.610 F 0.735][D acc: 0.602 R 0.609 F 0.594][G loss: 1.159 acc: 0.219]
1526 [D loss: 0.573 R 0.563 F 0.584][D acc: 0.695 R 0.641 F 0.750][G loss: 1.215 acc: 0.156]
1527 [D loss: 0.544 R 0.485 F 0.603][D acc: 0.734 R 0.703 F 0.766][G loss: 1.230 acc: 0.062]
1528 [D loss: 0.655 R 0.653 F 0.657][D acc: 0.625 R 0.516 F 0.734][G loss: 1.214 acc: 0.078]
1529 [D loss: 0.606 R 0.668 F 0.545][D acc: 0.664 R 0.531 F 0.797][G loss: 1.156 acc: 0.125]
1530 [D loss: 0.603 R 0.639 F 0.567][D acc: 0.680 R 0.609 F 0.750][G loss: 1.060 acc: 0.203]
1531 [D loss: 0.593 R 0.552 F 0.634][D acc: 0.703 R 0.672 F 0.734][G loss: 1.148 acc: 0.094]
1532 [D loss: 0.571 R 0.557 F 0.586][D acc: 0.719 R 0.641 F 0.797][G loss: 1.170 acc: 0.141]
1533 [D loss: 0.548 R 0.599 F 0.497][D acc: 0.766 R 0.641 F 0.891][G loss: 1.181 acc: 0.125]
1534 [D loss: 0.631 R 0.518 F 0.743][D acc: 0.633 R 0.625 F 0.641][G loss: 1.177 acc: 0.094]
1535 [D loss: 0.529 R 0.563 F 0.494][D acc: 0.758 R 0.672 F 0.844][G loss: 1.204 acc: 0.109]
1536 [D loss: 0.658 R 0.653 F 0.664][D acc: 0.688 R 0.562 F 0.812][G loss: 1.124 acc: 0.109]
1537 [D loss: 0.569 R 0.590 F 0.547][D acc: 0.688 R 0.625 F 0.750][G loss: 1.157 acc: 0.172]
1538 [D loss: 0.609 R 0.655 F 0.563][D acc: 0.648 R 0.578 F 0.719][G loss: 1.057 acc: 0.125]
1539 [D loss: 0.614 R 0.686 F 0.542][D acc: 0.633 R 0.469 F 0.797][G loss: 1.204 acc: 0.094]
1540 [D loss: 0.589 R 0.528 F 0.651][D acc: 0.656 R 0.703 F 0.609][G loss: 1.203 acc: 0.172]
1541 [D loss: 0.552 R 0.547 F 0.556][D acc: 0.703 R 0.656 F 0.750][G loss: 1.258 acc: 0.141]
1542 [D loss: 0.545 R 0.496 F 0.594][D acc: 0.758 R 0.703 F 0.812][G loss: 1.334 acc: 0.094]
1543 [D loss: 0.690 R 0.652 F 0.727][D acc: 0.680 R 0.594 F 0.766][G loss: 1.279 acc: 0.078]
1544 [D loss: 0.519 R 0.496 F 0.542][D acc: 0.727 R 0.703 F 0.750][G loss: 1.199 acc: 0.125]
1545 [D loss: 0.541 R 0.589 F 0.493][D acc: 0.711 R 0.578 F 0.844][G loss: 1.156 acc: 0.156]
1546 [D loss: 0.548 R 0.497 F 0.599][D acc: 0.758 R 0.719 F 0.797][G loss: 1.103 acc: 0.219]
1547 [D loss: 0.604 R 0.514 F 0.694][D acc: 0.648 R 0.656 F 0.641][G loss: 1.201 acc: 0.109]
1548 [D loss: 0.541 R 0.615 F 0.467][D acc: 0.719 R 0.594 F 0.844][G loss: 1.284 acc: 0.062]
1549 [D loss: 0.593 R 0.543 F 0.643][D acc: 0.734 R 0.719 F 0.750][G loss: 1.213 acc: 0.109]
1550 [D loss: 0.522 R 0.562 F 0.482][D acc: 0.734 R 0.656 F 0.812][G loss: 1.318 acc: 0.109]
1551 [D loss: 0.544 R 0.536 F 0.552][D acc: 0.719 R 0.641 F 0.797][G loss: 1.315 acc: 0.109]
1552 [D loss: 0.575 R 0.619 F 0.530][D acc: 0.672 R 0.609 F 0.734][G loss: 1.171 acc: 0.109]
1553 [D loss: 0.625 R 0.640 F 0.611][D acc: 0.648 R 0.562 F 0.734][G loss: 1.312 acc: 0.047]
1554 [D loss: 0.553 R 0.648 F 0.458][D acc: 0.734 R 0.562 F 0.906][G loss: 1.273 acc: 0.094]
1555 [D loss: 0.585 R 0.605 F 0.564][D acc: 0.648 R 0.562 F 0.734][G loss: 1.084 acc: 0.156]
1556 [D loss: 0.577 R 0.593 F 0.561][D acc: 0.688 R 0.609 F 0.766][G loss: 1.143 acc: 0.125]
1557 [D loss: 0.604 R 0.624 F 0.584][D acc: 0.695 R 0.578 F 0.812][G loss: 1.138 acc: 0.094]
1558 [D loss: 0.596 R 0.573 F 0.619][D acc: 0.688 R 0.594 F 0.781][G loss: 1.210 acc: 0.094]
1559 [D loss: 0.603 R 0.630 F 0.576][D acc: 0.664 R 0.594 F 0.734][G loss: 1.124 acc: 0.141]
1560 [D loss: 0.527 R 0.497 F 0.557][D acc: 0.734 R 0.688 F 0.781][G loss: 1.143 acc: 0.109]
1561 [D loss: 0.650 R 0.637 F 0.663][D acc: 0.633 R 0.594 F 0.672][G loss: 1.192 acc: 0.094]
1562 [D loss: 0.592 R 0.590 F 0.594][D acc: 0.680 R 0.578 F 0.781][G loss: 1.188 acc: 0.094]
1563 [D loss: 0.611 R 0.682 F 0.540][D acc: 0.688 R 0.562 F 0.812][G loss: 1.127 acc: 0.156]
1564 [D loss: 0.628 R 0.543 F 0.714][D acc: 0.617 R 0.609 F 0.625][G loss: 1.101 acc: 0.172]
1565 [D loss: 0.602 R 0.650 F 0.554][D acc: 0.695 R 0.594 F 0.797][G loss: 1.170 acc: 0.062]
1566 [D loss: 0.580 R 0.479 F 0.681][D acc: 0.734 R 0.734 F 0.734][G loss: 1.234 acc: 0.141]
1567 [D loss: 0.513 R 0.518 F 0.508][D acc: 0.781 R 0.719 F 0.844][G loss: 1.081 acc: 0.188]
1568 [D loss: 0.577 R 0.558 F 0.597][D acc: 0.656 R 0.641 F 0.672][G loss: 1.225 acc: 0.109]
1569 [D loss: 0.489 R 0.474 F 0.505][D acc: 0.781 R 0.750 F 0.812][G loss: 1.266 acc: 0.234]
1570 [D loss: 0.694 R 0.598 F 0.790][D acc: 0.656 R 0.656 F 0.656][G loss: 1.265 acc: 0.156]
1571 [D loss: 0.604 R 0.752 F 0.455][D acc: 0.695 R 0.516 F 0.875][G loss: 1.155 acc: 0.125]
1572 [D loss: 0.546 R 0.557 F 0.535][D acc: 0.719 R 0.594 F 0.844][G loss: 1.382 acc: 0.156]
1573 [D loss: 0.556 R 0.539 F 0.573][D acc: 0.719 R 0.734 F 0.703][G loss: 1.278 acc: 0.078]
1574 [D loss: 0.564 R 0.514 F 0.614][D acc: 0.602 R 0.641 F 0.562][G loss: 1.121 acc: 0.125]
1575 [D loss: 0.597 R 0.575 F 0.618][D acc: 0.695 R 0.688 F 0.703][G loss: 1.212 acc: 0.109]
1576 [D loss: 0.529 R 0.587 F 0.471][D acc: 0.734 R 0.625 F 0.844][G loss: 1.396 acc: 0.094]
1577 [D loss: 0.673 R 0.789 F 0.557][D acc: 0.648 R 0.516 F 0.781][G loss: 1.118 acc: 0.078]
1578 [D loss: 0.566 R 0.531 F 0.600][D acc: 0.750 R 0.719 F 0.781][G loss: 1.070 acc: 0.141]
1579 [D loss: 0.548 R 0.515 F 0.580][D acc: 0.758 R 0.703 F 0.812][G loss: 1.198 acc: 0.125]
1580 [D loss: 0.527 R 0.531 F 0.524][D acc: 0.727 R 0.625 F 0.828][G loss: 1.264 acc: 0.078]
1581 [D loss: 0.559 R 0.539 F 0.578][D acc: 0.727 R 0.703 F 0.750][G loss: 1.322 acc: 0.094]
1582 [D loss: 0.534 R 0.584 F 0.484][D acc: 0.703 R 0.594 F 0.812][G loss: 1.222 acc: 0.125]
1583 [D loss: 0.512 R 0.481 F 0.542][D acc: 0.742 R 0.703 F 0.781][G loss: 1.176 acc: 0.188]
1584 [D loss: 0.563 R 0.540 F 0.586][D acc: 0.703 R 0.688 F 0.719][G loss: 1.293 acc: 0.109]
1585 [D loss: 0.603 R 0.593 F 0.613][D acc: 0.656 R 0.594 F 0.719][G loss: 1.228 acc: 0.078]
1586 [D loss: 0.549 R 0.608 F 0.489][D acc: 0.750 R 0.656 F 0.844][G loss: 1.103 acc: 0.172]
1587 [D loss: 0.511 R 0.498 F 0.524][D acc: 0.727 R 0.719 F 0.734][G loss: 1.291 acc: 0.141]
1588 [D loss: 0.634 R 0.670 F 0.599][D acc: 0.688 R 0.625 F 0.750][G loss: 1.197 acc: 0.172]
1589 [D loss: 0.557 R 0.542 F 0.573][D acc: 0.648 R 0.594 F 0.703][G loss: 1.169 acc: 0.125]
1590 [D loss: 0.573 R 0.477 F 0.669][D acc: 0.641 R 0.703 F 0.578][G loss: 1.216 acc: 0.156]
1591 [D loss: 0.535 R 0.399 F 0.670][D acc: 0.680 R 0.750 F 0.609][G loss: 1.412 acc: 0.156]
1592 [D loss: 0.516 R 0.562 F 0.470][D acc: 0.711 R 0.625 F 0.797][G loss: 1.348 acc: 0.141]
1593 [D loss: 0.574 R 0.563 F 0.585][D acc: 0.680 R 0.609 F 0.750][G loss: 1.227 acc: 0.172]
1594 [D loss: 0.503 R 0.543 F 0.463][D acc: 0.773 R 0.672 F 0.875][G loss: 1.357 acc: 0.125]
1595 [D loss: 0.535 R 0.428 F 0.642][D acc: 0.703 R 0.719 F 0.688][G loss: 1.293 acc: 0.109]
1596 [D loss: 0.524 R 0.602 F 0.446][D acc: 0.750 R 0.625 F 0.875][G loss: 1.347 acc: 0.109]
1597 [D loss: 0.491 R 0.474 F 0.508][D acc: 0.750 R 0.750 F 0.750][G loss: 1.452 acc: 0.078]
1598 [D loss: 0.585 R 0.621 F 0.548][D acc: 0.672 R 0.562 F 0.781][G loss: 1.273 acc: 0.125]
1599 [D loss: 0.506 R 0.497 F 0.515][D acc: 0.758 R 0.734 F 0.781][G loss: 1.409 acc: 0.078]
1600 [D loss: 0.736 R 0.642 F 0.829][D acc: 0.648 R 0.656 F 0.641][G loss: 1.230 acc: 0.109]
1601 [D loss: 0.613 R 0.716 F 0.509][D acc: 0.656 R 0.469 F 0.844][G loss: 1.197 acc: 0.156]
1602 [D loss: 0.608 R 0.649 F 0.568][D acc: 0.648 R 0.562 F 0.734][G loss: 1.062 acc: 0.188]
1603 [D loss: 0.523 R 0.480 F 0.566][D acc: 0.719 R 0.703 F 0.734][G loss: 1.216 acc: 0.031]
1604 [D loss: 0.585 R 0.458 F 0.712][D acc: 0.742 R 0.750 F 0.734][G loss: 1.249 acc: 0.125]
1605 [D loss: 0.459 R 0.456 F 0.461][D acc: 0.797 R 0.750 F 0.844][G loss: 1.360 acc: 0.094]
1606 [D loss: 0.710 R 0.664 F 0.755][D acc: 0.578 R 0.531 F 0.625][G loss: 1.068 acc: 0.219]
1607 [D loss: 0.569 R 0.612 F 0.525][D acc: 0.672 R 0.609 F 0.734][G loss: 1.153 acc: 0.141]
1608 [D loss: 0.491 R 0.493 F 0.490][D acc: 0.766 R 0.703 F 0.828][G loss: 1.317 acc: 0.078]
1609 [D loss: 0.560 R 0.461 F 0.659][D acc: 0.742 R 0.766 F 0.719][G loss: 1.270 acc: 0.156]
1610 [D loss: 0.545 R 0.590 F 0.501][D acc: 0.711 R 0.578 F 0.844][G loss: 1.221 acc: 0.188]
1611 [D loss: 0.580 R 0.567 F 0.592][D acc: 0.680 R 0.656 F 0.703][G loss: 1.192 acc: 0.156]
1612 [D loss: 0.576 R 0.561 F 0.591][D acc: 0.680 R 0.594 F 0.766][G loss: 1.268 acc: 0.125]
1613 [D loss: 0.611 R 0.667 F 0.555][D acc: 0.625 R 0.516 F 0.734][G loss: 1.274 acc: 0.109]
1614 [D loss: 0.562 R 0.571 F 0.552][D acc: 0.727 R 0.594 F 0.859][G loss: 1.197 acc: 0.156]
1615 [D loss: 0.536 R 0.549 F 0.522][D acc: 0.719 R 0.672 F 0.766][G loss: 1.283 acc: 0.156]
1616 [D loss: 0.527 R 0.467 F 0.586][D acc: 0.742 R 0.719 F 0.766][G loss: 1.241 acc: 0.156]
1617 [D loss: 0.529 R 0.464 F 0.594][D acc: 0.672 R 0.703 F 0.641][G loss: 1.477 acc: 0.109]
1618 [D loss: 0.561 R 0.587 F 0.534][D acc: 0.703 R 0.625 F 0.781][G loss: 1.376 acc: 0.141]
1619 [D loss: 0.622 R 0.563 F 0.680][D acc: 0.703 R 0.672 F 0.734][G loss: 1.219 acc: 0.141]
1620 [D loss: 0.588 R 0.660 F 0.517][D acc: 0.703 R 0.547 F 0.859][G loss: 1.320 acc: 0.094]
1621 [D loss: 0.587 R 0.610 F 0.564][D acc: 0.711 R 0.641 F 0.781][G loss: 1.292 acc: 0.078]
1622 [D loss: 0.514 R 0.529 F 0.499][D acc: 0.750 R 0.688 F 0.812][G loss: 1.333 acc: 0.062]
1623 [D loss: 0.627 R 0.607 F 0.647][D acc: 0.664 R 0.594 F 0.734][G loss: 1.255 acc: 0.125]
1624 [D loss: 0.663 R 0.709 F 0.617][D acc: 0.648 R 0.547 F 0.750][G loss: 1.131 acc: 0.109]
1625 [D loss: 0.551 R 0.537 F 0.565][D acc: 0.734 R 0.719 F 0.750][G loss: 1.122 acc: 0.125]
1626 [D loss: 0.535 R 0.545 F 0.524][D acc: 0.734 R 0.656 F 0.812][G loss: 1.219 acc: 0.078]
1627 [D loss: 0.522 R 0.449 F 0.594][D acc: 0.750 R 0.750 F 0.750][G loss: 1.278 acc: 0.125]
1628 [D loss: 0.534 R 0.492 F 0.576][D acc: 0.711 R 0.688 F 0.734][G loss: 1.218 acc: 0.109]
1629 [D loss: 0.546 R 0.585 F 0.507][D acc: 0.703 R 0.609 F 0.797][G loss: 1.394 acc: 0.062]
1630 [D loss: 0.537 R 0.423 F 0.651][D acc: 0.719 R 0.750 F 0.688][G loss: 1.224 acc: 0.125]
1631 [D loss: 0.608 R 0.679 F 0.538][D acc: 0.641 R 0.531 F 0.750][G loss: 1.173 acc: 0.125]
1632 [D loss: 0.496 R 0.545 F 0.448][D acc: 0.766 R 0.625 F 0.906][G loss: 1.251 acc: 0.109]
1633 [D loss: 0.502 R 0.497 F 0.507][D acc: 0.711 R 0.688 F 0.734][G loss: 1.144 acc: 0.125]
1634 [D loss: 0.526 R 0.485 F 0.567][D acc: 0.727 R 0.703 F 0.750][G loss: 1.287 acc: 0.078]
1635 [D loss: 0.531 R 0.517 F 0.545][D acc: 0.727 R 0.703 F 0.750][G loss: 1.379 acc: 0.141]
1636 [D loss: 0.624 R 0.519 F 0.729][D acc: 0.633 R 0.688 F 0.578][G loss: 1.298 acc: 0.062]
1637 [D loss: 0.567 R 0.675 F 0.460][D acc: 0.711 R 0.531 F 0.891][G loss: 1.379 acc: 0.062]
1638 [D loss: 0.505 R 0.578 F 0.431][D acc: 0.727 R 0.578 F 0.875][G loss: 1.241 acc: 0.156]
1639 [D loss: 0.589 R 0.521 F 0.656][D acc: 0.719 R 0.734 F 0.703][G loss: 1.294 acc: 0.109]
1640 [D loss: 0.540 R 0.569 F 0.510][D acc: 0.727 R 0.703 F 0.750][G loss: 1.351 acc: 0.094]
1641 [D loss: 0.520 R 0.500 F 0.540][D acc: 0.750 R 0.672 F 0.828][G loss: 1.428 acc: 0.094]
1642 [D loss: 0.579 R 0.591 F 0.567][D acc: 0.688 R 0.594 F 0.781][G loss: 1.386 acc: 0.109]
1643 [D loss: 0.555 R 0.546 F 0.563][D acc: 0.664 R 0.594 F 0.734][G loss: 1.350 acc: 0.125]
1644 [D loss: 0.548 R 0.574 F 0.522][D acc: 0.695 R 0.609 F 0.781][G loss: 1.372 acc: 0.062]
1645 [D loss: 0.586 R 0.636 F 0.536][D acc: 0.719 R 0.672 F 0.766][G loss: 1.298 acc: 0.109]
1646 [D loss: 0.465 R 0.427 F 0.502][D acc: 0.797 R 0.750 F 0.844][G loss: 1.401 acc: 0.109]
1647 [D loss: 0.601 R 0.622 F 0.580][D acc: 0.680 R 0.594 F 0.766][G loss: 1.186 acc: 0.125]
1648 [D loss: 0.597 R 0.472 F 0.721][D acc: 0.680 R 0.719 F 0.641][G loss: 1.321 acc: 0.094]
1649 [D loss: 0.491 R 0.513 F 0.469][D acc: 0.781 R 0.719 F 0.844][G loss: 1.352 acc: 0.094]
1650 [D loss: 0.539 R 0.548 F 0.531][D acc: 0.766 R 0.719 F 0.812][G loss: 1.241 acc: 0.219]
1651 [D loss: 0.547 R 0.444 F 0.650][D acc: 0.719 R 0.750 F 0.688][G loss: 1.295 acc: 0.062]
1652 [D loss: 0.564 R 0.609 F 0.518][D acc: 0.727 R 0.578 F 0.875][G loss: 1.432 acc: 0.047]
1653 [D loss: 0.574 R 0.641 F 0.507][D acc: 0.703 R 0.594 F 0.812][G loss: 1.310 acc: 0.094]
1654 [D loss: 0.612 R 0.614 F 0.609][D acc: 0.688 R 0.625 F 0.750][G loss: 1.238 acc: 0.125]
1655 [D loss: 0.569 R 0.544 F 0.594][D acc: 0.711 R 0.672 F 0.750][G loss: 1.272 acc: 0.078]
1656 [D loss: 0.583 R 0.628 F 0.538][D acc: 0.711 R 0.672 F 0.750][G loss: 1.205 acc: 0.078]
1657 [D loss: 0.561 R 0.510 F 0.612][D acc: 0.672 R 0.672 F 0.672][G loss: 1.232 acc: 0.125]
1658 [D loss: 0.581 R 0.548 F 0.614][D acc: 0.695 R 0.703 F 0.688][G loss: 1.125 acc: 0.141]
1659 [D loss: 0.494 R 0.503 F 0.486][D acc: 0.766 R 0.719 F 0.812][G loss: 1.317 acc: 0.141]
1660 [D loss: 0.640 R 0.560 F 0.720][D acc: 0.664 R 0.672 F 0.656][G loss: 1.212 acc: 0.125]
1661 [D loss: 0.578 R 0.651 F 0.505][D acc: 0.680 R 0.594 F 0.766][G loss: 1.370 acc: 0.141]
1662 [D loss: 0.525 R 0.485 F 0.564][D acc: 0.766 R 0.719 F 0.812][G loss: 1.248 acc: 0.109]
1663 [D loss: 0.565 R 0.570 F 0.559][D acc: 0.688 R 0.641 F 0.734][G loss: 1.333 acc: 0.156]
1664 [D loss: 0.563 R 0.555 F 0.571][D acc: 0.734 R 0.656 F 0.812][G loss: 1.237 acc: 0.141]
1665 [D loss: 0.586 R 0.528 F 0.645][D acc: 0.727 R 0.734 F 0.719][G loss: 1.272 acc: 0.062]
1666 [D loss: 0.521 R 0.552 F 0.491][D acc: 0.734 R 0.656 F 0.812][G loss: 1.210 acc: 0.156]
1667 [D loss: 0.585 R 0.595 F 0.576][D acc: 0.703 R 0.656 F 0.750][G loss: 1.223 acc: 0.141]
1668 [D loss: 0.545 R 0.525 F 0.565][D acc: 0.734 R 0.672 F 0.797][G loss: 1.343 acc: 0.141]
1669 [D loss: 0.618 R 0.680 F 0.556][D acc: 0.633 R 0.562 F 0.703][G loss: 1.271 acc: 0.125]
1670 [D loss: 0.553 R 0.544 F 0.562][D acc: 0.680 R 0.656 F 0.703][G loss: 1.183 acc: 0.172]
1671 [D loss: 0.595 R 0.580 F 0.610][D acc: 0.672 R 0.578 F 0.766][G loss: 1.354 acc: 0.125]
1672 [D loss: 0.492 R 0.552 F 0.432][D acc: 0.758 R 0.656 F 0.859][G loss: 1.358 acc: 0.094]
1673 [D loss: 0.555 R 0.529 F 0.580][D acc: 0.734 R 0.672 F 0.797][G loss: 1.308 acc: 0.109]
1674 [D loss: 0.544 R 0.612 F 0.475][D acc: 0.711 R 0.625 F 0.797][G loss: 1.326 acc: 0.094]
1675 [D loss: 0.611 R 0.629 F 0.593][D acc: 0.688 R 0.625 F 0.750][G loss: 1.216 acc: 0.109]
1676 [D loss: 0.594 R 0.668 F 0.519][D acc: 0.688 R 0.562 F 0.812][G loss: 1.107 acc: 0.219]
1677 [D loss: 0.660 R 0.547 F 0.773][D acc: 0.672 R 0.641 F 0.703][G loss: 1.113 acc: 0.219]
1678 [D loss: 0.552 R 0.603 F 0.502][D acc: 0.734 R 0.625 F 0.844][G loss: 1.299 acc: 0.031]
1679 [D loss: 0.480 R 0.448 F 0.512][D acc: 0.797 R 0.719 F 0.875][G loss: 1.230 acc: 0.125]
1680 [D loss: 0.528 R 0.554 F 0.502][D acc: 0.711 R 0.641 F 0.781][G loss: 1.242 acc: 0.156]
1681 [D loss: 0.565 R 0.487 F 0.643][D acc: 0.758 R 0.719 F 0.797][G loss: 1.274 acc: 0.141]
1682 [D loss: 0.584 R 0.621 F 0.547][D acc: 0.680 R 0.594 F 0.766][G loss: 1.377 acc: 0.125]
1683 [D loss: 0.589 R 0.548 F 0.631][D acc: 0.672 R 0.672 F 0.672][G loss: 1.204 acc: 0.156]
1684 [D loss: 0.475 R 0.456 F 0.495][D acc: 0.812 R 0.797 F 0.828][G loss: 1.360 acc: 0.125]
1685 [D loss: 0.646 R 0.702 F 0.590][D acc: 0.672 R 0.609 F 0.734][G loss: 1.248 acc: 0.125]
1686 [D loss: 0.560 R 0.592 F 0.529][D acc: 0.688 R 0.625 F 0.750][G loss: 1.175 acc: 0.156]
1687 [D loss: 0.590 R 0.625 F 0.554][D acc: 0.688 R 0.625 F 0.750][G loss: 1.217 acc: 0.234]
1688 [D loss: 0.610 R 0.649 F 0.570][D acc: 0.641 R 0.578 F 0.703][G loss: 1.157 acc: 0.188]
1689 [D loss: 0.464 R 0.463 F 0.465][D acc: 0.750 R 0.672 F 0.828][G loss: 1.353 acc: 0.141]
1690 [D loss: 0.588 R 0.634 F 0.543][D acc: 0.727 R 0.641 F 0.812][G loss: 1.398 acc: 0.156]
1691 [D loss: 0.529 R 0.543 F 0.514][D acc: 0.734 R 0.641 F 0.828][G loss: 1.361 acc: 0.156]
1692 [D loss: 0.556 R 0.472 F 0.640][D acc: 0.680 R 0.672 F 0.688][G loss: 1.427 acc: 0.156]
1693 [D loss: 0.580 R 0.577 F 0.583][D acc: 0.664 R 0.641 F 0.688][G loss: 1.266 acc: 0.094]
1694 [D loss: 0.547 R 0.549 F 0.545][D acc: 0.703 R 0.656 F 0.750][G loss: 1.355 acc: 0.062]
1695 [D loss: 0.591 R 0.662 F 0.520][D acc: 0.633 R 0.516 F 0.750][G loss: 1.260 acc: 0.141]
1696 [D loss: 0.648 R 0.509 F 0.787][D acc: 0.656 R 0.641 F 0.672][G loss: 1.230 acc: 0.094]
1697 [D loss: 0.505 R 0.569 F 0.442][D acc: 0.773 R 0.656 F 0.891][G loss: 1.264 acc: 0.109]
1698 [D loss: 0.618 R 0.549 F 0.686][D acc: 0.695 R 0.750 F 0.641][G loss: 1.222 acc: 0.125]
1699 [D loss: 0.545 R 0.526 F 0.565][D acc: 0.727 R 0.656 F 0.797][G loss: 1.411 acc: 0.047]
1700 [D loss: 0.528 R 0.495 F 0.561][D acc: 0.719 R 0.703 F 0.734][G loss: 1.270 acc: 0.141]
1701 [D loss: 0.562 R 0.530 F 0.593][D acc: 0.695 R 0.656 F 0.734][G loss: 1.269 acc: 0.094]
1702 [D loss: 0.573 R 0.540 F 0.606][D acc: 0.703 R 0.672 F 0.734][G loss: 1.323 acc: 0.062]
1703 [D loss: 0.592 R 0.640 F 0.544][D acc: 0.656 R 0.547 F 0.766][G loss: 1.196 acc: 0.203]
1704 [D loss: 0.485 R 0.487 F 0.484][D acc: 0.742 R 0.672 F 0.812][G loss: 1.265 acc: 0.156]
1705 [D loss: 0.496 R 0.531 F 0.462][D acc: 0.781 R 0.672 F 0.891][G loss: 1.211 acc: 0.188]
1706 [D loss: 0.562 R 0.581 F 0.544][D acc: 0.727 R 0.641 F 0.812][G loss: 1.224 acc: 0.125]
1707 [D loss: 0.557 R 0.560 F 0.554][D acc: 0.695 R 0.641 F 0.750][G loss: 1.347 acc: 0.094]
1708 [D loss: 0.540 R 0.542 F 0.537][D acc: 0.734 R 0.688 F 0.781][G loss: 1.169 acc: 0.109]
1709 [D loss: 0.543 R 0.531 F 0.555][D acc: 0.758 R 0.719 F 0.797][G loss: 1.233 acc: 0.109]
1710 [D loss: 0.577 R 0.547 F 0.606][D acc: 0.656 R 0.625 F 0.688][G loss: 1.194 acc: 0.141]
1711 [D loss: 0.520 R 0.542 F 0.499][D acc: 0.742 R 0.672 F 0.812][G loss: 1.216 acc: 0.172]
1712 [D loss: 0.558 R 0.476 F 0.640][D acc: 0.703 R 0.750 F 0.656][G loss: 1.126 acc: 0.172]
1713 [D loss: 0.647 R 0.664 F 0.629][D acc: 0.656 R 0.578 F 0.734][G loss: 1.154 acc: 0.125]
1714 [D loss: 0.649 R 0.650 F 0.649][D acc: 0.680 R 0.578 F 0.781][G loss: 1.150 acc: 0.125]
1715 [D loss: 0.533 R 0.580 F 0.485][D acc: 0.734 R 0.656 F 0.812][G loss: 1.148 acc: 0.141]
1716 [D loss: 0.548 R 0.523 F 0.573][D acc: 0.695 R 0.672 F 0.719][G loss: 1.213 acc: 0.172]
1717 [D loss: 0.650 R 0.701 F 0.599][D acc: 0.641 R 0.578 F 0.703][G loss: 1.392 acc: 0.156]
1718 [D loss: 0.546 R 0.622 F 0.470][D acc: 0.711 R 0.609 F 0.812][G loss: 1.251 acc: 0.109]
1719 [D loss: 0.638 R 0.588 F 0.688][D acc: 0.664 R 0.672 F 0.656][G loss: 1.208 acc: 0.078]
1720 [D loss: 0.534 R 0.471 F 0.598][D acc: 0.758 R 0.734 F 0.781][G loss: 1.184 acc: 0.125]
1721 [D loss: 0.552 R 0.539 F 0.565][D acc: 0.719 R 0.734 F 0.703][G loss: 1.214 acc: 0.203]
1722 [D loss: 0.502 R 0.422 F 0.583][D acc: 0.734 R 0.750 F 0.719][G loss: 1.465 acc: 0.109]
1723 [D loss: 0.575 R 0.605 F 0.546][D acc: 0.641 R 0.594 F 0.688][G loss: 1.267 acc: 0.125]
1724 [D loss: 0.553 R 0.535 F 0.571][D acc: 0.742 R 0.719 F 0.766][G loss: 1.284 acc: 0.109]
1725 [D loss: 0.558 R 0.535 F 0.580][D acc: 0.719 R 0.672 F 0.766][G loss: 1.236 acc: 0.125]
1726 [D loss: 0.470 R 0.457 F 0.482][D acc: 0.773 R 0.750 F 0.797][G loss: 1.399 acc: 0.094]
1727 [D loss: 0.658 R 0.623 F 0.694][D acc: 0.695 R 0.625 F 0.766][G loss: 1.359 acc: 0.094]
1728 [D loss: 0.629 R 0.744 F 0.514][D acc: 0.688 R 0.578 F 0.797][G loss: 1.351 acc: 0.078]
1729 [D loss: 0.573 R 0.630 F 0.515][D acc: 0.711 R 0.641 F 0.781][G loss: 1.179 acc: 0.203]
1730 [D loss: 0.574 R 0.661 F 0.486][D acc: 0.695 R 0.562 F 0.828][G loss: 1.077 acc: 0.266]
1731 [D loss: 0.534 R 0.453 F 0.616][D acc: 0.672 R 0.688 F 0.656][G loss: 1.148 acc: 0.188]
1732 [D loss: 0.452 R 0.437 F 0.466][D acc: 0.789 R 0.766 F 0.812][G loss: 1.353 acc: 0.141]
1733 [D loss: 0.628 R 0.539 F 0.716][D acc: 0.664 R 0.703 F 0.625][G loss: 1.321 acc: 0.109]
1734 [D loss: 0.604 R 0.632 F 0.577][D acc: 0.695 R 0.625 F 0.766][G loss: 1.199 acc: 0.156]
1735 [D loss: 0.528 R 0.544 F 0.511][D acc: 0.711 R 0.688 F 0.734][G loss: 1.245 acc: 0.109]
1736 [D loss: 0.593 R 0.608 F 0.579][D acc: 0.703 R 0.672 F 0.734][G loss: 1.204 acc: 0.125]
1737 [D loss: 0.628 R 0.753 F 0.503][D acc: 0.641 R 0.500 F 0.781][G loss: 1.248 acc: 0.109]
1738 [D loss: 0.510 R 0.529 F 0.490][D acc: 0.766 R 0.703 F 0.828][G loss: 1.246 acc: 0.141]
1739 [D loss: 0.430 R 0.409 F 0.452][D acc: 0.828 R 0.812 F 0.844][G loss: 1.479 acc: 0.141]
1740 [D loss: 0.621 R 0.596 F 0.646][D acc: 0.680 R 0.625 F 0.734][G loss: 1.293 acc: 0.109]
1741 [D loss: 0.507 R 0.458 F 0.556][D acc: 0.734 R 0.688 F 0.781][G loss: 1.216 acc: 0.172]
1742 [D loss: 0.542 R 0.470 F 0.613][D acc: 0.688 R 0.656 F 0.719][G loss: 1.245 acc: 0.203]
1743 [D loss: 0.599 R 0.692 F 0.506][D acc: 0.672 R 0.547 F 0.797][G loss: 1.341 acc: 0.125]
1744 [D loss: 0.635 R 0.539 F 0.732][D acc: 0.711 R 0.688 F 0.734][G loss: 1.351 acc: 0.141]
1745 [D loss: 0.555 R 0.592 F 0.518][D acc: 0.703 R 0.609 F 0.797][G loss: 1.244 acc: 0.188]
1746 [D loss: 0.662 R 0.565 F 0.759][D acc: 0.641 R 0.641 F 0.641][G loss: 1.355 acc: 0.078]
1747 [D loss: 0.704 R 0.655 F 0.753][D acc: 0.648 R 0.516 F 0.781][G loss: 1.255 acc: 0.109]
1748 [D loss: 0.554 R 0.620 F 0.487][D acc: 0.719 R 0.609 F 0.828][G loss: 1.186 acc: 0.109]
1749 [D loss: 0.520 R 0.566 F 0.474][D acc: 0.734 R 0.625 F 0.844][G loss: 1.404 acc: 0.125]
1750 [D loss: 0.553 R 0.617 F 0.488][D acc: 0.711 R 0.578 F 0.844][G loss: 1.323 acc: 0.125]
1751 [D loss: 0.538 R 0.430 F 0.646][D acc: 0.688 R 0.719 F 0.656][G loss: 1.411 acc: 0.062]
1752 [D loss: 0.547 R 0.619 F 0.475][D acc: 0.711 R 0.641 F 0.781][G loss: 1.378 acc: 0.078]
1753 [D loss: 0.514 R 0.512 F 0.516][D acc: 0.727 R 0.656 F 0.797][G loss: 1.364 acc: 0.125]
1754 [D loss: 0.568 R 0.464 F 0.672][D acc: 0.695 R 0.719 F 0.672][G loss: 1.176 acc: 0.156]
1755 [D loss: 0.566 R 0.515 F 0.617][D acc: 0.719 R 0.641 F 0.797][G loss: 1.351 acc: 0.125]
1756 [D loss: 0.490 R 0.534 F 0.446][D acc: 0.781 R 0.672 F 0.891][G loss: 1.423 acc: 0.078]
1757 [D loss: 0.575 R 0.595 F 0.555][D acc: 0.688 R 0.641 F 0.734][G loss: 1.361 acc: 0.141]
1758 [D loss: 0.615 R 0.603 F 0.627][D acc: 0.633 R 0.594 F 0.672][G loss: 1.308 acc: 0.062]
1759 [D loss: 0.611 R 0.640 F 0.581][D acc: 0.688 R 0.594 F 0.781][G loss: 1.314 acc: 0.094]
1760 [D loss: 0.496 R 0.547 F 0.446][D acc: 0.719 R 0.609 F 0.828][G loss: 1.287 acc: 0.078]
1761 [D loss: 0.636 R 0.530 F 0.743][D acc: 0.766 R 0.734 F 0.797][G loss: 1.219 acc: 0.078]
1762 [D loss: 0.541 R 0.627 F 0.456][D acc: 0.766 R 0.641 F 0.891][G loss: 1.224 acc: 0.109]
1763 [D loss: 0.623 R 0.570 F 0.675][D acc: 0.641 R 0.562 F 0.719][G loss: 1.228 acc: 0.062]
1764 [D loss: 0.567 R 0.631 F 0.503][D acc: 0.742 R 0.625 F 0.859][G loss: 1.113 acc: 0.203]
1765 [D loss: 0.536 R 0.558 F 0.514][D acc: 0.727 R 0.641 F 0.812][G loss: 1.264 acc: 0.062]
1766 [D loss: 0.566 R 0.524 F 0.608][D acc: 0.719 R 0.641 F 0.797][G loss: 1.221 acc: 0.094]
1767 [D loss: 0.481 R 0.446 F 0.515][D acc: 0.758 R 0.734 F 0.781][G loss: 1.276 acc: 0.109]
1768 [D loss: 0.599 R 0.529 F 0.669][D acc: 0.695 R 0.656 F 0.734][G loss: 1.371 acc: 0.156]
1769 [D loss: 0.564 R 0.572 F 0.556][D acc: 0.719 R 0.656 F 0.781][G loss: 1.281 acc: 0.156]
1770 [D loss: 0.629 R 0.721 F 0.537][D acc: 0.672 R 0.547 F 0.797][G loss: 1.160 acc: 0.094]
1771 [D loss: 0.582 R 0.480 F 0.684][D acc: 0.719 R 0.719 F 0.719][G loss: 1.304 acc: 0.094]
1772 [D loss: 0.551 R 0.622 F 0.481][D acc: 0.727 R 0.578 F 0.875][G loss: 1.325 acc: 0.078]
1773 [D loss: 0.549 R 0.601 F 0.497][D acc: 0.750 R 0.641 F 0.859][G loss: 1.242 acc: 0.109]
1774 [D loss: 0.591 R 0.692 F 0.489][D acc: 0.656 R 0.500 F 0.812][G loss: 1.261 acc: 0.094]
1775 [D loss: 0.665 R 0.705 F 0.625][D acc: 0.602 R 0.438 F 0.766][G loss: 1.178 acc: 0.078]
1776 [D loss: 0.527 R 0.554 F 0.500][D acc: 0.719 R 0.609 F 0.828][G loss: 1.159 acc: 0.156]
1777 [D loss: 0.610 R 0.515 F 0.705][D acc: 0.633 R 0.656 F 0.609][G loss: 1.125 acc: 0.094]
1778 [D loss: 0.561 R 0.646 F 0.477][D acc: 0.719 R 0.562 F 0.875][G loss: 1.191 acc: 0.062]
1779 [D loss: 0.570 R 0.538 F 0.602][D acc: 0.727 R 0.703 F 0.750][G loss: 1.032 acc: 0.234]
1780 [D loss: 0.526 R 0.554 F 0.497][D acc: 0.750 R 0.625 F 0.875][G loss: 1.128 acc: 0.125]
1781 [D loss: 0.523 R 0.427 F 0.620][D acc: 0.711 R 0.766 F 0.656][G loss: 1.199 acc: 0.078]
1782 [D loss: 0.603 R 0.595 F 0.611][D acc: 0.664 R 0.547 F 0.781][G loss: 1.217 acc: 0.078]
1783 [D loss: 0.554 R 0.607 F 0.501][D acc: 0.734 R 0.625 F 0.844][G loss: 1.212 acc: 0.156]
1784 [D loss: 0.516 R 0.530 F 0.502][D acc: 0.766 R 0.672 F 0.859][G loss: 1.214 acc: 0.109]
1785 [D loss: 0.549 R 0.535 F 0.562][D acc: 0.734 R 0.656 F 0.812][G loss: 1.161 acc: 0.094]
1786 [D loss: 0.608 R 0.622 F 0.593][D acc: 0.680 R 0.641 F 0.719][G loss: 1.231 acc: 0.172]
1787 [D loss: 0.551 R 0.494 F 0.609][D acc: 0.711 R 0.672 F 0.750][G loss: 1.339 acc: 0.062]
1788 [D loss: 0.560 R 0.529 F 0.591][D acc: 0.742 R 0.719 F 0.766][G loss: 1.267 acc: 0.078]
1789 [D loss: 0.617 R 0.698 F 0.535][D acc: 0.641 R 0.531 F 0.750][G loss: 1.227 acc: 0.109]
1790 [D loss: 0.550 R 0.539 F 0.561][D acc: 0.703 R 0.641 F 0.766][G loss: 1.165 acc: 0.172]
1791 [D loss: 0.563 R 0.519 F 0.607][D acc: 0.688 R 0.641 F 0.734][G loss: 1.240 acc: 0.109]
1792 [D loss: 0.539 R 0.580 F 0.499][D acc: 0.727 R 0.641 F 0.812][G loss: 1.226 acc: 0.156]
1793 [D loss: 0.561 R 0.520 F 0.602][D acc: 0.734 R 0.750 F 0.719][G loss: 1.299 acc: 0.109]
1794 [D loss: 0.617 R 0.644 F 0.589][D acc: 0.688 R 0.594 F 0.781][G loss: 1.215 acc: 0.109]
1795 [D loss: 0.611 R 0.628 F 0.594][D acc: 0.664 R 0.594 F 0.734][G loss: 1.317 acc: 0.172]
1796 [D loss: 0.485 R 0.462 F 0.508][D acc: 0.773 R 0.703 F 0.844][G loss: 1.325 acc: 0.141]
1797 [D loss: 0.616 R 0.543 F 0.690][D acc: 0.719 R 0.641 F 0.797][G loss: 1.235 acc: 0.156]
1798 [D loss: 0.577 R 0.622 F 0.532][D acc: 0.664 R 0.594 F 0.734][G loss: 1.248 acc: 0.141]
1799 [D loss: 0.501 R 0.476 F 0.526][D acc: 0.773 R 0.719 F 0.828][G loss: 1.321 acc: 0.203]
1800 [D loss: 0.562 R 0.502 F 0.622][D acc: 0.750 R 0.734 F 0.766][G loss: 1.196 acc: 0.141]
1801 [D loss: 0.522 R 0.476 F 0.567][D acc: 0.742 R 0.719 F 0.766][G loss: 1.159 acc: 0.188]
1802 [D loss: 0.529 R 0.564 F 0.495][D acc: 0.719 R 0.672 F 0.766][G loss: 1.308 acc: 0.141]
1803 [D loss: 0.583 R 0.583 F 0.584][D acc: 0.633 R 0.609 F 0.656][G loss: 1.266 acc: 0.141]
1804 [D loss: 0.462 R 0.319 F 0.605][D acc: 0.789 R 0.844 F 0.734][G loss: 1.478 acc: 0.094]
1805 [D loss: 0.520 R 0.596 F 0.444][D acc: 0.711 R 0.531 F 0.891][G loss: 1.285 acc: 0.125]
1806 [D loss: 0.602 R 0.554 F 0.650][D acc: 0.711 R 0.656 F 0.766][G loss: 1.391 acc: 0.047]
1807 [D loss: 0.543 R 0.628 F 0.459][D acc: 0.750 R 0.625 F 0.875][G loss: 1.294 acc: 0.188]
1808 [D loss: 0.654 R 0.662 F 0.647][D acc: 0.609 R 0.562 F 0.656][G loss: 1.394 acc: 0.141]
1809 [D loss: 0.511 R 0.472 F 0.550][D acc: 0.758 R 0.703 F 0.812][G loss: 1.295 acc: 0.125]
1810 [D loss: 0.573 R 0.622 F 0.524][D acc: 0.672 R 0.562 F 0.781][G loss: 1.307 acc: 0.156]
1811 [D loss: 0.599 R 0.612 F 0.586][D acc: 0.688 R 0.641 F 0.734][G loss: 1.160 acc: 0.094]
1812 [D loss: 0.551 R 0.539 F 0.564][D acc: 0.766 R 0.719 F 0.812][G loss: 1.231 acc: 0.125]
1813 [D loss: 0.483 R 0.534 F 0.431][D acc: 0.812 R 0.766 F 0.859][G loss: 1.504 acc: 0.094]
1814 [D loss: 0.580 R 0.606 F 0.554][D acc: 0.711 R 0.625 F 0.797][G loss: 1.282 acc: 0.141]
1815 [D loss: 0.619 R 0.658 F 0.579][D acc: 0.672 R 0.562 F 0.781][G loss: 1.117 acc: 0.172]
1816 [D loss: 0.527 R 0.559 F 0.496][D acc: 0.719 R 0.609 F 0.828][G loss: 1.498 acc: 0.078]
1817 [D loss: 0.542 R 0.502 F 0.582][D acc: 0.750 R 0.688 F 0.812][G loss: 1.335 acc: 0.047]
1818 [D loss: 0.531 R 0.551 F 0.511][D acc: 0.711 R 0.594 F 0.828][G loss: 1.424 acc: 0.125]
1819 [D loss: 0.556 R 0.585 F 0.527][D acc: 0.727 R 0.625 F 0.828][G loss: 1.338 acc: 0.125]
1820 [D loss: 0.597 R 0.457 F 0.736][D acc: 0.695 R 0.703 F 0.688][G loss: 1.473 acc: 0.047]
1821 [D loss: 0.549 R 0.593 F 0.505][D acc: 0.734 R 0.641 F 0.828][G loss: 1.436 acc: 0.047]
1822 [D loss: 0.522 R 0.530 F 0.514][D acc: 0.750 R 0.688 F 0.812][G loss: 1.450 acc: 0.078]
1823 [D loss: 0.529 R 0.568 F 0.490][D acc: 0.750 R 0.688 F 0.812][G loss: 1.341 acc: 0.125]
1824 [D loss: 0.508 R 0.549 F 0.466][D acc: 0.750 R 0.719 F 0.781][G loss: 1.361 acc: 0.094]
1825 [D loss: 0.618 R 0.498 F 0.739][D acc: 0.680 R 0.719 F 0.641][G loss: 1.301 acc: 0.047]
1826 [D loss: 0.601 R 0.730 F 0.472][D acc: 0.695 R 0.516 F 0.875][G loss: 1.304 acc: 0.062]
1827 [D loss: 0.562 R 0.474 F 0.651][D acc: 0.680 R 0.750 F 0.609][G loss: 1.429 acc: 0.047]
1828 [D loss: 0.470 R 0.485 F 0.454][D acc: 0.789 R 0.719 F 0.859][G loss: 1.519 acc: 0.062]
1829 [D loss: 0.578 R 0.628 F 0.527][D acc: 0.680 R 0.625 F 0.734][G loss: 1.304 acc: 0.172]
1830 [D loss: 0.569 R 0.558 F 0.581][D acc: 0.703 R 0.656 F 0.750][G loss: 1.336 acc: 0.094]
1831 [D loss: 0.572 R 0.608 F 0.537][D acc: 0.711 R 0.609 F 0.812][G loss: 1.342 acc: 0.094]
1832 [D loss: 0.572 R 0.528 F 0.616][D acc: 0.695 R 0.625 F 0.766][G loss: 1.309 acc: 0.141]
1833 [D loss: 0.583 R 0.632 F 0.534][D acc: 0.703 R 0.609 F 0.797][G loss: 1.207 acc: 0.188]
1834 [D loss: 0.538 R 0.516 F 0.560][D acc: 0.711 R 0.641 F 0.781][G loss: 1.365 acc: 0.078]
1835 [D loss: 0.527 R 0.488 F 0.566][D acc: 0.711 R 0.656 F 0.766][G loss: 1.345 acc: 0.094]
1836 [D loss: 0.481 R 0.510 F 0.453][D acc: 0.773 R 0.672 F 0.875][G loss: 1.401 acc: 0.109]
1837 [D loss: 0.692 R 0.771 F 0.613][D acc: 0.578 R 0.500 F 0.656][G loss: 1.274 acc: 0.109]
1838 [D loss: 0.643 R 0.660 F 0.625][D acc: 0.648 R 0.578 F 0.719][G loss: 1.162 acc: 0.078]
1839 [D loss: 0.495 R 0.529 F 0.462][D acc: 0.773 R 0.703 F 0.844][G loss: 1.084 acc: 0.156]
1840 [D loss: 0.665 R 0.541 F 0.789][D acc: 0.664 R 0.688 F 0.641][G loss: 1.227 acc: 0.188]
1841 [D loss: 0.569 R 0.646 F 0.492][D acc: 0.664 R 0.516 F 0.812][G loss: 1.164 acc: 0.094]
1842 [D loss: 0.594 R 0.623 F 0.565][D acc: 0.672 R 0.609 F 0.734][G loss: 1.291 acc: 0.156]
1843 [D loss: 0.550 R 0.533 F 0.568][D acc: 0.750 R 0.719 F 0.781][G loss: 1.174 acc: 0.172]
1844 [D loss: 0.513 R 0.572 F 0.453][D acc: 0.773 R 0.641 F 0.906][G loss: 1.209 acc: 0.172]
1845 [D loss: 0.540 R 0.439 F 0.640][D acc: 0.742 R 0.766 F 0.719][G loss: 1.393 acc: 0.047]
1846 [D loss: 0.542 R 0.628 F 0.457][D acc: 0.719 R 0.594 F 0.844][G loss: 1.396 acc: 0.109]
1847 [D loss: 0.483 R 0.450 F 0.517][D acc: 0.781 R 0.750 F 0.812][G loss: 1.239 acc: 0.172]
1848 [D loss: 0.595 R 0.662 F 0.527][D acc: 0.688 R 0.531 F 0.844][G loss: 1.230 acc: 0.078]
1849 [D loss: 0.604 R 0.598 F 0.610][D acc: 0.688 R 0.625 F 0.750][G loss: 1.141 acc: 0.125]
1850 [D loss: 0.567 R 0.545 F 0.590][D acc: 0.688 R 0.656 F 0.719][G loss: 1.328 acc: 0.062]
1851 [D loss: 0.565 R 0.572 F 0.557][D acc: 0.703 R 0.656 F 0.750][G loss: 1.303 acc: 0.078]
1852 [D loss: 0.629 R 0.764 F 0.495][D acc: 0.680 R 0.484 F 0.875][G loss: 1.211 acc: 0.156]
1853 [D loss: 0.608 R 0.512 F 0.704][D acc: 0.695 R 0.672 F 0.719][G loss: 1.091 acc: 0.188]
1854 [D loss: 0.568 R 0.614 F 0.522][D acc: 0.719 R 0.656 F 0.781][G loss: 1.136 acc: 0.125]
1855 [D loss: 0.586 R 0.587 F 0.584][D acc: 0.688 R 0.609 F 0.766][G loss: 1.206 acc: 0.109]
1856 [D loss: 0.540 R 0.484 F 0.595][D acc: 0.711 R 0.688 F 0.734][G loss: 1.189 acc: 0.125]
1857 [D loss: 0.566 R 0.470 F 0.662][D acc: 0.703 R 0.734 F 0.672][G loss: 1.253 acc: 0.109]
1858 [D loss: 0.530 R 0.536 F 0.524][D acc: 0.680 R 0.641 F 0.719][G loss: 1.276 acc: 0.109]
1859 [D loss: 0.561 R 0.533 F 0.588][D acc: 0.711 R 0.625 F 0.797][G loss: 1.379 acc: 0.062]
1860 [D loss: 0.546 R 0.563 F 0.529][D acc: 0.773 R 0.719 F 0.828][G loss: 1.231 acc: 0.109]
1861 [D loss: 0.495 R 0.481 F 0.508][D acc: 0.750 R 0.703 F 0.797][G loss: 1.274 acc: 0.203]
1862 [D loss: 0.468 R 0.494 F 0.441][D acc: 0.773 R 0.688 F 0.859][G loss: 1.422 acc: 0.125]
1863 [D loss: 0.557 R 0.548 F 0.566][D acc: 0.734 R 0.656 F 0.812][G loss: 1.267 acc: 0.156]
1864 [D loss: 0.616 R 0.579 F 0.652][D acc: 0.711 R 0.688 F 0.734][G loss: 1.534 acc: 0.062]
1865 [D loss: 0.560 R 0.617 F 0.504][D acc: 0.711 R 0.656 F 0.766][G loss: 1.319 acc: 0.094]
1866 [D loss: 0.538 R 0.596 F 0.480][D acc: 0.742 R 0.672 F 0.812][G loss: 1.415 acc: 0.062]
1867 [D loss: 0.552 R 0.516 F 0.587][D acc: 0.711 R 0.656 F 0.766][G loss: 1.311 acc: 0.109]
1868 [D loss: 0.628 R 0.478 F 0.778][D acc: 0.672 R 0.766 F 0.578][G loss: 1.233 acc: 0.141]
1869 [D loss: 0.559 R 0.584 F 0.533][D acc: 0.719 R 0.641 F 0.797][G loss: 1.321 acc: 0.094]
1870 [D loss: 0.531 R 0.499 F 0.563][D acc: 0.750 R 0.734 F 0.766][G loss: 1.356 acc: 0.125]
1871 [D loss: 0.569 R 0.523 F 0.615][D acc: 0.703 R 0.656 F 0.750][G loss: 1.444 acc: 0.047]
1872 [D loss: 0.569 R 0.625 F 0.513][D acc: 0.711 R 0.625 F 0.797][G loss: 1.293 acc: 0.094]
1873 [D loss: 0.563 R 0.591 F 0.535][D acc: 0.742 R 0.656 F 0.828][G loss: 1.400 acc: 0.047]
1874 [D loss: 0.587 R 0.662 F 0.512][D acc: 0.672 R 0.562 F 0.781][G loss: 1.379 acc: 0.125]
1875 [D loss: 0.560 R 0.589 F 0.530][D acc: 0.680 R 0.625 F 0.734][G loss: 1.310 acc: 0.094]
1876 [D loss: 0.533 R 0.452 F 0.614][D acc: 0.680 R 0.719 F 0.641][G loss: 1.378 acc: 0.109]
1877 [D loss: 0.570 R 0.605 F 0.536][D acc: 0.719 R 0.609 F 0.828][G loss: 1.337 acc: 0.109]
1878 [D loss: 0.507 R 0.437 F 0.578][D acc: 0.742 R 0.719 F 0.766][G loss: 1.311 acc: 0.109]
1879 [D loss: 0.535 R 0.565 F 0.505][D acc: 0.711 R 0.672 F 0.750][G loss: 1.270 acc: 0.094]
1880 [D loss: 0.582 R 0.546 F 0.618][D acc: 0.680 R 0.609 F 0.750][G loss: 1.294 acc: 0.125]
1881 [D loss: 0.571 R 0.606 F 0.537][D acc: 0.703 R 0.625 F 0.781][G loss: 1.233 acc: 0.094]
1882 [D loss: 0.639 R 0.674 F 0.605][D acc: 0.625 R 0.531 F 0.719][G loss: 1.359 acc: 0.078]
1883 [D loss: 0.514 R 0.584 F 0.445][D acc: 0.742 R 0.594 F 0.891][G loss: 1.392 acc: 0.094]
1884 [D loss: 0.502 R 0.471 F 0.532][D acc: 0.773 R 0.734 F 0.812][G loss: 1.371 acc: 0.109]
1885 [D loss: 0.539 R 0.473 F 0.606][D acc: 0.711 R 0.719 F 0.703][G loss: 1.211 acc: 0.156]
1886 [D loss: 0.561 R 0.624 F 0.498][D acc: 0.664 R 0.516 F 0.812][G loss: 1.224 acc: 0.078]
1887 [D loss: 0.554 R 0.517 F 0.591][D acc: 0.750 R 0.734 F 0.766][G loss: 1.257 acc: 0.172]
1888 [D loss: 0.614 R 0.725 F 0.504][D acc: 0.703 R 0.562 F 0.844][G loss: 1.389 acc: 0.047]
1889 [D loss: 0.559 R 0.601 F 0.518][D acc: 0.727 R 0.672 F 0.781][G loss: 1.354 acc: 0.062]
1890 [D loss: 0.580 R 0.609 F 0.551][D acc: 0.664 R 0.594 F 0.734][G loss: 1.276 acc: 0.109]
1891 [D loss: 0.623 R 0.725 F 0.522][D acc: 0.695 R 0.547 F 0.844][G loss: 1.198 acc: 0.109]
1892 [D loss: 0.518 R 0.439 F 0.598][D acc: 0.688 R 0.766 F 0.609][G loss: 1.156 acc: 0.141]
1893 [D loss: 0.588 R 0.559 F 0.617][D acc: 0.742 R 0.656 F 0.828][G loss: 1.229 acc: 0.109]
1894 [D loss: 0.579 R 0.676 F 0.482][D acc: 0.719 R 0.562 F 0.875][G loss: 1.254 acc: 0.141]
1895 [D loss: 0.518 R 0.459 F 0.578][D acc: 0.758 R 0.734 F 0.781][G loss: 1.156 acc: 0.250]
1896 [D loss: 0.532 R 0.461 F 0.603][D acc: 0.695 R 0.703 F 0.688][G loss: 1.264 acc: 0.125]
1897 [D loss: 0.517 R 0.450 F 0.585][D acc: 0.820 R 0.812 F 0.828][G loss: 1.368 acc: 0.125]
1898 [D loss: 0.635 R 0.664 F 0.605][D acc: 0.625 R 0.547 F 0.703][G loss: 1.287 acc: 0.125]
1899 [D loss: 0.536 R 0.555 F 0.517][D acc: 0.727 R 0.656 F 0.797][G loss: 1.127 acc: 0.141]
1900 [D loss: 0.529 R 0.568 F 0.491][D acc: 0.758 R 0.625 F 0.891][G loss: 1.286 acc: 0.094]
1901 [D loss: 0.581 R 0.587 F 0.574][D acc: 0.719 R 0.672 F 0.766][G loss: 1.384 acc: 0.078]
1902 [D loss: 0.484 R 0.461 F 0.508][D acc: 0.805 R 0.750 F 0.859][G loss: 1.370 acc: 0.094]
1903 [D loss: 0.661 R 0.651 F 0.672][D acc: 0.656 R 0.578 F 0.734][G loss: 1.302 acc: 0.078]
1904 [D loss: 0.541 R 0.585 F 0.497][D acc: 0.750 R 0.703 F 0.797][G loss: 1.236 acc: 0.156]
1905 [D loss: 0.514 R 0.436 F 0.592][D acc: 0.750 R 0.734 F 0.766][G loss: 1.279 acc: 0.094]
1906 [D loss: 0.537 R 0.576 F 0.498][D acc: 0.711 R 0.609 F 0.812][G loss: 1.230 acc: 0.109]
1907 [D loss: 0.617 R 0.621 F 0.613][D acc: 0.664 R 0.594 F 0.734][G loss: 1.272 acc: 0.078]
1908 [D loss: 0.589 R 0.546 F 0.632][D acc: 0.672 R 0.656 F 0.688][G loss: 1.199 acc: 0.109]
1909 [D loss: 0.518 R 0.564 F 0.471][D acc: 0.695 R 0.594 F 0.797][G loss: 1.209 acc: 0.188]
1910 [D loss: 0.551 R 0.557 F 0.545][D acc: 0.719 R 0.656 F 0.781][G loss: 1.344 acc: 0.156]
1911 [D loss: 0.566 R 0.610 F 0.522][D acc: 0.711 R 0.609 F 0.812][G loss: 1.322 acc: 0.172]
1912 [D loss: 0.622 R 0.535 F 0.709][D acc: 0.656 R 0.656 F 0.656][G loss: 1.196 acc: 0.141]
1913 [D loss: 0.562 R 0.576 F 0.548][D acc: 0.672 R 0.609 F 0.734][G loss: 1.183 acc: 0.141]
1914 [D loss: 0.526 R 0.512 F 0.539][D acc: 0.711 R 0.656 F 0.766][G loss: 1.232 acc: 0.125]
1915 [D loss: 0.552 R 0.596 F 0.508][D acc: 0.703 R 0.562 F 0.844][G loss: 1.205 acc: 0.109]
1916 [D loss: 0.512 R 0.508 F 0.515][D acc: 0.727 R 0.688 F 0.766][G loss: 1.237 acc: 0.188]
1917 [D loss: 0.542 R 0.485 F 0.599][D acc: 0.727 R 0.703 F 0.750][G loss: 1.290 acc: 0.141]
1918 [D loss: 0.625 R 0.573 F 0.677][D acc: 0.633 R 0.578 F 0.688][G loss: 1.310 acc: 0.031]
1919 [D loss: 0.571 R 0.551 F 0.591][D acc: 0.688 R 0.641 F 0.734][G loss: 1.194 acc: 0.125]
1920 [D loss: 0.531 R 0.511 F 0.550][D acc: 0.688 R 0.609 F 0.766][G loss: 1.201 acc: 0.109]
1921 [D loss: 0.529 R 0.572 F 0.485][D acc: 0.742 R 0.656 F 0.828][G loss: 1.175 acc: 0.141]
1922 [D loss: 0.570 R 0.599 F 0.542][D acc: 0.695 R 0.594 F 0.797][G loss: 1.138 acc: 0.172]
1923 [D loss: 0.507 R 0.469 F 0.544][D acc: 0.758 R 0.734 F 0.781][G loss: 1.319 acc: 0.062]
1924 [D loss: 0.548 R 0.606 F 0.491][D acc: 0.734 R 0.672 F 0.797][G loss: 1.187 acc: 0.109]
1925 [D loss: 0.530 R 0.507 F 0.553][D acc: 0.773 R 0.750 F 0.797][G loss: 1.229 acc: 0.188]
1926 [D loss: 0.539 R 0.428 F 0.651][D acc: 0.750 R 0.750 F 0.750][G loss: 1.258 acc: 0.094]
1927 [D loss: 0.585 R 0.610 F 0.559][D acc: 0.641 R 0.547 F 0.734][G loss: 1.243 acc: 0.094]
1928 [D loss: 0.515 R 0.519 F 0.512][D acc: 0.727 R 0.688 F 0.766][G loss: 1.204 acc: 0.125]
1929 [D loss: 0.534 R 0.602 F 0.465][D acc: 0.727 R 0.641 F 0.812][G loss: 1.301 acc: 0.141]
1930 [D loss: 0.533 R 0.556 F 0.509][D acc: 0.742 R 0.656 F 0.828][G loss: 1.245 acc: 0.172]
1931 [D loss: 0.627 R 0.594 F 0.660][D acc: 0.664 R 0.594 F 0.734][G loss: 1.187 acc: 0.141]
1932 [D loss: 0.525 R 0.573 F 0.476][D acc: 0.703 R 0.578 F 0.828][G loss: 1.430 acc: 0.078]
1933 [D loss: 0.475 R 0.447 F 0.503][D acc: 0.750 R 0.688 F 0.812][G loss: 1.348 acc: 0.094]
1934 [D loss: 0.616 R 0.625 F 0.607][D acc: 0.656 R 0.578 F 0.734][G loss: 1.412 acc: 0.141]
1935 [D loss: 0.590 R 0.574 F 0.607][D acc: 0.688 R 0.641 F 0.734][G loss: 1.364 acc: 0.094]
1936 [D loss: 0.548 R 0.590 F 0.507][D acc: 0.742 R 0.672 F 0.812][G loss: 1.354 acc: 0.062]
1937 [D loss: 0.489 R 0.524 F 0.455][D acc: 0.711 R 0.609 F 0.812][G loss: 1.234 acc: 0.094]
1938 [D loss: 0.568 R 0.572 F 0.563][D acc: 0.703 R 0.656 F 0.750][G loss: 1.266 acc: 0.094]
1939 [D loss: 0.595 R 0.595 F 0.594][D acc: 0.703 R 0.625 F 0.781][G loss: 1.422 acc: 0.062]
1940 [D loss: 0.653 R 0.704 F 0.602][D acc: 0.633 R 0.594 F 0.672][G loss: 1.240 acc: 0.047]
1941 [D loss: 0.565 R 0.575 F 0.555][D acc: 0.719 R 0.688 F 0.750][G loss: 1.204 acc: 0.062]
1942 [D loss: 0.594 R 0.631 F 0.558][D acc: 0.672 R 0.578 F 0.766][G loss: 1.189 acc: 0.078]
1943 [D loss: 0.577 R 0.591 F 0.563][D acc: 0.719 R 0.594 F 0.844][G loss: 1.238 acc: 0.125]
1944 [D loss: 0.539 R 0.555 F 0.523][D acc: 0.680 R 0.625 F 0.734][G loss: 1.292 acc: 0.078]
1945 [D loss: 0.538 R 0.552 F 0.524][D acc: 0.727 R 0.609 F 0.844][G loss: 1.205 acc: 0.188]
1946 [D loss: 0.562 R 0.524 F 0.599][D acc: 0.719 R 0.719 F 0.719][G loss: 1.287 acc: 0.125]
1947 [D loss: 0.616 R 0.580 F 0.652][D acc: 0.641 R 0.562 F 0.719][G loss: 1.097 acc: 0.172]
1948 [D loss: 0.639 R 0.697 F 0.581][D acc: 0.648 R 0.469 F 0.828][G loss: 1.176 acc: 0.125]
1949 [D loss: 0.588 R 0.579 F 0.597][D acc: 0.719 R 0.672 F 0.766][G loss: 1.217 acc: 0.125]
1950 [D loss: 0.593 R 0.535 F 0.651][D acc: 0.742 R 0.703 F 0.781][G loss: 1.206 acc: 0.125]
1951 [D loss: 0.551 R 0.526 F 0.576][D acc: 0.695 R 0.656 F 0.734][G loss: 1.196 acc: 0.141]
1952 [D loss: 0.550 R 0.581 F 0.519][D acc: 0.719 R 0.578 F 0.859][G loss: 1.124 acc: 0.109]
1953 [D loss: 0.560 R 0.586 F 0.534][D acc: 0.734 R 0.656 F 0.812][G loss: 1.080 acc: 0.219]
1954 [D loss: 0.618 R 0.515 F 0.722][D acc: 0.703 R 0.703 F 0.703][G loss: 1.184 acc: 0.094]
1955 [D loss: 0.550 R 0.623 F 0.476][D acc: 0.773 R 0.672 F 0.875][G loss: 1.296 acc: 0.078]
1956 [D loss: 0.597 R 0.644 F 0.550][D acc: 0.648 R 0.516 F 0.781][G loss: 1.253 acc: 0.094]
1957 [D loss: 0.527 R 0.546 F 0.508][D acc: 0.734 R 0.656 F 0.812][G loss: 1.320 acc: 0.062]
1958 [D loss: 0.595 R 0.623 F 0.567][D acc: 0.672 R 0.547 F 0.797][G loss: 1.176 acc: 0.109]
1959 [D loss: 0.587 R 0.615 F 0.560][D acc: 0.664 R 0.531 F 0.797][G loss: 1.119 acc: 0.109]
1960 [D loss: 0.493 R 0.464 F 0.522][D acc: 0.727 R 0.641 F 0.812][G loss: 1.210 acc: 0.094]
1961 [D loss: 0.582 R 0.595 F 0.568][D acc: 0.703 R 0.656 F 0.750][G loss: 1.261 acc: 0.078]
1962 [D loss: 0.527 R 0.474 F 0.579][D acc: 0.711 R 0.703 F 0.719][G loss: 1.296 acc: 0.078]
1963 [D loss: 0.643 R 0.578 F 0.709][D acc: 0.688 R 0.625 F 0.750][G loss: 1.208 acc: 0.109]
1964 [D loss: 0.639 R 0.720 F 0.558][D acc: 0.672 R 0.547 F 0.797][G loss: 1.295 acc: 0.078]
1965 [D loss: 0.519 R 0.565 F 0.474][D acc: 0.750 R 0.609 F 0.891][G loss: 1.246 acc: 0.141]
1966 [D loss: 0.524 R 0.475 F 0.574][D acc: 0.711 R 0.672 F 0.750][G loss: 1.247 acc: 0.109]
1967 [D loss: 0.600 R 0.636 F 0.563][D acc: 0.641 R 0.531 F 0.750][G loss: 1.210 acc: 0.078]
1968 [D loss: 0.560 R 0.526 F 0.593][D acc: 0.703 R 0.641 F 0.766][G loss: 1.227 acc: 0.062]
1969 [D loss: 0.524 R 0.518 F 0.530][D acc: 0.734 R 0.672 F 0.797][G loss: 1.475 acc: 0.062]
1970 [D loss: 0.579 R 0.617 F 0.542][D acc: 0.695 R 0.625 F 0.766][G loss: 1.304 acc: 0.062]
1971 [D loss: 0.576 R 0.585 F 0.567][D acc: 0.664 R 0.578 F 0.750][G loss: 1.426 acc: 0.062]
1972 [D loss: 0.627 R 0.706 F 0.548][D acc: 0.633 R 0.531 F 0.734][G loss: 1.210 acc: 0.125]
1973 [D loss: 0.627 R 0.625 F 0.629][D acc: 0.648 R 0.562 F 0.734][G loss: 1.223 acc: 0.094]
1974 [D loss: 0.597 R 0.618 F 0.577][D acc: 0.703 R 0.609 F 0.797][G loss: 1.264 acc: 0.047]
1975 [D loss: 0.531 R 0.548 F 0.514][D acc: 0.680 R 0.609 F 0.750][G loss: 1.335 acc: 0.125]
1976 [D loss: 0.523 R 0.530 F 0.516][D acc: 0.750 R 0.672 F 0.828][G loss: 1.263 acc: 0.172]
1977 [D loss: 0.551 R 0.528 F 0.574][D acc: 0.703 R 0.656 F 0.750][G loss: 1.299 acc: 0.156]
1978 [D loss: 0.536 R 0.593 F 0.479][D acc: 0.750 R 0.609 F 0.891][G loss: 1.273 acc: 0.125]
1979 [D loss: 0.553 R 0.573 F 0.532][D acc: 0.719 R 0.625 F 0.812][G loss: 1.314 acc: 0.109]
1980 [D loss: 0.572 R 0.492 F 0.652][D acc: 0.711 R 0.703 F 0.719][G loss: 1.310 acc: 0.109]
1981 [D loss: 0.552 R 0.601 F 0.502][D acc: 0.742 R 0.688 F 0.797][G loss: 1.416 acc: 0.125]
1982 [D loss: 0.601 R 0.614 F 0.588][D acc: 0.641 R 0.547 F 0.734][G loss: 1.154 acc: 0.203]
1983 [D loss: 0.549 R 0.489 F 0.610][D acc: 0.711 R 0.719 F 0.703][G loss: 1.265 acc: 0.172]
1984 [D loss: 0.594 R 0.573 F 0.616][D acc: 0.656 R 0.594 F 0.719][G loss: 1.273 acc: 0.078]
1985 [D loss: 0.587 R 0.632 F 0.542][D acc: 0.719 R 0.625 F 0.812][G loss: 1.238 acc: 0.109]
1986 [D loss: 0.629 R 0.640 F 0.618][D acc: 0.648 R 0.562 F 0.734][G loss: 1.149 acc: 0.141]
1987 [D loss: 0.533 R 0.579 F 0.487][D acc: 0.734 R 0.656 F 0.812][G loss: 1.365 acc: 0.062]
1988 [D loss: 0.525 R 0.496 F 0.555][D acc: 0.711 R 0.641 F 0.781][G loss: 1.226 acc: 0.156]
1989 [D loss: 0.525 R 0.562 F 0.488][D acc: 0.734 R 0.656 F 0.812][G loss: 1.262 acc: 0.078]
1990 [D loss: 0.609 R 0.565 F 0.652][D acc: 0.688 R 0.625 F 0.750][G loss: 1.144 acc: 0.125]
1991 [D loss: 0.482 R 0.501 F 0.463][D acc: 0.758 R 0.625 F 0.891][G loss: 1.241 acc: 0.094]
1992 [D loss: 0.494 R 0.444 F 0.545][D acc: 0.766 R 0.750 F 0.781][G loss: 1.263 acc: 0.125]
1993 [D loss: 0.537 R 0.519 F 0.555][D acc: 0.719 R 0.688 F 0.750][G loss: 1.449 acc: 0.047]
1994 [D loss: 0.638 R 0.628 F 0.649][D acc: 0.672 R 0.594 F 0.750][G loss: 1.309 acc: 0.094]
1995 [D loss: 0.578 R 0.643 F 0.513][D acc: 0.695 R 0.578 F 0.812][G loss: 1.219 acc: 0.109]
1996 [D loss: 0.561 R 0.527 F 0.596][D acc: 0.656 R 0.625 F 0.688][G loss: 1.336 acc: 0.078]
1997 [D loss: 0.597 R 0.729 F 0.465][D acc: 0.664 R 0.469 F 0.859][G loss: 1.151 acc: 0.078]
1998 [D loss: 0.659 R 0.623 F 0.694][D acc: 0.641 R 0.562 F 0.719][G loss: 1.137 acc: 0.094]
1999 [D loss: 0.597 R 0.570 F 0.624][D acc: 0.648 R 0.609 F 0.688][G loss: 1.274 acc: 0.125]
2000 [D loss: 0.540 R 0.570 F 0.511][D acc: 0.711 R 0.641 F 0.781][G loss: 1.220 acc: 0.094]
2001 [D loss: 0.560 R 0.541 F 0.579][D acc: 0.719 R 0.734 F 0.703][G loss: 1.279 acc: 0.141]
2002 [D loss: 0.573 R 0.639 F 0.506][D acc: 0.680 R 0.594 F 0.766][G loss: 1.146 acc: 0.109]
2003 [D loss: 0.505 R 0.479 F 0.531][D acc: 0.742 R 0.641 F 0.844][G loss: 1.231 acc: 0.188]
2004 [D loss: 0.578 R 0.526 F 0.629][D acc: 0.664 R 0.625 F 0.703][G loss: 1.291 acc: 0.094]
2005 [D loss: 0.548 R 0.572 F 0.524][D acc: 0.766 R 0.688 F 0.844][G loss: 1.192 acc: 0.094]
2006 [D loss: 0.532 R 0.514 F 0.550][D acc: 0.750 R 0.719 F 0.781][G loss: 1.279 acc: 0.109]
2007 [D loss: 0.554 R 0.618 F 0.490][D acc: 0.719 R 0.578 F 0.859][G loss: 1.295 acc: 0.109]
2008 [D loss: 0.535 R 0.562 F 0.508][D acc: 0.742 R 0.672 F 0.812][G loss: 1.192 acc: 0.109]
2009 [D loss: 0.558 R 0.521 F 0.596][D acc: 0.750 R 0.688 F 0.812][G loss: 1.307 acc: 0.062]
2010 [D loss: 0.525 R 0.552 F 0.498][D acc: 0.734 R 0.688 F 0.781][G loss: 1.227 acc: 0.188]
2011 [D loss: 0.551 R 0.432 F 0.670][D acc: 0.742 R 0.734 F 0.750][G loss: 1.267 acc: 0.016]
2012 [D loss: 0.651 R 0.680 F 0.622][D acc: 0.703 R 0.578 F 0.828][G loss: 1.223 acc: 0.156]
2013 [D loss: 0.555 R 0.478 F 0.631][D acc: 0.727 R 0.672 F 0.781][G loss: 1.301 acc: 0.125]
2014 [D loss: 0.569 R 0.590 F 0.548][D acc: 0.672 R 0.547 F 0.797][G loss: 1.152 acc: 0.172]
2015 [D loss: 0.527 R 0.516 F 0.538][D acc: 0.758 R 0.688 F 0.828][G loss: 1.227 acc: 0.094]
2016 [D loss: 0.530 R 0.455 F 0.604][D acc: 0.695 R 0.672 F 0.719][G loss: 1.390 acc: 0.062]
2017 [D loss: 0.545 R 0.600 F 0.491][D acc: 0.727 R 0.641 F 0.812][G loss: 1.328 acc: 0.047]
2018 [D loss: 0.472 R 0.519 F 0.424][D acc: 0.766 R 0.688 F 0.844][G loss: 1.414 acc: 0.078]
2019 [D loss: 0.549 R 0.562 F 0.536][D acc: 0.711 R 0.672 F 0.750][G loss: 1.369 acc: 0.109]
2020 [D loss: 0.506 R 0.455 F 0.558][D acc: 0.766 R 0.703 F 0.828][G loss: 1.358 acc: 0.125]
2021 [D loss: 0.559 R 0.566 F 0.552][D acc: 0.711 R 0.641 F 0.781][G loss: 1.405 acc: 0.062]
2022 [D loss: 0.598 R 0.599 F 0.596][D acc: 0.672 R 0.609 F 0.734][G loss: 1.277 acc: 0.094]
2023 [D loss: 0.543 R 0.524 F 0.562][D acc: 0.727 R 0.656 F 0.797][G loss: 1.480 acc: 0.094]
2024 [D loss: 0.628 R 0.694 F 0.561][D acc: 0.648 R 0.516 F 0.781][G loss: 1.214 acc: 0.094]
2025 [D loss: 0.537 R 0.494 F 0.581][D acc: 0.750 R 0.703 F 0.797][G loss: 1.326 acc: 0.078]
2026 [D loss: 0.537 R 0.546 F 0.529][D acc: 0.758 R 0.672 F 0.844][G loss: 1.276 acc: 0.062]
2027 [D loss: 0.547 R 0.635 F 0.460][D acc: 0.719 R 0.578 F 0.859][G loss: 1.241 acc: 0.125]
2028 [D loss: 0.576 R 0.608 F 0.544][D acc: 0.656 R 0.578 F 0.734][G loss: 1.187 acc: 0.109]
2029 [D loss: 0.571 R 0.629 F 0.512][D acc: 0.672 R 0.547 F 0.797][G loss: 1.162 acc: 0.031]
2030 [D loss: 0.527 R 0.432 F 0.621][D acc: 0.758 R 0.734 F 0.781][G loss: 1.353 acc: 0.109]
2031 [D loss: 0.575 R 0.594 F 0.555][D acc: 0.680 R 0.609 F 0.750][G loss: 1.190 acc: 0.125]
2032 [D loss: 0.560 R 0.642 F 0.478][D acc: 0.695 R 0.578 F 0.812][G loss: 1.283 acc: 0.078]
2033 [D loss: 0.596 R 0.568 F 0.625][D acc: 0.664 R 0.562 F 0.766][G loss: 1.311 acc: 0.078]
2034 [D loss: 0.454 R 0.502 F 0.406][D acc: 0.805 R 0.734 F 0.875][G loss: 1.274 acc: 0.188]
2035 [D loss: 0.468 R 0.481 F 0.455][D acc: 0.766 R 0.703 F 0.828][G loss: 1.270 acc: 0.141]
2036 [D loss: 0.551 R 0.515 F 0.587][D acc: 0.727 R 0.719 F 0.734][G loss: 1.393 acc: 0.078]
2037 [D loss: 0.472 R 0.435 F 0.509][D acc: 0.758 R 0.703 F 0.812][G loss: 1.406 acc: 0.078]
2038 [D loss: 0.509 R 0.541 F 0.477][D acc: 0.789 R 0.734 F 0.844][G loss: 1.243 acc: 0.172]
2039 [D loss: 0.558 R 0.573 F 0.544][D acc: 0.688 R 0.625 F 0.750][G loss: 1.381 acc: 0.109]
2040 [D loss: 0.599 R 0.545 F 0.653][D acc: 0.688 R 0.656 F 0.719][G loss: 1.458 acc: 0.062]
2041 [D loss: 0.647 R 0.769 F 0.524][D acc: 0.664 R 0.547 F 0.781][G loss: 1.190 acc: 0.109]
2042 [D loss: 0.580 R 0.513 F 0.648][D acc: 0.703 R 0.688 F 0.719][G loss: 1.289 acc: 0.078]
2043 [D loss: 0.560 R 0.578 F 0.542][D acc: 0.688 R 0.641 F 0.734][G loss: 1.270 acc: 0.156]
2044 [D loss: 0.521 R 0.543 F 0.498][D acc: 0.727 R 0.656 F 0.797][G loss: 1.320 acc: 0.156]
2045 [D loss: 0.514 R 0.552 F 0.476][D acc: 0.766 R 0.672 F 0.859][G loss: 1.310 acc: 0.125]
2046 [D loss: 0.569 R 0.654 F 0.484][D acc: 0.719 R 0.625 F 0.812][G loss: 1.185 acc: 0.172]
2047 [D loss: 0.557 R 0.534 F 0.579][D acc: 0.672 R 0.656 F 0.688][G loss: 1.379 acc: 0.094]
2048 [D loss: 0.523 R 0.560 F 0.487][D acc: 0.727 R 0.656 F 0.797][G loss: 1.258 acc: 0.109]
2049 [D loss: 0.559 R 0.537 F 0.581][D acc: 0.711 R 0.656 F 0.766][G loss: 1.360 acc: 0.078]
2050 [D loss: 0.484 R 0.483 F 0.486][D acc: 0.805 R 0.703 F 0.906][G loss: 1.348 acc: 0.094]
2051 [D loss: 0.547 R 0.604 F 0.490][D acc: 0.734 R 0.672 F 0.797][G loss: 1.247 acc: 0.141]
2052 [D loss: 0.466 R 0.432 F 0.501][D acc: 0.789 R 0.797 F 0.781][G loss: 1.285 acc: 0.141]
2053 [D loss: 0.535 R 0.470 F 0.599][D acc: 0.727 R 0.703 F 0.750][G loss: 1.463 acc: 0.141]
2054 [D loss: 0.600 R 0.621 F 0.579][D acc: 0.688 R 0.625 F 0.750][G loss: 1.244 acc: 0.094]
2055 [D loss: 0.571 R 0.515 F 0.627][D acc: 0.734 R 0.688 F 0.781][G loss: 1.307 acc: 0.156]
2056 [D loss: 0.625 R 0.520 F 0.731][D acc: 0.711 R 0.703 F 0.719][G loss: 1.260 acc: 0.047]
2057 [D loss: 0.534 R 0.609 F 0.458][D acc: 0.703 R 0.562 F 0.844][G loss: 1.328 acc: 0.109]
2058 [D loss: 0.543 R 0.598 F 0.488][D acc: 0.703 R 0.609 F 0.797][G loss: 1.354 acc: 0.062]
2059 [D loss: 0.492 R 0.416 F 0.568][D acc: 0.758 R 0.703 F 0.812][G loss: 1.491 acc: 0.047]
2060 [D loss: 0.545 R 0.589 F 0.502][D acc: 0.703 R 0.641 F 0.766][G loss: 1.428 acc: 0.094]
2061 [D loss: 0.534 R 0.576 F 0.492][D acc: 0.711 R 0.625 F 0.797][G loss: 1.259 acc: 0.172]
2062 [D loss: 0.611 R 0.589 F 0.634][D acc: 0.680 R 0.609 F 0.750][G loss: 1.286 acc: 0.047]
2063 [D loss: 0.584 R 0.683 F 0.485][D acc: 0.680 R 0.547 F 0.812][G loss: 1.193 acc: 0.156]
2064 [D loss: 0.495 R 0.487 F 0.504][D acc: 0.742 R 0.734 F 0.750][G loss: 1.255 acc: 0.109]
2065 [D loss: 0.524 R 0.430 F 0.618][D acc: 0.703 R 0.688 F 0.719][G loss: 1.370 acc: 0.094]
2066 [D loss: 0.683 R 0.726 F 0.639][D acc: 0.641 R 0.547 F 0.734][G loss: 1.475 acc: 0.000]
2067 [D loss: 0.542 R 0.585 F 0.499][D acc: 0.680 R 0.594 F 0.766][G loss: 1.327 acc: 0.078]
2068 [D loss: 0.559 R 0.598 F 0.519][D acc: 0.773 R 0.672 F 0.875][G loss: 1.430 acc: 0.016]
2069 [D loss: 0.536 R 0.528 F 0.543][D acc: 0.750 R 0.688 F 0.812][G loss: 1.397 acc: 0.094]
2070 [D loss: 0.589 R 0.581 F 0.598][D acc: 0.695 R 0.625 F 0.766][G loss: 1.343 acc: 0.047]
2071 [D loss: 0.538 R 0.561 F 0.515][D acc: 0.727 R 0.641 F 0.812][G loss: 1.209 acc: 0.141]
2072 [D loss: 0.684 R 0.757 F 0.611][D acc: 0.664 R 0.484 F 0.844][G loss: 1.189 acc: 0.125]
2073 [D loss: 0.500 R 0.472 F 0.528][D acc: 0.750 R 0.734 F 0.766][G loss: 1.284 acc: 0.125]
2074 [D loss: 0.536 R 0.597 F 0.475][D acc: 0.742 R 0.625 F 0.859][G loss: 1.185 acc: 0.125]
2075 [D loss: 0.536 R 0.477 F 0.596][D acc: 0.750 R 0.703 F 0.797][G loss: 1.276 acc: 0.094]
2076 [D loss: 0.482 R 0.417 F 0.547][D acc: 0.781 R 0.750 F 0.812][G loss: 1.286 acc: 0.156]
2077 [D loss: 0.604 R 0.606 F 0.602][D acc: 0.680 R 0.625 F 0.734][G loss: 1.363 acc: 0.078]
2078 [D loss: 0.521 R 0.560 F 0.481][D acc: 0.734 R 0.656 F 0.812][G loss: 1.327 acc: 0.047]
2079 [D loss: 0.586 R 0.570 F 0.602][D acc: 0.664 R 0.641 F 0.688][G loss: 1.343 acc: 0.125]
2080 [D loss: 0.548 R 0.547 F 0.550][D acc: 0.773 R 0.703 F 0.844][G loss: 1.168 acc: 0.141]
2081 [D loss: 0.558 R 0.562 F 0.554][D acc: 0.695 R 0.609 F 0.781][G loss: 1.207 acc: 0.156]
2082 [D loss: 0.588 R 0.612 F 0.564][D acc: 0.648 R 0.578 F 0.719][G loss: 1.286 acc: 0.109]
2083 [D loss: 0.544 R 0.489 F 0.599][D acc: 0.750 R 0.719 F 0.781][G loss: 1.345 acc: 0.047]
2084 [D loss: 0.573 R 0.690 F 0.456][D acc: 0.734 R 0.594 F 0.875][G loss: 1.223 acc: 0.062]
2085 [D loss: 0.580 R 0.517 F 0.642][D acc: 0.719 R 0.688 F 0.750][G loss: 1.226 acc: 0.141]
2086 [D loss: 0.601 R 0.589 F 0.614][D acc: 0.664 R 0.594 F 0.734][G loss: 1.240 acc: 0.141]
2087 [D loss: 0.571 R 0.595 F 0.547][D acc: 0.641 R 0.562 F 0.719][G loss: 1.246 acc: 0.125]
2088 [D loss: 0.544 R 0.583 F 0.506][D acc: 0.805 R 0.688 F 0.922][G loss: 1.260 acc: 0.109]
2089 [D loss: 0.540 R 0.535 F 0.545][D acc: 0.688 R 0.641 F 0.734][G loss: 1.186 acc: 0.141]
2090 [D loss: 0.519 R 0.471 F 0.568][D acc: 0.766 R 0.750 F 0.781][G loss: 1.318 acc: 0.125]
2091 [D loss: 0.560 R 0.662 F 0.458][D acc: 0.727 R 0.594 F 0.859][G loss: 1.214 acc: 0.109]
2092 [D loss: 0.451 R 0.487 F 0.415][D acc: 0.789 R 0.688 F 0.891][G loss: 1.156 acc: 0.172]
2093 [D loss: 0.628 R 0.516 F 0.740][D acc: 0.727 R 0.719 F 0.734][G loss: 1.283 acc: 0.094]
2094 [D loss: 0.546 R 0.570 F 0.522][D acc: 0.695 R 0.594 F 0.797][G loss: 1.336 acc: 0.078]
2095 [D loss: 0.516 R 0.548 F 0.484][D acc: 0.734 R 0.625 F 0.844][G loss: 1.327 acc: 0.109]
2096 [D loss: 0.520 R 0.492 F 0.548][D acc: 0.758 R 0.719 F 0.797][G loss: 1.235 acc: 0.172]
2097 [D loss: 0.589 R 0.537 F 0.642][D acc: 0.750 R 0.688 F 0.812][G loss: 1.206 acc: 0.109]
2098 [D loss: 0.611 R 0.676 F 0.545][D acc: 0.617 R 0.516 F 0.719][G loss: 1.211 acc: 0.094]
2099 [D loss: 0.573 R 0.533 F 0.613][D acc: 0.719 R 0.703 F 0.734][G loss: 1.250 acc: 0.062]
2100 [D loss: 0.611 R 0.581 F 0.642][D acc: 0.672 R 0.562 F 0.781][G loss: 1.191 acc: 0.141]
2101 [D loss: 0.624 R 0.682 F 0.567][D acc: 0.680 R 0.578 F 0.781][G loss: 1.155 acc: 0.156]
2102 [D loss: 0.530 R 0.464 F 0.596][D acc: 0.766 R 0.766 F 0.766][G loss: 1.305 acc: 0.062]
2103 [D loss: 0.692 R 0.811 F 0.573][D acc: 0.617 R 0.469 F 0.766][G loss: 1.422 acc: 0.047]
2104 [D loss: 0.545 R 0.568 F 0.521][D acc: 0.711 R 0.578 F 0.844][G loss: 1.312 acc: 0.078]
2105 [D loss: 0.600 R 0.629 F 0.571][D acc: 0.641 R 0.500 F 0.781][G loss: 1.168 acc: 0.141]
2106 [D loss: 0.527 R 0.570 F 0.484][D acc: 0.766 R 0.641 F 0.891][G loss: 1.285 acc: 0.094]
2107 [D loss: 0.561 R 0.529 F 0.592][D acc: 0.695 R 0.656 F 0.734][G loss: 1.320 acc: 0.125]
2108 [D loss: 0.565 R 0.601 F 0.528][D acc: 0.719 R 0.641 F 0.797][G loss: 1.169 acc: 0.141]
2109 [D loss: 0.604 R 0.610 F 0.597][D acc: 0.719 R 0.656 F 0.781][G loss: 1.258 acc: 0.094]
2110 [D loss: 0.560 R 0.559 F 0.560][D acc: 0.734 R 0.656 F 0.812][G loss: 1.205 acc: 0.078]
2111 [D loss: 0.628 R 0.600 F 0.655][D acc: 0.688 R 0.641 F 0.734][G loss: 1.187 acc: 0.078]
2112 [D loss: 0.536 R 0.558 F 0.514][D acc: 0.703 R 0.609 F 0.797][G loss: 1.262 acc: 0.125]
2113 [D loss: 0.574 R 0.629 F 0.519][D acc: 0.672 R 0.594 F 0.750][G loss: 1.210 acc: 0.172]
2114 [D loss: 0.548 R 0.499 F 0.597][D acc: 0.727 R 0.719 F 0.734][G loss: 1.223 acc: 0.109]
2115 [D loss: 0.555 R 0.611 F 0.499][D acc: 0.695 R 0.578 F 0.812][G loss: 1.285 acc: 0.062]
2116 [D loss: 0.597 R 0.543 F 0.652][D acc: 0.719 R 0.641 F 0.797][G loss: 1.067 acc: 0.188]
2117 [D loss: 0.577 R 0.577 F 0.578][D acc: 0.664 R 0.609 F 0.719][G loss: 1.142 acc: 0.203]
2118 [D loss: 0.539 R 0.442 F 0.636][D acc: 0.680 R 0.703 F 0.656][G loss: 1.399 acc: 0.062]
2119 [D loss: 0.625 R 0.760 F 0.490][D acc: 0.617 R 0.438 F 0.797][G loss: 1.130 acc: 0.094]
2120 [D loss: 0.469 R 0.454 F 0.485][D acc: 0.773 R 0.734 F 0.812][G loss: 1.314 acc: 0.109]
2121 [D loss: 0.549 R 0.406 F 0.691][D acc: 0.742 R 0.781 F 0.703][G loss: 1.506 acc: 0.062]
2122 [D loss: 0.541 R 0.522 F 0.560][D acc: 0.688 R 0.625 F 0.750][G loss: 1.294 acc: 0.188]
2123 [D loss: 0.549 R 0.645 F 0.452][D acc: 0.703 R 0.500 F 0.906][G loss: 1.357 acc: 0.141]
2124 [D loss: 0.486 R 0.466 F 0.505][D acc: 0.734 R 0.656 F 0.812][G loss: 1.324 acc: 0.156]
2125 [D loss: 0.448 R 0.404 F 0.491][D acc: 0.781 R 0.797 F 0.766][G loss: 1.522 acc: 0.109]
2126 [D loss: 0.566 R 0.676 F 0.457][D acc: 0.719 R 0.594 F 0.844][G loss: 1.302 acc: 0.141]
2127 [D loss: 0.550 R 0.528 F 0.573][D acc: 0.695 R 0.688 F 0.703][G loss: 1.341 acc: 0.062]
2128 [D loss: 0.576 R 0.633 F 0.518][D acc: 0.672 R 0.609 F 0.734][G loss: 1.256 acc: 0.094]
2129 [D loss: 0.568 R 0.589 F 0.547][D acc: 0.734 R 0.672 F 0.797][G loss: 1.199 acc: 0.141]
2130 [D loss: 0.616 R 0.582 F 0.650][D acc: 0.680 R 0.656 F 0.703][G loss: 1.290 acc: 0.109]
2131 [D loss: 0.571 R 0.617 F 0.524][D acc: 0.695 R 0.609 F 0.781][G loss: 1.317 acc: 0.062]
2132 [D loss: 0.529 R 0.553 F 0.504][D acc: 0.742 R 0.609 F 0.875][G loss: 1.332 acc: 0.062]
2133 [D loss: 0.483 R 0.481 F 0.485][D acc: 0.766 R 0.703 F 0.828][G loss: 1.345 acc: 0.062]
2134 [D loss: 0.546 R 0.526 F 0.566][D acc: 0.703 R 0.688 F 0.719][G loss: 1.333 acc: 0.109]
2135 [D loss: 0.498 R 0.505 F 0.491][D acc: 0.766 R 0.656 F 0.875][G loss: 1.428 acc: 0.094]
2136 [D loss: 0.588 R 0.656 F 0.521][D acc: 0.695 R 0.578 F 0.812][G loss: 1.274 acc: 0.109]
2137 [D loss: 0.582 R 0.603 F 0.562][D acc: 0.719 R 0.656 F 0.781][G loss: 1.295 acc: 0.078]
2138 [D loss: 0.523 R 0.564 F 0.482][D acc: 0.680 R 0.594 F 0.766][G loss: 1.428 acc: 0.062]
2139 [D loss: 0.597 R 0.627 F 0.567][D acc: 0.656 R 0.547 F 0.766][G loss: 1.323 acc: 0.078]
2140 [D loss: 0.493 R 0.482 F 0.503][D acc: 0.773 R 0.734 F 0.812][G loss: 1.315 acc: 0.031]
2141 [D loss: 0.527 R 0.522 F 0.533][D acc: 0.781 R 0.719 F 0.844][G loss: 1.252 acc: 0.172]
2142 [D loss: 0.489 R 0.491 F 0.488][D acc: 0.773 R 0.734 F 0.812][G loss: 1.373 acc: 0.109]
2143 [D loss: 0.576 R 0.446 F 0.705][D acc: 0.734 R 0.734 F 0.734][G loss: 1.510 acc: 0.078]
2144 [D loss: 0.598 R 0.703 F 0.494][D acc: 0.688 R 0.531 F 0.844][G loss: 1.408 acc: 0.109]
2145 [D loss: 0.556 R 0.609 F 0.503][D acc: 0.695 R 0.594 F 0.797][G loss: 1.426 acc: 0.078]
2146 [D loss: 0.520 R 0.521 F 0.519][D acc: 0.750 R 0.719 F 0.781][G loss: 1.386 acc: 0.078]
2147 [D loss: 0.665 R 0.758 F 0.573][D acc: 0.602 R 0.406 F 0.797][G loss: 1.273 acc: 0.156]
2148 [D loss: 0.548 R 0.514 F 0.582][D acc: 0.703 R 0.688 F 0.719][G loss: 1.170 acc: 0.156]
2149 [D loss: 0.612 R 0.604 F 0.619][D acc: 0.680 R 0.609 F 0.750][G loss: 1.216 acc: 0.109]
2150 [D loss: 0.548 R 0.635 F 0.460][D acc: 0.734 R 0.547 F 0.922][G loss: 1.214 acc: 0.125]
2151 [D loss: 0.532 R 0.548 F 0.516][D acc: 0.781 R 0.734 F 0.828][G loss: 1.204 acc: 0.125]
2152 [D loss: 0.544 R 0.466 F 0.623][D acc: 0.711 R 0.703 F 0.719][G loss: 1.211 acc: 0.141]
2153 [D loss: 0.650 R 0.629 F 0.671][D acc: 0.602 R 0.578 F 0.625][G loss: 1.164 acc: 0.109]
2154 [D loss: 0.567 R 0.565 F 0.568][D acc: 0.711 R 0.672 F 0.750][G loss: 1.189 acc: 0.094]
2155 [D loss: 0.578 R 0.666 F 0.490][D acc: 0.688 R 0.547 F 0.828][G loss: 1.116 acc: 0.172]
2156 [D loss: 0.566 R 0.534 F 0.597][D acc: 0.742 R 0.672 F 0.812][G loss: 1.295 acc: 0.062]
2157 [D loss: 0.600 R 0.544 F 0.656][D acc: 0.727 R 0.703 F 0.750][G loss: 1.315 acc: 0.047]
2158 [D loss: 0.598 R 0.588 F 0.607][D acc: 0.656 R 0.578 F 0.734][G loss: 1.243 acc: 0.062]
2159 [D loss: 0.488 R 0.535 F 0.442][D acc: 0.734 R 0.625 F 0.844][G loss: 1.233 acc: 0.078]
2160 [D loss: 0.619 R 0.629 F 0.608][D acc: 0.664 R 0.656 F 0.672][G loss: 1.160 acc: 0.156]
2161 [D loss: 0.582 R 0.585 F 0.578][D acc: 0.656 R 0.562 F 0.750][G loss: 1.096 acc: 0.125]
2162 [D loss: 0.604 R 0.496 F 0.711][D acc: 0.688 R 0.703 F 0.672][G loss: 1.113 acc: 0.109]
2163 [D loss: 0.568 R 0.597 F 0.539][D acc: 0.734 R 0.641 F 0.828][G loss: 1.171 acc: 0.141]
2164 [D loss: 0.473 R 0.376 F 0.570][D acc: 0.789 R 0.812 F 0.766][G loss: 1.293 acc: 0.156]
2165 [D loss: 0.601 R 0.617 F 0.584][D acc: 0.672 R 0.625 F 0.719][G loss: 1.174 acc: 0.109]
2166 [D loss: 0.605 R 0.686 F 0.524][D acc: 0.711 R 0.547 F 0.875][G loss: 1.235 acc: 0.172]
2167 [D loss: 0.582 R 0.592 F 0.571][D acc: 0.688 R 0.578 F 0.797][G loss: 1.090 acc: 0.281]
2168 [D loss: 0.544 R 0.483 F 0.606][D acc: 0.688 R 0.688 F 0.688][G loss: 1.224 acc: 0.125]
2169 [D loss: 0.545 R 0.612 F 0.479][D acc: 0.734 R 0.625 F 0.844][G loss: 1.150 acc: 0.219]
2170 [D loss: 0.534 R 0.487 F 0.581][D acc: 0.688 R 0.703 F 0.672][G loss: 1.329 acc: 0.078]
2171 [D loss: 0.590 R 0.678 F 0.503][D acc: 0.672 R 0.547 F 0.797][G loss: 1.211 acc: 0.172]
2172 [D loss: 0.594 R 0.660 F 0.529][D acc: 0.664 R 0.562 F 0.766][G loss: 1.226 acc: 0.078]
2173 [D loss: 0.661 R 0.694 F 0.628][D acc: 0.656 R 0.562 F 0.750][G loss: 1.156 acc: 0.125]
2174 [D loss: 0.546 R 0.549 F 0.543][D acc: 0.680 R 0.641 F 0.719][G loss: 1.290 acc: 0.125]
2175 [D loss: 0.609 R 0.590 F 0.627][D acc: 0.727 R 0.656 F 0.797][G loss: 1.154 acc: 0.156]
2176 [D loss: 0.591 R 0.664 F 0.518][D acc: 0.719 R 0.641 F 0.797][G loss: 1.159 acc: 0.125]
2177 [D loss: 0.559 R 0.615 F 0.503][D acc: 0.719 R 0.625 F 0.812][G loss: 1.139 acc: 0.156]
2178 [D loss: 0.576 R 0.504 F 0.648][D acc: 0.734 R 0.750 F 0.719][G loss: 1.177 acc: 0.094]
2179 [D loss: 0.638 R 0.717 F 0.559][D acc: 0.664 R 0.531 F 0.797][G loss: 1.235 acc: 0.109]
2180 [D loss: 0.535 R 0.527 F 0.543][D acc: 0.758 R 0.688 F 0.828][G loss: 1.283 acc: 0.109]
2181 [D loss: 0.628 R 0.669 F 0.588][D acc: 0.641 R 0.531 F 0.750][G loss: 1.092 acc: 0.172]
2182 [D loss: 0.541 R 0.544 F 0.537][D acc: 0.727 R 0.688 F 0.766][G loss: 1.227 acc: 0.125]
2183 [D loss: 0.505 R 0.488 F 0.523][D acc: 0.742 R 0.703 F 0.781][G loss: 1.252 acc: 0.094]
2184 [D loss: 0.561 R 0.530 F 0.591][D acc: 0.734 R 0.719 F 0.750][G loss: 1.290 acc: 0.125]
2185 [D loss: 0.610 R 0.514 F 0.706][D acc: 0.703 R 0.641 F 0.766][G loss: 1.235 acc: 0.016]
2186 [D loss: 0.486 R 0.505 F 0.467][D acc: 0.750 R 0.641 F 0.859][G loss: 1.171 acc: 0.047]
2187 [D loss: 0.538 R 0.624 F 0.452][D acc: 0.750 R 0.641 F 0.859][G loss: 1.206 acc: 0.141]
2188 [D loss: 0.494 R 0.486 F 0.503][D acc: 0.750 R 0.672 F 0.828][G loss: 1.252 acc: 0.109]
2189 [D loss: 0.594 R 0.557 F 0.631][D acc: 0.727 R 0.734 F 0.719][G loss: 1.239 acc: 0.125]
2190 [D loss: 0.586 R 0.625 F 0.546][D acc: 0.719 R 0.656 F 0.781][G loss: 1.272 acc: 0.125]
2191 [D loss: 0.613 R 0.485 F 0.741][D acc: 0.711 R 0.750 F 0.672][G loss: 1.246 acc: 0.109]
2192 [D loss: 0.540 R 0.651 F 0.429][D acc: 0.688 R 0.500 F 0.875][G loss: 1.170 acc: 0.172]
2193 [D loss: 0.625 R 0.534 F 0.716][D acc: 0.680 R 0.703 F 0.656][G loss: 1.355 acc: 0.078]
2194 [D loss: 0.546 R 0.606 F 0.487][D acc: 0.766 R 0.641 F 0.891][G loss: 1.288 acc: 0.156]
2195 [D loss: 0.603 R 0.643 F 0.562][D acc: 0.664 R 0.578 F 0.750][G loss: 1.220 acc: 0.109]
2196 [D loss: 0.538 R 0.562 F 0.514][D acc: 0.781 R 0.703 F 0.859][G loss: 1.394 acc: 0.016]
2197 [D loss: 0.566 R 0.644 F 0.487][D acc: 0.680 R 0.547 F 0.812][G loss: 1.191 acc: 0.125]
2198 [D loss: 0.537 R 0.523 F 0.550][D acc: 0.742 R 0.719 F 0.766][G loss: 1.238 acc: 0.141]
2199 [D loss: 0.568 R 0.600 F 0.535][D acc: 0.695 R 0.656 F 0.734][G loss: 1.148 acc: 0.078]
2200 [D loss: 0.591 R 0.507 F 0.676][D acc: 0.734 R 0.688 F 0.781][G loss: 1.073 acc: 0.266]
2201 [D loss: 0.605 R 0.557 F 0.653][D acc: 0.664 R 0.656 F 0.672][G loss: 1.229 acc: 0.156]
2202 [D loss: 0.607 R 0.619 F 0.595][D acc: 0.633 R 0.547 F 0.719][G loss: 1.199 acc: 0.172]
2203 [D loss: 0.504 R 0.530 F 0.479][D acc: 0.742 R 0.656 F 0.828][G loss: 1.270 acc: 0.094]
2204 [D loss: 0.598 R 0.574 F 0.621][D acc: 0.695 R 0.641 F 0.750][G loss: 1.146 acc: 0.172]
2205 [D loss: 0.580 R 0.518 F 0.643][D acc: 0.688 R 0.688 F 0.688][G loss: 1.302 acc: 0.125]
2206 [D loss: 0.610 R 0.630 F 0.591][D acc: 0.703 R 0.609 F 0.797][G loss: 1.186 acc: 0.109]
2207 [D loss: 0.538 R 0.411 F 0.664][D acc: 0.742 R 0.797 F 0.688][G loss: 1.309 acc: 0.062]
2208 [D loss: 0.577 R 0.623 F 0.530][D acc: 0.695 R 0.562 F 0.828][G loss: 1.262 acc: 0.125]
2209 [D loss: 0.588 R 0.564 F 0.613][D acc: 0.719 R 0.672 F 0.766][G loss: 1.263 acc: 0.141]
2210 [D loss: 0.585 R 0.613 F 0.558][D acc: 0.656 R 0.562 F 0.750][G loss: 1.274 acc: 0.156]
2211 [D loss: 0.556 R 0.518 F 0.594][D acc: 0.703 R 0.656 F 0.750][G loss: 1.217 acc: 0.109]
2212 [D loss: 0.686 R 0.817 F 0.555][D acc: 0.625 R 0.484 F 0.766][G loss: 1.264 acc: 0.109]
2213 [D loss: 0.537 R 0.606 F 0.468][D acc: 0.719 R 0.594 F 0.844][G loss: 1.332 acc: 0.078]
2214 [D loss: 0.591 R 0.599 F 0.584][D acc: 0.648 R 0.547 F 0.750][G loss: 1.339 acc: 0.125]
2215 [D loss: 0.536 R 0.601 F 0.471][D acc: 0.703 R 0.578 F 0.828][G loss: 1.370 acc: 0.125]
2216 [D loss: 0.574 R 0.591 F 0.557][D acc: 0.727 R 0.625 F 0.828][G loss: 1.178 acc: 0.203]
2217 [D loss: 0.560 R 0.627 F 0.492][D acc: 0.711 R 0.609 F 0.812][G loss: 1.277 acc: 0.062]
2218 [D loss: 0.536 R 0.546 F 0.525][D acc: 0.688 R 0.609 F 0.766][G loss: 1.292 acc: 0.156]
2219 [D loss: 0.536 R 0.449 F 0.624][D acc: 0.688 R 0.719 F 0.656][G loss: 1.283 acc: 0.062]
2220 [D loss: 0.714 R 0.614 F 0.813][D acc: 0.695 R 0.609 F 0.781][G loss: 1.144 acc: 0.156]
2221 [D loss: 0.498 R 0.513 F 0.483][D acc: 0.703 R 0.641 F 0.766][G loss: 1.149 acc: 0.141]
2222 [D loss: 0.548 R 0.578 F 0.518][D acc: 0.727 R 0.625 F 0.828][G loss: 1.240 acc: 0.250]
2223 [D loss: 0.540 R 0.587 F 0.493][D acc: 0.719 R 0.672 F 0.766][G loss: 1.107 acc: 0.125]
2224 [D loss: 0.716 R 0.486 F 0.947][D acc: 0.648 R 0.703 F 0.594][G loss: 1.237 acc: 0.109]
2225 [D loss: 0.601 R 0.674 F 0.528][D acc: 0.672 R 0.578 F 0.766][G loss: 1.319 acc: 0.078]
2226 [D loss: 0.583 R 0.644 F 0.522][D acc: 0.680 R 0.531 F 0.828][G loss: 1.181 acc: 0.094]
2227 [D loss: 0.561 R 0.550 F 0.573][D acc: 0.711 R 0.641 F 0.781][G loss: 1.303 acc: 0.094]
2228 [D loss: 0.596 R 0.669 F 0.523][D acc: 0.688 R 0.531 F 0.844][G loss: 1.372 acc: 0.031]
2229 [D loss: 0.540 R 0.529 F 0.552][D acc: 0.711 R 0.703 F 0.719][G loss: 1.239 acc: 0.141]
2230 [D loss: 0.580 R 0.627 F 0.533][D acc: 0.695 R 0.625 F 0.766][G loss: 1.262 acc: 0.078]
2231 [D loss: 0.547 R 0.559 F 0.534][D acc: 0.773 R 0.688 F 0.859][G loss: 1.280 acc: 0.109]
2232 [D loss: 0.573 R 0.562 F 0.585][D acc: 0.719 R 0.656 F 0.781][G loss: 1.318 acc: 0.094]
2233 [D loss: 0.641 R 0.697 F 0.585][D acc: 0.688 R 0.594 F 0.781][G loss: 1.212 acc: 0.094]
2234 [D loss: 0.606 R 0.598 F 0.613][D acc: 0.664 R 0.562 F 0.766][G loss: 1.192 acc: 0.141]
2235 [D loss: 0.566 R 0.579 F 0.554][D acc: 0.766 R 0.688 F 0.844][G loss: 1.248 acc: 0.109]
2236 [D loss: 0.501 R 0.475 F 0.527][D acc: 0.758 R 0.719 F 0.797][G loss: 1.204 acc: 0.125]
2237 [D loss: 0.515 R 0.517 F 0.513][D acc: 0.719 R 0.672 F 0.766][G loss: 1.187 acc: 0.188]
2238 [D loss: 0.525 R 0.525 F 0.524][D acc: 0.750 R 0.656 F 0.844][G loss: 1.257 acc: 0.125]
2239 [D loss: 0.456 R 0.404 F 0.508][D acc: 0.828 R 0.781 F 0.875][G loss: 1.209 acc: 0.156]
2240 [D loss: 0.508 R 0.489 F 0.527][D acc: 0.734 R 0.734 F 0.734][G loss: 1.291 acc: 0.109]
2241 [D loss: 0.549 R 0.493 F 0.605][D acc: 0.750 R 0.703 F 0.797][G loss: 1.229 acc: 0.094]
2242 [D loss: 0.520 R 0.522 F 0.518][D acc: 0.742 R 0.625 F 0.859][G loss: 1.404 acc: 0.125]
2243 [D loss: 0.608 R 0.666 F 0.551][D acc: 0.656 R 0.594 F 0.719][G loss: 1.292 acc: 0.125]
2244 [D loss: 0.560 R 0.652 F 0.469][D acc: 0.672 R 0.531 F 0.812][G loss: 1.295 acc: 0.078]
2245 [D loss: 0.584 R 0.615 F 0.553][D acc: 0.695 R 0.594 F 0.797][G loss: 1.286 acc: 0.078]
2246 [D loss: 0.588 R 0.545 F 0.630][D acc: 0.672 R 0.641 F 0.703][G loss: 1.315 acc: 0.094]
2247 [D loss: 0.576 R 0.589 F 0.564][D acc: 0.656 R 0.578 F 0.734][G loss: 1.166 acc: 0.141]
2248 [D loss: 0.612 R 0.558 F 0.666][D acc: 0.602 R 0.578 F 0.625][G loss: 1.295 acc: 0.156]
2249 [D loss: 0.545 R 0.587 F 0.502][D acc: 0.711 R 0.625 F 0.797][G loss: 1.287 acc: 0.031]
2250 [D loss: 0.494 R 0.585 F 0.402][D acc: 0.773 R 0.594 F 0.953][G loss: 1.353 acc: 0.156]
2251 [D loss: 0.631 R 0.553 F 0.709][D acc: 0.656 R 0.641 F 0.672][G loss: 1.223 acc: 0.094]
2252 [D loss: 0.599 R 0.673 F 0.525][D acc: 0.680 R 0.500 F 0.859][G loss: 1.224 acc: 0.078]
2253 [D loss: 0.507 R 0.518 F 0.496][D acc: 0.766 R 0.703 F 0.828][G loss: 1.282 acc: 0.141]
2254 [D loss: 0.657 R 0.702 F 0.611][D acc: 0.633 R 0.578 F 0.688][G loss: 1.323 acc: 0.016]
2255 [D loss: 0.562 R 0.618 F 0.505][D acc: 0.742 R 0.656 F 0.828][G loss: 1.206 acc: 0.047]
2256 [D loss: 0.495 R 0.487 F 0.503][D acc: 0.789 R 0.750 F 0.828][G loss: 1.402 acc: 0.016]
2257 [D loss: 0.560 R 0.410 F 0.709][D acc: 0.672 R 0.719 F 0.625][G loss: 1.321 acc: 0.094]
2258 [D loss: 0.563 R 0.661 F 0.465][D acc: 0.711 R 0.594 F 0.828][G loss: 1.302 acc: 0.062]
2259 [D loss: 0.527 R 0.528 F 0.527][D acc: 0.750 R 0.688 F 0.812][G loss: 1.289 acc: 0.141]
2260 [D loss: 0.603 R 0.611 F 0.595][D acc: 0.719 R 0.656 F 0.781][G loss: 1.125 acc: 0.094]
2261 [D loss: 0.543 R 0.455 F 0.632][D acc: 0.742 R 0.750 F 0.734][G loss: 1.193 acc: 0.125]
2262 [D loss: 0.567 R 0.596 F 0.539][D acc: 0.688 R 0.578 F 0.797][G loss: 1.226 acc: 0.047]
2263 [D loss: 0.590 R 0.723 F 0.456][D acc: 0.648 R 0.484 F 0.812][G loss: 1.269 acc: 0.125]
2264 [D loss: 0.512 R 0.505 F 0.518][D acc: 0.758 R 0.750 F 0.766][G loss: 1.300 acc: 0.188]
2265 [D loss: 0.572 R 0.575 F 0.570][D acc: 0.734 R 0.641 F 0.828][G loss: 1.229 acc: 0.156]
2266 [D loss: 0.588 R 0.582 F 0.593][D acc: 0.664 R 0.594 F 0.734][G loss: 1.425 acc: 0.094]
2267 [D loss: 0.545 R 0.565 F 0.524][D acc: 0.766 R 0.703 F 0.828][G loss: 1.218 acc: 0.172]
2268 [D loss: 0.506 R 0.490 F 0.522][D acc: 0.758 R 0.688 F 0.828][G loss: 1.254 acc: 0.125]
2269 [D loss: 0.653 R 0.664 F 0.642][D acc: 0.633 R 0.562 F 0.703][G loss: 1.338 acc: 0.078]
2270 [D loss: 0.537 R 0.591 F 0.483][D acc: 0.703 R 0.562 F 0.844][G loss: 1.261 acc: 0.109]
2271 [D loss: 0.569 R 0.516 F 0.621][D acc: 0.672 R 0.656 F 0.688][G loss: 1.219 acc: 0.156]
2272 [D loss: 0.553 R 0.656 F 0.451][D acc: 0.734 R 0.578 F 0.891][G loss: 1.279 acc: 0.125]
2273 [D loss: 0.719 R 0.710 F 0.728][D acc: 0.656 R 0.594 F 0.719][G loss: 1.206 acc: 0.094]
2274 [D loss: 0.482 R 0.508 F 0.456][D acc: 0.742 R 0.641 F 0.844][G loss: 1.130 acc: 0.094]
2275 [D loss: 0.628 R 0.614 F 0.643][D acc: 0.695 R 0.656 F 0.734][G loss: 1.092 acc: 0.266]
2276 [D loss: 0.602 R 0.565 F 0.639][D acc: 0.648 R 0.641 F 0.656][G loss: 1.211 acc: 0.078]
2277 [D loss: 0.557 R 0.611 F 0.503][D acc: 0.734 R 0.625 F 0.844][G loss: 1.158 acc: 0.109]
2278 [D loss: 0.551 R 0.586 F 0.516][D acc: 0.688 R 0.594 F 0.781][G loss: 1.120 acc: 0.203]
2279 [D loss: 0.588 R 0.608 F 0.569][D acc: 0.672 R 0.609 F 0.734][G loss: 1.219 acc: 0.125]
2280 [D loss: 0.533 R 0.552 F 0.513][D acc: 0.742 R 0.688 F 0.797][G loss: 1.180 acc: 0.172]
2281 [D loss: 0.716 R 0.564 F 0.868][D acc: 0.641 R 0.688 F 0.594][G loss: 1.388 acc: 0.031]
2282 [D loss: 0.584 R 0.706 F 0.462][D acc: 0.703 R 0.547 F 0.859][G loss: 1.326 acc: 0.062]
2283 [D loss: 0.553 R 0.596 F 0.511][D acc: 0.727 R 0.609 F 0.844][G loss: 1.255 acc: 0.125]
2284 [D loss: 0.519 R 0.516 F 0.523][D acc: 0.734 R 0.672 F 0.797][G loss: 1.301 acc: 0.125]
2285 [D loss: 0.593 R 0.620 F 0.566][D acc: 0.711 R 0.609 F 0.812][G loss: 1.335 acc: 0.078]
2286 [D loss: 0.507 R 0.449 F 0.566][D acc: 0.742 R 0.734 F 0.750][G loss: 1.204 acc: 0.141]
2287 [D loss: 0.658 R 0.666 F 0.650][D acc: 0.633 R 0.562 F 0.703][G loss: 1.297 acc: 0.078]
2288 [D loss: 0.621 R 0.656 F 0.586][D acc: 0.656 R 0.594 F 0.719][G loss: 1.186 acc: 0.094]
2289 [D loss: 0.540 R 0.626 F 0.453][D acc: 0.703 R 0.547 F 0.859][G loss: 1.127 acc: 0.203]
2290 [D loss: 0.566 R 0.536 F 0.597][D acc: 0.672 R 0.656 F 0.688][G loss: 1.227 acc: 0.172]
2291 [D loss: 0.524 R 0.486 F 0.561][D acc: 0.727 R 0.734 F 0.719][G loss: 1.220 acc: 0.125]
2292 [D loss: 0.635 R 0.669 F 0.601][D acc: 0.641 R 0.562 F 0.719][G loss: 1.307 acc: 0.109]
2293 [D loss: 0.551 R 0.588 F 0.514][D acc: 0.656 R 0.594 F 0.719][G loss: 1.315 acc: 0.078]
2294 [D loss: 0.609 R 0.701 F 0.516][D acc: 0.633 R 0.484 F 0.781][G loss: 1.169 acc: 0.094]
2295 [D loss: 0.571 R 0.605 F 0.537][D acc: 0.695 R 0.609 F 0.781][G loss: 1.296 acc: 0.109]
2296 [D loss: 0.579 R 0.575 F 0.584][D acc: 0.672 R 0.594 F 0.750][G loss: 1.180 acc: 0.156]
2297 [D loss: 0.482 R 0.482 F 0.482][D acc: 0.805 R 0.750 F 0.859][G loss: 1.384 acc: 0.094]
2298 [D loss: 0.633 R 0.598 F 0.668][D acc: 0.680 R 0.672 F 0.688][G loss: 1.268 acc: 0.078]
2299 [D loss: 0.525 R 0.569 F 0.482][D acc: 0.766 R 0.641 F 0.891][G loss: 1.417 acc: 0.047]
2300 [D loss: 0.519 R 0.506 F 0.531][D acc: 0.781 R 0.734 F 0.828][G loss: 1.289 acc: 0.094]
2301 [D loss: 0.566 R 0.621 F 0.510][D acc: 0.672 R 0.562 F 0.781][G loss: 1.324 acc: 0.062]
2302 [D loss: 0.493 R 0.525 F 0.462][D acc: 0.758 R 0.719 F 0.797][G loss: 1.358 acc: 0.062]
2303 [D loss: 0.536 R 0.518 F 0.554][D acc: 0.750 R 0.703 F 0.797][G loss: 1.237 acc: 0.125]
2304 [D loss: 0.537 R 0.603 F 0.471][D acc: 0.734 R 0.641 F 0.828][G loss: 1.361 acc: 0.109]
2305 [D loss: 0.539 R 0.593 F 0.485][D acc: 0.719 R 0.625 F 0.812][G loss: 1.280 acc: 0.078]
2306 [D loss: 0.581 R 0.519 F 0.643][D acc: 0.695 R 0.688 F 0.703][G loss: 1.322 acc: 0.094]
2307 [D loss: 0.601 R 0.735 F 0.466][D acc: 0.688 R 0.531 F 0.844][G loss: 1.390 acc: 0.062]
2308 [D loss: 0.580 R 0.635 F 0.526][D acc: 0.742 R 0.672 F 0.812][G loss: 1.428 acc: 0.078]
2309 [D loss: 0.589 R 0.596 F 0.581][D acc: 0.680 R 0.609 F 0.750][G loss: 1.322 acc: 0.109]
2310 [D loss: 0.588 R 0.528 F 0.649][D acc: 0.742 R 0.719 F 0.766][G loss: 1.273 acc: 0.062]
2311 [D loss: 0.561 R 0.618 F 0.504][D acc: 0.734 R 0.625 F 0.844][G loss: 1.227 acc: 0.172]
2312 [D loss: 0.529 R 0.600 F 0.458][D acc: 0.758 R 0.594 F 0.922][G loss: 1.274 acc: 0.109]
2313 [D loss: 0.562 R 0.526 F 0.597][D acc: 0.703 R 0.656 F 0.750][G loss: 1.300 acc: 0.109]
2314 [D loss: 0.554 R 0.621 F 0.487][D acc: 0.711 R 0.625 F 0.797][G loss: 1.480 acc: 0.062]
2315 [D loss: 0.531 R 0.408 F 0.654][D acc: 0.797 R 0.766 F 0.828][G loss: 1.248 acc: 0.094]
2316 [D loss: 0.497 R 0.544 F 0.450][D acc: 0.727 R 0.609 F 0.844][G loss: 1.277 acc: 0.141]
2317 [D loss: 0.499 R 0.488 F 0.511][D acc: 0.742 R 0.672 F 0.812][G loss: 1.423 acc: 0.047]
2318 [D loss: 0.487 R 0.512 F 0.462][D acc: 0.773 R 0.672 F 0.875][G loss: 1.261 acc: 0.172]
2319 [D loss: 0.600 R 0.557 F 0.643][D acc: 0.672 R 0.656 F 0.688][G loss: 1.232 acc: 0.094]
2320 [D loss: 0.501 R 0.563 F 0.438][D acc: 0.742 R 0.609 F 0.875][G loss: 1.347 acc: 0.109]
2321 [D loss: 0.611 R 0.625 F 0.597][D acc: 0.703 R 0.641 F 0.766][G loss: 1.348 acc: 0.094]
2322 [D loss: 0.572 R 0.535 F 0.609][D acc: 0.672 R 0.641 F 0.703][G loss: 1.292 acc: 0.094]
2323 [D loss: 0.545 R 0.556 F 0.534][D acc: 0.695 R 0.641 F 0.750][G loss: 1.308 acc: 0.109]
2324 [D loss: 0.458 R 0.435 F 0.481][D acc: 0.742 R 0.688 F 0.797][G loss: 1.467 acc: 0.078]
2325 [D loss: 0.589 R 0.585 F 0.592][D acc: 0.703 R 0.672 F 0.734][G loss: 1.330 acc: 0.125]
2326 [D loss: 0.523 R 0.488 F 0.558][D acc: 0.766 R 0.734 F 0.797][G loss: 1.339 acc: 0.156]
2327 [D loss: 0.543 R 0.517 F 0.570][D acc: 0.703 R 0.672 F 0.734][G loss: 1.239 acc: 0.094]
2328 [D loss: 0.569 R 0.654 F 0.484][D acc: 0.688 R 0.562 F 0.812][G loss: 1.162 acc: 0.156]
2329 [D loss: 0.509 R 0.490 F 0.529][D acc: 0.727 R 0.641 F 0.812][G loss: 1.224 acc: 0.109]
2330 [D loss: 0.543 R 0.519 F 0.567][D acc: 0.742 R 0.688 F 0.797][G loss: 1.161 acc: 0.203]
2331 [D loss: 0.551 R 0.551 F 0.551][D acc: 0.758 R 0.734 F 0.781][G loss: 1.243 acc: 0.078]
2332 [D loss: 0.533 R 0.507 F 0.559][D acc: 0.734 R 0.672 F 0.797][G loss: 1.461 acc: 0.062]
2333 [D loss: 0.602 R 0.696 F 0.507][D acc: 0.680 R 0.562 F 0.797][G loss: 1.292 acc: 0.141]
2334 [D loss: 0.512 R 0.594 F 0.430][D acc: 0.727 R 0.625 F 0.828][G loss: 1.421 acc: 0.125]
2335 [D loss: 0.630 R 0.649 F 0.610][D acc: 0.625 R 0.547 F 0.703][G loss: 1.267 acc: 0.125]
2336 [D loss: 0.628 R 0.647 F 0.609][D acc: 0.672 R 0.594 F 0.750][G loss: 1.255 acc: 0.156]
2337 [D loss: 0.558 R 0.618 F 0.498][D acc: 0.664 R 0.547 F 0.781][G loss: 1.251 acc: 0.141]
2338 [D loss: 0.565 R 0.619 F 0.511][D acc: 0.742 R 0.641 F 0.844][G loss: 1.337 acc: 0.062]
2339 [D loss: 0.566 R 0.491 F 0.641][D acc: 0.711 R 0.672 F 0.750][G loss: 1.149 acc: 0.109]
2340 [D loss: 0.535 R 0.561 F 0.510][D acc: 0.734 R 0.609 F 0.859][G loss: 1.208 acc: 0.094]
2341 [D loss: 0.501 R 0.561 F 0.442][D acc: 0.742 R 0.641 F 0.844][G loss: 1.106 acc: 0.250]
2342 [D loss: 0.592 R 0.638 F 0.546][D acc: 0.703 R 0.594 F 0.812][G loss: 1.182 acc: 0.219]
2343 [D loss: 0.582 R 0.567 F 0.597][D acc: 0.688 R 0.641 F 0.734][G loss: 1.197 acc: 0.109]
2344 [D loss: 0.564 R 0.604 F 0.524][D acc: 0.688 R 0.594 F 0.781][G loss: 1.244 acc: 0.125]
2345 [D loss: 0.563 R 0.561 F 0.565][D acc: 0.727 R 0.641 F 0.812][G loss: 1.241 acc: 0.094]
2346 [D loss: 0.475 R 0.402 F 0.549][D acc: 0.766 R 0.750 F 0.781][G loss: 1.268 acc: 0.141]
2347 [D loss: 0.553 R 0.553 F 0.553][D acc: 0.766 R 0.734 F 0.797][G loss: 1.236 acc: 0.172]
2348 [D loss: 0.515 R 0.552 F 0.478][D acc: 0.734 R 0.672 F 0.797][G loss: 1.202 acc: 0.156]
2349 [D loss: 0.481 R 0.459 F 0.503][D acc: 0.711 R 0.656 F 0.766][G loss: 1.348 acc: 0.141]
2350 [D loss: 0.577 R 0.590 F 0.563][D acc: 0.719 R 0.625 F 0.812][G loss: 1.339 acc: 0.141]
2351 [D loss: 0.589 R 0.606 F 0.573][D acc: 0.664 R 0.578 F 0.750][G loss: 1.312 acc: 0.094]
2352 [D loss: 0.571 R 0.627 F 0.514][D acc: 0.656 R 0.547 F 0.766][G loss: 1.320 acc: 0.094]
2353 [D loss: 0.553 R 0.558 F 0.548][D acc: 0.703 R 0.656 F 0.750][G loss: 1.346 acc: 0.109]
2354 [D loss: 0.630 R 0.701 F 0.559][D acc: 0.695 R 0.547 F 0.844][G loss: 1.242 acc: 0.078]
2355 [D loss: 0.616 R 0.648 F 0.585][D acc: 0.719 R 0.641 F 0.797][G loss: 1.198 acc: 0.125]
2356 [D loss: 0.564 R 0.543 F 0.585][D acc: 0.734 R 0.656 F 0.812][G loss: 1.337 acc: 0.125]
2357 [D loss: 0.546 R 0.593 F 0.499][D acc: 0.742 R 0.672 F 0.812][G loss: 1.336 acc: 0.141]
2358 [D loss: 0.518 R 0.574 F 0.462][D acc: 0.758 R 0.656 F 0.859][G loss: 1.262 acc: 0.188]
2359 [D loss: 0.582 R 0.585 F 0.580][D acc: 0.742 R 0.672 F 0.812][G loss: 1.419 acc: 0.047]
2360 [D loss: 0.514 R 0.569 F 0.459][D acc: 0.719 R 0.594 F 0.844][G loss: 1.460 acc: 0.094]
2361 [D loss: 0.580 R 0.592 F 0.568][D acc: 0.680 R 0.625 F 0.734][G loss: 1.267 acc: 0.078]
2362 [D loss: 0.638 R 0.748 F 0.528][D acc: 0.625 R 0.422 F 0.828][G loss: 1.212 acc: 0.156]
2363 [D loss: 0.580 R 0.655 F 0.505][D acc: 0.680 R 0.547 F 0.812][G loss: 1.255 acc: 0.125]
2364 [D loss: 0.608 R 0.550 F 0.667][D acc: 0.711 R 0.641 F 0.781][G loss: 1.263 acc: 0.125]
2365 [D loss: 0.565 R 0.540 F 0.590][D acc: 0.719 R 0.688 F 0.750][G loss: 1.144 acc: 0.109]
2366 [D loss: 0.520 R 0.581 F 0.459][D acc: 0.711 R 0.547 F 0.875][G loss: 1.196 acc: 0.094]
2367 [D loss: 0.586 R 0.526 F 0.646][D acc: 0.734 R 0.688 F 0.781][G loss: 1.215 acc: 0.062]
2368 [D loss: 0.570 R 0.543 F 0.597][D acc: 0.734 R 0.656 F 0.812][G loss: 1.251 acc: 0.141]
2369 [D loss: 0.565 R 0.635 F 0.495][D acc: 0.695 R 0.625 F 0.766][G loss: 1.380 acc: 0.109]
2370 [D loss: 0.563 R 0.424 F 0.701][D acc: 0.719 R 0.719 F 0.719][G loss: 1.212 acc: 0.156]
2371 [D loss: 0.519 R 0.545 F 0.494][D acc: 0.766 R 0.703 F 0.828][G loss: 1.388 acc: 0.078]
2372 [D loss: 0.479 R 0.499 F 0.459][D acc: 0.750 R 0.656 F 0.844][G loss: 1.331 acc: 0.125]
2373 [D loss: 0.587 R 0.619 F 0.556][D acc: 0.680 R 0.578 F 0.781][G loss: 1.388 acc: 0.078]
2374 [D loss: 0.522 R 0.536 F 0.508][D acc: 0.719 R 0.625 F 0.812][G loss: 1.251 acc: 0.172]
2375 [D loss: 0.498 R 0.445 F 0.551][D acc: 0.789 R 0.781 F 0.797][G loss: 1.395 acc: 0.141]
2376 [D loss: 0.574 R 0.610 F 0.537][D acc: 0.688 R 0.625 F 0.750][G loss: 1.519 acc: 0.047]
2377 [D loss: 0.606 R 0.632 F 0.579][D acc: 0.688 R 0.594 F 0.781][G loss: 1.167 acc: 0.094]
2378 [D loss: 0.540 R 0.574 F 0.507][D acc: 0.742 R 0.656 F 0.828][G loss: 1.229 acc: 0.156]
2379 [D loss: 0.490 R 0.491 F 0.488][D acc: 0.750 R 0.688 F 0.812][G loss: 1.222 acc: 0.094]
2380 [D loss: 0.492 R 0.490 F 0.494][D acc: 0.750 R 0.703 F 0.797][G loss: 1.352 acc: 0.156]
2381 [D loss: 0.591 R 0.571 F 0.612][D acc: 0.664 R 0.578 F 0.750][G loss: 1.339 acc: 0.094]
2382 [D loss: 0.542 R 0.512 F 0.571][D acc: 0.734 R 0.688 F 0.781][G loss: 1.302 acc: 0.062]
2383 [D loss: 0.492 R 0.510 F 0.473][D acc: 0.766 R 0.734 F 0.797][G loss: 1.324 acc: 0.156]
2384 [D loss: 0.606 R 0.395 F 0.817][D acc: 0.758 R 0.766 F 0.750][G loss: 1.373 acc: 0.031]
2385 [D loss: 0.507 R 0.553 F 0.462][D acc: 0.680 R 0.594 F 0.766][G loss: 1.279 acc: 0.219]
2386 [D loss: 0.735 R 0.660 F 0.810][D acc: 0.617 R 0.562 F 0.672][G loss: 1.260 acc: 0.047]
2387 [D loss: 0.600 R 0.685 F 0.515][D acc: 0.656 R 0.516 F 0.797][G loss: 1.139 acc: 0.141]
2388 [D loss: 0.521 R 0.536 F 0.505][D acc: 0.742 R 0.703 F 0.781][G loss: 1.208 acc: 0.156]
2389 [D loss: 0.524 R 0.519 F 0.528][D acc: 0.758 R 0.703 F 0.812][G loss: 1.311 acc: 0.047]
2390 [D loss: 0.592 R 0.580 F 0.605][D acc: 0.719 R 0.625 F 0.812][G loss: 1.239 acc: 0.094]
2391 [D loss: 0.490 R 0.481 F 0.499][D acc: 0.719 R 0.688 F 0.750][G loss: 1.293 acc: 0.188]
2392 [D loss: 0.663 R 0.603 F 0.723][D acc: 0.648 R 0.625 F 0.672][G loss: 1.257 acc: 0.062]
2393 [D loss: 0.586 R 0.540 F 0.631][D acc: 0.688 R 0.641 F 0.734][G loss: 1.258 acc: 0.062]
2394 [D loss: 0.593 R 0.712 F 0.473][D acc: 0.688 R 0.531 F 0.844][G loss: 1.294 acc: 0.078]
2395 [D loss: 0.556 R 0.511 F 0.601][D acc: 0.758 R 0.750 F 0.766][G loss: 1.318 acc: 0.078]
2396 [D loss: 0.637 R 0.750 F 0.523][D acc: 0.641 R 0.516 F 0.766][G loss: 1.269 acc: 0.078]
2397 [D loss: 0.622 R 0.715 F 0.529][D acc: 0.672 R 0.562 F 0.781][G loss: 1.199 acc: 0.078]
2398 [D loss: 0.516 R 0.503 F 0.529][D acc: 0.758 R 0.656 F 0.859][G loss: 1.296 acc: 0.125]
2399 [D loss: 0.547 R 0.581 F 0.512][D acc: 0.734 R 0.625 F 0.844][G loss: 1.324 acc: 0.109]
2400 [D loss: 0.542 R 0.529 F 0.554][D acc: 0.742 R 0.641 F 0.844][G loss: 1.277 acc: 0.172]
2401 [D loss: 0.509 R 0.515 F 0.502][D acc: 0.773 R 0.688 F 0.859][G loss: 1.370 acc: 0.094]
2402 [D loss: 0.640 R 0.675 F 0.606][D acc: 0.711 R 0.688 F 0.734][G loss: 1.115 acc: 0.094]
2403 [D loss: 0.509 R 0.524 F 0.493][D acc: 0.727 R 0.641 F 0.812][G loss: 1.242 acc: 0.141]
2404 [D loss: 0.539 R 0.467 F 0.611][D acc: 0.742 R 0.750 F 0.734][G loss: 1.460 acc: 0.109]
2405 [D loss: 0.655 R 0.640 F 0.670][D acc: 0.680 R 0.562 F 0.797][G loss: 1.326 acc: 0.094]
2406 [D loss: 0.498 R 0.585 F 0.412][D acc: 0.781 R 0.609 F 0.953][G loss: 1.398 acc: 0.109]
2407 [D loss: 0.511 R 0.480 F 0.542][D acc: 0.742 R 0.641 F 0.844][G loss: 1.308 acc: 0.125]
2408 [D loss: 0.550 R 0.688 F 0.412][D acc: 0.727 R 0.547 F 0.906][G loss: 1.398 acc: 0.062]
2409 [D loss: 0.539 R 0.554 F 0.523][D acc: 0.727 R 0.672 F 0.781][G loss: 1.354 acc: 0.141]
2410 [D loss: 0.530 R 0.490 F 0.570][D acc: 0.789 R 0.781 F 0.797][G loss: 1.318 acc: 0.031]
2411 [D loss: 0.557 R 0.630 F 0.485][D acc: 0.672 R 0.547 F 0.797][G loss: 1.422 acc: 0.031]
2412 [D loss: 0.538 R 0.533 F 0.544][D acc: 0.688 R 0.672 F 0.703][G loss: 1.259 acc: 0.078]
2413 [D loss: 0.661 R 0.666 F 0.656][D acc: 0.578 R 0.469 F 0.688][G loss: 1.240 acc: 0.109]
2414 [D loss: 0.570 R 0.631 F 0.510][D acc: 0.719 R 0.594 F 0.844][G loss: 1.224 acc: 0.094]
2415 [D loss: 0.659 R 0.648 F 0.670][D acc: 0.648 R 0.547 F 0.750][G loss: 1.306 acc: 0.078]
2416 [D loss: 0.541 R 0.531 F 0.551][D acc: 0.734 R 0.688 F 0.781][G loss: 1.281 acc: 0.109]
2417 [D loss: 0.613 R 0.575 F 0.651][D acc: 0.703 R 0.641 F 0.766][G loss: 1.240 acc: 0.094]
2418 [D loss: 0.531 R 0.633 F 0.430][D acc: 0.688 R 0.516 F 0.859][G loss: 1.273 acc: 0.062]
2419 [D loss: 0.529 R 0.502 F 0.556][D acc: 0.750 R 0.688 F 0.812][G loss: 1.134 acc: 0.156]
2420 [D loss: 0.628 R 0.622 F 0.634][D acc: 0.633 R 0.578 F 0.688][G loss: 1.156 acc: 0.078]
2421 [D loss: 0.587 R 0.611 F 0.562][D acc: 0.703 R 0.625 F 0.781][G loss: 1.289 acc: 0.062]
2422 [D loss: 0.493 R 0.488 F 0.498][D acc: 0.766 R 0.734 F 0.797][G loss: 1.260 acc: 0.062]
2423 [D loss: 0.564 R 0.562 F 0.565][D acc: 0.688 R 0.594 F 0.781][G loss: 1.226 acc: 0.125]
2424 [D loss: 0.602 R 0.696 F 0.507][D acc: 0.641 R 0.469 F 0.812][G loss: 1.148 acc: 0.141]
2425 [D loss: 0.570 R 0.637 F 0.503][D acc: 0.695 R 0.562 F 0.828][G loss: 1.151 acc: 0.141]
2426 [D loss: 0.527 R 0.508 F 0.545][D acc: 0.758 R 0.734 F 0.781][G loss: 1.152 acc: 0.125]
2427 [D loss: 0.547 R 0.544 F 0.551][D acc: 0.789 R 0.734 F 0.844][G loss: 1.304 acc: 0.094]
2428 [D loss: 0.595 R 0.593 F 0.597][D acc: 0.648 R 0.578 F 0.719][G loss: 1.185 acc: 0.109]
2429 [D loss: 0.546 R 0.528 F 0.563][D acc: 0.727 R 0.656 F 0.797][G loss: 1.268 acc: 0.125]
2430 [D loss: 0.607 R 0.580 F 0.634][D acc: 0.617 R 0.641 F 0.594][G loss: 1.383 acc: 0.109]
2431 [D loss: 0.547 R 0.505 F 0.590][D acc: 0.719 R 0.688 F 0.750][G loss: 1.304 acc: 0.125]
2432 [D loss: 0.548 R 0.615 F 0.481][D acc: 0.688 R 0.578 F 0.797][G loss: 1.177 acc: 0.188]
2433 [D loss: 0.533 R 0.502 F 0.564][D acc: 0.734 R 0.672 F 0.797][G loss: 1.471 acc: 0.094]
2434 [D loss: 0.563 R 0.566 F 0.561][D acc: 0.727 R 0.625 F 0.828][G loss: 1.228 acc: 0.125]
2435 [D loss: 0.624 R 0.741 F 0.506][D acc: 0.617 R 0.438 F 0.797][G loss: 1.188 acc: 0.109]
2436 [D loss: 0.577 R 0.532 F 0.622][D acc: 0.648 R 0.609 F 0.688][G loss: 1.333 acc: 0.125]
2437 [D loss: 0.509 R 0.524 F 0.493][D acc: 0.758 R 0.672 F 0.844][G loss: 1.325 acc: 0.109]
2438 [D loss: 0.594 R 0.609 F 0.578][D acc: 0.672 R 0.562 F 0.781][G loss: 1.059 acc: 0.203]
2439 [D loss: 0.564 R 0.516 F 0.611][D acc: 0.680 R 0.688 F 0.672][G loss: 1.364 acc: 0.047]
2440 [D loss: 0.574 R 0.517 F 0.631][D acc: 0.703 R 0.656 F 0.750][G loss: 1.169 acc: 0.125]
2441 [D loss: 0.501 R 0.497 F 0.506][D acc: 0.766 R 0.719 F 0.812][G loss: 1.221 acc: 0.172]
2442 [D loss: 0.510 R 0.461 F 0.559][D acc: 0.727 R 0.734 F 0.719][G loss: 1.247 acc: 0.094]
2443 [D loss: 0.550 R 0.600 F 0.500][D acc: 0.711 R 0.609 F 0.812][G loss: 1.273 acc: 0.125]
2444 [D loss: 0.554 R 0.458 F 0.650][D acc: 0.719 R 0.734 F 0.703][G loss: 1.250 acc: 0.109]
2445 [D loss: 0.561 R 0.613 F 0.509][D acc: 0.727 R 0.641 F 0.812][G loss: 1.242 acc: 0.062]
2446 [D loss: 0.523 R 0.544 F 0.503][D acc: 0.742 R 0.656 F 0.828][G loss: 1.297 acc: 0.141]
2447 [D loss: 0.557 R 0.556 F 0.558][D acc: 0.742 R 0.641 F 0.844][G loss: 1.261 acc: 0.125]
2448 [D loss: 0.533 R 0.602 F 0.464][D acc: 0.711 R 0.578 F 0.844][G loss: 1.267 acc: 0.109]
2449 [D loss: 0.617 R 0.575 F 0.659][D acc: 0.602 R 0.562 F 0.641][G loss: 1.295 acc: 0.141]
2450 [D loss: 0.591 R 0.636 F 0.547][D acc: 0.672 R 0.578 F 0.766][G loss: 1.218 acc: 0.109]
2451 [D loss: 0.579 R 0.594 F 0.563][D acc: 0.703 R 0.625 F 0.781][G loss: 1.221 acc: 0.156]
2452 [D loss: 0.511 R 0.497 F 0.525][D acc: 0.773 R 0.719 F 0.828][G loss: 1.330 acc: 0.125]
2453 [D loss: 0.548 R 0.489 F 0.606][D acc: 0.750 R 0.672 F 0.828][G loss: 1.316 acc: 0.141]
2454 [D loss: 0.529 R 0.514 F 0.544][D acc: 0.727 R 0.656 F 0.797][G loss: 1.353 acc: 0.109]
2455 [D loss: 0.563 R 0.583 F 0.544][D acc: 0.750 R 0.656 F 0.844][G loss: 1.356 acc: 0.109]
2456 [D loss: 0.500 R 0.546 F 0.454][D acc: 0.742 R 0.641 F 0.844][G loss: 1.283 acc: 0.156]
2457 [D loss: 0.499 R 0.471 F 0.528][D acc: 0.734 R 0.672 F 0.797][G loss: 1.297 acc: 0.109]
2458 [D loss: 0.467 R 0.423 F 0.512][D acc: 0.758 R 0.750 F 0.766][G loss: 1.349 acc: 0.125]
2459 [D loss: 0.562 R 0.474 F 0.651][D acc: 0.734 R 0.688 F 0.781][G loss: 1.414 acc: 0.047]
2460 [D loss: 0.526 R 0.585 F 0.468][D acc: 0.734 R 0.672 F 0.797][G loss: 1.322 acc: 0.094]
2461 [D loss: 0.603 R 0.602 F 0.604][D acc: 0.641 R 0.578 F 0.703][G loss: 1.222 acc: 0.094]
2462 [D loss: 0.505 R 0.534 F 0.476][D acc: 0.734 R 0.672 F 0.797][G loss: 1.305 acc: 0.156]
2463 [D loss: 0.562 R 0.567 F 0.558][D acc: 0.672 R 0.594 F 0.750][G loss: 1.190 acc: 0.141]
2464 [D loss: 0.579 R 0.604 F 0.554][D acc: 0.664 R 0.625 F 0.703][G loss: 1.123 acc: 0.188]
2465 [D loss: 0.600 R 0.724 F 0.477][D acc: 0.688 R 0.531 F 0.844][G loss: 1.193 acc: 0.109]
2466 [D loss: 0.545 R 0.453 F 0.637][D acc: 0.703 R 0.719 F 0.688][G loss: 1.276 acc: 0.156]
2467 [D loss: 0.579 R 0.571 F 0.588][D acc: 0.727 R 0.656 F 0.797][G loss: 1.242 acc: 0.094]
2468 [D loss: 0.571 R 0.551 F 0.590][D acc: 0.719 R 0.594 F 0.844][G loss: 1.225 acc: 0.109]
2469 [D loss: 0.572 R 0.567 F 0.576][D acc: 0.695 R 0.594 F 0.797][G loss: 1.260 acc: 0.078]
2470 [D loss: 0.560 R 0.600 F 0.519][D acc: 0.703 R 0.609 F 0.797][G loss: 1.227 acc: 0.125]
2471 [D loss: 0.523 R 0.539 F 0.507][D acc: 0.727 R 0.656 F 0.797][G loss: 1.229 acc: 0.141]
2472 [D loss: 0.606 R 0.584 F 0.628][D acc: 0.711 R 0.609 F 0.812][G loss: 1.225 acc: 0.141]
2473 [D loss: 0.525 R 0.551 F 0.499][D acc: 0.727 R 0.641 F 0.812][G loss: 1.345 acc: 0.016]
2474 [D loss: 0.604 R 0.609 F 0.598][D acc: 0.680 R 0.609 F 0.750][G loss: 1.116 acc: 0.094]
2475 [D loss: 0.528 R 0.591 F 0.465][D acc: 0.734 R 0.578 F 0.891][G loss: 1.316 acc: 0.141]
2476 [D loss: 0.443 R 0.440 F 0.446][D acc: 0.797 R 0.734 F 0.859][G loss: 1.354 acc: 0.188]
2477 [D loss: 0.516 R 0.463 F 0.568][D acc: 0.727 R 0.703 F 0.750][G loss: 1.299 acc: 0.141]
2478 [D loss: 0.490 R 0.541 F 0.439][D acc: 0.734 R 0.625 F 0.844][G loss: 1.385 acc: 0.109]
2479 [D loss: 0.550 R 0.479 F 0.620][D acc: 0.766 R 0.734 F 0.797][G loss: 1.294 acc: 0.094]
2480 [D loss: 0.551 R 0.632 F 0.469][D acc: 0.711 R 0.562 F 0.859][G loss: 1.205 acc: 0.125]
2481 [D loss: 0.604 R 0.604 F 0.604][D acc: 0.711 R 0.625 F 0.797][G loss: 1.425 acc: 0.109]
2482 [D loss: 0.539 R 0.558 F 0.519][D acc: 0.695 R 0.594 F 0.797][G loss: 1.279 acc: 0.078]
2483 [D loss: 0.521 R 0.606 F 0.436][D acc: 0.750 R 0.562 F 0.938][G loss: 1.378 acc: 0.062]
2484 [D loss: 0.623 R 0.723 F 0.524][D acc: 0.672 R 0.531 F 0.812][G loss: 1.163 acc: 0.141]
2485 [D loss: 0.491 R 0.513 F 0.469][D acc: 0.789 R 0.734 F 0.844][G loss: 1.243 acc: 0.109]
2486 [D loss: 0.549 R 0.578 F 0.519][D acc: 0.750 R 0.688 F 0.812][G loss: 1.269 acc: 0.141]
2487 [D loss: 0.544 R 0.561 F 0.528][D acc: 0.719 R 0.609 F 0.828][G loss: 1.241 acc: 0.141]
2488 [D loss: 0.450 R 0.334 F 0.566][D acc: 0.805 R 0.828 F 0.781][G loss: 1.300 acc: 0.109]
2489 [D loss: 0.656 R 0.813 F 0.498][D acc: 0.633 R 0.484 F 0.781][G loss: 1.195 acc: 0.125]
2490 [D loss: 0.538 R 0.578 F 0.497][D acc: 0.695 R 0.594 F 0.797][G loss: 1.067 acc: 0.188]
2491 [D loss: 0.668 R 0.670 F 0.667][D acc: 0.641 R 0.578 F 0.703][G loss: 1.050 acc: 0.156]
2492 [D loss: 0.521 R 0.553 F 0.489][D acc: 0.719 R 0.594 F 0.844][G loss: 1.252 acc: 0.125]
2493 [D loss: 0.546 R 0.529 F 0.563][D acc: 0.711 R 0.656 F 0.766][G loss: 1.296 acc: 0.094]
2494 [D loss: 0.528 R 0.520 F 0.536][D acc: 0.758 R 0.703 F 0.812][G loss: 1.283 acc: 0.031]
2495 [D loss: 0.596 R 0.588 F 0.603][D acc: 0.680 R 0.625 F 0.734][G loss: 1.177 acc: 0.172]
2496 [D loss: 0.516 R 0.493 F 0.539][D acc: 0.758 R 0.719 F 0.797][G loss: 1.224 acc: 0.141]
2497 [D loss: 0.589 R 0.617 F 0.562][D acc: 0.672 R 0.562 F 0.781][G loss: 1.301 acc: 0.094]
2498 [D loss: 0.538 R 0.519 F 0.557][D acc: 0.656 R 0.688 F 0.625][G loss: 1.363 acc: 0.078]
2499 [D loss: 0.497 R 0.528 F 0.465][D acc: 0.766 R 0.703 F 0.828][G loss: 1.285 acc: 0.109]
2500 [D loss: 0.697 R 0.622 F 0.773][D acc: 0.680 R 0.641 F 0.719][G loss: 1.189 acc: 0.109]
2501 [D loss: 0.532 R 0.470 F 0.593][D acc: 0.742 R 0.688 F 0.797][G loss: 1.242 acc: 0.125]
2502 [D loss: 0.555 R 0.594 F 0.515][D acc: 0.703 R 0.594 F 0.812][G loss: 1.292 acc: 0.125]
2503 [D loss: 0.557 R 0.605 F 0.509][D acc: 0.758 R 0.609 F 0.906][G loss: 1.328 acc: 0.016]
2504 [D loss: 0.550 R 0.534 F 0.566][D acc: 0.719 R 0.656 F 0.781][G loss: 1.315 acc: 0.125]
2505 [D loss: 0.545 R 0.560 F 0.531][D acc: 0.703 R 0.609 F 0.797][G loss: 1.203 acc: 0.188]
2506 [D loss: 0.582 R 0.617 F 0.546][D acc: 0.688 R 0.531 F 0.844][G loss: 1.263 acc: 0.156]
2507 [D loss: 0.571 R 0.591 F 0.552][D acc: 0.703 R 0.641 F 0.766][G loss: 1.237 acc: 0.109]
2508 [D loss: 0.629 R 0.555 F 0.703][D acc: 0.719 R 0.672 F 0.766][G loss: 1.221 acc: 0.125]
2509 [D loss: 0.638 R 0.624 F 0.651][D acc: 0.680 R 0.594 F 0.766][G loss: 1.214 acc: 0.062]
2510 [D loss: 0.474 R 0.493 F 0.455][D acc: 0.797 R 0.703 F 0.891][G loss: 1.274 acc: 0.109]
2511 [D loss: 0.604 R 0.690 F 0.518][D acc: 0.703 R 0.562 F 0.844][G loss: 1.287 acc: 0.078]
2512 [D loss: 0.575 R 0.582 F 0.567][D acc: 0.664 R 0.625 F 0.703][G loss: 1.285 acc: 0.094]
2513 [D loss: 0.499 R 0.523 F 0.475][D acc: 0.727 R 0.641 F 0.812][G loss: 1.284 acc: 0.078]
2514 [D loss: 0.510 R 0.538 F 0.482][D acc: 0.766 R 0.719 F 0.812][G loss: 1.393 acc: 0.078]
2515 [D loss: 0.576 R 0.494 F 0.658][D acc: 0.695 R 0.672 F 0.719][G loss: 1.229 acc: 0.141]
2516 [D loss: 0.533 R 0.579 F 0.488][D acc: 0.742 R 0.609 F 0.875][G loss: 1.376 acc: 0.031]
2517 [D loss: 0.615 R 0.633 F 0.598][D acc: 0.672 R 0.578 F 0.766][G loss: 1.310 acc: 0.094]
2518 [D loss: 0.571 R 0.696 F 0.446][D acc: 0.711 R 0.578 F 0.844][G loss: 1.214 acc: 0.141]
2519 [D loss: 0.582 R 0.698 F 0.466][D acc: 0.672 R 0.484 F 0.859][G loss: 1.291 acc: 0.078]
2520 [D loss: 0.541 R 0.514 F 0.568][D acc: 0.734 R 0.641 F 0.828][G loss: 1.287 acc: 0.062]
2521 [D loss: 0.632 R 0.674 F 0.591][D acc: 0.625 R 0.469 F 0.781][G loss: 1.161 acc: 0.094]
2522 [D loss: 0.509 R 0.504 F 0.514][D acc: 0.742 R 0.734 F 0.750][G loss: 1.152 acc: 0.125]
2523 [D loss: 0.445 R 0.442 F 0.448][D acc: 0.805 R 0.734 F 0.875][G loss: 1.379 acc: 0.141]
2524 [D loss: 0.516 R 0.460 F 0.573][D acc: 0.742 R 0.688 F 0.797][G loss: 1.281 acc: 0.078]
2525 [D loss: 0.487 R 0.461 F 0.514][D acc: 0.805 R 0.797 F 0.812][G loss: 1.320 acc: 0.125]
2526 [D loss: 0.491 R 0.458 F 0.524][D acc: 0.797 R 0.766 F 0.828][G loss: 1.366 acc: 0.156]
2527 [D loss: 0.549 R 0.546 F 0.551][D acc: 0.711 R 0.672 F 0.750][G loss: 1.443 acc: 0.047]
2528 [D loss: 0.575 R 0.672 F 0.478][D acc: 0.695 R 0.547 F 0.844][G loss: 1.370 acc: 0.156]
2529 [D loss: 0.492 R 0.436 F 0.548][D acc: 0.758 R 0.734 F 0.781][G loss: 1.480 acc: 0.109]
2530 [D loss: 0.538 R 0.388 F 0.688][D acc: 0.719 R 0.781 F 0.656][G loss: 1.342 acc: 0.125]
2531 [D loss: 0.619 R 0.631 F 0.607][D acc: 0.680 R 0.547 F 0.812][G loss: 1.404 acc: 0.125]
2532 [D loss: 0.541 R 0.604 F 0.478][D acc: 0.734 R 0.625 F 0.844][G loss: 1.192 acc: 0.156]
2533 [D loss: 0.573 R 0.542 F 0.604][D acc: 0.727 R 0.703 F 0.750][G loss: 1.419 acc: 0.125]
2534 [D loss: 0.651 R 0.750 F 0.552][D acc: 0.648 R 0.438 F 0.859][G loss: 1.198 acc: 0.094]
2535 [D loss: 0.550 R 0.659 F 0.440][D acc: 0.711 R 0.547 F 0.875][G loss: 1.254 acc: 0.094]
2536 [D loss: 0.523 R 0.506 F 0.539][D acc: 0.727 R 0.672 F 0.781][G loss: 1.218 acc: 0.094]
2537 [D loss: 0.543 R 0.585 F 0.501][D acc: 0.742 R 0.672 F 0.812][G loss: 1.257 acc: 0.109]
2538 [D loss: 0.568 R 0.561 F 0.575][D acc: 0.711 R 0.688 F 0.734][G loss: 1.199 acc: 0.125]
2539 [D loss: 0.539 R 0.670 F 0.408][D acc: 0.734 R 0.562 F 0.906][G loss: 1.266 acc: 0.109]
2540 [D loss: 0.607 R 0.567 F 0.647][D acc: 0.641 R 0.609 F 0.672][G loss: 1.189 acc: 0.094]
2541 [D loss: 0.510 R 0.588 F 0.433][D acc: 0.758 R 0.625 F 0.891][G loss: 1.228 acc: 0.172]
2542 [D loss: 0.568 R 0.522 F 0.613][D acc: 0.680 R 0.703 F 0.656][G loss: 1.269 acc: 0.078]
2543 [D loss: 0.467 R 0.429 F 0.505][D acc: 0.758 R 0.766 F 0.750][G loss: 1.316 acc: 0.109]
2544 [D loss: 0.598 R 0.612 F 0.584][D acc: 0.711 R 0.656 F 0.766][G loss: 1.308 acc: 0.047]
2545 [D loss: 0.471 R 0.502 F 0.441][D acc: 0.789 R 0.703 F 0.875][G loss: 1.217 acc: 0.172]
2546 [D loss: 0.556 R 0.530 F 0.582][D acc: 0.703 R 0.719 F 0.688][G loss: 1.326 acc: 0.094]
2547 [D loss: 0.572 R 0.536 F 0.607][D acc: 0.719 R 0.656 F 0.781][G loss: 1.153 acc: 0.109]
2548 [D loss: 0.518 R 0.525 F 0.510][D acc: 0.750 R 0.703 F 0.797][G loss: 1.271 acc: 0.078]
2549 [D loss: 0.539 R 0.579 F 0.499][D acc: 0.688 R 0.562 F 0.812][G loss: 1.411 acc: 0.109]
2550 [D loss: 0.557 R 0.524 F 0.589][D acc: 0.695 R 0.609 F 0.781][G loss: 1.650 acc: 0.125]
2551 [D loss: 0.486 R 0.500 F 0.473][D acc: 0.758 R 0.672 F 0.844][G loss: 1.358 acc: 0.156]
2552 [D loss: 0.382 R 0.330 F 0.434][D acc: 0.820 R 0.828 F 0.812][G loss: 1.431 acc: 0.109]
2553 [D loss: 0.595 R 0.567 F 0.622][D acc: 0.633 R 0.562 F 0.703][G loss: 1.328 acc: 0.125]
2554 [D loss: 0.620 R 0.619 F 0.620][D acc: 0.742 R 0.641 F 0.844][G loss: 1.256 acc: 0.125]
2555 [D loss: 0.560 R 0.505 F 0.616][D acc: 0.719 R 0.688 F 0.750][G loss: 1.343 acc: 0.031]
2556 [D loss: 0.545 R 0.667 F 0.423][D acc: 0.719 R 0.531 F 0.906][G loss: 1.417 acc: 0.047]
2557 [D loss: 0.527 R 0.634 F 0.420][D acc: 0.719 R 0.547 F 0.891][G loss: 1.354 acc: 0.078]
2558 [D loss: 0.513 R 0.481 F 0.545][D acc: 0.734 R 0.672 F 0.797][G loss: 1.268 acc: 0.078]
2559 [D loss: 0.484 R 0.457 F 0.510][D acc: 0.758 R 0.734 F 0.781][G loss: 1.284 acc: 0.125]
2560 [D loss: 0.595 R 0.502 F 0.687][D acc: 0.695 R 0.656 F 0.734][G loss: 1.277 acc: 0.047]
2561 [D loss: 0.553 R 0.636 F 0.469][D acc: 0.695 R 0.578 F 0.812][G loss: 1.210 acc: 0.094]
2562 [D loss: 0.579 R 0.638 F 0.520][D acc: 0.688 R 0.562 F 0.812][G loss: 1.209 acc: 0.172]
2563 [D loss: 0.584 R 0.629 F 0.539][D acc: 0.695 R 0.625 F 0.766][G loss: 1.164 acc: 0.141]
2564 [D loss: 0.548 R 0.517 F 0.579][D acc: 0.734 R 0.688 F 0.781][G loss: 1.345 acc: 0.047]
2565 [D loss: 0.559 R 0.576 F 0.542][D acc: 0.719 R 0.688 F 0.750][G loss: 1.359 acc: 0.125]
2566 [D loss: 0.575 R 0.629 F 0.521][D acc: 0.695 R 0.578 F 0.812][G loss: 1.256 acc: 0.078]
2567 [D loss: 0.623 R 0.542 F 0.705][D acc: 0.648 R 0.656 F 0.641][G loss: 1.257 acc: 0.094]
2568 [D loss: 0.653 R 0.783 F 0.522][D acc: 0.617 R 0.422 F 0.812][G loss: 1.296 acc: 0.203]
2569 [D loss: 0.540 R 0.574 F 0.505][D acc: 0.727 R 0.641 F 0.812][G loss: 1.287 acc: 0.094]
2570 [D loss: 0.492 R 0.504 F 0.481][D acc: 0.695 R 0.625 F 0.766][G loss: 1.368 acc: 0.109]
2571 [D loss: 0.643 R 0.632 F 0.654][D acc: 0.648 R 0.641 F 0.656][G loss: 1.280 acc: 0.141]
2572 [D loss: 0.584 R 0.600 F 0.568][D acc: 0.703 R 0.609 F 0.797][G loss: 1.184 acc: 0.188]
2573 [D loss: 0.548 R 0.614 F 0.482][D acc: 0.680 R 0.547 F 0.812][G loss: 1.152 acc: 0.203]
2574 [D loss: 0.610 R 0.680 F 0.540][D acc: 0.695 R 0.594 F 0.797][G loss: 1.111 acc: 0.141]
2575 [D loss: 0.533 R 0.540 F 0.527][D acc: 0.781 R 0.703 F 0.859][G loss: 1.196 acc: 0.109]
2576 [D loss: 0.627 R 0.598 F 0.655][D acc: 0.695 R 0.625 F 0.766][G loss: 1.315 acc: 0.094]
2577 [D loss: 0.529 R 0.539 F 0.518][D acc: 0.750 R 0.688 F 0.812][G loss: 1.171 acc: 0.156]
2578 [D loss: 0.638 R 0.630 F 0.645][D acc: 0.672 R 0.625 F 0.719][G loss: 1.149 acc: 0.125]
2579 [D loss: 0.537 R 0.527 F 0.546][D acc: 0.742 R 0.703 F 0.781][G loss: 1.175 acc: 0.141]
2580 [D loss: 0.567 R 0.545 F 0.588][D acc: 0.719 R 0.656 F 0.781][G loss: 1.214 acc: 0.109]
2581 [D loss: 0.546 R 0.623 F 0.468][D acc: 0.750 R 0.609 F 0.891][G loss: 1.435 acc: 0.125]
2582 [D loss: 0.498 R 0.437 F 0.558][D acc: 0.750 R 0.719 F 0.781][G loss: 1.368 acc: 0.094]
2583 [D loss: 0.585 R 0.511 F 0.659][D acc: 0.680 R 0.609 F 0.750][G loss: 1.389 acc: 0.094]
2584 [D loss: 0.607 R 0.696 F 0.518][D acc: 0.641 R 0.484 F 0.797][G loss: 1.300 acc: 0.109]
2585 [D loss: 0.513 R 0.585 F 0.441][D acc: 0.703 R 0.578 F 0.828][G loss: 1.222 acc: 0.078]
2586 [D loss: 0.568 R 0.526 F 0.609][D acc: 0.703 R 0.672 F 0.734][G loss: 1.254 acc: 0.109]
2587 [D loss: 0.575 R 0.624 F 0.526][D acc: 0.672 R 0.578 F 0.766][G loss: 1.275 acc: 0.078]
2588 [D loss: 0.571 R 0.533 F 0.609][D acc: 0.688 R 0.656 F 0.719][G loss: 1.313 acc: 0.109]
2589 [D loss: 0.541 R 0.593 F 0.490][D acc: 0.719 R 0.594 F 0.844][G loss: 1.368 acc: 0.078]
2590 [D loss: 0.597 R 0.605 F 0.589][D acc: 0.656 R 0.562 F 0.750][G loss: 1.256 acc: 0.156]
2591 [D loss: 0.493 R 0.519 F 0.468][D acc: 0.750 R 0.641 F 0.859][G loss: 1.352 acc: 0.109]
2592 [D loss: 0.564 R 0.615 F 0.513][D acc: 0.719 R 0.594 F 0.844][G loss: 1.483 acc: 0.109]
2593 [D loss: 0.569 R 0.481 F 0.658][D acc: 0.734 R 0.656 F 0.812][G loss: 1.239 acc: 0.109]
2594 [D loss: 0.538 R 0.589 F 0.487][D acc: 0.734 R 0.625 F 0.844][G loss: 1.302 acc: 0.109]
2595 [D loss: 0.535 R 0.465 F 0.604][D acc: 0.742 R 0.703 F 0.781][G loss: 1.328 acc: 0.109]
2596 [D loss: 0.656 R 0.731 F 0.582][D acc: 0.641 R 0.500 F 0.781][G loss: 1.286 acc: 0.094]
2597 [D loss: 0.559 R 0.674 F 0.444][D acc: 0.680 R 0.500 F 0.859][G loss: 1.295 acc: 0.047]
2598 [D loss: 0.552 R 0.594 F 0.509][D acc: 0.703 R 0.625 F 0.781][G loss: 1.281 acc: 0.062]
2599 [D loss: 0.605 R 0.707 F 0.503][D acc: 0.672 R 0.531 F 0.812][G loss: 1.116 acc: 0.203]
2600 [D loss: 0.570 R 0.571 F 0.570][D acc: 0.672 R 0.625 F 0.719][G loss: 1.176 acc: 0.141]
2601 [D loss: 0.556 R 0.533 F 0.579][D acc: 0.711 R 0.672 F 0.750][G loss: 1.156 acc: 0.172]
2602 [D loss: 0.543 R 0.554 F 0.531][D acc: 0.703 R 0.609 F 0.797][G loss: 1.304 acc: 0.078]
2603 [D loss: 0.511 R 0.525 F 0.496][D acc: 0.742 R 0.703 F 0.781][G loss: 1.227 acc: 0.078]
2604 [D loss: 0.540 R 0.497 F 0.583][D acc: 0.734 R 0.734 F 0.734][G loss: 1.305 acc: 0.094]
2605 [D loss: 0.598 R 0.438 F 0.759][D acc: 0.688 R 0.734 F 0.641][G loss: 1.315 acc: 0.078]
2606 [D loss: 0.579 R 0.725 F 0.433][D acc: 0.711 R 0.531 F 0.891][G loss: 1.345 acc: 0.094]
2607 [D loss: 0.568 R 0.589 F 0.547][D acc: 0.656 R 0.531 F 0.781][G loss: 1.429 acc: 0.047]
2608 [D loss: 0.564 R 0.523 F 0.606][D acc: 0.727 R 0.703 F 0.750][G loss: 1.302 acc: 0.062]
2609 [D loss: 0.501 R 0.532 F 0.471][D acc: 0.781 R 0.703 F 0.859][G loss: 1.316 acc: 0.188]
2610 [D loss: 0.563 R 0.566 F 0.559][D acc: 0.750 R 0.641 F 0.859][G loss: 1.288 acc: 0.078]
2611 [D loss: 0.530 R 0.527 F 0.532][D acc: 0.781 R 0.719 F 0.844][G loss: 1.299 acc: 0.125]
2612 [D loss: 0.525 R 0.556 F 0.494][D acc: 0.719 R 0.625 F 0.812][G loss: 1.343 acc: 0.141]
2613 [D loss: 0.604 R 0.636 F 0.572][D acc: 0.711 R 0.641 F 0.781][G loss: 1.188 acc: 0.094]
2614 [D loss: 0.639 R 0.687 F 0.591][D acc: 0.656 R 0.516 F 0.797][G loss: 1.292 acc: 0.094]
2615 [D loss: 0.584 R 0.522 F 0.647][D acc: 0.711 R 0.703 F 0.719][G loss: 1.210 acc: 0.156]
2616 [D loss: 0.564 R 0.573 F 0.556][D acc: 0.680 R 0.625 F 0.734][G loss: 1.283 acc: 0.047]
2617 [D loss: 0.583 R 0.635 F 0.531][D acc: 0.664 R 0.500 F 0.828][G loss: 1.173 acc: 0.094]
2618 [D loss: 0.545 R 0.603 F 0.487][D acc: 0.727 R 0.578 F 0.875][G loss: 1.281 acc: 0.094]
2619 [D loss: 0.528 R 0.429 F 0.627][D acc: 0.789 R 0.766 F 0.812][G loss: 1.206 acc: 0.078]
2620 [D loss: 0.509 R 0.528 F 0.490][D acc: 0.773 R 0.703 F 0.844][G loss: 1.158 acc: 0.141]
2621 [D loss: 0.537 R 0.461 F 0.612][D acc: 0.742 R 0.719 F 0.766][G loss: 1.329 acc: 0.109]
2622 [D loss: 0.567 R 0.621 F 0.514][D acc: 0.656 R 0.531 F 0.781][G loss: 1.227 acc: 0.109]
2623 [D loss: 0.605 R 0.500 F 0.710][D acc: 0.727 R 0.703 F 0.750][G loss: 1.253 acc: 0.141]
2624 [D loss: 0.488 R 0.536 F 0.439][D acc: 0.781 R 0.719 F 0.844][G loss: 1.324 acc: 0.156]
2625 [D loss: 0.593 R 0.591 F 0.596][D acc: 0.672 R 0.609 F 0.734][G loss: 1.164 acc: 0.188]
2626 [D loss: 0.605 R 0.522 F 0.689][D acc: 0.664 R 0.656 F 0.672][G loss: 1.314 acc: 0.094]
2627 [D loss: 0.565 R 0.664 F 0.465][D acc: 0.734 R 0.562 F 0.906][G loss: 1.311 acc: 0.031]
2628 [D loss: 0.529 R 0.559 F 0.500][D acc: 0.680 R 0.609 F 0.750][G loss: 1.173 acc: 0.172]
2629 [D loss: 0.500 R 0.458 F 0.542][D acc: 0.766 R 0.797 F 0.734][G loss: 1.375 acc: 0.062]
2630 [D loss: 0.520 R 0.534 F 0.506][D acc: 0.727 R 0.641 F 0.812][G loss: 1.253 acc: 0.094]
2631 [D loss: 0.539 R 0.599 F 0.480][D acc: 0.758 R 0.641 F 0.875][G loss: 1.236 acc: 0.109]
2632 [D loss: 0.541 R 0.460 F 0.622][D acc: 0.766 R 0.781 F 0.750][G loss: 1.311 acc: 0.094]
2633 [D loss: 0.552 R 0.545 F 0.559][D acc: 0.781 R 0.688 F 0.875][G loss: 1.330 acc: 0.094]
2634 [D loss: 0.556 R 0.605 F 0.506][D acc: 0.695 R 0.547 F 0.844][G loss: 1.437 acc: 0.109]
2635 [D loss: 0.549 R 0.567 F 0.532][D acc: 0.742 R 0.656 F 0.828][G loss: 1.448 acc: 0.062]
2636 [D loss: 0.495 R 0.474 F 0.515][D acc: 0.805 R 0.750 F 0.859][G loss: 1.389 acc: 0.078]
2637 [D loss: 0.553 R 0.459 F 0.648][D acc: 0.711 R 0.703 F 0.719][G loss: 1.396 acc: 0.094]
2638 [D loss: 0.533 R 0.647 F 0.420][D acc: 0.727 R 0.609 F 0.844][G loss: 1.302 acc: 0.094]
2639 [D loss: 0.513 R 0.439 F 0.587][D acc: 0.750 R 0.766 F 0.734][G loss: 1.403 acc: 0.109]
2640 [D loss: 0.568 R 0.509 F 0.627][D acc: 0.711 R 0.641 F 0.781][G loss: 1.380 acc: 0.062]
2641 [D loss: 0.588 R 0.614 F 0.563][D acc: 0.703 R 0.609 F 0.797][G loss: 1.301 acc: 0.094]
2642 [D loss: 0.570 R 0.555 F 0.585][D acc: 0.711 R 0.672 F 0.750][G loss: 1.242 acc: 0.109]
2643 [D loss: 0.484 R 0.501 F 0.467][D acc: 0.773 R 0.688 F 0.859][G loss: 1.380 acc: 0.062]
2644 [D loss: 0.505 R 0.450 F 0.561][D acc: 0.742 R 0.688 F 0.797][G loss: 1.242 acc: 0.062]
2645 [D loss: 0.636 R 0.713 F 0.559][D acc: 0.648 R 0.484 F 0.812][G loss: 1.168 acc: 0.109]
2646 [D loss: 0.572 R 0.584 F 0.561][D acc: 0.664 R 0.547 F 0.781][G loss: 1.221 acc: 0.156]
2647 [D loss: 0.587 R 0.631 F 0.543][D acc: 0.625 R 0.531 F 0.719][G loss: 1.194 acc: 0.125]
2648 [D loss: 0.626 R 0.627 F 0.625][D acc: 0.617 R 0.578 F 0.656][G loss: 1.292 acc: 0.078]
2649 [D loss: 0.588 R 0.605 F 0.570][D acc: 0.695 R 0.625 F 0.766][G loss: 1.144 acc: 0.125]
2650 [D loss: 0.621 R 0.613 F 0.628][D acc: 0.695 R 0.578 F 0.812][G loss: 1.309 acc: 0.125]
2651 [D loss: 0.609 R 0.634 F 0.585][D acc: 0.703 R 0.609 F 0.797][G loss: 1.169 acc: 0.078]
2652 [D loss: 0.611 R 0.589 F 0.633][D acc: 0.680 R 0.625 F 0.734][G loss: 1.211 acc: 0.094]
2653 [D loss: 0.591 R 0.573 F 0.609][D acc: 0.680 R 0.578 F 0.781][G loss: 1.215 acc: 0.203]
2654 [D loss: 0.583 R 0.674 F 0.492][D acc: 0.695 R 0.547 F 0.844][G loss: 1.187 acc: 0.062]
2655 [D loss: 0.596 R 0.603 F 0.589][D acc: 0.672 R 0.609 F 0.734][G loss: 1.060 acc: 0.141]
2656 [D loss: 0.556 R 0.667 F 0.444][D acc: 0.727 R 0.547 F 0.906][G loss: 1.306 acc: 0.109]
2657 [D loss: 0.564 R 0.561 F 0.568][D acc: 0.664 R 0.641 F 0.688][G loss: 1.214 acc: 0.125]
2658 [D loss: 0.576 R 0.493 F 0.659][D acc: 0.688 R 0.703 F 0.672][G loss: 1.159 acc: 0.125]
2659 [D loss: 0.609 R 0.644 F 0.573][D acc: 0.656 R 0.516 F 0.797][G loss: 1.165 acc: 0.094]
2660 [D loss: 0.602 R 0.637 F 0.567][D acc: 0.688 R 0.562 F 0.812][G loss: 1.271 acc: 0.078]
2661 [D loss: 0.555 R 0.620 F 0.489][D acc: 0.656 R 0.562 F 0.750][G loss: 1.156 acc: 0.156]
2662 [D loss: 0.626 R 0.581 F 0.671][D acc: 0.688 R 0.672 F 0.703][G loss: 1.159 acc: 0.094]
2663 [D loss: 0.582 R 0.612 F 0.552][D acc: 0.695 R 0.672 F 0.719][G loss: 1.110 acc: 0.141]
2664 [D loss: 0.536 R 0.471 F 0.600][D acc: 0.781 R 0.750 F 0.812][G loss: 1.199 acc: 0.078]
2665 [D loss: 0.501 R 0.478 F 0.524][D acc: 0.766 R 0.703 F 0.828][G loss: 1.244 acc: 0.047]
2666 [D loss: 0.505 R 0.556 F 0.455][D acc: 0.750 R 0.656 F 0.844][G loss: 1.227 acc: 0.156]
2667 [D loss: 0.516 R 0.450 F 0.581][D acc: 0.773 R 0.719 F 0.828][G loss: 1.270 acc: 0.141]
2668 [D loss: 0.575 R 0.532 F 0.618][D acc: 0.656 R 0.609 F 0.703][G loss: 1.209 acc: 0.141]
2669 [D loss: 0.563 R 0.585 F 0.540][D acc: 0.750 R 0.672 F 0.828][G loss: 1.211 acc: 0.109]
2670 [D loss: 0.541 R 0.509 F 0.573][D acc: 0.703 R 0.656 F 0.750][G loss: 1.365 acc: 0.078]
2671 [D loss: 0.588 R 0.569 F 0.607][D acc: 0.703 R 0.594 F 0.812][G loss: 1.232 acc: 0.125]
2672 [D loss: 0.498 R 0.535 F 0.460][D acc: 0.781 R 0.656 F 0.906][G loss: 1.306 acc: 0.125]
2673 [D loss: 0.544 R 0.614 F 0.474][D acc: 0.758 R 0.656 F 0.859][G loss: 1.233 acc: 0.172]
2674 [D loss: 0.527 R 0.508 F 0.545][D acc: 0.711 R 0.703 F 0.719][G loss: 1.234 acc: 0.156]
2675 [D loss: 0.689 R 0.635 F 0.743][D acc: 0.633 R 0.578 F 0.688][G loss: 1.248 acc: 0.125]
2676 [D loss: 0.619 R 0.663 F 0.575][D acc: 0.664 R 0.578 F 0.750][G loss: 1.124 acc: 0.266]
2677 [D loss: 0.506 R 0.473 F 0.539][D acc: 0.719 R 0.703 F 0.734][G loss: 1.166 acc: 0.094]
2678 [D loss: 0.636 R 0.580 F 0.693][D acc: 0.703 R 0.609 F 0.797][G loss: 1.134 acc: 0.125]
2679 [D loss: 0.567 R 0.539 F 0.594][D acc: 0.742 R 0.703 F 0.781][G loss: 1.220 acc: 0.062]
2680 [D loss: 0.524 R 0.592 F 0.457][D acc: 0.758 R 0.656 F 0.859][G loss: 1.408 acc: 0.094]
2681 [D loss: 0.596 R 0.692 F 0.500][D acc: 0.672 R 0.531 F 0.812][G loss: 1.328 acc: 0.109]
2682 [D loss: 0.556 R 0.499 F 0.613][D acc: 0.719 R 0.734 F 0.703][G loss: 1.300 acc: 0.125]
2683 [D loss: 0.602 R 0.489 F 0.714][D acc: 0.688 R 0.719 F 0.656][G loss: 1.303 acc: 0.125]
2684 [D loss: 0.512 R 0.565 F 0.460][D acc: 0.766 R 0.656 F 0.875][G loss: 1.274 acc: 0.109]
2685 [D loss: 0.568 R 0.607 F 0.529][D acc: 0.688 R 0.594 F 0.781][G loss: 1.308 acc: 0.125]
2686 [D loss: 0.567 R 0.590 F 0.544][D acc: 0.664 R 0.578 F 0.750][G loss: 1.295 acc: 0.141]
2687 [D loss: 0.475 R 0.481 F 0.468][D acc: 0.750 R 0.688 F 0.812][G loss: 1.425 acc: 0.109]
2688 [D loss: 0.552 R 0.576 F 0.528][D acc: 0.758 R 0.688 F 0.828][G loss: 1.413 acc: 0.109]
2689 [D loss: 0.626 R 0.575 F 0.676][D acc: 0.680 R 0.641 F 0.719][G loss: 1.293 acc: 0.125]
2690 [D loss: 0.490 R 0.474 F 0.506][D acc: 0.750 R 0.719 F 0.781][G loss: 1.316 acc: 0.078]
2691 [D loss: 0.583 R 0.672 F 0.493][D acc: 0.727 R 0.625 F 0.828][G loss: 1.467 acc: 0.078]
2692 [D loss: 0.462 R 0.493 F 0.431][D acc: 0.805 R 0.750 F 0.859][G loss: 1.433 acc: 0.109]
2693 [D loss: 0.453 R 0.460 F 0.446][D acc: 0.766 R 0.672 F 0.859][G loss: 1.339 acc: 0.141]
2694 [D loss: 0.519 R 0.497 F 0.542][D acc: 0.727 R 0.688 F 0.766][G loss: 1.513 acc: 0.047]
2695 [D loss: 0.594 R 0.525 F 0.662][D acc: 0.711 R 0.672 F 0.750][G loss: 1.354 acc: 0.141]
2696 [D loss: 0.573 R 0.661 F 0.485][D acc: 0.688 R 0.547 F 0.828][G loss: 1.315 acc: 0.094]
2697 [D loss: 0.545 R 0.578 F 0.512][D acc: 0.672 R 0.594 F 0.750][G loss: 1.472 acc: 0.141]
2698 [D loss: 0.522 R 0.484 F 0.561][D acc: 0.727 R 0.688 F 0.766][G loss: 1.266 acc: 0.109]
2699 [D loss: 0.573 R 0.649 F 0.497][D acc: 0.719 R 0.656 F 0.781][G loss: 1.369 acc: 0.109]
2700 [D loss: 0.503 R 0.414 F 0.592][D acc: 0.742 R 0.703 F 0.781][G loss: 1.390 acc: 0.031]
2701 [D loss: 0.526 R 0.504 F 0.548][D acc: 0.719 R 0.656 F 0.781][G loss: 1.553 acc: 0.094]
2702 [D loss: 0.652 R 0.705 F 0.600][D acc: 0.617 R 0.500 F 0.734][G loss: 1.366 acc: 0.078]
2703 [D loss: 0.515 R 0.579 F 0.450][D acc: 0.734 R 0.594 F 0.875][G loss: 1.229 acc: 0.047]
2704 [D loss: 0.523 R 0.541 F 0.505][D acc: 0.742 R 0.719 F 0.766][G loss: 1.450 acc: 0.062]
2705 [D loss: 0.517 R 0.491 F 0.543][D acc: 0.711 R 0.672 F 0.750][G loss: 1.377 acc: 0.094]
2706 [D loss: 0.495 R 0.508 F 0.482][D acc: 0.766 R 0.688 F 0.844][G loss: 1.277 acc: 0.094]
2707 [D loss: 0.549 R 0.601 F 0.496][D acc: 0.656 R 0.562 F 0.750][G loss: 1.333 acc: 0.141]
2708 [D loss: 0.486 R 0.479 F 0.493][D acc: 0.766 R 0.703 F 0.828][G loss: 1.271 acc: 0.219]
2709 [D loss: 0.521 R 0.468 F 0.575][D acc: 0.742 R 0.703 F 0.781][G loss: 1.387 acc: 0.078]
2710 [D loss: 0.565 R 0.577 F 0.553][D acc: 0.719 R 0.641 F 0.797][G loss: 1.370 acc: 0.172]
2711 [D loss: 0.610 R 0.526 F 0.695][D acc: 0.680 R 0.656 F 0.703][G loss: 1.323 acc: 0.141]
2712 [D loss: 0.581 R 0.518 F 0.643][D acc: 0.711 R 0.672 F 0.750][G loss: 1.277 acc: 0.109]
2713 [D loss: 0.559 R 0.602 F 0.517][D acc: 0.734 R 0.609 F 0.859][G loss: 1.301 acc: 0.094]
2714 [D loss: 0.480 R 0.504 F 0.456][D acc: 0.773 R 0.672 F 0.875][G loss: 1.257 acc: 0.141]
2715 [D loss: 0.536 R 0.581 F 0.491][D acc: 0.695 R 0.625 F 0.766][G loss: 1.367 acc: 0.125]
2716 [D loss: 0.539 R 0.459 F 0.619][D acc: 0.789 R 0.766 F 0.812][G loss: 1.512 acc: 0.094]
2717 [D loss: 0.553 R 0.635 F 0.472][D acc: 0.742 R 0.656 F 0.828][G loss: 1.322 acc: 0.109]
2718 [D loss: 0.494 R 0.532 F 0.455][D acc: 0.773 R 0.656 F 0.891][G loss: 1.470 acc: 0.125]
2719 [D loss: 0.518 R 0.505 F 0.532][D acc: 0.750 R 0.703 F 0.797][G loss: 1.275 acc: 0.172]
2720 [D loss: 0.585 R 0.494 F 0.676][D acc: 0.672 R 0.703 F 0.641][G loss: 1.488 acc: 0.078]
2721 [D loss: 0.589 R 0.632 F 0.547][D acc: 0.727 R 0.609 F 0.844][G loss: 1.366 acc: 0.125]
2722 [D loss: 0.547 R 0.507 F 0.588][D acc: 0.742 R 0.734 F 0.750][G loss: 1.333 acc: 0.156]
2723 [D loss: 0.512 R 0.575 F 0.448][D acc: 0.742 R 0.688 F 0.797][G loss: 1.334 acc: 0.125]
2724 [D loss: 0.528 R 0.522 F 0.534][D acc: 0.695 R 0.625 F 0.766][G loss: 1.365 acc: 0.078]
2725 [D loss: 0.568 R 0.604 F 0.532][D acc: 0.695 R 0.609 F 0.781][G loss: 1.336 acc: 0.156]
2726 [D loss: 0.614 R 0.604 F 0.624][D acc: 0.672 R 0.578 F 0.766][G loss: 1.469 acc: 0.031]
2727 [D loss: 0.512 R 0.565 F 0.459][D acc: 0.758 R 0.672 F 0.844][G loss: 1.283 acc: 0.078]
2728 [D loss: 0.565 R 0.536 F 0.594][D acc: 0.648 R 0.609 F 0.688][G loss: 1.426 acc: 0.094]
2729 [D loss: 0.553 R 0.502 F 0.604][D acc: 0.727 R 0.703 F 0.750][G loss: 1.345 acc: 0.109]
2730 [D loss: 0.605 R 0.672 F 0.538][D acc: 0.688 R 0.578 F 0.797][G loss: 1.234 acc: 0.078]
2731 [D loss: 0.534 R 0.600 F 0.468][D acc: 0.688 R 0.594 F 0.781][G loss: 1.370 acc: 0.078]
2732 [D loss: 0.582 R 0.647 F 0.517][D acc: 0.719 R 0.656 F 0.781][G loss: 1.366 acc: 0.125]
2733 [D loss: 0.582 R 0.520 F 0.644][D acc: 0.719 R 0.672 F 0.766][G loss: 1.139 acc: 0.188]
2734 [D loss: 0.481 R 0.513 F 0.450][D acc: 0.758 R 0.656 F 0.859][G loss: 1.173 acc: 0.109]
2735 [D loss: 0.550 R 0.551 F 0.550][D acc: 0.688 R 0.625 F 0.750][G loss: 1.156 acc: 0.125]
2736 [D loss: 0.494 R 0.499 F 0.488][D acc: 0.758 R 0.672 F 0.844][G loss: 1.492 acc: 0.109]
2737 [D loss: 0.536 R 0.500 F 0.571][D acc: 0.734 R 0.719 F 0.750][G loss: 1.370 acc: 0.078]
2738 [D loss: 0.532 R 0.577 F 0.487][D acc: 0.750 R 0.672 F 0.828][G loss: 1.395 acc: 0.047]
2739 [D loss: 0.650 R 0.709 F 0.591][D acc: 0.602 R 0.531 F 0.672][G loss: 1.262 acc: 0.109]
2740 [D loss: 0.567 R 0.559 F 0.574][D acc: 0.750 R 0.688 F 0.812][G loss: 1.399 acc: 0.109]
2741 [D loss: 0.614 R 0.660 F 0.569][D acc: 0.680 R 0.562 F 0.797][G loss: 1.299 acc: 0.125]
2742 [D loss: 0.542 R 0.567 F 0.517][D acc: 0.750 R 0.703 F 0.797][G loss: 1.254 acc: 0.141]
2743 [D loss: 0.550 R 0.540 F 0.560][D acc: 0.719 R 0.656 F 0.781][G loss: 1.445 acc: 0.047]
2744 [D loss: 0.583 R 0.568 F 0.599][D acc: 0.727 R 0.625 F 0.828][G loss: 1.284 acc: 0.109]
2745 [D loss: 0.462 R 0.388 F 0.535][D acc: 0.750 R 0.766 F 0.734][G loss: 1.427 acc: 0.094]
2746 [D loss: 0.492 R 0.454 F 0.530][D acc: 0.773 R 0.719 F 0.828][G loss: 1.465 acc: 0.094]
2747 [D loss: 0.510 R 0.534 F 0.485][D acc: 0.766 R 0.703 F 0.828][G loss: 1.497 acc: 0.016]
2748 [D loss: 0.486 R 0.490 F 0.483][D acc: 0.711 R 0.641 F 0.781][G loss: 1.515 acc: 0.078]
2749 [D loss: 0.494 R 0.415 F 0.574][D acc: 0.750 R 0.781 F 0.719][G loss: 1.388 acc: 0.125]
2750 [D loss: 0.613 R 0.727 F 0.499][D acc: 0.695 R 0.547 F 0.844][G loss: 1.349 acc: 0.062]
2751 [D loss: 0.587 R 0.677 F 0.498][D acc: 0.680 R 0.578 F 0.781][G loss: 1.272 acc: 0.125]
2752 [D loss: 0.551 R 0.467 F 0.635][D acc: 0.703 R 0.734 F 0.672][G loss: 1.371 acc: 0.109]
2753 [D loss: 0.529 R 0.567 F 0.492][D acc: 0.750 R 0.656 F 0.844][G loss: 1.360 acc: 0.109]
2754 [D loss: 0.604 R 0.606 F 0.602][D acc: 0.680 R 0.594 F 0.766][G loss: 1.430 acc: 0.094]
2755 [D loss: 0.535 R 0.611 F 0.459][D acc: 0.773 R 0.703 F 0.844][G loss: 1.267 acc: 0.156]
2756 [D loss: 0.581 R 0.664 F 0.497][D acc: 0.703 R 0.594 F 0.812][G loss: 1.296 acc: 0.109]
2757 [D loss: 0.493 R 0.592 F 0.395][D acc: 0.781 R 0.641 F 0.922][G loss: 1.430 acc: 0.109]
2758 [D loss: 0.578 R 0.513 F 0.643][D acc: 0.680 R 0.656 F 0.703][G loss: 1.219 acc: 0.188]
2759 [D loss: 0.512 R 0.509 F 0.516][D acc: 0.766 R 0.672 F 0.859][G loss: 1.337 acc: 0.141]
2760 [D loss: 0.553 R 0.497 F 0.609][D acc: 0.719 R 0.703 F 0.734][G loss: 1.372 acc: 0.125]
2761 [D loss: 0.528 R 0.574 F 0.482][D acc: 0.727 R 0.641 F 0.812][G loss: 1.378 acc: 0.172]
2762 [D loss: 0.483 R 0.469 F 0.497][D acc: 0.719 R 0.641 F 0.797][G loss: 1.336 acc: 0.109]
2763 [D loss: 0.569 R 0.663 F 0.474][D acc: 0.656 R 0.500 F 0.812][G loss: 1.244 acc: 0.125]
2764 [D loss: 0.669 R 0.630 F 0.709][D acc: 0.680 R 0.578 F 0.781][G loss: 1.232 acc: 0.078]
2765 [D loss: 0.596 R 0.663 F 0.529][D acc: 0.680 R 0.562 F 0.797][G loss: 1.249 acc: 0.109]
2766 [D loss: 0.477 R 0.488 F 0.466][D acc: 0.766 R 0.719 F 0.812][G loss: 1.092 acc: 0.219]
2767 [D loss: 0.613 R 0.494 F 0.731][D acc: 0.734 R 0.734 F 0.734][G loss: 1.343 acc: 0.078]
2768 [D loss: 0.605 R 0.593 F 0.617][D acc: 0.688 R 0.609 F 0.766][G loss: 1.379 acc: 0.109]
2769 [D loss: 0.619 R 0.668 F 0.570][D acc: 0.648 R 0.578 F 0.719][G loss: 1.216 acc: 0.094]
2770 [D loss: 0.483 R 0.512 F 0.454][D acc: 0.781 R 0.703 F 0.859][G loss: 1.242 acc: 0.141]
2771 [D loss: 0.534 R 0.541 F 0.527][D acc: 0.766 R 0.719 F 0.812][G loss: 1.215 acc: 0.125]
2772 [D loss: 0.449 R 0.388 F 0.511][D acc: 0.805 R 0.750 F 0.859][G loss: 1.249 acc: 0.172]
2773 [D loss: 0.590 R 0.545 F 0.635][D acc: 0.672 R 0.656 F 0.688][G loss: 1.332 acc: 0.141]
2774 [D loss: 0.464 R 0.422 F 0.507][D acc: 0.797 R 0.781 F 0.812][G loss: 1.355 acc: 0.125]
2775 [D loss: 0.501 R 0.563 F 0.439][D acc: 0.766 R 0.641 F 0.891][G loss: 1.418 acc: 0.094]
2776 [D loss: 0.536 R 0.638 F 0.433][D acc: 0.734 R 0.625 F 0.844][G loss: 1.292 acc: 0.125]
2777 [D loss: 0.492 R 0.514 F 0.469][D acc: 0.758 R 0.703 F 0.812][G loss: 1.324 acc: 0.094]
2778 [D loss: 0.545 R 0.475 F 0.615][D acc: 0.703 R 0.688 F 0.719][G loss: 1.472 acc: 0.078]
2779 [D loss: 0.547 R 0.571 F 0.522][D acc: 0.711 R 0.672 F 0.750][G loss: 1.462 acc: 0.141]
2780 [D loss: 0.502 R 0.473 F 0.532][D acc: 0.789 R 0.766 F 0.812][G loss: 1.399 acc: 0.109]
2781 [D loss: 0.552 R 0.636 F 0.469][D acc: 0.734 R 0.656 F 0.812][G loss: 1.392 acc: 0.141]
2782 [D loss: 0.574 R 0.541 F 0.607][D acc: 0.664 R 0.672 F 0.656][G loss: 1.331 acc: 0.094]
2783 [D loss: 0.586 R 0.560 F 0.613][D acc: 0.672 R 0.625 F 0.719][G loss: 1.365 acc: 0.156]
2784 [D loss: 0.529 R 0.498 F 0.560][D acc: 0.688 R 0.719 F 0.656][G loss: 1.174 acc: 0.109]
2785 [D loss: 0.593 R 0.606 F 0.580][D acc: 0.711 R 0.656 F 0.766][G loss: 1.308 acc: 0.141]
2786 [D loss: 0.554 R 0.642 F 0.466][D acc: 0.727 R 0.609 F 0.844][G loss: 1.232 acc: 0.156]
2787 [D loss: 0.512 R 0.504 F 0.520][D acc: 0.711 R 0.688 F 0.734][G loss: 1.358 acc: 0.141]
2788 [D loss: 0.556 R 0.518 F 0.593][D acc: 0.703 R 0.688 F 0.719][G loss: 1.422 acc: 0.094]
2789 [D loss: 0.656 R 0.641 F 0.671][D acc: 0.664 R 0.594 F 0.734][G loss: 1.255 acc: 0.094]
2790 [D loss: 0.628 R 0.747 F 0.509][D acc: 0.672 R 0.500 F 0.844][G loss: 1.259 acc: 0.094]
2791 [D loss: 0.549 R 0.618 F 0.481][D acc: 0.727 R 0.594 F 0.859][G loss: 1.211 acc: 0.141]
2792 [D loss: 0.557 R 0.477 F 0.638][D acc: 0.703 R 0.734 F 0.672][G loss: 1.148 acc: 0.109]
2793 [D loss: 0.595 R 0.644 F 0.546][D acc: 0.648 R 0.578 F 0.719][G loss: 1.237 acc: 0.109]
2794 [D loss: 0.608 R 0.659 F 0.558][D acc: 0.648 R 0.531 F 0.766][G loss: 1.199 acc: 0.141]
2795 [D loss: 0.536 R 0.571 F 0.502][D acc: 0.727 R 0.641 F 0.812][G loss: 1.140 acc: 0.172]
2796 [D loss: 0.622 R 0.640 F 0.604][D acc: 0.703 R 0.578 F 0.828][G loss: 1.122 acc: 0.156]
2797 [D loss: 0.631 R 0.686 F 0.575][D acc: 0.672 R 0.547 F 0.797][G loss: 1.155 acc: 0.094]
2798 [D loss: 0.578 R 0.595 F 0.562][D acc: 0.688 R 0.625 F 0.750][G loss: 1.135 acc: 0.203]
2799 [D loss: 0.552 R 0.499 F 0.605][D acc: 0.719 R 0.688 F 0.750][G loss: 1.177 acc: 0.109]
2800 [D loss: 0.559 R 0.632 F 0.487][D acc: 0.734 R 0.594 F 0.875][G loss: 1.173 acc: 0.094]
2801 [D loss: 0.575 R 0.581 F 0.569][D acc: 0.664 R 0.625 F 0.703][G loss: 1.249 acc: 0.109]
2802 [D loss: 0.585 R 0.562 F 0.609][D acc: 0.727 R 0.703 F 0.750][G loss: 1.265 acc: 0.125]
2803 [D loss: 0.546 R 0.531 F 0.560][D acc: 0.727 R 0.609 F 0.844][G loss: 1.112 acc: 0.156]
2804 [D loss: 0.570 R 0.651 F 0.489][D acc: 0.695 R 0.578 F 0.812][G loss: 1.179 acc: 0.125]
2805 [D loss: 0.482 R 0.437 F 0.526][D acc: 0.758 R 0.750 F 0.766][G loss: 1.084 acc: 0.156]
2806 [D loss: 0.528 R 0.440 F 0.616][D acc: 0.703 R 0.688 F 0.719][G loss: 1.225 acc: 0.062]
2807 [D loss: 0.501 R 0.589 F 0.414][D acc: 0.734 R 0.578 F 0.891][G loss: 1.192 acc: 0.156]
2808 [D loss: 0.567 R 0.507 F 0.627][D acc: 0.703 R 0.703 F 0.703][G loss: 1.231 acc: 0.109]
2809 [D loss: 0.592 R 0.699 F 0.485][D acc: 0.695 R 0.578 F 0.812][G loss: 1.218 acc: 0.156]
2810 [D loss: 0.589 R 0.577 F 0.602][D acc: 0.664 R 0.656 F 0.672][G loss: 1.244 acc: 0.141]
2811 [D loss: 0.587 R 0.551 F 0.623][D acc: 0.688 R 0.641 F 0.734][G loss: 1.389 acc: 0.031]
2812 [D loss: 0.609 R 0.684 F 0.535][D acc: 0.664 R 0.531 F 0.797][G loss: 1.193 acc: 0.125]
2813 [D loss: 0.589 R 0.597 F 0.581][D acc: 0.703 R 0.625 F 0.781][G loss: 1.297 acc: 0.078]
2814 [D loss: 0.502 R 0.599 F 0.404][D acc: 0.750 R 0.609 F 0.891][G loss: 1.212 acc: 0.125]
2815 [D loss: 0.569 R 0.607 F 0.531][D acc: 0.711 R 0.578 F 0.844][G loss: 1.111 acc: 0.219]
2816 [D loss: 0.521 R 0.547 F 0.495][D acc: 0.742 R 0.641 F 0.844][G loss: 1.210 acc: 0.109]
2817 [D loss: 0.591 R 0.520 F 0.662][D acc: 0.734 R 0.719 F 0.750][G loss: 1.247 acc: 0.172]
2818 [D loss: 0.535 R 0.598 F 0.472][D acc: 0.688 R 0.594 F 0.781][G loss: 1.251 acc: 0.125]
2819 [D loss: 0.635 R 0.723 F 0.547][D acc: 0.625 R 0.469 F 0.781][G loss: 1.287 acc: 0.141]
2820 [D loss: 0.568 R 0.608 F 0.529][D acc: 0.711 R 0.609 F 0.812][G loss: 1.113 acc: 0.109]
2821 [D loss: 0.492 R 0.501 F 0.482][D acc: 0.758 R 0.656 F 0.859][G loss: 1.122 acc: 0.203]
2822 [D loss: 0.496 R 0.516 F 0.476][D acc: 0.727 R 0.672 F 0.781][G loss: 1.353 acc: 0.109]
2823 [D loss: 0.559 R 0.562 F 0.555][D acc: 0.672 R 0.641 F 0.703][G loss: 1.299 acc: 0.125]
2824 [D loss: 0.508 R 0.523 F 0.494][D acc: 0.758 R 0.656 F 0.859][G loss: 1.203 acc: 0.203]
2825 [D loss: 0.549 R 0.581 F 0.517][D acc: 0.703 R 0.625 F 0.781][G loss: 1.206 acc: 0.203]
2826 [D loss: 0.629 R 0.561 F 0.698][D acc: 0.688 R 0.719 F 0.656][G loss: 1.246 acc: 0.078]
2827 [D loss: 0.519 R 0.537 F 0.501][D acc: 0.703 R 0.625 F 0.781][G loss: 1.322 acc: 0.188]
2828 [D loss: 0.523 R 0.559 F 0.487][D acc: 0.742 R 0.656 F 0.828][G loss: 1.350 acc: 0.078]
2829 [D loss: 0.630 R 0.603 F 0.658][D acc: 0.656 R 0.656 F 0.656][G loss: 1.299 acc: 0.094]
2830 [D loss: 0.706 R 0.722 F 0.691][D acc: 0.648 R 0.562 F 0.734][G loss: 1.177 acc: 0.141]
2831 [D loss: 0.573 R 0.537 F 0.609][D acc: 0.664 R 0.641 F 0.688][G loss: 1.192 acc: 0.156]
2832 [D loss: 0.551 R 0.570 F 0.532][D acc: 0.672 R 0.562 F 0.781][G loss: 1.259 acc: 0.141]
2833 [D loss: 0.530 R 0.533 F 0.528][D acc: 0.734 R 0.672 F 0.797][G loss: 1.270 acc: 0.156]
2834 [D loss: 0.567 R 0.591 F 0.543][D acc: 0.711 R 0.641 F 0.781][G loss: 1.262 acc: 0.109]
2835 [D loss: 0.628 R 0.638 F 0.617][D acc: 0.609 R 0.578 F 0.641][G loss: 1.329 acc: 0.094]
2836 [D loss: 0.575 R 0.601 F 0.548][D acc: 0.695 R 0.641 F 0.750][G loss: 1.310 acc: 0.125]
2837 [D loss: 0.554 R 0.503 F 0.604][D acc: 0.711 R 0.672 F 0.750][G loss: 1.214 acc: 0.094]
2838 [D loss: 0.506 R 0.593 F 0.419][D acc: 0.695 R 0.516 F 0.875][G loss: 1.251 acc: 0.156]
2839 [D loss: 0.579 R 0.550 F 0.607][D acc: 0.727 R 0.719 F 0.734][G loss: 1.214 acc: 0.125]
2840 [D loss: 0.622 R 0.621 F 0.624][D acc: 0.680 R 0.562 F 0.797][G loss: 1.205 acc: 0.078]
2841 [D loss: 0.561 R 0.597 F 0.524][D acc: 0.742 R 0.688 F 0.797][G loss: 1.264 acc: 0.094]
2842 [D loss: 0.535 R 0.536 F 0.533][D acc: 0.703 R 0.641 F 0.766][G loss: 1.228 acc: 0.172]
2843 [D loss: 0.696 R 0.679 F 0.712][D acc: 0.648 R 0.547 F 0.750][G loss: 1.221 acc: 0.094]
2844 [D loss: 0.649 R 0.712 F 0.587][D acc: 0.688 R 0.547 F 0.828][G loss: 1.203 acc: 0.125]
2845 [D loss: 0.615 R 0.628 F 0.603][D acc: 0.719 R 0.594 F 0.844][G loss: 1.235 acc: 0.125]
2846 [D loss: 0.648 R 0.759 F 0.537][D acc: 0.648 R 0.500 F 0.797][G loss: 1.105 acc: 0.141]
2847 [D loss: 0.539 R 0.538 F 0.540][D acc: 0.727 R 0.625 F 0.828][G loss: 1.254 acc: 0.109]
2848 [D loss: 0.597 R 0.610 F 0.583][D acc: 0.695 R 0.594 F 0.797][G loss: 1.132 acc: 0.141]
2849 [D loss: 0.510 R 0.491 F 0.529][D acc: 0.766 R 0.734 F 0.797][G loss: 1.245 acc: 0.109]
2850 [D loss: 0.566 R 0.530 F 0.603][D acc: 0.711 R 0.641 F 0.781][G loss: 1.142 acc: 0.078]
2851 [D loss: 0.603 R 0.650 F 0.555][D acc: 0.648 R 0.578 F 0.719][G loss: 1.151 acc: 0.109]
2852 [D loss: 0.588 R 0.523 F 0.653][D acc: 0.664 R 0.641 F 0.688][G loss: 1.302 acc: 0.062]
2853 [D loss: 0.562 R 0.587 F 0.538][D acc: 0.633 R 0.547 F 0.719][G loss: 1.146 acc: 0.062]
2854 [D loss: 0.521 R 0.543 F 0.499][D acc: 0.727 R 0.609 F 0.844][G loss: 1.346 acc: 0.078]
2855 [D loss: 0.531 R 0.567 F 0.496][D acc: 0.727 R 0.609 F 0.844][G loss: 1.330 acc: 0.109]
2856 [D loss: 0.612 R 0.576 F 0.648][D acc: 0.633 R 0.641 F 0.625][G loss: 1.331 acc: 0.078]
2857 [D loss: 0.567 R 0.627 F 0.508][D acc: 0.672 R 0.562 F 0.781][G loss: 1.242 acc: 0.078]
2858 [D loss: 0.567 R 0.622 F 0.512][D acc: 0.695 R 0.594 F 0.797][G loss: 1.243 acc: 0.094]
2859 [D loss: 0.596 R 0.558 F 0.634][D acc: 0.703 R 0.609 F 0.797][G loss: 1.114 acc: 0.188]
2860 [D loss: 0.561 R 0.554 F 0.568][D acc: 0.742 R 0.688 F 0.797][G loss: 1.171 acc: 0.094]
2861 [D loss: 0.588 R 0.560 F 0.617][D acc: 0.703 R 0.688 F 0.719][G loss: 1.243 acc: 0.094]
2862 [D loss: 0.614 R 0.571 F 0.657][D acc: 0.648 R 0.562 F 0.734][G loss: 1.231 acc: 0.172]
2863 [D loss: 0.542 R 0.507 F 0.576][D acc: 0.734 R 0.766 F 0.703][G loss: 1.247 acc: 0.125]
2864 [D loss: 0.535 R 0.637 F 0.433][D acc: 0.727 R 0.547 F 0.906][G loss: 1.258 acc: 0.141]
2865 [D loss: 0.543 R 0.558 F 0.528][D acc: 0.742 R 0.688 F 0.797][G loss: 1.265 acc: 0.141]
2866 [D loss: 0.518 R 0.573 F 0.463][D acc: 0.734 R 0.609 F 0.859][G loss: 1.250 acc: 0.125]
2867 [D loss: 0.581 R 0.559 F 0.603][D acc: 0.664 R 0.625 F 0.703][G loss: 1.293 acc: 0.109]
2868 [D loss: 0.619 R 0.643 F 0.595][D acc: 0.695 R 0.625 F 0.766][G loss: 1.404 acc: 0.094]
2869 [D loss: 0.562 R 0.582 F 0.542][D acc: 0.719 R 0.688 F 0.750][G loss: 1.361 acc: 0.125]
2870 [D loss: 0.639 R 0.760 F 0.519][D acc: 0.641 R 0.438 F 0.844][G loss: 1.147 acc: 0.219]
2871 [D loss: 0.535 R 0.520 F 0.550][D acc: 0.703 R 0.656 F 0.750][G loss: 1.188 acc: 0.156]
2872 [D loss: 0.554 R 0.542 F 0.566][D acc: 0.711 R 0.641 F 0.781][G loss: 1.207 acc: 0.188]
2873 [D loss: 0.594 R 0.603 F 0.585][D acc: 0.656 R 0.594 F 0.719][G loss: 1.352 acc: 0.047]
2874 [D loss: 0.579 R 0.612 F 0.545][D acc: 0.703 R 0.609 F 0.797][G loss: 1.297 acc: 0.047]
2875 [D loss: 0.586 R 0.616 F 0.557][D acc: 0.648 R 0.578 F 0.719][G loss: 1.335 acc: 0.125]
2876 [D loss: 0.609 R 0.576 F 0.642][D acc: 0.695 R 0.656 F 0.734][G loss: 1.227 acc: 0.078]
2877 [D loss: 0.500 R 0.463 F 0.538][D acc: 0.750 R 0.734 F 0.766][G loss: 1.187 acc: 0.141]
2878 [D loss: 0.548 R 0.647 F 0.449][D acc: 0.734 R 0.578 F 0.891][G loss: 1.273 acc: 0.078]
2879 [D loss: 0.573 R 0.589 F 0.557][D acc: 0.672 R 0.609 F 0.734][G loss: 1.213 acc: 0.125]
2880 [D loss: 0.631 R 0.542 F 0.721][D acc: 0.711 R 0.672 F 0.750][G loss: 1.248 acc: 0.078]
2881 [D loss: 0.541 R 0.613 F 0.469][D acc: 0.711 R 0.547 F 0.875][G loss: 1.296 acc: 0.109]
2882 [D loss: 0.518 R 0.511 F 0.524][D acc: 0.750 R 0.688 F 0.812][G loss: 1.249 acc: 0.141]
2883 [D loss: 0.563 R 0.522 F 0.604][D acc: 0.703 R 0.656 F 0.750][G loss: 1.253 acc: 0.062]
2884 [D loss: 0.522 R 0.512 F 0.532][D acc: 0.758 R 0.703 F 0.812][G loss: 1.350 acc: 0.141]
2885 [D loss: 0.616 R 0.591 F 0.641][D acc: 0.688 R 0.562 F 0.812][G loss: 1.102 acc: 0.188]
2886 [D loss: 0.581 R 0.548 F 0.613][D acc: 0.727 R 0.672 F 0.781][G loss: 1.253 acc: 0.141]
2887 [D loss: 0.592 R 0.658 F 0.525][D acc: 0.703 R 0.594 F 0.812][G loss: 1.265 acc: 0.125]
2888 [D loss: 0.548 R 0.558 F 0.538][D acc: 0.703 R 0.641 F 0.766][G loss: 1.329 acc: 0.156]
2889 [D loss: 0.580 R 0.560 F 0.599][D acc: 0.734 R 0.656 F 0.812][G loss: 1.214 acc: 0.109]
2890 [D loss: 0.611 R 0.678 F 0.544][D acc: 0.656 R 0.547 F 0.766][G loss: 1.284 acc: 0.016]
2891 [D loss: 0.546 R 0.582 F 0.510][D acc: 0.695 R 0.578 F 0.812][G loss: 1.094 acc: 0.172]
2892 [D loss: 0.676 R 0.614 F 0.738][D acc: 0.648 R 0.562 F 0.734][G loss: 1.239 acc: 0.125]
2893 [D loss: 0.594 R 0.654 F 0.534][D acc: 0.688 R 0.547 F 0.828][G loss: 1.143 acc: 0.094]
2894 [D loss: 0.578 R 0.626 F 0.530][D acc: 0.688 R 0.531 F 0.844][G loss: 1.207 acc: 0.141]
2895 [D loss: 0.603 R 0.609 F 0.597][D acc: 0.633 R 0.516 F 0.750][G loss: 1.170 acc: 0.141]
2896 [D loss: 0.487 R 0.556 F 0.419][D acc: 0.789 R 0.672 F 0.906][G loss: 1.179 acc: 0.109]
2897 [D loss: 0.607 R 0.507 F 0.706][D acc: 0.672 R 0.656 F 0.688][G loss: 1.232 acc: 0.078]
2898 [D loss: 0.566 R 0.569 F 0.563][D acc: 0.719 R 0.656 F 0.781][G loss: 1.150 acc: 0.156]
2899 [D loss: 0.517 R 0.520 F 0.514][D acc: 0.734 R 0.656 F 0.812][G loss: 1.087 acc: 0.281]
2900 [D loss: 0.521 R 0.539 F 0.504][D acc: 0.758 R 0.719 F 0.797][G loss: 1.273 acc: 0.094]
2901 [D loss: 0.617 R 0.584 F 0.649][D acc: 0.688 R 0.641 F 0.734][G loss: 1.270 acc: 0.125]
2902 [D loss: 0.651 R 0.637 F 0.665][D acc: 0.688 R 0.547 F 0.828][G loss: 1.170 acc: 0.109]
2903 [D loss: 0.516 R 0.524 F 0.508][D acc: 0.758 R 0.656 F 0.859][G loss: 1.378 acc: 0.062]
2904 [D loss: 0.506 R 0.502 F 0.510][D acc: 0.734 R 0.656 F 0.812][G loss: 1.276 acc: 0.078]
2905 [D loss: 0.564 R 0.594 F 0.534][D acc: 0.703 R 0.625 F 0.781][G loss: 1.309 acc: 0.109]
2906 [D loss: 0.651 R 0.564 F 0.737][D acc: 0.703 R 0.688 F 0.719][G loss: 1.217 acc: 0.078]
2907 [D loss: 0.577 R 0.615 F 0.538][D acc: 0.672 R 0.578 F 0.766][G loss: 1.187 acc: 0.109]
2908 [D loss: 0.524 R 0.578 F 0.470][D acc: 0.711 R 0.594 F 0.828][G loss: 1.199 acc: 0.156]
2909 [D loss: 0.539 R 0.518 F 0.560][D acc: 0.719 R 0.688 F 0.750][G loss: 1.434 acc: 0.078]
2910 [D loss: 0.537 R 0.604 F 0.470][D acc: 0.742 R 0.609 F 0.875][G loss: 1.113 acc: 0.219]
2911 [D loss: 0.493 R 0.511 F 0.474][D acc: 0.734 R 0.641 F 0.828][G loss: 1.237 acc: 0.094]
2912 [D loss: 0.565 R 0.464 F 0.666][D acc: 0.719 R 0.703 F 0.734][G loss: 1.234 acc: 0.141]
2913 [D loss: 0.626 R 0.653 F 0.600][D acc: 0.680 R 0.594 F 0.766][G loss: 1.162 acc: 0.141]
2914 [D loss: 0.557 R 0.610 F 0.505][D acc: 0.703 R 0.609 F 0.797][G loss: 1.125 acc: 0.188]
2915 [D loss: 0.727 R 0.658 F 0.797][D acc: 0.617 R 0.594 F 0.641][G loss: 1.323 acc: 0.094]
2916 [D loss: 0.503 R 0.474 F 0.533][D acc: 0.727 R 0.703 F 0.750][G loss: 1.284 acc: 0.078]
2917 [D loss: 0.576 R 0.626 F 0.526][D acc: 0.703 R 0.609 F 0.797][G loss: 1.232 acc: 0.125]
2918 [D loss: 0.622 R 0.592 F 0.651][D acc: 0.664 R 0.578 F 0.750][G loss: 1.121 acc: 0.172]
2919 [D loss: 0.549 R 0.526 F 0.573][D acc: 0.742 R 0.688 F 0.797][G loss: 1.164 acc: 0.141]
2920 [D loss: 0.610 R 0.613 F 0.608][D acc: 0.719 R 0.656 F 0.781][G loss: 1.142 acc: 0.172]
2921 [D loss: 0.507 R 0.527 F 0.486][D acc: 0.727 R 0.641 F 0.812][G loss: 1.285 acc: 0.109]
2922 [D loss: 0.652 R 0.456 F 0.849][D acc: 0.680 R 0.750 F 0.609][G loss: 1.332 acc: 0.078]
2923 [D loss: 0.528 R 0.652 F 0.404][D acc: 0.727 R 0.562 F 0.891][G loss: 1.387 acc: 0.094]
2924 [D loss: 0.515 R 0.555 F 0.475][D acc: 0.750 R 0.641 F 0.859][G loss: 1.177 acc: 0.172]
2925 [D loss: 0.548 R 0.614 F 0.481][D acc: 0.695 R 0.578 F 0.812][G loss: 1.248 acc: 0.109]
2926 [D loss: 0.603 R 0.636 F 0.571][D acc: 0.648 R 0.547 F 0.750][G loss: 1.409 acc: 0.109]
2927 [D loss: 0.616 R 0.512 F 0.721][D acc: 0.734 R 0.656 F 0.812][G loss: 1.186 acc: 0.094]
2928 [D loss: 0.599 R 0.625 F 0.573][D acc: 0.656 R 0.547 F 0.766][G loss: 1.177 acc: 0.172]
2929 [D loss: 0.599 R 0.655 F 0.543][D acc: 0.727 R 0.609 F 0.844][G loss: 1.222 acc: 0.109]
2930 [D loss: 0.563 R 0.488 F 0.639][D acc: 0.758 R 0.719 F 0.797][G loss: 1.256 acc: 0.078]
2931 [D loss: 0.556 R 0.607 F 0.505][D acc: 0.719 R 0.609 F 0.828][G loss: 1.270 acc: 0.094]
2932 [D loss: 0.504 R 0.534 F 0.475][D acc: 0.742 R 0.703 F 0.781][G loss: 1.232 acc: 0.109]
2933 [D loss: 0.589 R 0.548 F 0.630][D acc: 0.664 R 0.656 F 0.672][G loss: 1.237 acc: 0.141]
2934 [D loss: 0.551 R 0.506 F 0.595][D acc: 0.711 R 0.656 F 0.766][G loss: 1.342 acc: 0.156]
2935 [D loss: 0.518 R 0.513 F 0.524][D acc: 0.750 R 0.719 F 0.781][G loss: 1.341 acc: 0.094]
2936 [D loss: 0.596 R 0.569 F 0.624][D acc: 0.719 R 0.672 F 0.766][G loss: 1.210 acc: 0.094]
2937 [D loss: 0.605 R 0.675 F 0.534][D acc: 0.656 R 0.516 F 0.797][G loss: 1.144 acc: 0.188]
2938 [D loss: 0.487 R 0.442 F 0.533][D acc: 0.734 R 0.719 F 0.750][G loss: 1.369 acc: 0.062]
2939 [D loss: 0.551 R 0.595 F 0.506][D acc: 0.688 R 0.562 F 0.812][G loss: 1.156 acc: 0.156]
2940 [D loss: 0.610 R 0.580 F 0.640][D acc: 0.719 R 0.688 F 0.750][G loss: 1.168 acc: 0.219]
2941 [D loss: 0.668 R 0.665 F 0.672][D acc: 0.656 R 0.547 F 0.766][G loss: 1.299 acc: 0.062]
2942 [D loss: 0.566 R 0.575 F 0.557][D acc: 0.703 R 0.641 F 0.766][G loss: 1.246 acc: 0.125]
2943 [D loss: 0.573 R 0.521 F 0.625][D acc: 0.688 R 0.688 F 0.688][G loss: 1.331 acc: 0.109]
2944 [D loss: 0.478 R 0.509 F 0.447][D acc: 0.750 R 0.688 F 0.812][G loss: 1.285 acc: 0.078]
2945 [D loss: 0.561 R 0.574 F 0.549][D acc: 0.742 R 0.672 F 0.812][G loss: 1.275 acc: 0.078]
2946 [D loss: 0.543 R 0.564 F 0.522][D acc: 0.688 R 0.562 F 0.812][G loss: 1.191 acc: 0.109]
2947 [D loss: 0.566 R 0.596 F 0.536][D acc: 0.719 R 0.656 F 0.781][G loss: 1.182 acc: 0.141]
2948 [D loss: 0.594 R 0.662 F 0.525][D acc: 0.633 R 0.516 F 0.750][G loss: 1.247 acc: 0.109]
2949 [D loss: 0.570 R 0.520 F 0.620][D acc: 0.680 R 0.609 F 0.750][G loss: 1.139 acc: 0.172]
2950 [D loss: 0.594 R 0.609 F 0.580][D acc: 0.656 R 0.547 F 0.766][G loss: 1.201 acc: 0.125]
2951 [D loss: 0.516 R 0.559 F 0.474][D acc: 0.742 R 0.672 F 0.812][G loss: 1.257 acc: 0.141]
2952 [D loss: 0.608 R 0.651 F 0.564][D acc: 0.688 R 0.594 F 0.781][G loss: 1.166 acc: 0.109]
2953 [D loss: 0.572 R 0.515 F 0.629][D acc: 0.703 R 0.656 F 0.750][G loss: 1.196 acc: 0.078]
2954 [D loss: 0.532 R 0.543 F 0.522][D acc: 0.742 R 0.703 F 0.781][G loss: 1.149 acc: 0.188]
2955 [D loss: 0.579 R 0.555 F 0.604][D acc: 0.695 R 0.625 F 0.766][G loss: 1.218 acc: 0.094]
2956 [D loss: 0.576 R 0.634 F 0.518][D acc: 0.688 R 0.625 F 0.750][G loss: 1.411 acc: 0.109]
2957 [D loss: 0.556 R 0.593 F 0.520][D acc: 0.734 R 0.609 F 0.859][G loss: 1.301 acc: 0.031]
2958 [D loss: 0.656 R 0.517 F 0.796][D acc: 0.703 R 0.656 F 0.750][G loss: 1.232 acc: 0.141]
2959 [D loss: 0.575 R 0.586 F 0.563][D acc: 0.664 R 0.578 F 0.750][G loss: 1.262 acc: 0.094]
2960 [D loss: 0.564 R 0.658 F 0.471][D acc: 0.680 R 0.547 F 0.812][G loss: 1.209 acc: 0.188]
2961 [D loss: 0.492 R 0.492 F 0.492][D acc: 0.773 R 0.719 F 0.828][G loss: 1.280 acc: 0.172]
2962 [D loss: 0.593 R 0.569 F 0.616][D acc: 0.703 R 0.625 F 0.781][G loss: 1.284 acc: 0.125]
2963 [D loss: 0.565 R 0.611 F 0.519][D acc: 0.711 R 0.625 F 0.797][G loss: 1.224 acc: 0.188]
2964 [D loss: 0.626 R 0.486 F 0.765][D acc: 0.695 R 0.734 F 0.656][G loss: 1.204 acc: 0.219]
2965 [D loss: 0.578 R 0.600 F 0.556][D acc: 0.703 R 0.609 F 0.797][G loss: 1.316 acc: 0.062]
2966 [D loss: 0.513 R 0.546 F 0.479][D acc: 0.750 R 0.656 F 0.844][G loss: 1.201 acc: 0.125]
2967 [D loss: 0.499 R 0.512 F 0.486][D acc: 0.773 R 0.703 F 0.844][G loss: 1.272 acc: 0.109]
2968 [D loss: 0.689 R 0.603 F 0.774][D acc: 0.633 R 0.578 F 0.688][G loss: 1.335 acc: 0.078]
2969 [D loss: 0.555 R 0.584 F 0.525][D acc: 0.711 R 0.578 F 0.844][G loss: 1.301 acc: 0.125]
2970 [D loss: 0.650 R 0.658 F 0.642][D acc: 0.688 R 0.578 F 0.797][G loss: 1.395 acc: 0.047]
2971 [D loss: 0.508 R 0.582 F 0.434][D acc: 0.789 R 0.688 F 0.891][G loss: 1.221 acc: 0.078]
2972 [D loss: 0.565 R 0.600 F 0.529][D acc: 0.703 R 0.625 F 0.781][G loss: 1.316 acc: 0.141]
2973 [D loss: 0.527 R 0.557 F 0.496][D acc: 0.727 R 0.594 F 0.859][G loss: 1.289 acc: 0.109]
2974 [D loss: 0.569 R 0.648 F 0.490][D acc: 0.688 R 0.531 F 0.844][G loss: 1.250 acc: 0.188]
2975 [D loss: 0.491 R 0.527 F 0.455][D acc: 0.766 R 0.672 F 0.859][G loss: 1.147 acc: 0.219]
2976 [D loss: 0.492 R 0.481 F 0.503][D acc: 0.742 R 0.672 F 0.812][G loss: 1.402 acc: 0.109]
2977 [D loss: 0.569 R 0.524 F 0.614][D acc: 0.711 R 0.656 F 0.766][G loss: 1.324 acc: 0.062]
2978 [D loss: 0.546 R 0.514 F 0.579][D acc: 0.703 R 0.641 F 0.766][G loss: 1.330 acc: 0.094]
2979 [D loss: 0.625 R 0.603 F 0.647][D acc: 0.648 R 0.594 F 0.703][G loss: 1.302 acc: 0.062]
2980 [D loss: 0.574 R 0.573 F 0.575][D acc: 0.695 R 0.641 F 0.750][G loss: 1.297 acc: 0.062]
2981 [D loss: 0.603 R 0.645 F 0.562][D acc: 0.680 R 0.594 F 0.766][G loss: 1.140 acc: 0.094]
2982 [D loss: 0.538 R 0.529 F 0.546][D acc: 0.750 R 0.688 F 0.812][G loss: 1.174 acc: 0.109]
2983 [D loss: 0.559 R 0.536 F 0.583][D acc: 0.672 R 0.625 F 0.719][G loss: 1.243 acc: 0.078]
2984 [D loss: 0.557 R 0.612 F 0.502][D acc: 0.664 R 0.531 F 0.797][G loss: 1.219 acc: 0.109]
2985 [D loss: 0.574 R 0.557 F 0.591][D acc: 0.680 R 0.641 F 0.719][G loss: 1.356 acc: 0.203]
2986 [D loss: 0.485 R 0.503 F 0.467][D acc: 0.773 R 0.672 F 0.875][G loss: 1.352 acc: 0.125]
2987 [D loss: 0.580 R 0.619 F 0.540][D acc: 0.680 R 0.578 F 0.781][G loss: 1.201 acc: 0.125]
2988 [D loss: 0.517 R 0.562 F 0.472][D acc: 0.727 R 0.625 F 0.828][G loss: 1.385 acc: 0.016]
2989 [D loss: 0.559 R 0.554 F 0.564][D acc: 0.750 R 0.703 F 0.797][G loss: 1.199 acc: 0.094]
2990 [D loss: 0.563 R 0.575 F 0.550][D acc: 0.703 R 0.625 F 0.781][G loss: 1.237 acc: 0.094]
2991 [D loss: 0.521 R 0.509 F 0.532][D acc: 0.750 R 0.703 F 0.797][G loss: 1.334 acc: 0.156]
2992 [D loss: 0.537 R 0.638 F 0.436][D acc: 0.719 R 0.547 F 0.891][G loss: 1.480 acc: 0.047]
2993 [D loss: 0.556 R 0.511 F 0.600][D acc: 0.719 R 0.672 F 0.766][G loss: 1.285 acc: 0.094]
2994 [D loss: 0.609 R 0.677 F 0.541][D acc: 0.711 R 0.562 F 0.859][G loss: 1.283 acc: 0.094]
2995 [D loss: 0.563 R 0.523 F 0.603][D acc: 0.734 R 0.688 F 0.781][G loss: 1.197 acc: 0.109]
2996 [D loss: 0.538 R 0.563 F 0.513][D acc: 0.711 R 0.594 F 0.828][G loss: 1.259 acc: 0.156]
2997 [D loss: 0.536 R 0.518 F 0.554][D acc: 0.703 R 0.656 F 0.750][G loss: 1.271 acc: 0.094]
2998 [D loss: 0.492 R 0.496 F 0.489][D acc: 0.734 R 0.672 F 0.797][G loss: 1.398 acc: 0.062]
2999 [D loss: 0.659 R 0.643 F 0.674][D acc: 0.641 R 0.547 F 0.734][G loss: 1.340 acc: 0.094]
3000 [D loss: 0.558 R 0.612 F 0.504][D acc: 0.664 R 0.594 F 0.734][G loss: 1.347 acc: 0.078]
3001 [D loss: 0.442 R 0.427 F 0.458][D acc: 0.766 R 0.719 F 0.812][G loss: 1.200 acc: 0.156]
3002 [D loss: 0.587 R 0.570 F 0.604][D acc: 0.719 R 0.672 F 0.766][G loss: 1.441 acc: 0.047]
3003 [D loss: 0.544 R 0.628 F 0.459][D acc: 0.711 R 0.547 F 0.875][G loss: 1.221 acc: 0.141]
3004 [D loss: 0.522 R 0.490 F 0.554][D acc: 0.734 R 0.703 F 0.766][G loss: 1.262 acc: 0.125]
3005 [D loss: 0.541 R 0.535 F 0.547][D acc: 0.695 R 0.609 F 0.781][G loss: 1.206 acc: 0.141]
3006 [D loss: 0.572 R 0.583 F 0.561][D acc: 0.703 R 0.656 F 0.750][G loss: 1.479 acc: 0.078]
3007 [D loss: 0.590 R 0.544 F 0.636][D acc: 0.703 R 0.703 F 0.703][G loss: 1.293 acc: 0.078]
3008 [D loss: 0.519 R 0.537 F 0.501][D acc: 0.773 R 0.641 F 0.906][G loss: 1.256 acc: 0.094]
3009 [D loss: 0.625 R 0.617 F 0.633][D acc: 0.719 R 0.672 F 0.766][G loss: 1.209 acc: 0.172]
3010 [D loss: 0.521 R 0.554 F 0.488][D acc: 0.734 R 0.609 F 0.859][G loss: 1.196 acc: 0.109]
3011 [D loss: 0.606 R 0.639 F 0.574][D acc: 0.680 R 0.578 F 0.781][G loss: 1.174 acc: 0.156]
3012 [D loss: 0.516 R 0.473 F 0.560][D acc: 0.727 R 0.656 F 0.797][G loss: 1.348 acc: 0.109]
3013 [D loss: 0.605 R 0.577 F 0.634][D acc: 0.672 R 0.641 F 0.703][G loss: 1.133 acc: 0.109]
3014 [D loss: 0.629 R 0.591 F 0.666][D acc: 0.664 R 0.641 F 0.688][G loss: 1.161 acc: 0.141]
3015 [D loss: 0.567 R 0.621 F 0.512][D acc: 0.742 R 0.656 F 0.828][G loss: 1.284 acc: 0.141]
3016 [D loss: 0.514 R 0.546 F 0.481][D acc: 0.734 R 0.641 F 0.828][G loss: 1.276 acc: 0.031]
3017 [D loss: 0.535 R 0.510 F 0.560][D acc: 0.734 R 0.719 F 0.750][G loss: 1.206 acc: 0.109]
3018 [D loss: 0.557 R 0.599 F 0.515][D acc: 0.711 R 0.656 F 0.766][G loss: 1.265 acc: 0.062]
3019 [D loss: 0.547 R 0.597 F 0.498][D acc: 0.758 R 0.656 F 0.859][G loss: 1.272 acc: 0.172]
3020 [D loss: 0.535 R 0.504 F 0.565][D acc: 0.766 R 0.672 F 0.859][G loss: 1.335 acc: 0.047]
3021 [D loss: 0.513 R 0.518 F 0.507][D acc: 0.750 R 0.734 F 0.766][G loss: 1.323 acc: 0.109]
3022 [D loss: 0.505 R 0.581 F 0.429][D acc: 0.773 R 0.688 F 0.859][G loss: 1.413 acc: 0.078]
3023 [D loss: 0.612 R 0.672 F 0.553][D acc: 0.633 R 0.531 F 0.734][G loss: 1.223 acc: 0.172]
3024 [D loss: 0.570 R 0.568 F 0.572][D acc: 0.703 R 0.672 F 0.734][G loss: 1.251 acc: 0.141]
3025 [D loss: 0.550 R 0.514 F 0.586][D acc: 0.734 R 0.688 F 0.781][G loss: 1.284 acc: 0.078]
3026 [D loss: 0.579 R 0.521 F 0.637][D acc: 0.664 R 0.672 F 0.656][G loss: 1.249 acc: 0.109]
3027 [D loss: 0.594 R 0.629 F 0.558][D acc: 0.672 R 0.562 F 0.781][G loss: 1.308 acc: 0.125]
3028 [D loss: 0.535 R 0.552 F 0.518][D acc: 0.750 R 0.656 F 0.844][G loss: 1.247 acc: 0.062]
3029 [D loss: 0.512 R 0.457 F 0.566][D acc: 0.773 R 0.750 F 0.797][G loss: 1.382 acc: 0.062]
3030 [D loss: 0.585 R 0.607 F 0.562][D acc: 0.703 R 0.625 F 0.781][G loss: 1.481 acc: 0.016]
3031 [D loss: 0.641 R 0.712 F 0.570][D acc: 0.664 R 0.547 F 0.781][G loss: 1.214 acc: 0.078]
3032 [D loss: 0.532 R 0.528 F 0.536][D acc: 0.789 R 0.719 F 0.859][G loss: 1.414 acc: 0.031]
3033 [D loss: 0.522 R 0.519 F 0.526][D acc: 0.688 R 0.609 F 0.766][G loss: 1.219 acc: 0.109]
3034 [D loss: 0.579 R 0.548 F 0.610][D acc: 0.672 R 0.594 F 0.750][G loss: 1.214 acc: 0.141]
3035 [D loss: 0.510 R 0.544 F 0.477][D acc: 0.781 R 0.672 F 0.891][G loss: 1.321 acc: 0.141]
3036 [D loss: 0.486 R 0.483 F 0.490][D acc: 0.742 R 0.703 F 0.781][G loss: 1.369 acc: 0.125]
3037 [D loss: 0.542 R 0.566 F 0.519][D acc: 0.703 R 0.609 F 0.797][G loss: 1.245 acc: 0.172]
3038 [D loss: 0.582 R 0.596 F 0.567][D acc: 0.734 R 0.656 F 0.812][G loss: 1.227 acc: 0.078]
3039 [D loss: 0.595 R 0.659 F 0.531][D acc: 0.695 R 0.562 F 0.828][G loss: 1.229 acc: 0.109]
3040 [D loss: 0.523 R 0.529 F 0.517][D acc: 0.742 R 0.703 F 0.781][G loss: 1.407 acc: 0.125]
3041 [D loss: 0.578 R 0.521 F 0.635][D acc: 0.633 R 0.609 F 0.656][G loss: 1.170 acc: 0.141]
3042 [D loss: 0.573 R 0.560 F 0.586][D acc: 0.703 R 0.609 F 0.797][G loss: 1.389 acc: 0.016]
3043 [D loss: 0.560 R 0.650 F 0.470][D acc: 0.680 R 0.531 F 0.828][G loss: 1.265 acc: 0.094]
3044 [D loss: 0.585 R 0.601 F 0.568][D acc: 0.680 R 0.578 F 0.781][G loss: 1.240 acc: 0.141]
3045 [D loss: 0.580 R 0.586 F 0.574][D acc: 0.703 R 0.594 F 0.812][G loss: 1.226 acc: 0.109]
3046 [D loss: 0.617 R 0.595 F 0.639][D acc: 0.625 R 0.547 F 0.703][G loss: 1.306 acc: 0.078]
3047 [D loss: 0.587 R 0.664 F 0.509][D acc: 0.672 R 0.547 F 0.797][G loss: 1.154 acc: 0.141]
3048 [D loss: 0.561 R 0.583 F 0.539][D acc: 0.680 R 0.594 F 0.766][G loss: 1.179 acc: 0.109]
3049 [D loss: 0.501 R 0.509 F 0.494][D acc: 0.742 R 0.672 F 0.812][G loss: 1.128 acc: 0.141]
3050 [D loss: 0.559 R 0.529 F 0.588][D acc: 0.711 R 0.672 F 0.750][G loss: 1.281 acc: 0.141]
3051 [D loss: 0.505 R 0.547 F 0.463][D acc: 0.742 R 0.625 F 0.859][G loss: 1.300 acc: 0.172]
3052 [D loss: 0.483 R 0.465 F 0.501][D acc: 0.742 R 0.688 F 0.797][G loss: 1.412 acc: 0.078]
3053 [D loss: 0.656 R 0.579 F 0.732][D acc: 0.680 R 0.594 F 0.766][G loss: 1.308 acc: 0.141]
3054 [D loss: 0.553 R 0.657 F 0.449][D acc: 0.711 R 0.531 F 0.891][G loss: 1.285 acc: 0.125]
3055 [D loss: 0.533 R 0.590 F 0.477][D acc: 0.711 R 0.531 F 0.891][G loss: 1.193 acc: 0.188]
3056 [D loss: 0.521 R 0.464 F 0.577][D acc: 0.750 R 0.703 F 0.797][G loss: 1.180 acc: 0.047]
3057 [D loss: 0.552 R 0.597 F 0.508][D acc: 0.695 R 0.609 F 0.781][G loss: 1.264 acc: 0.078]
3058 [D loss: 0.570 R 0.610 F 0.531][D acc: 0.734 R 0.656 F 0.812][G loss: 1.313 acc: 0.031]
3059 [D loss: 0.531 R 0.476 F 0.585][D acc: 0.742 R 0.688 F 0.797][G loss: 1.197 acc: 0.141]
3060 [D loss: 0.536 R 0.628 F 0.445][D acc: 0.727 R 0.578 F 0.875][G loss: 1.334 acc: 0.141]
3061 [D loss: 0.537 R 0.544 F 0.530][D acc: 0.734 R 0.641 F 0.828][G loss: 1.181 acc: 0.188]
3062 [D loss: 0.544 R 0.459 F 0.629][D acc: 0.766 R 0.750 F 0.781][G loss: 1.291 acc: 0.078]
3063 [D loss: 0.606 R 0.641 F 0.571][D acc: 0.641 R 0.500 F 0.781][G loss: 1.151 acc: 0.156]
3064 [D loss: 0.506 R 0.483 F 0.529][D acc: 0.758 R 0.703 F 0.812][G loss: 1.309 acc: 0.109]
3065 [D loss: 0.475 R 0.523 F 0.427][D acc: 0.766 R 0.672 F 0.859][G loss: 1.426 acc: 0.109]
3066 [D loss: 0.530 R 0.454 F 0.606][D acc: 0.750 R 0.703 F 0.797][G loss: 1.311 acc: 0.094]
3067 [D loss: 0.548 R 0.600 F 0.497][D acc: 0.695 R 0.594 F 0.797][G loss: 1.309 acc: 0.188]
3068 [D loss: 0.548 R 0.559 F 0.536][D acc: 0.711 R 0.656 F 0.766][G loss: 1.245 acc: 0.078]
3069 [D loss: 0.448 R 0.474 F 0.421][D acc: 0.820 R 0.734 F 0.906][G loss: 1.464 acc: 0.094]
3070 [D loss: 0.626 R 0.604 F 0.648][D acc: 0.688 R 0.625 F 0.750][G loss: 1.369 acc: 0.109]
3071 [D loss: 0.608 R 0.668 F 0.548][D acc: 0.680 R 0.562 F 0.797][G loss: 1.248 acc: 0.125]
3072 [D loss: 0.634 R 0.634 F 0.634][D acc: 0.633 R 0.578 F 0.688][G loss: 1.307 acc: 0.125]
3073 [D loss: 0.601 R 0.595 F 0.607][D acc: 0.664 R 0.672 F 0.656][G loss: 1.259 acc: 0.125]
3074 [D loss: 0.529 R 0.618 F 0.439][D acc: 0.711 R 0.562 F 0.859][G loss: 1.286 acc: 0.047]
3075 [D loss: 0.602 R 0.663 F 0.541][D acc: 0.703 R 0.562 F 0.844][G loss: 1.278 acc: 0.109]
3076 [D loss: 0.543 R 0.559 F 0.528][D acc: 0.742 R 0.625 F 0.859][G loss: 1.307 acc: 0.094]
3077 [D loss: 0.546 R 0.622 F 0.470][D acc: 0.711 R 0.578 F 0.844][G loss: 1.220 acc: 0.062]
3078 [D loss: 0.569 R 0.601 F 0.538][D acc: 0.711 R 0.672 F 0.750][G loss: 1.148 acc: 0.203]
3079 [D loss: 0.555 R 0.646 F 0.465][D acc: 0.664 R 0.500 F 0.828][G loss: 1.227 acc: 0.109]
3080 [D loss: 0.620 R 0.613 F 0.628][D acc: 0.703 R 0.609 F 0.797][G loss: 1.215 acc: 0.078]
3081 [D loss: 0.663 R 0.684 F 0.642][D acc: 0.625 R 0.562 F 0.688][G loss: 1.253 acc: 0.094]
3082 [D loss: 0.549 R 0.534 F 0.565][D acc: 0.695 R 0.625 F 0.766][G loss: 1.207 acc: 0.109]
3083 [D loss: 0.556 R 0.616 F 0.496][D acc: 0.695 R 0.594 F 0.797][G loss: 1.086 acc: 0.156]
3084 [D loss: 0.508 R 0.514 F 0.501][D acc: 0.758 R 0.656 F 0.859][G loss: 1.223 acc: 0.062]
3085 [D loss: 0.602 R 0.496 F 0.709][D acc: 0.711 R 0.750 F 0.672][G loss: 1.259 acc: 0.109]
3086 [D loss: 0.586 R 0.570 F 0.602][D acc: 0.688 R 0.625 F 0.750][G loss: 1.176 acc: 0.141]
3087 [D loss: 0.567 R 0.513 F 0.621][D acc: 0.656 R 0.625 F 0.688][G loss: 1.360 acc: 0.078]
3088 [D loss: 0.541 R 0.545 F 0.536][D acc: 0.680 R 0.578 F 0.781][G loss: 1.232 acc: 0.094]
3089 [D loss: 0.613 R 0.586 F 0.640][D acc: 0.703 R 0.688 F 0.719][G loss: 1.332 acc: 0.062]
3090 [D loss: 0.493 R 0.552 F 0.434][D acc: 0.727 R 0.641 F 0.812][G loss: 1.337 acc: 0.156]
3091 [D loss: 0.487 R 0.525 F 0.449][D acc: 0.773 R 0.719 F 0.828][G loss: 1.296 acc: 0.172]
3092 [D loss: 0.622 R 0.547 F 0.698][D acc: 0.695 R 0.656 F 0.734][G loss: 1.238 acc: 0.172]
3093 [D loss: 0.593 R 0.592 F 0.594][D acc: 0.695 R 0.609 F 0.781][G loss: 1.339 acc: 0.078]
3094 [D loss: 0.559 R 0.685 F 0.434][D acc: 0.695 R 0.500 F 0.891][G loss: 1.260 acc: 0.125]
3095 [D loss: 0.497 R 0.569 F 0.426][D acc: 0.797 R 0.703 F 0.891][G loss: 1.244 acc: 0.141]
3096 [D loss: 0.492 R 0.407 F 0.576][D acc: 0.766 R 0.766 F 0.766][G loss: 1.183 acc: 0.219]
3097 [D loss: 0.524 R 0.513 F 0.534][D acc: 0.734 R 0.656 F 0.812][G loss: 1.383 acc: 0.125]
3098 [D loss: 0.542 R 0.593 F 0.491][D acc: 0.742 R 0.672 F 0.812][G loss: 1.369 acc: 0.078]
3099 [D loss: 0.489 R 0.505 F 0.473][D acc: 0.750 R 0.703 F 0.797][G loss: 1.336 acc: 0.062]
3100 [D loss: 0.594 R 0.522 F 0.665][D acc: 0.688 R 0.688 F 0.688][G loss: 1.219 acc: 0.125]
3101 [D loss: 0.509 R 0.570 F 0.448][D acc: 0.758 R 0.672 F 0.844][G loss: 1.251 acc: 0.109]
3102 [D loss: 0.549 R 0.564 F 0.534][D acc: 0.703 R 0.578 F 0.828][G loss: 1.362 acc: 0.172]
3103 [D loss: 0.553 R 0.573 F 0.533][D acc: 0.750 R 0.672 F 0.828][G loss: 1.266 acc: 0.109]
3104 [D loss: 0.685 R 0.600 F 0.769][D acc: 0.711 R 0.656 F 0.766][G loss: 1.211 acc: 0.156]
3105 [D loss: 0.627 R 0.667 F 0.588][D acc: 0.688 R 0.562 F 0.812][G loss: 1.283 acc: 0.141]
3106 [D loss: 0.518 R 0.497 F 0.539][D acc: 0.711 R 0.688 F 0.734][G loss: 1.350 acc: 0.062]
3107 [D loss: 0.615 R 0.675 F 0.554][D acc: 0.656 R 0.500 F 0.812][G loss: 1.335 acc: 0.062]
3108 [D loss: 0.532 R 0.631 F 0.434][D acc: 0.711 R 0.594 F 0.828][G loss: 1.408 acc: 0.109]
3109 [D loss: 0.565 R 0.637 F 0.493][D acc: 0.680 R 0.578 F 0.781][G loss: 1.230 acc: 0.141]
3110 [D loss: 0.553 R 0.530 F 0.575][D acc: 0.688 R 0.703 F 0.672][G loss: 1.395 acc: 0.125]
3111 [D loss: 0.536 R 0.551 F 0.521][D acc: 0.633 R 0.609 F 0.656][G loss: 1.306 acc: 0.094]
3112 [D loss: 0.480 R 0.487 F 0.473][D acc: 0.750 R 0.672 F 0.828][G loss: 1.323 acc: 0.047]
3113 [D loss: 0.664 R 0.614 F 0.715][D acc: 0.586 R 0.562 F 0.609][G loss: 1.445 acc: 0.047]
3114 [D loss: 0.553 R 0.568 F 0.537][D acc: 0.711 R 0.641 F 0.781][G loss: 1.342 acc: 0.062]
3115 [D loss: 0.606 R 0.671 F 0.542][D acc: 0.648 R 0.547 F 0.750][G loss: 1.322 acc: 0.031]
3116 [D loss: 0.556 R 0.563 F 0.550][D acc: 0.719 R 0.609 F 0.828][G loss: 1.123 acc: 0.125]
3117 [D loss: 0.517 R 0.565 F 0.470][D acc: 0.727 R 0.625 F 0.828][G loss: 1.185 acc: 0.109]
3118 [D loss: 0.498 R 0.486 F 0.509][D acc: 0.758 R 0.688 F 0.828][G loss: 1.333 acc: 0.125]
3119 [D loss: 0.569 R 0.606 F 0.532][D acc: 0.680 R 0.578 F 0.781][G loss: 1.194 acc: 0.109]
3120 [D loss: 0.487 R 0.546 F 0.429][D acc: 0.766 R 0.641 F 0.891][G loss: 1.280 acc: 0.109]
3121 [D loss: 0.590 R 0.590 F 0.590][D acc: 0.656 R 0.578 F 0.734][G loss: 1.308 acc: 0.109]
3122 [D loss: 0.557 R 0.565 F 0.549][D acc: 0.719 R 0.672 F 0.766][G loss: 1.397 acc: 0.047]
3123 [D loss: 0.543 R 0.542 F 0.545][D acc: 0.750 R 0.703 F 0.797][G loss: 1.217 acc: 0.062]
3124 [D loss: 0.509 R 0.447 F 0.571][D acc: 0.758 R 0.750 F 0.766][G loss: 1.309 acc: 0.125]
3125 [D loss: 0.542 R 0.589 F 0.496][D acc: 0.719 R 0.656 F 0.781][G loss: 1.157 acc: 0.188]
3126 [D loss: 0.527 R 0.573 F 0.481][D acc: 0.711 R 0.594 F 0.828][G loss: 1.477 acc: 0.062]
3127 [D loss: 0.571 R 0.520 F 0.623][D acc: 0.664 R 0.625 F 0.703][G loss: 1.333 acc: 0.141]
3128 [D loss: 0.537 R 0.630 F 0.445][D acc: 0.711 R 0.562 F 0.859][G loss: 1.323 acc: 0.109]
3129 [D loss: 0.495 R 0.478 F 0.511][D acc: 0.703 R 0.609 F 0.797][G loss: 1.318 acc: 0.125]
3130 [D loss: 0.525 R 0.520 F 0.531][D acc: 0.766 R 0.734 F 0.797][G loss: 1.351 acc: 0.062]
3131 [D loss: 0.555 R 0.573 F 0.537][D acc: 0.711 R 0.641 F 0.781][G loss: 1.433 acc: 0.141]
3132 [D loss: 0.528 R 0.566 F 0.489][D acc: 0.703 R 0.625 F 0.781][G loss: 1.375 acc: 0.172]
3133 [D loss: 0.637 R 0.720 F 0.554][D acc: 0.672 R 0.578 F 0.766][G loss: 1.615 acc: 0.031]
3134 [D loss: 0.666 R 0.665 F 0.668][D acc: 0.633 R 0.531 F 0.734][G loss: 1.239 acc: 0.156]
3135 [D loss: 0.539 R 0.579 F 0.498][D acc: 0.711 R 0.594 F 0.828][G loss: 1.338 acc: 0.094]
3136 [D loss: 0.531 R 0.526 F 0.537][D acc: 0.727 R 0.688 F 0.766][G loss: 1.236 acc: 0.141]
3137 [D loss: 0.485 R 0.486 F 0.484][D acc: 0.797 R 0.734 F 0.859][G loss: 1.251 acc: 0.141]
3138 [D loss: 0.554 R 0.522 F 0.585][D acc: 0.758 R 0.703 F 0.812][G loss: 1.210 acc: 0.172]
3139 [D loss: 0.554 R 0.559 F 0.550][D acc: 0.727 R 0.672 F 0.781][G loss: 1.188 acc: 0.188]
3140 [D loss: 0.620 R 0.622 F 0.618][D acc: 0.656 R 0.594 F 0.719][G loss: 1.233 acc: 0.141]
3141 [D loss: 0.552 R 0.469 F 0.636][D acc: 0.742 R 0.734 F 0.750][G loss: 1.272 acc: 0.094]
3142 [D loss: 0.524 R 0.597 F 0.450][D acc: 0.766 R 0.609 F 0.922][G loss: 1.334 acc: 0.094]
3143 [D loss: 0.598 R 0.491 F 0.705][D acc: 0.695 R 0.688 F 0.703][G loss: 1.278 acc: 0.062]
3144 [D loss: 0.554 R 0.623 F 0.486][D acc: 0.688 R 0.562 F 0.812][G loss: 1.302 acc: 0.141]
3145 [D loss: 0.574 R 0.592 F 0.555][D acc: 0.703 R 0.641 F 0.766][G loss: 1.235 acc: 0.109]
3146 [D loss: 0.644 R 0.673 F 0.615][D acc: 0.672 R 0.578 F 0.766][G loss: 1.264 acc: 0.047]
3147 [D loss: 0.553 R 0.481 F 0.625][D acc: 0.672 R 0.656 F 0.688][G loss: 1.274 acc: 0.141]
3148 [D loss: 0.566 R 0.655 F 0.477][D acc: 0.672 R 0.547 F 0.797][G loss: 1.261 acc: 0.125]
3149 [D loss: 0.576 R 0.607 F 0.545][D acc: 0.672 R 0.578 F 0.766][G loss: 1.208 acc: 0.156]
3150 [D loss: 0.653 R 0.674 F 0.631][D acc: 0.688 R 0.562 F 0.812][G loss: 1.385 acc: 0.047]
3151 [D loss: 0.609 R 0.653 F 0.565][D acc: 0.633 R 0.547 F 0.719][G loss: 1.170 acc: 0.141]
3152 [D loss: 0.489 R 0.505 F 0.472][D acc: 0.789 R 0.719 F 0.859][G loss: 1.224 acc: 0.188]
3153 [D loss: 0.562 R 0.547 F 0.577][D acc: 0.734 R 0.625 F 0.844][G loss: 1.205 acc: 0.078]
3154 [D loss: 0.576 R 0.703 F 0.449][D acc: 0.711 R 0.531 F 0.891][G loss: 1.236 acc: 0.125]
3155 [D loss: 0.623 R 0.467 F 0.780][D acc: 0.672 R 0.703 F 0.641][G loss: 1.127 acc: 0.141]
3156 [D loss: 0.580 R 0.686 F 0.473][D acc: 0.672 R 0.484 F 0.859][G loss: 1.195 acc: 0.141]
3157 [D loss: 0.655 R 0.613 F 0.697][D acc: 0.672 R 0.578 F 0.766][G loss: 1.282 acc: 0.109]
3158 [D loss: 0.570 R 0.637 F 0.502][D acc: 0.719 R 0.594 F 0.844][G loss: 1.179 acc: 0.203]
3159 [D loss: 0.547 R 0.548 F 0.546][D acc: 0.695 R 0.656 F 0.734][G loss: 1.163 acc: 0.125]
3160 [D loss: 0.523 R 0.568 F 0.477][D acc: 0.719 R 0.641 F 0.797][G loss: 1.205 acc: 0.078]
3161 [D loss: 0.605 R 0.564 F 0.645][D acc: 0.625 R 0.578 F 0.672][G loss: 1.157 acc: 0.094]
3162 [D loss: 0.504 R 0.510 F 0.498][D acc: 0.734 R 0.672 F 0.797][G loss: 1.314 acc: 0.078]
3163 [D loss: 0.515 R 0.558 F 0.472][D acc: 0.734 R 0.609 F 0.859][G loss: 1.175 acc: 0.141]
3164 [D loss: 0.526 R 0.444 F 0.608][D acc: 0.719 R 0.766 F 0.672][G loss: 1.265 acc: 0.109]
3165 [D loss: 0.633 R 0.545 F 0.722][D acc: 0.688 R 0.656 F 0.719][G loss: 1.408 acc: 0.047]
3166 [D loss: 0.604 R 0.691 F 0.517][D acc: 0.734 R 0.578 F 0.891][G loss: 1.281 acc: 0.125]
3167 [D loss: 0.570 R 0.539 F 0.601][D acc: 0.742 R 0.703 F 0.781][G loss: 1.358 acc: 0.078]
3168 [D loss: 0.566 R 0.574 F 0.559][D acc: 0.711 R 0.625 F 0.797][G loss: 1.198 acc: 0.203]
3169 [D loss: 0.494 R 0.497 F 0.492][D acc: 0.766 R 0.703 F 0.828][G loss: 1.473 acc: 0.078]
3170 [D loss: 0.484 R 0.503 F 0.465][D acc: 0.766 R 0.688 F 0.844][G loss: 1.413 acc: 0.078]
3171 [D loss: 0.522 R 0.457 F 0.587][D acc: 0.750 R 0.750 F 0.750][G loss: 1.349 acc: 0.094]
3172 [D loss: 0.588 R 0.610 F 0.566][D acc: 0.727 R 0.656 F 0.797][G loss: 1.471 acc: 0.016]
3173 [D loss: 0.498 R 0.546 F 0.450][D acc: 0.734 R 0.656 F 0.812][G loss: 1.551 acc: 0.078]
3174 [D loss: 0.446 R 0.393 F 0.499][D acc: 0.789 R 0.766 F 0.812][G loss: 1.391 acc: 0.141]
3175 [D loss: 0.543 R 0.603 F 0.483][D acc: 0.742 R 0.625 F 0.859][G loss: 1.441 acc: 0.062]
3176 [D loss: 0.559 R 0.538 F 0.580][D acc: 0.758 R 0.719 F 0.797][G loss: 1.550 acc: 0.141]
3177 [D loss: 0.634 R 0.668 F 0.601][D acc: 0.680 R 0.641 F 0.719][G loss: 1.260 acc: 0.078]
3178 [D loss: 0.605 R 0.582 F 0.628][D acc: 0.688 R 0.594 F 0.781][G loss: 1.339 acc: 0.109]
3179 [D loss: 0.612 R 0.635 F 0.589][D acc: 0.680 R 0.594 F 0.766][G loss: 1.273 acc: 0.109]
3180 [D loss: 0.442 R 0.466 F 0.418][D acc: 0.773 R 0.672 F 0.875][G loss: 1.480 acc: 0.094]
3181 [D loss: 0.532 R 0.456 F 0.608][D acc: 0.742 R 0.719 F 0.766][G loss: 1.450 acc: 0.031]
3182 [D loss: 0.636 R 0.716 F 0.555][D acc: 0.625 R 0.516 F 0.734][G loss: 1.407 acc: 0.078]
3183 [D loss: 0.616 R 0.515 F 0.718][D acc: 0.680 R 0.703 F 0.656][G loss: 1.331 acc: 0.078]
3184 [D loss: 0.517 R 0.556 F 0.477][D acc: 0.750 R 0.688 F 0.812][G loss: 1.372 acc: 0.156]
3185 [D loss: 0.561 R 0.575 F 0.547][D acc: 0.734 R 0.625 F 0.844][G loss: 1.316 acc: 0.078]
3186 [D loss: 0.572 R 0.657 F 0.486][D acc: 0.703 R 0.562 F 0.844][G loss: 1.273 acc: 0.062]
3187 [D loss: 0.568 R 0.631 F 0.505][D acc: 0.742 R 0.625 F 0.859][G loss: 1.261 acc: 0.156]
3188 [D loss: 0.610 R 0.588 F 0.632][D acc: 0.688 R 0.688 F 0.688][G loss: 1.290 acc: 0.109]
3189 [D loss: 0.613 R 0.569 F 0.657][D acc: 0.703 R 0.656 F 0.750][G loss: 1.280 acc: 0.094]
3190 [D loss: 0.557 R 0.646 F 0.468][D acc: 0.703 R 0.578 F 0.828][G loss: 1.143 acc: 0.141]
3191 [D loss: 0.505 R 0.512 F 0.498][D acc: 0.750 R 0.656 F 0.844][G loss: 1.298 acc: 0.062]
3192 [D loss: 0.572 R 0.633 F 0.510][D acc: 0.703 R 0.625 F 0.781][G loss: 1.271 acc: 0.094]
3193 [D loss: 0.545 R 0.563 F 0.527][D acc: 0.734 R 0.641 F 0.828][G loss: 1.285 acc: 0.078]
3194 [D loss: 0.587 R 0.591 F 0.584][D acc: 0.680 R 0.578 F 0.781][G loss: 1.215 acc: 0.125]
3195 [D loss: 0.559 R 0.525 F 0.593][D acc: 0.727 R 0.703 F 0.750][G loss: 1.235 acc: 0.094]
3196 [D loss: 0.511 R 0.555 F 0.467][D acc: 0.766 R 0.703 F 0.828][G loss: 1.247 acc: 0.156]
3197 [D loss: 0.484 R 0.467 F 0.502][D acc: 0.781 R 0.703 F 0.859][G loss: 1.427 acc: 0.094]
3198 [D loss: 0.554 R 0.493 F 0.615][D acc: 0.734 R 0.688 F 0.781][G loss: 1.230 acc: 0.094]
3199 [D loss: 0.538 R 0.572 F 0.504][D acc: 0.742 R 0.625 F 0.859][G loss: 1.250 acc: 0.125]
3200 [D loss: 0.607 R 0.663 F 0.551][D acc: 0.703 R 0.609 F 0.797][G loss: 1.245 acc: 0.156]
3201 [D loss: 0.528 R 0.550 F 0.507][D acc: 0.719 R 0.672 F 0.766][G loss: 1.414 acc: 0.109]
3202 [D loss: 0.553 R 0.572 F 0.533][D acc: 0.711 R 0.625 F 0.797][G loss: 1.235 acc: 0.109]
3203 [D loss: 0.488 R 0.511 F 0.464][D acc: 0.773 R 0.688 F 0.859][G loss: 1.285 acc: 0.125]
3204 [D loss: 0.459 R 0.431 F 0.488][D acc: 0.781 R 0.750 F 0.812][G loss: 1.295 acc: 0.156]
3205 [D loss: 0.625 R 0.613 F 0.637][D acc: 0.711 R 0.609 F 0.812][G loss: 1.166 acc: 0.172]
3206 [D loss: 0.605 R 0.724 F 0.486][D acc: 0.656 R 0.500 F 0.812][G loss: 1.311 acc: 0.094]
3207 [D loss: 0.533 R 0.524 F 0.542][D acc: 0.703 R 0.641 F 0.766][G loss: 1.276 acc: 0.141]
3208 [D loss: 0.559 R 0.571 F 0.548][D acc: 0.734 R 0.688 F 0.781][G loss: 1.284 acc: 0.125]
3209 [D loss: 0.514 R 0.478 F 0.549][D acc: 0.812 R 0.781 F 0.844][G loss: 1.371 acc: 0.047]
3210 [D loss: 0.550 R 0.639 F 0.462][D acc: 0.711 R 0.594 F 0.828][G loss: 1.300 acc: 0.094]
3211 [D loss: 0.588 R 0.587 F 0.590][D acc: 0.680 R 0.578 F 0.781][G loss: 1.294 acc: 0.141]
3212 [D loss: 0.590 R 0.575 F 0.606][D acc: 0.703 R 0.672 F 0.734][G loss: 1.365 acc: 0.109]
3213 [D loss: 0.633 R 0.657 F 0.609][D acc: 0.672 R 0.531 F 0.812][G loss: 1.394 acc: 0.078]
3214 [D loss: 0.568 R 0.484 F 0.652][D acc: 0.719 R 0.688 F 0.750][G loss: 1.245 acc: 0.094]
3215 [D loss: 0.532 R 0.629 F 0.436][D acc: 0.727 R 0.594 F 0.859][G loss: 1.189 acc: 0.125]
3216 [D loss: 0.620 R 0.710 F 0.530][D acc: 0.719 R 0.562 F 0.875][G loss: 1.400 acc: 0.047]
3217 [D loss: 0.497 R 0.481 F 0.513][D acc: 0.727 R 0.688 F 0.766][G loss: 1.398 acc: 0.094]
3218 [D loss: 0.560 R 0.502 F 0.617][D acc: 0.672 R 0.656 F 0.688][G loss: 1.352 acc: 0.094]
3219 [D loss: 0.514 R 0.596 F 0.433][D acc: 0.797 R 0.688 F 0.906][G loss: 1.445 acc: 0.062]
3220 [D loss: 0.503 R 0.499 F 0.507][D acc: 0.781 R 0.719 F 0.844][G loss: 1.307 acc: 0.125]
3221 [D loss: 0.596 R 0.678 F 0.515][D acc: 0.680 R 0.547 F 0.812][G loss: 1.333 acc: 0.125]
3222 [D loss: 0.656 R 0.541 F 0.770][D acc: 0.602 R 0.609 F 0.594][G loss: 1.275 acc: 0.125]
3223 [D loss: 0.570 R 0.653 F 0.488][D acc: 0.742 R 0.578 F 0.906][G loss: 1.243 acc: 0.109]
3224 [D loss: 0.544 R 0.554 F 0.533][D acc: 0.719 R 0.656 F 0.781][G loss: 1.400 acc: 0.062]
3225 [D loss: 0.536 R 0.589 F 0.484][D acc: 0.727 R 0.672 F 0.781][G loss: 1.311 acc: 0.062]
3226 [D loss: 0.531 R 0.504 F 0.557][D acc: 0.750 R 0.688 F 0.812][G loss: 1.416 acc: 0.125]
3227 [D loss: 0.564 R 0.567 F 0.562][D acc: 0.703 R 0.625 F 0.781][G loss: 1.384 acc: 0.094]
3228 [D loss: 0.505 R 0.566 F 0.443][D acc: 0.742 R 0.609 F 0.875][G loss: 1.260 acc: 0.125]
3229 [D loss: 0.503 R 0.503 F 0.503][D acc: 0.742 R 0.672 F 0.812][G loss: 1.408 acc: 0.062]
3230 [D loss: 0.528 R 0.642 F 0.414][D acc: 0.727 R 0.609 F 0.844][G loss: 1.147 acc: 0.141]
3231 [D loss: 0.509 R 0.541 F 0.477][D acc: 0.711 R 0.609 F 0.812][G loss: 1.308 acc: 0.141]
3232 [D loss: 0.504 R 0.542 F 0.467][D acc: 0.734 R 0.672 F 0.797][G loss: 1.255 acc: 0.188]
3233 [D loss: 0.703 R 0.698 F 0.708][D acc: 0.625 R 0.516 F 0.734][G loss: 1.210 acc: 0.172]
3234 [D loss: 0.530 R 0.543 F 0.516][D acc: 0.766 R 0.734 F 0.797][G loss: 1.335 acc: 0.094]
3235 [D loss: 0.553 R 0.549 F 0.557][D acc: 0.695 R 0.641 F 0.750][G loss: 1.357 acc: 0.125]
3236 [D loss: 0.500 R 0.531 F 0.470][D acc: 0.750 R 0.672 F 0.828][G loss: 1.265 acc: 0.156]
3237 [D loss: 0.506 R 0.510 F 0.502][D acc: 0.734 R 0.688 F 0.781][G loss: 1.223 acc: 0.203]
3238 [D loss: 0.532 R 0.563 F 0.502][D acc: 0.711 R 0.656 F 0.766][G loss: 1.277 acc: 0.078]
3239 [D loss: 0.552 R 0.464 F 0.640][D acc: 0.695 R 0.734 F 0.656][G loss: 1.272 acc: 0.109]
3240 [D loss: 0.583 R 0.559 F 0.606][D acc: 0.703 R 0.594 F 0.812][G loss: 1.174 acc: 0.156]
3241 [D loss: 0.586 R 0.592 F 0.580][D acc: 0.711 R 0.609 F 0.812][G loss: 1.325 acc: 0.125]
3242 [D loss: 0.574 R 0.566 F 0.582][D acc: 0.703 R 0.672 F 0.734][G loss: 1.410 acc: 0.109]
3243 [D loss: 0.492 R 0.535 F 0.448][D acc: 0.773 R 0.688 F 0.859][G loss: 1.364 acc: 0.094]
3244 [D loss: 0.640 R 0.584 F 0.695][D acc: 0.688 R 0.656 F 0.719][G loss: 1.414 acc: 0.078]
3245 [D loss: 0.611 R 0.740 F 0.483][D acc: 0.703 R 0.578 F 0.828][G loss: 1.427 acc: 0.031]
3246 [D loss: 0.708 R 0.594 F 0.822][D acc: 0.625 R 0.578 F 0.672][G loss: 1.159 acc: 0.141]
3247 [D loss: 0.551 R 0.606 F 0.497][D acc: 0.711 R 0.594 F 0.828][G loss: 1.204 acc: 0.141]
3248 [D loss: 0.495 R 0.471 F 0.520][D acc: 0.719 R 0.672 F 0.766][G loss: 1.151 acc: 0.125]
3249 [D loss: 0.549 R 0.528 F 0.571][D acc: 0.695 R 0.656 F 0.734][G loss: 1.286 acc: 0.125]
3250 [D loss: 0.548 R 0.529 F 0.566][D acc: 0.734 R 0.672 F 0.797][G loss: 1.434 acc: 0.109]
3251 [D loss: 0.534 R 0.543 F 0.525][D acc: 0.680 R 0.609 F 0.750][G loss: 1.221 acc: 0.094]
3252 [D loss: 0.554 R 0.629 F 0.479][D acc: 0.742 R 0.641 F 0.844][G loss: 1.348 acc: 0.109]
3253 [D loss: 0.574 R 0.450 F 0.698][D acc: 0.711 R 0.719 F 0.703][G loss: 1.279 acc: 0.125]
3254 [D loss: 0.620 R 0.680 F 0.559][D acc: 0.641 R 0.594 F 0.688][G loss: 1.210 acc: 0.203]
3255 [D loss: 0.406 R 0.380 F 0.432][D acc: 0.844 R 0.797 F 0.891][G loss: 1.223 acc: 0.156]
3256 [D loss: 0.599 R 0.537 F 0.661][D acc: 0.672 R 0.672 F 0.672][G loss: 1.225 acc: 0.109]
3257 [D loss: 0.530 R 0.518 F 0.542][D acc: 0.711 R 0.609 F 0.812][G loss: 1.354 acc: 0.078]
3258 [D loss: 0.529 R 0.627 F 0.430][D acc: 0.719 R 0.578 F 0.859][G loss: 1.209 acc: 0.125]
3259 [D loss: 0.470 R 0.430 F 0.510][D acc: 0.789 R 0.766 F 0.812][G loss: 1.189 acc: 0.109]
3260 [D loss: 0.679 R 0.634 F 0.724][D acc: 0.664 R 0.641 F 0.688][G loss: 1.325 acc: 0.047]
3261 [D loss: 0.531 R 0.479 F 0.583][D acc: 0.742 R 0.688 F 0.797][G loss: 1.262 acc: 0.062]
3262 [D loss: 0.580 R 0.641 F 0.520][D acc: 0.734 R 0.594 F 0.875][G loss: 1.403 acc: 0.109]
3263 [D loss: 0.591 R 0.596 F 0.586][D acc: 0.695 R 0.578 F 0.812][G loss: 1.271 acc: 0.031]
3264 [D loss: 0.556 R 0.565 F 0.547][D acc: 0.734 R 0.625 F 0.844][G loss: 1.265 acc: 0.109]
3265 [D loss: 0.574 R 0.556 F 0.592][D acc: 0.680 R 0.656 F 0.703][G loss: 1.201 acc: 0.078]
3266 [D loss: 0.569 R 0.665 F 0.473][D acc: 0.703 R 0.594 F 0.812][G loss: 1.261 acc: 0.203]
3267 [D loss: 0.553 R 0.616 F 0.490][D acc: 0.711 R 0.594 F 0.828][G loss: 1.259 acc: 0.188]
3268 [D loss: 0.559 R 0.613 F 0.506][D acc: 0.727 R 0.609 F 0.844][G loss: 1.180 acc: 0.219]
3269 [D loss: 0.515 R 0.498 F 0.532][D acc: 0.734 R 0.688 F 0.781][G loss: 1.267 acc: 0.078]
3270 [D loss: 0.594 R 0.612 F 0.576][D acc: 0.656 R 0.562 F 0.750][G loss: 1.186 acc: 0.141]
3271 [D loss: 0.552 R 0.613 F 0.490][D acc: 0.734 R 0.594 F 0.875][G loss: 1.205 acc: 0.188]
3272 [D loss: 0.536 R 0.521 F 0.550][D acc: 0.734 R 0.703 F 0.766][G loss: 1.191 acc: 0.203]
3273 [D loss: 0.615 R 0.502 F 0.729][D acc: 0.680 R 0.641 F 0.719][G loss: 1.330 acc: 0.062]
3274 [D loss: 0.644 R 0.752 F 0.536][D acc: 0.602 R 0.422 F 0.781][G loss: 1.202 acc: 0.125]
3275 [D loss: 0.574 R 0.567 F 0.581][D acc: 0.727 R 0.641 F 0.812][G loss: 1.211 acc: 0.094]
3276 [D loss: 0.578 R 0.596 F 0.561][D acc: 0.656 R 0.594 F 0.719][G loss: 1.296 acc: 0.062]
3277 [D loss: 0.472 R 0.433 F 0.511][D acc: 0.805 R 0.750 F 0.859][G loss: 1.287 acc: 0.125]
3278 [D loss: 0.599 R 0.622 F 0.575][D acc: 0.703 R 0.656 F 0.750][G loss: 1.329 acc: 0.062]
3279 [D loss: 0.560 R 0.516 F 0.604][D acc: 0.719 R 0.672 F 0.766][G loss: 1.411 acc: 0.062]
3280 [D loss: 0.576 R 0.556 F 0.596][D acc: 0.664 R 0.641 F 0.688][G loss: 1.206 acc: 0.078]
3281 [D loss: 0.534 R 0.598 F 0.470][D acc: 0.727 R 0.609 F 0.844][G loss: 1.194 acc: 0.172]
3282 [D loss: 0.503 R 0.546 F 0.460][D acc: 0.766 R 0.656 F 0.875][G loss: 1.333 acc: 0.125]
3283 [D loss: 0.599 R 0.637 F 0.562][D acc: 0.648 R 0.562 F 0.734][G loss: 1.194 acc: 0.109]
3284 [D loss: 0.478 R 0.435 F 0.522][D acc: 0.758 R 0.703 F 0.812][G loss: 1.343 acc: 0.078]
3285 [D loss: 0.524 R 0.588 F 0.461][D acc: 0.734 R 0.641 F 0.828][G loss: 1.314 acc: 0.156]
3286 [D loss: 0.588 R 0.578 F 0.598][D acc: 0.695 R 0.625 F 0.766][G loss: 1.259 acc: 0.047]
3287 [D loss: 0.528 R 0.608 F 0.447][D acc: 0.711 R 0.594 F 0.828][G loss: 1.226 acc: 0.188]
3288 [D loss: 0.452 R 0.475 F 0.430][D acc: 0.805 R 0.719 F 0.891][G loss: 1.312 acc: 0.141]
3289 [D loss: 0.575 R 0.464 F 0.685][D acc: 0.719 R 0.750 F 0.688][G loss: 1.357 acc: 0.109]
3290 [D loss: 0.695 R 0.792 F 0.597][D acc: 0.617 R 0.516 F 0.719][G loss: 1.228 acc: 0.109]
3291 [D loss: 0.514 R 0.553 F 0.474][D acc: 0.719 R 0.609 F 0.828][G loss: 1.273 acc: 0.141]
3292 [D loss: 0.595 R 0.595 F 0.594][D acc: 0.688 R 0.641 F 0.734][G loss: 1.193 acc: 0.203]
3293 [D loss: 0.651 R 0.671 F 0.632][D acc: 0.695 R 0.578 F 0.812][G loss: 1.307 acc: 0.062]
3294 [D loss: 0.488 R 0.508 F 0.467][D acc: 0.758 R 0.641 F 0.875][G loss: 1.233 acc: 0.125]
3295 [D loss: 0.597 R 0.517 F 0.677][D acc: 0.727 R 0.688 F 0.766][G loss: 1.338 acc: 0.109]
3296 [D loss: 0.622 R 0.710 F 0.534][D acc: 0.641 R 0.500 F 0.781][G loss: 1.318 acc: 0.078]
3297 [D loss: 0.521 R 0.568 F 0.473][D acc: 0.766 R 0.688 F 0.844][G loss: 1.362 acc: 0.156]
3298 [D loss: 0.523 R 0.528 F 0.518][D acc: 0.750 R 0.672 F 0.828][G loss: 1.306 acc: 0.188]
3299 [D loss: 0.608 R 0.553 F 0.663][D acc: 0.680 R 0.656 F 0.703][G loss: 1.339 acc: 0.078]
3300 [D loss: 0.581 R 0.656 F 0.506][D acc: 0.695 R 0.578 F 0.812][G loss: 1.345 acc: 0.094]
3301 [D loss: 0.523 R 0.488 F 0.558][D acc: 0.742 R 0.766 F 0.719][G loss: 1.343 acc: 0.078]
3302 [D loss: 0.473 R 0.440 F 0.506][D acc: 0.789 R 0.781 F 0.797][G loss: 1.398 acc: 0.078]
3303 [D loss: 0.520 R 0.581 F 0.460][D acc: 0.742 R 0.641 F 0.844][G loss: 1.327 acc: 0.141]
3304 [D loss: 0.478 R 0.517 F 0.438][D acc: 0.766 R 0.688 F 0.844][G loss: 1.493 acc: 0.047]
3305 [D loss: 0.500 R 0.432 F 0.569][D acc: 0.742 R 0.703 F 0.781][G loss: 1.389 acc: 0.094]
3306 [D loss: 0.557 R 0.615 F 0.499][D acc: 0.703 R 0.609 F 0.797][G loss: 1.290 acc: 0.141]
3307 [D loss: 0.564 R 0.574 F 0.555][D acc: 0.734 R 0.656 F 0.812][G loss: 1.135 acc: 0.188]
3308 [D loss: 0.540 R 0.482 F 0.599][D acc: 0.742 R 0.703 F 0.781][G loss: 1.419 acc: 0.125]
3309 [D loss: 0.555 R 0.577 F 0.534][D acc: 0.688 R 0.594 F 0.781][G loss: 1.406 acc: 0.078]
3310 [D loss: 0.540 R 0.559 F 0.521][D acc: 0.719 R 0.641 F 0.797][G loss: 1.252 acc: 0.156]
3311 [D loss: 0.548 R 0.577 F 0.520][D acc: 0.719 R 0.625 F 0.812][G loss: 1.371 acc: 0.109]
3312 [D loss: 0.572 R 0.525 F 0.619][D acc: 0.734 R 0.625 F 0.844][G loss: 1.438 acc: 0.078]
3313 [D loss: 0.494 R 0.478 F 0.511][D acc: 0.750 R 0.656 F 0.844][G loss: 1.476 acc: 0.047]
3314 [D loss: 0.563 R 0.609 F 0.516][D acc: 0.711 R 0.625 F 0.797][G loss: 1.340 acc: 0.078]
3315 [D loss: 0.601 R 0.573 F 0.628][D acc: 0.742 R 0.672 F 0.812][G loss: 1.322 acc: 0.062]
3316 [D loss: 0.476 R 0.538 F 0.414][D acc: 0.797 R 0.703 F 0.891][G loss: 1.471 acc: 0.078]
3317 [D loss: 0.538 R 0.603 F 0.473][D acc: 0.703 R 0.625 F 0.781][G loss: 1.433 acc: 0.125]
3318 [D loss: 0.611 R 0.518 F 0.704][D acc: 0.664 R 0.641 F 0.688][G loss: 1.353 acc: 0.125]
3319 [D loss: 0.441 R 0.468 F 0.414][D acc: 0.812 R 0.734 F 0.891][G loss: 1.431 acc: 0.094]
3320 [D loss: 0.604 R 0.577 F 0.630][D acc: 0.695 R 0.688 F 0.703][G loss: 1.368 acc: 0.141]
3321 [D loss: 0.636 R 0.587 F 0.685][D acc: 0.711 R 0.641 F 0.781][G loss: 1.356 acc: 0.094]
3322 [D loss: 0.524 R 0.563 F 0.486][D acc: 0.773 R 0.688 F 0.859][G loss: 1.379 acc: 0.109]
3323 [D loss: 0.493 R 0.516 F 0.470][D acc: 0.773 R 0.734 F 0.812][G loss: 1.351 acc: 0.125]
3324 [D loss: 0.438 R 0.444 F 0.432][D acc: 0.805 R 0.719 F 0.891][G loss: 1.203 acc: 0.109]
3325 [D loss: 0.423 R 0.363 F 0.482][D acc: 0.812 R 0.797 F 0.828][G loss: 1.482 acc: 0.109]
3326 [D loss: 0.658 R 0.546 F 0.770][D acc: 0.664 R 0.672 F 0.656][G loss: 1.398 acc: 0.062]
3327 [D loss: 0.571 R 0.639 F 0.503][D acc: 0.664 R 0.531 F 0.797][G loss: 1.332 acc: 0.156]
3328 [D loss: 0.604 R 0.655 F 0.553][D acc: 0.688 R 0.594 F 0.781][G loss: 1.359 acc: 0.078]
3329 [D loss: 0.516 R 0.617 F 0.416][D acc: 0.758 R 0.609 F 0.906][G loss: 1.462 acc: 0.047]
3330 [D loss: 0.581 R 0.655 F 0.508][D acc: 0.711 R 0.594 F 0.828][G loss: 1.255 acc: 0.125]
3331 [D loss: 0.510 R 0.500 F 0.520][D acc: 0.820 R 0.781 F 0.859][G loss: 1.243 acc: 0.188]
3332 [D loss: 0.532 R 0.509 F 0.555][D acc: 0.703 R 0.656 F 0.750][G loss: 1.190 acc: 0.188]
3333 [D loss: 0.605 R 0.642 F 0.568][D acc: 0.672 R 0.594 F 0.750][G loss: 1.182 acc: 0.188]
3334 [D loss: 0.598 R 0.546 F 0.650][D acc: 0.727 R 0.688 F 0.766][G loss: 1.112 acc: 0.188]
3335 [D loss: 0.640 R 0.599 F 0.681][D acc: 0.656 R 0.609 F 0.703][G loss: 1.340 acc: 0.078]
3336 [D loss: 0.522 R 0.502 F 0.541][D acc: 0.750 R 0.672 F 0.828][G loss: 1.257 acc: 0.109]
3337 [D loss: 0.545 R 0.585 F 0.504][D acc: 0.719 R 0.641 F 0.797][G loss: 1.231 acc: 0.094]
3338 [D loss: 0.496 R 0.444 F 0.548][D acc: 0.742 R 0.734 F 0.750][G loss: 1.174 acc: 0.172]
3339 [D loss: 0.601 R 0.669 F 0.533][D acc: 0.680 R 0.562 F 0.797][G loss: 1.255 acc: 0.172]
3340 [D loss: 0.524 R 0.600 F 0.447][D acc: 0.711 R 0.594 F 0.828][G loss: 1.181 acc: 0.188]
3341 [D loss: 0.586 R 0.597 F 0.575][D acc: 0.695 R 0.594 F 0.797][G loss: 1.065 acc: 0.141]
3342 [D loss: 0.487 R 0.450 F 0.524][D acc: 0.742 R 0.672 F 0.812][G loss: 1.379 acc: 0.172]
3343 [D loss: 0.556 R 0.471 F 0.641][D acc: 0.656 R 0.656 F 0.656][G loss: 1.342 acc: 0.125]
3344 [D loss: 0.562 R 0.638 F 0.487][D acc: 0.695 R 0.594 F 0.797][G loss: 1.308 acc: 0.031]
3345 [D loss: 0.542 R 0.614 F 0.470][D acc: 0.695 R 0.594 F 0.797][G loss: 1.412 acc: 0.141]
3346 [D loss: 0.497 R 0.507 F 0.486][D acc: 0.742 R 0.656 F 0.828][G loss: 1.377 acc: 0.109]
3347 [D loss: 0.633 R 0.592 F 0.675][D acc: 0.672 R 0.625 F 0.719][G loss: 1.264 acc: 0.156]
3348 [D loss: 0.564 R 0.576 F 0.552][D acc: 0.688 R 0.609 F 0.766][G loss: 1.257 acc: 0.078]
3349 [D loss: 0.567 R 0.508 F 0.626][D acc: 0.734 R 0.734 F 0.734][G loss: 1.247 acc: 0.109]
3350 [D loss: 0.550 R 0.630 F 0.469][D acc: 0.727 R 0.578 F 0.875][G loss: 1.322 acc: 0.094]
3351 [D loss: 0.547 R 0.640 F 0.454][D acc: 0.711 R 0.562 F 0.859][G loss: 1.279 acc: 0.188]
3352 [D loss: 0.509 R 0.514 F 0.503][D acc: 0.758 R 0.656 F 0.859][G loss: 1.264 acc: 0.125]
3353 [D loss: 0.532 R 0.447 F 0.617][D acc: 0.742 R 0.734 F 0.750][G loss: 1.256 acc: 0.125]
3354 [D loss: 0.569 R 0.656 F 0.482][D acc: 0.703 R 0.562 F 0.844][G loss: 1.134 acc: 0.188]
3355 [D loss: 0.560 R 0.554 F 0.566][D acc: 0.742 R 0.703 F 0.781][G loss: 1.316 acc: 0.141]
3356 [D loss: 0.542 R 0.530 F 0.553][D acc: 0.680 R 0.625 F 0.734][G loss: 1.238 acc: 0.125]
3357 [D loss: 0.515 R 0.514 F 0.516][D acc: 0.727 R 0.688 F 0.766][G loss: 1.359 acc: 0.062]
3358 [D loss: 0.570 R 0.477 F 0.664][D acc: 0.734 R 0.688 F 0.781][G loss: 1.425 acc: 0.062]
3359 [D loss: 0.630 R 0.664 F 0.597][D acc: 0.648 R 0.562 F 0.734][G loss: 1.249 acc: 0.094]
3360 [D loss: 0.644 R 0.821 F 0.467][D acc: 0.656 R 0.469 F 0.844][G loss: 1.263 acc: 0.047]
3361 [D loss: 0.519 R 0.542 F 0.495][D acc: 0.711 R 0.641 F 0.781][G loss: 1.226 acc: 0.188]
3362 [D loss: 0.507 R 0.523 F 0.490][D acc: 0.719 R 0.625 F 0.812][G loss: 1.258 acc: 0.125]
3363 [D loss: 0.549 R 0.479 F 0.619][D acc: 0.727 R 0.703 F 0.750][G loss: 1.155 acc: 0.125]
3364 [D loss: 0.527 R 0.575 F 0.479][D acc: 0.703 R 0.594 F 0.812][G loss: 1.321 acc: 0.109]
3365 [D loss: 0.526 R 0.624 F 0.428][D acc: 0.727 R 0.562 F 0.891][G loss: 1.147 acc: 0.250]
3366 [D loss: 0.624 R 0.535 F 0.713][D acc: 0.688 R 0.688 F 0.688][G loss: 1.353 acc: 0.078]
3367 [D loss: 0.620 R 0.659 F 0.582][D acc: 0.648 R 0.547 F 0.750][G loss: 1.235 acc: 0.141]
3368 [D loss: 0.549 R 0.610 F 0.487][D acc: 0.805 R 0.688 F 0.922][G loss: 1.158 acc: 0.172]
3369 [D loss: 0.542 R 0.549 F 0.535][D acc: 0.688 R 0.594 F 0.781][G loss: 1.360 acc: 0.078]
3370 [D loss: 0.527 R 0.524 F 0.530][D acc: 0.734 R 0.688 F 0.781][G loss: 1.367 acc: 0.094]
3371 [D loss: 0.612 R 0.695 F 0.528][D acc: 0.703 R 0.578 F 0.828][G loss: 1.242 acc: 0.125]
3372 [D loss: 0.590 R 0.519 F 0.660][D acc: 0.695 R 0.672 F 0.719][G loss: 1.305 acc: 0.188]
3373 [D loss: 0.645 R 0.748 F 0.542][D acc: 0.656 R 0.516 F 0.797][G loss: 1.215 acc: 0.141]
3374 [D loss: 0.607 R 0.624 F 0.590][D acc: 0.656 R 0.594 F 0.719][G loss: 1.334 acc: 0.125]
3375 [D loss: 0.523 R 0.643 F 0.404][D acc: 0.727 R 0.562 F 0.891][G loss: 1.237 acc: 0.125]
3376 [D loss: 0.525 R 0.505 F 0.544][D acc: 0.727 R 0.719 F 0.734][G loss: 1.257 acc: 0.234]
3377 [D loss: 0.562 R 0.548 F 0.575][D acc: 0.727 R 0.656 F 0.797][G loss: 1.304 acc: 0.125]
3378 [D loss: 0.595 R 0.614 F 0.576][D acc: 0.680 R 0.594 F 0.766][G loss: 1.348 acc: 0.078]
3379 [D loss: 0.584 R 0.536 F 0.632][D acc: 0.711 R 0.672 F 0.750][G loss: 1.320 acc: 0.125]
3380 [D loss: 0.586 R 0.671 F 0.502][D acc: 0.672 R 0.578 F 0.766][G loss: 1.259 acc: 0.125]
3381 [D loss: 0.594 R 0.543 F 0.645][D acc: 0.648 R 0.672 F 0.625][G loss: 1.265 acc: 0.109]
3382 [D loss: 0.608 R 0.556 F 0.661][D acc: 0.680 R 0.641 F 0.719][G loss: 1.218 acc: 0.156]
3383 [D loss: 0.619 R 0.650 F 0.587][D acc: 0.703 R 0.625 F 0.781][G loss: 1.232 acc: 0.141]
3384 [D loss: 0.649 R 0.708 F 0.591][D acc: 0.664 R 0.562 F 0.766][G loss: 1.214 acc: 0.141]
3385 [D loss: 0.626 R 0.664 F 0.588][D acc: 0.664 R 0.578 F 0.750][G loss: 1.202 acc: 0.141]
3386 [D loss: 0.561 R 0.593 F 0.528][D acc: 0.695 R 0.562 F 0.828][G loss: 1.218 acc: 0.062]
3387 [D loss: 0.596 R 0.638 F 0.554][D acc: 0.672 R 0.578 F 0.766][G loss: 1.183 acc: 0.188]
3388 [D loss: 0.549 R 0.599 F 0.499][D acc: 0.719 R 0.578 F 0.859][G loss: 1.127 acc: 0.125]
3389 [D loss: 0.543 R 0.493 F 0.593][D acc: 0.664 R 0.656 F 0.672][G loss: 1.153 acc: 0.203]
3390 [D loss: 0.552 R 0.501 F 0.603][D acc: 0.758 R 0.734 F 0.781][G loss: 1.248 acc: 0.047]
3391 [D loss: 0.520 R 0.526 F 0.515][D acc: 0.758 R 0.719 F 0.797][G loss: 1.232 acc: 0.078]
3392 [D loss: 0.480 R 0.436 F 0.525][D acc: 0.758 R 0.719 F 0.797][G loss: 1.200 acc: 0.125]
3393 [D loss: 0.499 R 0.476 F 0.523][D acc: 0.766 R 0.719 F 0.812][G loss: 1.370 acc: 0.078]
3394 [D loss: 0.524 R 0.541 F 0.507][D acc: 0.750 R 0.672 F 0.828][G loss: 1.156 acc: 0.156]
3395 [D loss: 0.623 R 0.523 F 0.722][D acc: 0.680 R 0.594 F 0.766][G loss: 1.206 acc: 0.109]
3396 [D loss: 0.528 R 0.505 F 0.551][D acc: 0.750 R 0.719 F 0.781][G loss: 1.176 acc: 0.203]
3397 [D loss: 0.577 R 0.517 F 0.636][D acc: 0.695 R 0.609 F 0.781][G loss: 1.234 acc: 0.141]
3398 [D loss: 0.660 R 0.660 F 0.661][D acc: 0.688 R 0.594 F 0.781][G loss: 1.261 acc: 0.109]
3399 [D loss: 0.601 R 0.688 F 0.514][D acc: 0.680 R 0.500 F 0.859][G loss: 1.234 acc: 0.078]
3400 [D loss: 0.498 R 0.550 F 0.446][D acc: 0.719 R 0.578 F 0.859][G loss: 1.345 acc: 0.047]
3401 [D loss: 0.532 R 0.490 F 0.573][D acc: 0.742 R 0.656 F 0.828][G loss: 1.349 acc: 0.109]
3402 [D loss: 0.531 R 0.579 F 0.483][D acc: 0.750 R 0.641 F 0.859][G loss: 1.246 acc: 0.141]
3403 [D loss: 0.632 R 0.571 F 0.693][D acc: 0.711 R 0.688 F 0.734][G loss: 1.246 acc: 0.109]
3404 [D loss: 0.537 R 0.564 F 0.510][D acc: 0.758 R 0.656 F 0.859][G loss: 1.401 acc: 0.062]
3405 [D loss: 0.531 R 0.494 F 0.568][D acc: 0.703 R 0.656 F 0.750][G loss: 1.228 acc: 0.125]
3406 [D loss: 0.558 R 0.618 F 0.499][D acc: 0.695 R 0.562 F 0.828][G loss: 1.165 acc: 0.156]
3407 [D loss: 0.522 R 0.511 F 0.534][D acc: 0.734 R 0.656 F 0.812][G loss: 1.231 acc: 0.125]
3408 [D loss: 0.601 R 0.598 F 0.605][D acc: 0.672 R 0.609 F 0.734][G loss: 1.240 acc: 0.062]
3409 [D loss: 0.596 R 0.564 F 0.628][D acc: 0.672 R 0.641 F 0.703][G loss: 1.134 acc: 0.156]
3410 [D loss: 0.562 R 0.600 F 0.523][D acc: 0.695 R 0.609 F 0.781][G loss: 1.083 acc: 0.172]
3411 [D loss: 0.506 R 0.499 F 0.513][D acc: 0.742 R 0.672 F 0.812][G loss: 1.337 acc: 0.062]
3412 [D loss: 0.638 R 0.489 F 0.787][D acc: 0.672 R 0.719 F 0.625][G loss: 1.250 acc: 0.078]
3413 [D loss: 0.599 R 0.665 F 0.533][D acc: 0.688 R 0.594 F 0.781][G loss: 1.220 acc: 0.125]
3414 [D loss: 0.564 R 0.607 F 0.520][D acc: 0.672 R 0.516 F 0.828][G loss: 1.231 acc: 0.078]
3415 [D loss: 0.490 R 0.511 F 0.468][D acc: 0.758 R 0.625 F 0.891][G loss: 1.179 acc: 0.109]
3416 [D loss: 0.531 R 0.507 F 0.554][D acc: 0.750 R 0.688 F 0.812][G loss: 1.429 acc: 0.062]
3417 [D loss: 0.606 R 0.547 F 0.664][D acc: 0.695 R 0.656 F 0.734][G loss: 1.294 acc: 0.156]
3418 [D loss: 0.497 R 0.502 F 0.491][D acc: 0.750 R 0.672 F 0.828][G loss: 1.262 acc: 0.125]
3419 [D loss: 0.482 R 0.496 F 0.467][D acc: 0.797 R 0.750 F 0.844][G loss: 1.438 acc: 0.062]
3420 [D loss: 0.480 R 0.456 F 0.504][D acc: 0.805 R 0.734 F 0.875][G loss: 1.373 acc: 0.047]
3421 [D loss: 0.612 R 0.668 F 0.556][D acc: 0.656 R 0.547 F 0.766][G loss: 1.283 acc: 0.094]
3422 [D loss: 0.541 R 0.583 F 0.499][D acc: 0.695 R 0.594 F 0.797][G loss: 1.315 acc: 0.094]
3423 [D loss: 0.441 R 0.433 F 0.450][D acc: 0.812 R 0.766 F 0.859][G loss: 1.385 acc: 0.125]
3424 [D loss: 0.477 R 0.421 F 0.533][D acc: 0.781 R 0.766 F 0.797][G loss: 1.562 acc: 0.047]
3425 [D loss: 0.535 R 0.550 F 0.521][D acc: 0.766 R 0.688 F 0.844][G loss: 1.542 acc: 0.109]
3426 [D loss: 0.516 R 0.599 F 0.434][D acc: 0.727 R 0.609 F 0.844][G loss: 1.436 acc: 0.062]
3427 [D loss: 0.464 R 0.516 F 0.411][D acc: 0.758 R 0.625 F 0.891][G loss: 1.501 acc: 0.094]
3428 [D loss: 0.582 R 0.554 F 0.610][D acc: 0.688 R 0.641 F 0.734][G loss: 1.290 acc: 0.094]
3429 [D loss: 0.680 R 0.647 F 0.714][D acc: 0.625 R 0.641 F 0.609][G loss: 1.366 acc: 0.094]
3430 [D loss: 0.608 R 0.763 F 0.453][D acc: 0.695 R 0.484 F 0.906][G loss: 1.273 acc: 0.109]
3431 [D loss: 0.564 R 0.529 F 0.599][D acc: 0.688 R 0.672 F 0.703][G loss: 1.390 acc: 0.125]
3432 [D loss: 0.513 R 0.536 F 0.490][D acc: 0.734 R 0.641 F 0.828][G loss: 1.342 acc: 0.062]
3433 [D loss: 0.647 R 0.695 F 0.600][D acc: 0.695 R 0.578 F 0.812][G loss: 1.224 acc: 0.188]
3434 [D loss: 0.476 R 0.400 F 0.551][D acc: 0.789 R 0.766 F 0.812][G loss: 1.272 acc: 0.094]
3435 [D loss: 0.586 R 0.688 F 0.483][D acc: 0.680 R 0.547 F 0.812][G loss: 1.326 acc: 0.078]
3436 [D loss: 0.514 R 0.586 F 0.442][D acc: 0.750 R 0.625 F 0.875][G loss: 1.446 acc: 0.078]
3437 [D loss: 0.592 R 0.530 F 0.654][D acc: 0.727 R 0.672 F 0.781][G loss: 1.211 acc: 0.172]
3438 [D loss: 0.509 R 0.529 F 0.489][D acc: 0.750 R 0.656 F 0.844][G loss: 1.360 acc: 0.125]
3439 [D loss: 0.466 R 0.513 F 0.420][D acc: 0.789 R 0.703 F 0.875][G loss: 1.421 acc: 0.125]
3440 [D loss: 0.531 R 0.501 F 0.562][D acc: 0.719 R 0.734 F 0.703][G loss: 1.267 acc: 0.109]
3441 [D loss: 0.503 R 0.470 F 0.536][D acc: 0.781 R 0.719 F 0.844][G loss: 1.272 acc: 0.078]
3442 [D loss: 0.562 R 0.608 F 0.517][D acc: 0.727 R 0.672 F 0.781][G loss: 1.428 acc: 0.141]
3443 [D loss: 0.505 R 0.419 F 0.592][D acc: 0.750 R 0.766 F 0.734][G loss: 1.449 acc: 0.125]
3444 [D loss: 0.513 R 0.441 F 0.586][D acc: 0.727 R 0.750 F 0.703][G loss: 1.609 acc: 0.016]
3445 [D loss: 0.508 R 0.563 F 0.453][D acc: 0.766 R 0.672 F 0.859][G loss: 1.389 acc: 0.047]
3446 [D loss: 0.473 R 0.529 F 0.418][D acc: 0.750 R 0.672 F 0.828][G loss: 1.621 acc: 0.062]
3447 [D loss: 0.611 R 0.604 F 0.618][D acc: 0.695 R 0.641 F 0.750][G loss: 1.417 acc: 0.094]
3448 [D loss: 0.538 R 0.600 F 0.476][D acc: 0.727 R 0.625 F 0.828][G loss: 1.560 acc: 0.062]
3449 [D loss: 0.506 R 0.543 F 0.470][D acc: 0.773 R 0.672 F 0.875][G loss: 1.298 acc: 0.094]
3450 [D loss: 0.644 R 0.573 F 0.716][D acc: 0.703 R 0.625 F 0.781][G loss: 1.279 acc: 0.141]
3451 [D loss: 0.592 R 0.574 F 0.609][D acc: 0.672 R 0.609 F 0.734][G loss: 1.257 acc: 0.125]
3452 [D loss: 0.562 R 0.522 F 0.602][D acc: 0.758 R 0.719 F 0.797][G loss: 1.263 acc: 0.203]
3453 [D loss: 0.611 R 0.624 F 0.597][D acc: 0.664 R 0.562 F 0.766][G loss: 1.199 acc: 0.156]
3454 [D loss: 0.589 R 0.666 F 0.512][D acc: 0.719 R 0.625 F 0.812][G loss: 1.246 acc: 0.094]
3455 [D loss: 0.537 R 0.577 F 0.496][D acc: 0.734 R 0.672 F 0.797][G loss: 1.171 acc: 0.219]
3456 [D loss: 0.653 R 0.639 F 0.667][D acc: 0.641 R 0.609 F 0.672][G loss: 1.312 acc: 0.078]
3457 [D loss: 0.552 R 0.615 F 0.489][D acc: 0.719 R 0.609 F 0.828][G loss: 1.283 acc: 0.141]
3458 [D loss: 0.577 R 0.618 F 0.536][D acc: 0.703 R 0.578 F 0.828][G loss: 1.331 acc: 0.109]
3459 [D loss: 0.600 R 0.692 F 0.508][D acc: 0.648 R 0.500 F 0.797][G loss: 1.120 acc: 0.156]
3460 [D loss: 0.553 R 0.561 F 0.545][D acc: 0.750 R 0.672 F 0.828][G loss: 1.328 acc: 0.094]
3461 [D loss: 0.518 R 0.453 F 0.583][D acc: 0.734 R 0.750 F 0.719][G loss: 1.309 acc: 0.078]
3462 [D loss: 0.579 R 0.647 F 0.511][D acc: 0.695 R 0.562 F 0.828][G loss: 1.237 acc: 0.156]
3463 [D loss: 0.511 R 0.558 F 0.463][D acc: 0.703 R 0.578 F 0.828][G loss: 1.282 acc: 0.078]
3464 [D loss: 0.458 R 0.469 F 0.447][D acc: 0.773 R 0.734 F 0.812][G loss: 1.393 acc: 0.078]
3465 [D loss: 0.670 R 0.592 F 0.748][D acc: 0.570 R 0.594 F 0.547][G loss: 1.224 acc: 0.172]
3466 [D loss: 0.568 R 0.659 F 0.477][D acc: 0.695 R 0.609 F 0.781][G loss: 1.193 acc: 0.094]
3467 [D loss: 0.545 R 0.580 F 0.510][D acc: 0.734 R 0.641 F 0.828][G loss: 1.357 acc: 0.125]
3468 [D loss: 0.565 R 0.614 F 0.516][D acc: 0.703 R 0.609 F 0.797][G loss: 1.274 acc: 0.141]
3469 [D loss: 0.592 R 0.593 F 0.590][D acc: 0.719 R 0.656 F 0.781][G loss: 1.180 acc: 0.172]
3470 [D loss: 0.576 R 0.570 F 0.582][D acc: 0.711 R 0.609 F 0.812][G loss: 1.156 acc: 0.094]
3471 [D loss: 0.512 R 0.551 F 0.473][D acc: 0.734 R 0.641 F 0.828][G loss: 1.319 acc: 0.109]
3472 [D loss: 0.480 R 0.444 F 0.517][D acc: 0.758 R 0.734 F 0.781][G loss: 1.333 acc: 0.109]
3473 [D loss: 0.586 R 0.614 F 0.558][D acc: 0.695 R 0.594 F 0.797][G loss: 1.407 acc: 0.078]
3474 [D loss: 0.560 R 0.621 F 0.499][D acc: 0.680 R 0.578 F 0.781][G loss: 1.245 acc: 0.125]
3475 [D loss: 0.566 R 0.585 F 0.547][D acc: 0.672 R 0.609 F 0.734][G loss: 1.214 acc: 0.125]
3476 [D loss: 0.534 R 0.557 F 0.512][D acc: 0.758 R 0.672 F 0.844][G loss: 1.333 acc: 0.031]
3477 [D loss: 0.564 R 0.539 F 0.588][D acc: 0.695 R 0.688 F 0.703][G loss: 1.169 acc: 0.156]
3478 [D loss: 0.568 R 0.544 F 0.593][D acc: 0.711 R 0.609 F 0.812][G loss: 1.196 acc: 0.172]
3479 [D loss: 0.567 R 0.648 F 0.487][D acc: 0.695 R 0.562 F 0.828][G loss: 1.198 acc: 0.109]
3480 [D loss: 0.544 R 0.553 F 0.535][D acc: 0.758 R 0.703 F 0.812][G loss: 1.164 acc: 0.125]
3481 [D loss: 0.566 R 0.602 F 0.530][D acc: 0.703 R 0.578 F 0.828][G loss: 1.303 acc: 0.141]
3482 [D loss: 0.579 R 0.553 F 0.605][D acc: 0.703 R 0.641 F 0.766][G loss: 1.306 acc: 0.078]
3483 [D loss: 0.613 R 0.579 F 0.648][D acc: 0.641 R 0.562 F 0.719][G loss: 1.236 acc: 0.062]
3484 [D loss: 0.624 R 0.583 F 0.664][D acc: 0.750 R 0.656 F 0.844][G loss: 1.248 acc: 0.062]
3485 [D loss: 0.612 R 0.740 F 0.485][D acc: 0.633 R 0.406 F 0.859][G loss: 1.292 acc: 0.078]
3486 [D loss: 0.570 R 0.653 F 0.488][D acc: 0.664 R 0.500 F 0.828][G loss: 1.239 acc: 0.094]
3487 [D loss: 0.607 R 0.720 F 0.493][D acc: 0.641 R 0.484 F 0.797][G loss: 1.270 acc: 0.078]
3488 [D loss: 0.504 R 0.478 F 0.530][D acc: 0.672 R 0.594 F 0.750][G loss: 1.385 acc: 0.047]
3489 [D loss: 0.570 R 0.585 F 0.555][D acc: 0.703 R 0.625 F 0.781][G loss: 1.134 acc: 0.203]
3490 [D loss: 0.600 R 0.590 F 0.609][D acc: 0.664 R 0.656 F 0.672][G loss: 1.207 acc: 0.141]
3491 [D loss: 0.596 R 0.651 F 0.542][D acc: 0.688 R 0.578 F 0.797][G loss: 1.204 acc: 0.047]
3492 [D loss: 0.579 R 0.543 F 0.615][D acc: 0.688 R 0.641 F 0.734][G loss: 1.241 acc: 0.078]
3493 [D loss: 0.542 R 0.603 F 0.481][D acc: 0.664 R 0.547 F 0.781][G loss: 1.289 acc: 0.109]
3494 [D loss: 0.545 R 0.634 F 0.456][D acc: 0.672 R 0.531 F 0.812][G loss: 1.236 acc: 0.094]
3495 [D loss: 0.568 R 0.611 F 0.525][D acc: 0.680 R 0.625 F 0.734][G loss: 1.243 acc: 0.047]
3496 [D loss: 0.532 R 0.522 F 0.541][D acc: 0.758 R 0.703 F 0.812][G loss: 1.514 acc: 0.094]
3497 [D loss: 0.580 R 0.539 F 0.621][D acc: 0.688 R 0.656 F 0.719][G loss: 1.346 acc: 0.094]
3498 [D loss: 0.518 R 0.561 F 0.476][D acc: 0.711 R 0.609 F 0.812][G loss: 1.386 acc: 0.047]
3499 [D loss: 0.606 R 0.654 F 0.559][D acc: 0.656 R 0.516 F 0.797][G loss: 1.373 acc: 0.094]
3500 [D loss: 0.550 R 0.600 F 0.499][D acc: 0.688 R 0.594 F 0.781][G loss: 1.232 acc: 0.141]
3501 [D loss: 0.633 R 0.677 F 0.590][D acc: 0.672 R 0.531 F 0.812][G loss: 1.341 acc: 0.094]
3502 [D loss: 0.545 R 0.555 F 0.535][D acc: 0.750 R 0.672 F 0.828][G loss: 1.227 acc: 0.109]
3503 [D loss: 0.528 R 0.519 F 0.538][D acc: 0.766 R 0.719 F 0.812][G loss: 1.256 acc: 0.125]
3504 [D loss: 0.494 R 0.522 F 0.466][D acc: 0.805 R 0.734 F 0.875][G loss: 1.255 acc: 0.141]
3505 [D loss: 0.513 R 0.482 F 0.545][D acc: 0.727 R 0.641 F 0.812][G loss: 1.415 acc: 0.047]
3506 [D loss: 0.526 R 0.559 F 0.493][D acc: 0.695 R 0.594 F 0.797][G loss: 1.448 acc: 0.125]
3507 [D loss: 0.553 R 0.615 F 0.492][D acc: 0.727 R 0.609 F 0.844][G loss: 1.453 acc: 0.094]
3508 [D loss: 0.570 R 0.415 F 0.725][D acc: 0.734 R 0.750 F 0.719][G loss: 1.321 acc: 0.094]
3509 [D loss: 0.599 R 0.626 F 0.571][D acc: 0.695 R 0.547 F 0.844][G loss: 1.283 acc: 0.094]
3510 [D loss: 0.534 R 0.525 F 0.542][D acc: 0.742 R 0.656 F 0.828][G loss: 1.345 acc: 0.078]
3511 [D loss: 0.545 R 0.553 F 0.537][D acc: 0.703 R 0.625 F 0.781][G loss: 1.440 acc: 0.109]
3512 [D loss: 0.503 R 0.561 F 0.444][D acc: 0.734 R 0.594 F 0.875][G loss: 1.349 acc: 0.078]
3513 [D loss: 0.621 R 0.684 F 0.558][D acc: 0.641 R 0.500 F 0.781][G loss: 1.352 acc: 0.141]
3514 [D loss: 0.626 R 0.678 F 0.575][D acc: 0.648 R 0.531 F 0.766][G loss: 1.306 acc: 0.062]
3515 [D loss: 0.577 R 0.666 F 0.489][D acc: 0.695 R 0.562 F 0.828][G loss: 1.251 acc: 0.094]
3516 [D loss: 0.601 R 0.628 F 0.573][D acc: 0.648 R 0.547 F 0.750][G loss: 1.268 acc: 0.125]
3517 [D loss: 0.611 R 0.685 F 0.537][D acc: 0.641 R 0.453 F 0.828][G loss: 1.278 acc: 0.094]
3518 [D loss: 0.494 R 0.493 F 0.495][D acc: 0.758 R 0.672 F 0.844][G loss: 1.193 acc: 0.125]
3519 [D loss: 0.540 R 0.628 F 0.452][D acc: 0.742 R 0.625 F 0.859][G loss: 1.236 acc: 0.125]
3520 [D loss: 0.568 R 0.524 F 0.612][D acc: 0.711 R 0.641 F 0.781][G loss: 1.289 acc: 0.047]
3521 [D loss: 0.577 R 0.681 F 0.473][D acc: 0.703 R 0.531 F 0.875][G loss: 1.230 acc: 0.078]
3522 [D loss: 0.499 R 0.433 F 0.566][D acc: 0.797 R 0.734 F 0.859][G loss: 1.258 acc: 0.109]
3523 [D loss: 0.479 R 0.485 F 0.472][D acc: 0.781 R 0.703 F 0.859][G loss: 1.386 acc: 0.078]
3524 [D loss: 0.612 R 0.696 F 0.528][D acc: 0.664 R 0.547 F 0.781][G loss: 1.135 acc: 0.141]
3525 [D loss: 0.542 R 0.586 F 0.497][D acc: 0.734 R 0.625 F 0.844][G loss: 1.314 acc: 0.094]
3526 [D loss: 0.568 R 0.564 F 0.572][D acc: 0.688 R 0.594 F 0.781][G loss: 1.193 acc: 0.109]
3527 [D loss: 0.533 R 0.596 F 0.470][D acc: 0.711 R 0.578 F 0.844][G loss: 1.212 acc: 0.125]
3528 [D loss: 0.660 R 0.659 F 0.662][D acc: 0.648 R 0.531 F 0.766][G loss: 1.157 acc: 0.078]
3529 [D loss: 0.516 R 0.526 F 0.505][D acc: 0.727 R 0.625 F 0.828][G loss: 1.289 acc: 0.141]
3530 [D loss: 0.520 R 0.577 F 0.463][D acc: 0.719 R 0.609 F 0.828][G loss: 1.308 acc: 0.094]
3531 [D loss: 0.529 R 0.579 F 0.479][D acc: 0.695 R 0.594 F 0.797][G loss: 1.175 acc: 0.109]
3532 [D loss: 0.543 R 0.546 F 0.540][D acc: 0.703 R 0.609 F 0.797][G loss: 1.147 acc: 0.141]
3533 [D loss: 0.571 R 0.496 F 0.646][D acc: 0.695 R 0.719 F 0.672][G loss: 1.134 acc: 0.156]
3534 [D loss: 0.562 R 0.609 F 0.515][D acc: 0.742 R 0.625 F 0.859][G loss: 1.084 acc: 0.141]
3535 [D loss: 0.648 R 0.605 F 0.690][D acc: 0.594 R 0.531 F 0.656][G loss: 1.222 acc: 0.078]
3536 [D loss: 0.588 R 0.610 F 0.566][D acc: 0.711 R 0.609 F 0.812][G loss: 1.255 acc: 0.094]
3537 [D loss: 0.573 R 0.661 F 0.485][D acc: 0.664 R 0.516 F 0.812][G loss: 1.198 acc: 0.125]
3538 [D loss: 0.498 R 0.538 F 0.458][D acc: 0.719 R 0.656 F 0.781][G loss: 1.348 acc: 0.125]
3539 [D loss: 0.594 R 0.657 F 0.530][D acc: 0.656 R 0.531 F 0.781][G loss: 1.315 acc: 0.109]
3540 [D loss: 0.623 R 0.645 F 0.600][D acc: 0.688 R 0.547 F 0.828][G loss: 1.322 acc: 0.078]
3541 [D loss: 0.543 R 0.561 F 0.524][D acc: 0.703 R 0.547 F 0.859][G loss: 1.211 acc: 0.172]
3542 [D loss: 0.488 R 0.488 F 0.487][D acc: 0.773 R 0.719 F 0.828][G loss: 1.198 acc: 0.156]
3543 [D loss: 0.586 R 0.614 F 0.558][D acc: 0.727 R 0.625 F 0.828][G loss: 1.279 acc: 0.094]
3544 [D loss: 0.637 R 0.653 F 0.620][D acc: 0.711 R 0.562 F 0.859][G loss: 1.152 acc: 0.188]
3545 [D loss: 0.630 R 0.551 F 0.708][D acc: 0.648 R 0.641 F 0.656][G loss: 1.048 acc: 0.172]
3546 [D loss: 0.608 R 0.579 F 0.636][D acc: 0.609 R 0.547 F 0.672][G loss: 1.222 acc: 0.047]
3547 [D loss: 0.581 R 0.513 F 0.648][D acc: 0.719 R 0.672 F 0.766][G loss: 1.228 acc: 0.078]
3548 [D loss: 0.472 R 0.498 F 0.446][D acc: 0.766 R 0.656 F 0.875][G loss: 1.374 acc: 0.078]
3549 [D loss: 0.554 R 0.659 F 0.449][D acc: 0.711 R 0.531 F 0.891][G loss: 1.269 acc: 0.094]
3550 [D loss: 0.598 R 0.591 F 0.606][D acc: 0.680 R 0.609 F 0.750][G loss: 1.258 acc: 0.094]
3551 [D loss: 0.604 R 0.637 F 0.571][D acc: 0.711 R 0.578 F 0.844][G loss: 1.192 acc: 0.094]
3552 [D loss: 0.593 R 0.635 F 0.550][D acc: 0.727 R 0.656 F 0.797][G loss: 1.283 acc: 0.047]
3553 [D loss: 0.636 R 0.657 F 0.615][D acc: 0.602 R 0.500 F 0.703][G loss: 1.270 acc: 0.078]
3554 [D loss: 0.586 R 0.522 F 0.651][D acc: 0.734 R 0.688 F 0.781][G loss: 1.073 acc: 0.156]
3555 [D loss: 0.582 R 0.625 F 0.540][D acc: 0.695 R 0.547 F 0.844][G loss: 1.118 acc: 0.141]
3556 [D loss: 0.515 R 0.527 F 0.503][D acc: 0.742 R 0.688 F 0.797][G loss: 1.257 acc: 0.109]
3557 [D loss: 0.496 R 0.453 F 0.539][D acc: 0.766 R 0.750 F 0.781][G loss: 1.210 acc: 0.156]
3558 [D loss: 0.569 R 0.556 F 0.583][D acc: 0.656 R 0.641 F 0.672][G loss: 1.201 acc: 0.141]
3559 [D loss: 0.565 R 0.628 F 0.502][D acc: 0.672 R 0.609 F 0.734][G loss: 1.324 acc: 0.047]
3560 [D loss: 0.585 R 0.609 F 0.562][D acc: 0.703 R 0.625 F 0.781][G loss: 1.385 acc: 0.188]
3561 [D loss: 0.558 R 0.605 F 0.511][D acc: 0.688 R 0.594 F 0.781][G loss: 1.255 acc: 0.109]
3562 [D loss: 0.593 R 0.527 F 0.659][D acc: 0.680 R 0.672 F 0.688][G loss: 1.239 acc: 0.125]
3563 [D loss: 0.556 R 0.491 F 0.620][D acc: 0.672 R 0.656 F 0.688][G loss: 1.226 acc: 0.094]
3564 [D loss: 0.589 R 0.597 F 0.582][D acc: 0.648 R 0.609 F 0.688][G loss: 1.266 acc: 0.109]
3565 [D loss: 0.620 R 0.636 F 0.604][D acc: 0.695 R 0.578 F 0.812][G loss: 1.222 acc: 0.094]
3566 [D loss: 0.496 R 0.527 F 0.465][D acc: 0.766 R 0.656 F 0.875][G loss: 1.317 acc: 0.062]
3567 [D loss: 0.565 R 0.502 F 0.629][D acc: 0.727 R 0.734 F 0.719][G loss: 1.231 acc: 0.109]
3568 [D loss: 0.618 R 0.734 F 0.502][D acc: 0.672 R 0.516 F 0.828][G loss: 1.252 acc: 0.094]
3569 [D loss: 0.516 R 0.502 F 0.530][D acc: 0.734 R 0.656 F 0.812][G loss: 1.397 acc: 0.109]
3570 [D loss: 0.516 R 0.504 F 0.529][D acc: 0.742 R 0.703 F 0.781][G loss: 1.503 acc: 0.031]
3571 [D loss: 0.555 R 0.442 F 0.669][D acc: 0.727 R 0.750 F 0.703][G loss: 1.353 acc: 0.047]
3572 [D loss: 0.529 R 0.628 F 0.431][D acc: 0.711 R 0.562 F 0.859][G loss: 1.210 acc: 0.156]
3573 [D loss: 0.566 R 0.448 F 0.683][D acc: 0.758 R 0.766 F 0.750][G loss: 1.306 acc: 0.047]
3574 [D loss: 0.476 R 0.522 F 0.431][D acc: 0.773 R 0.688 F 0.859][G loss: 1.214 acc: 0.203]
3575 [D loss: 0.521 R 0.481 F 0.560][D acc: 0.766 R 0.703 F 0.828][G loss: 1.345 acc: 0.125]
3576 [D loss: 0.504 R 0.472 F 0.537][D acc: 0.781 R 0.672 F 0.891][G loss: 1.458 acc: 0.109]
3577 [D loss: 0.542 R 0.639 F 0.446][D acc: 0.727 R 0.609 F 0.844][G loss: 1.268 acc: 0.078]
3578 [D loss: 0.550 R 0.527 F 0.573][D acc: 0.680 R 0.625 F 0.734][G loss: 1.285 acc: 0.125]
3579 [D loss: 0.586 R 0.443 F 0.730][D acc: 0.742 R 0.703 F 0.781][G loss: 1.244 acc: 0.156]
3580 [D loss: 0.553 R 0.534 F 0.573][D acc: 0.734 R 0.688 F 0.781][G loss: 1.426 acc: 0.062]
3581 [D loss: 0.526 R 0.470 F 0.583][D acc: 0.711 R 0.688 F 0.734][G loss: 1.529 acc: 0.047]
3582 [D loss: 0.490 R 0.561 F 0.420][D acc: 0.781 R 0.672 F 0.891][G loss: 1.425 acc: 0.141]
3583 [D loss: 0.597 R 0.474 F 0.719][D acc: 0.719 R 0.688 F 0.750][G loss: 1.462 acc: 0.062]
3584 [D loss: 0.538 R 0.639 F 0.436][D acc: 0.719 R 0.547 F 0.891][G loss: 1.333 acc: 0.156]
3585 [D loss: 0.555 R 0.506 F 0.604][D acc: 0.695 R 0.703 F 0.688][G loss: 1.428 acc: 0.062]
3586 [D loss: 0.554 R 0.654 F 0.455][D acc: 0.711 R 0.562 F 0.859][G loss: 1.348 acc: 0.141]
3587 [D loss: 0.558 R 0.616 F 0.500][D acc: 0.656 R 0.562 F 0.750][G loss: 1.341 acc: 0.125]
3588 [D loss: 0.526 R 0.555 F 0.497][D acc: 0.750 R 0.641 F 0.859][G loss: 1.236 acc: 0.109]
3589 [D loss: 0.562 R 0.510 F 0.614][D acc: 0.695 R 0.688 F 0.703][G loss: 1.356 acc: 0.078]
3590 [D loss: 0.500 R 0.484 F 0.517][D acc: 0.781 R 0.688 F 0.875][G loss: 1.294 acc: 0.125]
3591 [D loss: 0.511 R 0.526 F 0.496][D acc: 0.727 R 0.672 F 0.781][G loss: 1.408 acc: 0.078]
3592 [D loss: 0.540 R 0.553 F 0.527][D acc: 0.680 R 0.578 F 0.781][G loss: 1.336 acc: 0.141]
3593 [D loss: 0.564 R 0.591 F 0.537][D acc: 0.734 R 0.641 F 0.828][G loss: 1.321 acc: 0.062]
3594 [D loss: 0.523 R 0.529 F 0.517][D acc: 0.727 R 0.609 F 0.844][G loss: 1.537 acc: 0.109]
3595 [D loss: 0.449 R 0.433 F 0.465][D acc: 0.805 R 0.766 F 0.844][G loss: 1.620 acc: 0.047]
3596 [D loss: 0.508 R 0.514 F 0.503][D acc: 0.742 R 0.688 F 0.797][G loss: 1.497 acc: 0.062]
3597 [D loss: 0.518 R 0.583 F 0.453][D acc: 0.766 R 0.609 F 0.922][G loss: 1.508 acc: 0.047]
3598 [D loss: 0.557 R 0.547 F 0.568][D acc: 0.672 R 0.641 F 0.703][G loss: 1.463 acc: 0.047]
3599 [D loss: 0.508 R 0.525 F 0.492][D acc: 0.742 R 0.641 F 0.844][G loss: 1.496 acc: 0.062]
3600 [D loss: 0.512 R 0.447 F 0.577][D acc: 0.727 R 0.688 F 0.766][G loss: 1.487 acc: 0.109]
3601 [D loss: 0.538 R 0.615 F 0.462][D acc: 0.703 R 0.578 F 0.828][G loss: 1.307 acc: 0.109]
3602 [D loss: 0.521 R 0.486 F 0.557][D acc: 0.742 R 0.672 F 0.812][G loss: 1.328 acc: 0.125]
3603 [D loss: 0.511 R 0.606 F 0.417][D acc: 0.766 R 0.656 F 0.875][G loss: 1.324 acc: 0.156]
3604 [D loss: 0.549 R 0.533 F 0.566][D acc: 0.719 R 0.688 F 0.750][G loss: 1.371 acc: 0.078]
3605 [D loss: 0.549 R 0.499 F 0.599][D acc: 0.719 R 0.688 F 0.750][G loss: 1.351 acc: 0.141]
3606 [D loss: 0.538 R 0.588 F 0.488][D acc: 0.727 R 0.672 F 0.781][G loss: 1.428 acc: 0.125]
3607 [D loss: 0.580 R 0.581 F 0.579][D acc: 0.695 R 0.594 F 0.797][G loss: 1.374 acc: 0.109]
3608 [D loss: 0.520 R 0.571 F 0.468][D acc: 0.758 R 0.656 F 0.859][G loss: 1.384 acc: 0.125]
3609 [D loss: 0.488 R 0.543 F 0.432][D acc: 0.766 R 0.656 F 0.875][G loss: 1.334 acc: 0.141]
3610 [D loss: 0.609 R 0.592 F 0.627][D acc: 0.633 R 0.578 F 0.688][G loss: 1.362 acc: 0.094]
3611 [D loss: 0.647 R 0.729 F 0.565][D acc: 0.656 R 0.562 F 0.750][G loss: 1.366 acc: 0.031]
3612 [D loss: 0.527 R 0.571 F 0.484][D acc: 0.734 R 0.625 F 0.844][G loss: 1.413 acc: 0.047]
3613 [D loss: 0.506 R 0.511 F 0.501][D acc: 0.742 R 0.672 F 0.812][G loss: 1.318 acc: 0.078]
3614 [D loss: 0.575 R 0.566 F 0.585][D acc: 0.703 R 0.578 F 0.828][G loss: 1.257 acc: 0.094]
3615 [D loss: 0.513 R 0.528 F 0.499][D acc: 0.758 R 0.641 F 0.875][G loss: 1.256 acc: 0.125]
3616 [D loss: 0.518 R 0.421 F 0.615][D acc: 0.750 R 0.766 F 0.734][G loss: 1.318 acc: 0.109]
3617 [D loss: 0.562 R 0.541 F 0.583][D acc: 0.695 R 0.656 F 0.734][G loss: 1.357 acc: 0.078]
3618 [D loss: 0.534 R 0.612 F 0.457][D acc: 0.727 R 0.594 F 0.859][G loss: 1.296 acc: 0.094]
3619 [D loss: 0.619 R 0.518 F 0.721][D acc: 0.648 R 0.641 F 0.656][G loss: 1.410 acc: 0.047]
3620 [D loss: 0.531 R 0.508 F 0.554][D acc: 0.742 R 0.688 F 0.797][G loss: 1.258 acc: 0.062]
3621 [D loss: 0.627 R 0.576 F 0.679][D acc: 0.719 R 0.609 F 0.828][G loss: 1.467 acc: 0.016]
3622 [D loss: 0.543 R 0.654 F 0.433][D acc: 0.742 R 0.609 F 0.875][G loss: 1.230 acc: 0.156]
3623 [D loss: 0.533 R 0.594 F 0.472][D acc: 0.711 R 0.609 F 0.812][G loss: 1.407 acc: 0.094]
3624 [D loss: 0.635 R 0.589 F 0.681][D acc: 0.641 R 0.609 F 0.672][G loss: 1.260 acc: 0.109]
3625 [D loss: 0.558 R 0.624 F 0.492][D acc: 0.727 R 0.609 F 0.844][G loss: 1.398 acc: 0.078]
3626 [D loss: 0.584 R 0.658 F 0.510][D acc: 0.703 R 0.609 F 0.797][G loss: 1.254 acc: 0.156]
3627 [D loss: 0.547 R 0.578 F 0.515][D acc: 0.688 R 0.594 F 0.781][G loss: 1.225 acc: 0.062]
3628 [D loss: 0.538 R 0.579 F 0.498][D acc: 0.727 R 0.641 F 0.812][G loss: 1.368 acc: 0.047]
3629 [D loss: 0.482 R 0.415 F 0.549][D acc: 0.758 R 0.734 F 0.781][G loss: 1.435 acc: 0.109]
3630 [D loss: 0.616 R 0.538 F 0.694][D acc: 0.664 R 0.672 F 0.656][G loss: 1.206 acc: 0.125]
3631 [D loss: 0.502 R 0.496 F 0.508][D acc: 0.773 R 0.719 F 0.828][G loss: 1.324 acc: 0.125]
3632 [D loss: 0.600 R 0.620 F 0.580][D acc: 0.688 R 0.562 F 0.812][G loss: 1.281 acc: 0.125]
3633 [D loss: 0.562 R 0.574 F 0.550][D acc: 0.703 R 0.609 F 0.797][G loss: 1.241 acc: 0.094]
3634 [D loss: 0.592 R 0.607 F 0.578][D acc: 0.719 R 0.641 F 0.797][G loss: 1.247 acc: 0.125]
3635 [D loss: 0.515 R 0.553 F 0.476][D acc: 0.773 R 0.672 F 0.875][G loss: 1.276 acc: 0.094]
3636 [D loss: 0.589 R 0.489 F 0.690][D acc: 0.750 R 0.719 F 0.781][G loss: 1.282 acc: 0.109]
3637 [D loss: 0.535 R 0.493 F 0.578][D acc: 0.805 R 0.750 F 0.859][G loss: 1.282 acc: 0.062]
3638 [D loss: 0.605 R 0.635 F 0.575][D acc: 0.648 R 0.547 F 0.750][G loss: 1.334 acc: 0.078]
3639 [D loss: 0.530 R 0.604 F 0.456][D acc: 0.734 R 0.625 F 0.844][G loss: 1.271 acc: 0.094]
3640 [D loss: 0.475 R 0.462 F 0.488][D acc: 0.766 R 0.719 F 0.812][G loss: 1.344 acc: 0.141]
3641 [D loss: 0.593 R 0.690 F 0.495][D acc: 0.688 R 0.547 F 0.828][G loss: 1.221 acc: 0.203]
3642 [D loss: 0.532 R 0.572 F 0.493][D acc: 0.719 R 0.656 F 0.781][G loss: 1.101 acc: 0.141]
3643 [D loss: 0.589 R 0.454 F 0.723][D acc: 0.711 R 0.734 F 0.688][G loss: 1.363 acc: 0.062]
3644 [D loss: 0.541 R 0.594 F 0.487][D acc: 0.688 R 0.547 F 0.828][G loss: 1.352 acc: 0.047]
3645 [D loss: 0.532 R 0.525 F 0.539][D acc: 0.719 R 0.672 F 0.766][G loss: 1.319 acc: 0.062]
3646 [D loss: 0.514 R 0.463 F 0.564][D acc: 0.758 R 0.688 F 0.828][G loss: 1.398 acc: 0.109]
3647 [D loss: 0.595 R 0.688 F 0.501][D acc: 0.719 R 0.578 F 0.859][G loss: 1.410 acc: 0.078]
3648 [D loss: 0.561 R 0.555 F 0.567][D acc: 0.711 R 0.656 F 0.766][G loss: 1.355 acc: 0.094]
3649 [D loss: 0.594 R 0.724 F 0.464][D acc: 0.695 R 0.547 F 0.844][G loss: 1.388 acc: 0.094]
3650 [D loss: 0.523 R 0.497 F 0.548][D acc: 0.766 R 0.672 F 0.859][G loss: 1.265 acc: 0.109]
3651 [D loss: 0.547 R 0.590 F 0.505][D acc: 0.742 R 0.625 F 0.859][G loss: 1.395 acc: 0.062]
3652 [D loss: 0.479 R 0.506 F 0.453][D acc: 0.766 R 0.656 F 0.875][G loss: 1.291 acc: 0.125]
3653 [D loss: 0.480 R 0.489 F 0.470][D acc: 0.773 R 0.688 F 0.859][G loss: 1.688 acc: 0.109]
3654 [D loss: 0.565 R 0.566 F 0.564][D acc: 0.711 R 0.625 F 0.797][G loss: 1.348 acc: 0.125]
3655 [D loss: 0.514 R 0.436 F 0.593][D acc: 0.797 R 0.719 F 0.875][G loss: 1.398 acc: 0.062]
3656 [D loss: 0.520 R 0.535 F 0.506][D acc: 0.742 R 0.641 F 0.844][G loss: 1.482 acc: 0.109]
3657 [D loss: 0.479 R 0.539 F 0.418][D acc: 0.789 R 0.672 F 0.906][G loss: 1.313 acc: 0.141]
3658 [D loss: 0.607 R 0.592 F 0.622][D acc: 0.656 R 0.609 F 0.703][G loss: 1.325 acc: 0.094]
3659 [D loss: 0.546 R 0.614 F 0.477][D acc: 0.672 R 0.578 F 0.766][G loss: 1.322 acc: 0.125]
3660 [D loss: 0.508 R 0.570 F 0.446][D acc: 0.742 R 0.641 F 0.844][G loss: 1.252 acc: 0.172]
3661 [D loss: 0.547 R 0.478 F 0.616][D acc: 0.758 R 0.797 F 0.719][G loss: 1.457 acc: 0.094]
3662 [D loss: 0.537 R 0.533 F 0.541][D acc: 0.750 R 0.703 F 0.797][G loss: 1.474 acc: 0.094]
3663 [D loss: 0.487 R 0.467 F 0.507][D acc: 0.758 R 0.750 F 0.766][G loss: 1.332 acc: 0.125]
3664 [D loss: 0.506 R 0.563 F 0.449][D acc: 0.711 R 0.641 F 0.781][G loss: 1.380 acc: 0.156]
3665 [D loss: 0.646 R 0.537 F 0.755][D acc: 0.680 R 0.656 F 0.703][G loss: 1.344 acc: 0.062]
3666 [D loss: 0.550 R 0.608 F 0.493][D acc: 0.688 R 0.547 F 0.828][G loss: 1.268 acc: 0.125]
3667 [D loss: 0.483 R 0.549 F 0.417][D acc: 0.758 R 0.656 F 0.859][G loss: 1.315 acc: 0.141]
3668 [D loss: 0.597 R 0.466 F 0.727][D acc: 0.719 R 0.688 F 0.750][G loss: 1.328 acc: 0.078]
3669 [D loss: 0.530 R 0.606 F 0.455][D acc: 0.742 R 0.609 F 0.875][G loss: 1.254 acc: 0.203]
3670 [D loss: 0.520 R 0.543 F 0.496][D acc: 0.758 R 0.672 F 0.844][G loss: 1.363 acc: 0.047]
3671 [D loss: 0.601 R 0.570 F 0.632][D acc: 0.680 R 0.578 F 0.781][G loss: 1.273 acc: 0.109]
3672 [D loss: 0.477 R 0.516 F 0.437][D acc: 0.750 R 0.672 F 0.828][G loss: 1.286 acc: 0.156]
3673 [D loss: 0.534 R 0.520 F 0.547][D acc: 0.734 R 0.688 F 0.781][G loss: 1.239 acc: 0.141]
3674 [D loss: 0.556 R 0.598 F 0.513][D acc: 0.742 R 0.641 F 0.844][G loss: 1.204 acc: 0.125]
3675 [D loss: 0.557 R 0.672 F 0.442][D acc: 0.695 R 0.562 F 0.828][G loss: 1.248 acc: 0.156]
3676 [D loss: 0.571 R 0.562 F 0.580][D acc: 0.703 R 0.625 F 0.781][G loss: 1.224 acc: 0.141]
3677 [D loss: 0.603 R 0.536 F 0.671][D acc: 0.648 R 0.578 F 0.719][G loss: 1.170 acc: 0.125]
3678 [D loss: 0.546 R 0.662 F 0.431][D acc: 0.727 R 0.578 F 0.875][G loss: 1.262 acc: 0.078]
3679 [D loss: 0.560 R 0.527 F 0.594][D acc: 0.680 R 0.641 F 0.719][G loss: 1.120 acc: 0.219]
3680 [D loss: 0.605 R 0.668 F 0.542][D acc: 0.695 R 0.562 F 0.828][G loss: 1.253 acc: 0.094]
3681 [D loss: 0.608 R 0.571 F 0.645][D acc: 0.672 R 0.562 F 0.781][G loss: 1.169 acc: 0.156]
3682 [D loss: 0.568 R 0.619 F 0.517][D acc: 0.664 R 0.547 F 0.781][G loss: 1.220 acc: 0.109]
3683 [D loss: 0.553 R 0.507 F 0.600][D acc: 0.703 R 0.656 F 0.750][G loss: 1.138 acc: 0.109]
3684 [D loss: 0.559 R 0.524 F 0.594][D acc: 0.711 R 0.703 F 0.719][G loss: 1.296 acc: 0.078]
3685 [D loss: 0.513 R 0.502 F 0.524][D acc: 0.766 R 0.734 F 0.797][G loss: 1.288 acc: 0.078]
3686 [D loss: 0.478 R 0.484 F 0.472][D acc: 0.781 R 0.719 F 0.844][G loss: 1.265 acc: 0.156]
3687 [D loss: 0.580 R 0.581 F 0.579][D acc: 0.688 R 0.594 F 0.781][G loss: 1.178 acc: 0.156]
3688 [D loss: 0.615 R 0.588 F 0.641][D acc: 0.680 R 0.625 F 0.734][G loss: 1.270 acc: 0.203]
3689 [D loss: 0.493 R 0.508 F 0.477][D acc: 0.758 R 0.656 F 0.859][G loss: 1.317 acc: 0.062]
3690 [D loss: 0.641 R 0.682 F 0.601][D acc: 0.641 R 0.578 F 0.703][G loss: 1.204 acc: 0.047]
3691 [D loss: 0.519 R 0.587 F 0.452][D acc: 0.742 R 0.641 F 0.844][G loss: 1.292 acc: 0.109]
3692 [D loss: 0.617 R 0.612 F 0.621][D acc: 0.680 R 0.609 F 0.750][G loss: 1.455 acc: 0.078]
3693 [D loss: 0.547 R 0.611 F 0.483][D acc: 0.711 R 0.625 F 0.797][G loss: 1.280 acc: 0.125]
3694 [D loss: 0.569 R 0.544 F 0.594][D acc: 0.734 R 0.688 F 0.781][G loss: 1.259 acc: 0.125]
3695 [D loss: 0.494 R 0.485 F 0.504][D acc: 0.766 R 0.672 F 0.859][G loss: 1.281 acc: 0.094]
3696 [D loss: 0.576 R 0.664 F 0.489][D acc: 0.703 R 0.562 F 0.844][G loss: 1.402 acc: 0.109]
3697 [D loss: 0.547 R 0.526 F 0.569][D acc: 0.750 R 0.656 F 0.844][G loss: 1.304 acc: 0.094]
3698 [D loss: 0.481 R 0.464 F 0.498][D acc: 0.758 R 0.672 F 0.844][G loss: 1.286 acc: 0.062]
3699 [D loss: 0.546 R 0.591 F 0.500][D acc: 0.695 R 0.609 F 0.781][G loss: 1.270 acc: 0.109]
3700 [D loss: 0.491 R 0.449 F 0.533][D acc: 0.812 R 0.766 F 0.859][G loss: 1.496 acc: 0.109]
3701 [D loss: 0.512 R 0.651 F 0.374][D acc: 0.742 R 0.594 F 0.891][G loss: 1.254 acc: 0.109]
3702 [D loss: 0.475 R 0.490 F 0.461][D acc: 0.766 R 0.719 F 0.812][G loss: 1.400 acc: 0.109]
3703 [D loss: 0.573 R 0.477 F 0.670][D acc: 0.766 R 0.750 F 0.781][G loss: 1.447 acc: 0.094]
3704 [D loss: 0.502 R 0.550 F 0.453][D acc: 0.750 R 0.672 F 0.828][G loss: 1.390 acc: 0.125]
3705 [D loss: 0.463 R 0.418 F 0.508][D acc: 0.742 R 0.719 F 0.766][G loss: 1.527 acc: 0.125]
3706 [D loss: 0.583 R 0.482 F 0.684][D acc: 0.711 R 0.703 F 0.719][G loss: 1.564 acc: 0.062]
3707 [D loss: 0.540 R 0.615 F 0.464][D acc: 0.750 R 0.609 F 0.891][G loss: 1.453 acc: 0.156]
3708 [D loss: 0.559 R 0.661 F 0.457][D acc: 0.734 R 0.609 F 0.859][G loss: 1.426 acc: 0.125]
3709 [D loss: 0.599 R 0.607 F 0.592][D acc: 0.703 R 0.625 F 0.781][G loss: 1.424 acc: 0.062]
3710 [D loss: 0.550 R 0.637 F 0.463][D acc: 0.703 R 0.562 F 0.844][G loss: 1.432 acc: 0.062]
3711 [D loss: 0.648 R 0.678 F 0.618][D acc: 0.672 R 0.562 F 0.781][G loss: 1.222 acc: 0.172]
3712 [D loss: 0.514 R 0.543 F 0.485][D acc: 0.727 R 0.672 F 0.781][G loss: 1.407 acc: 0.062]
3713 [D loss: 0.558 R 0.700 F 0.417][D acc: 0.711 R 0.562 F 0.859][G loss: 1.222 acc: 0.188]
3714 [D loss: 0.576 R 0.571 F 0.582][D acc: 0.734 R 0.656 F 0.812][G loss: 1.255 acc: 0.078]
3715 [D loss: 0.556 R 0.544 F 0.568][D acc: 0.703 R 0.672 F 0.734][G loss: 1.209 acc: 0.125]
3716 [D loss: 0.540 R 0.515 F 0.565][D acc: 0.711 R 0.656 F 0.766][G loss: 1.301 acc: 0.031]
3717 [D loss: 0.534 R 0.586 F 0.483][D acc: 0.711 R 0.594 F 0.828][G loss: 1.254 acc: 0.125]
3718 [D loss: 0.507 R 0.366 F 0.648][D acc: 0.766 R 0.781 F 0.750][G loss: 1.372 acc: 0.078]
3719 [D loss: 0.635 R 0.740 F 0.530][D acc: 0.648 R 0.500 F 0.797][G loss: 1.376 acc: 0.031]
3720 [D loss: 0.512 R 0.500 F 0.524][D acc: 0.750 R 0.672 F 0.828][G loss: 1.150 acc: 0.141]
3721 [D loss: 0.545 R 0.597 F 0.493][D acc: 0.688 R 0.578 F 0.797][G loss: 1.248 acc: 0.125]
3722 [D loss: 0.617 R 0.583 F 0.651][D acc: 0.734 R 0.672 F 0.797][G loss: 1.197 acc: 0.125]
3723 [D loss: 0.568 R 0.613 F 0.523][D acc: 0.664 R 0.547 F 0.781][G loss: 1.169 acc: 0.172]
3724 [D loss: 0.604 R 0.534 F 0.675][D acc: 0.727 R 0.641 F 0.812][G loss: 1.216 acc: 0.141]
3725 [D loss: 0.622 R 0.532 F 0.713][D acc: 0.664 R 0.672 F 0.656][G loss: 1.400 acc: 0.078]
3726 [D loss: 0.621 R 0.670 F 0.572][D acc: 0.664 R 0.609 F 0.719][G loss: 1.105 acc: 0.094]
3727 [D loss: 0.543 R 0.449 F 0.637][D acc: 0.766 R 0.750 F 0.781][G loss: 1.147 acc: 0.109]
3728 [D loss: 0.560 R 0.606 F 0.515][D acc: 0.711 R 0.609 F 0.812][G loss: 1.271 acc: 0.078]
3729 [D loss: 0.515 R 0.518 F 0.513][D acc: 0.758 R 0.688 F 0.828][G loss: 1.333 acc: 0.094]
3730 [D loss: 0.534 R 0.580 F 0.488][D acc: 0.742 R 0.641 F 0.844][G loss: 1.258 acc: 0.125]
3731 [D loss: 0.450 R 0.455 F 0.445][D acc: 0.781 R 0.703 F 0.859][G loss: 1.418 acc: 0.141]
3732 [D loss: 0.504 R 0.515 F 0.492][D acc: 0.727 R 0.656 F 0.797][G loss: 1.406 acc: 0.109]
3733 [D loss: 0.616 R 0.668 F 0.564][D acc: 0.711 R 0.594 F 0.828][G loss: 1.236 acc: 0.156]
3734 [D loss: 0.454 R 0.439 F 0.469][D acc: 0.781 R 0.719 F 0.844][G loss: 1.363 acc: 0.172]
3735 [D loss: 0.555 R 0.589 F 0.520][D acc: 0.758 R 0.672 F 0.844][G loss: 1.309 acc: 0.125]
3736 [D loss: 0.526 R 0.559 F 0.492][D acc: 0.719 R 0.609 F 0.828][G loss: 1.359 acc: 0.109]
3737 [D loss: 0.586 R 0.486 F 0.686][D acc: 0.766 R 0.703 F 0.828][G loss: 1.269 acc: 0.188]
3738 [D loss: 0.561 R 0.651 F 0.472][D acc: 0.734 R 0.594 F 0.875][G loss: 1.278 acc: 0.062]
3739 [D loss: 0.620 R 0.651 F 0.589][D acc: 0.641 R 0.547 F 0.734][G loss: 1.161 acc: 0.156]
3740 [D loss: 0.558 R 0.491 F 0.625][D acc: 0.688 R 0.672 F 0.703][G loss: 1.359 acc: 0.047]
3741 [D loss: 0.545 R 0.617 F 0.473][D acc: 0.719 R 0.562 F 0.875][G loss: 1.171 acc: 0.109]
3742 [D loss: 0.615 R 0.549 F 0.681][D acc: 0.711 R 0.656 F 0.766][G loss: 1.331 acc: 0.062]
3743 [D loss: 0.595 R 0.728 F 0.462][D acc: 0.680 R 0.484 F 0.875][G loss: 1.233 acc: 0.156]
3744 [D loss: 0.624 R 0.682 F 0.566][D acc: 0.648 R 0.531 F 0.766][G loss: 1.376 acc: 0.078]
3745 [D loss: 0.544 R 0.502 F 0.586][D acc: 0.773 R 0.703 F 0.844][G loss: 1.274 acc: 0.094]
3746 [D loss: 0.482 R 0.509 F 0.455][D acc: 0.766 R 0.719 F 0.812][G loss: 1.284 acc: 0.141]
3747 [D loss: 0.505 R 0.496 F 0.515][D acc: 0.742 R 0.672 F 0.812][G loss: 1.372 acc: 0.109]
3748 [D loss: 0.521 R 0.518 F 0.523][D acc: 0.766 R 0.703 F 0.828][G loss: 1.367 acc: 0.094]
3749 [D loss: 0.500 R 0.548 F 0.452][D acc: 0.742 R 0.594 F 0.891][G loss: 1.511 acc: 0.062]
3750 [D loss: 0.514 R 0.479 F 0.548][D acc: 0.711 R 0.672 F 0.750][G loss: 1.332 acc: 0.078]
3751 [D loss: 0.597 R 0.702 F 0.493][D acc: 0.648 R 0.516 F 0.781][G loss: 1.372 acc: 0.109]
3752 [D loss: 0.610 R 0.496 F 0.724][D acc: 0.688 R 0.672 F 0.703][G loss: 1.215 acc: 0.156]
3753 [D loss: 0.504 R 0.627 F 0.382][D acc: 0.766 R 0.594 F 0.938][G loss: 1.251 acc: 0.062]
3754 [D loss: 0.507 R 0.505 F 0.510][D acc: 0.750 R 0.656 F 0.844][G loss: 1.325 acc: 0.062]
3755 [D loss: 0.605 R 0.601 F 0.610][D acc: 0.648 R 0.562 F 0.734][G loss: 1.337 acc: 0.125]
3756 [D loss: 0.590 R 0.678 F 0.502][D acc: 0.625 R 0.484 F 0.766][G loss: 1.221 acc: 0.078]
3757 [D loss: 0.539 R 0.525 F 0.553][D acc: 0.727 R 0.656 F 0.797][G loss: 1.298 acc: 0.078]
3758 [D loss: 0.509 R 0.496 F 0.522][D acc: 0.750 R 0.703 F 0.797][G loss: 1.351 acc: 0.109]
3759 [D loss: 0.545 R 0.551 F 0.540][D acc: 0.695 R 0.609 F 0.781][G loss: 1.232 acc: 0.141]
3760 [D loss: 0.521 R 0.534 F 0.508][D acc: 0.727 R 0.672 F 0.781][G loss: 1.238 acc: 0.094]
3761 [D loss: 0.528 R 0.545 F 0.511][D acc: 0.773 R 0.688 F 0.859][G loss: 1.270 acc: 0.141]
3762 [D loss: 0.515 R 0.557 F 0.473][D acc: 0.734 R 0.609 F 0.859][G loss: 1.286 acc: 0.094]
3763 [D loss: 0.520 R 0.495 F 0.545][D acc: 0.750 R 0.719 F 0.781][G loss: 1.447 acc: 0.031]
3764 [D loss: 0.631 R 0.648 F 0.613][D acc: 0.641 R 0.562 F 0.719][G loss: 1.314 acc: 0.156]
3765 [D loss: 0.504 R 0.508 F 0.500][D acc: 0.758 R 0.719 F 0.797][G loss: 1.282 acc: 0.172]
3766 [D loss: 0.563 R 0.610 F 0.516][D acc: 0.719 R 0.609 F 0.828][G loss: 1.293 acc: 0.125]
3767 [D loss: 0.631 R 0.650 F 0.612][D acc: 0.695 R 0.578 F 0.812][G loss: 1.252 acc: 0.031]
3768 [D loss: 0.528 R 0.574 F 0.483][D acc: 0.711 R 0.609 F 0.812][G loss: 1.311 acc: 0.078]
3769 [D loss: 0.519 R 0.489 F 0.549][D acc: 0.727 R 0.688 F 0.766][G loss: 1.149 acc: 0.188]
3770 [D loss: 0.607 R 0.711 F 0.503][D acc: 0.664 R 0.531 F 0.797][G loss: 1.219 acc: 0.109]
3771 [D loss: 0.594 R 0.647 F 0.541][D acc: 0.703 R 0.609 F 0.797][G loss: 1.282 acc: 0.062]
3772 [D loss: 0.498 R 0.531 F 0.464][D acc: 0.805 R 0.750 F 0.859][G loss: 1.108 acc: 0.172]
3773 [D loss: 0.575 R 0.595 F 0.555][D acc: 0.703 R 0.625 F 0.781][G loss: 1.347 acc: 0.156]
3774 [D loss: 0.583 R 0.589 F 0.576][D acc: 0.680 R 0.609 F 0.750][G loss: 1.242 acc: 0.109]
3775 [D loss: 0.502 R 0.443 F 0.561][D acc: 0.773 R 0.750 F 0.797][G loss: 1.331 acc: 0.109]
3776 [D loss: 0.492 R 0.564 F 0.420][D acc: 0.781 R 0.703 F 0.859][G loss: 1.164 acc: 0.156]
3777 [D loss: 0.557 R 0.497 F 0.616][D acc: 0.711 R 0.719 F 0.703][G loss: 1.361 acc: 0.125]
3778 [D loss: 0.514 R 0.561 F 0.467][D acc: 0.750 R 0.656 F 0.844][G loss: 1.252 acc: 0.141]
3779 [D loss: 0.601 R 0.610 F 0.592][D acc: 0.672 R 0.625 F 0.719][G loss: 1.273 acc: 0.156]
3780 [D loss: 0.654 R 0.660 F 0.649][D acc: 0.656 R 0.547 F 0.766][G loss: 1.306 acc: 0.094]
3781 [D loss: 0.554 R 0.588 F 0.520][D acc: 0.711 R 0.594 F 0.828][G loss: 1.290 acc: 0.125]
3782 [D loss: 0.519 R 0.589 F 0.449][D acc: 0.719 R 0.641 F 0.797][G loss: 1.431 acc: 0.062]
3783 [D loss: 0.632 R 0.577 F 0.687][D acc: 0.688 R 0.672 F 0.703][G loss: 1.193 acc: 0.250]
3784 [D loss: 0.607 R 0.543 F 0.672][D acc: 0.688 R 0.672 F 0.703][G loss: 1.238 acc: 0.172]
3785 [D loss: 0.520 R 0.602 F 0.438][D acc: 0.727 R 0.625 F 0.828][G loss: 1.194 acc: 0.125]
3786 [D loss: 0.534 R 0.477 F 0.591][D acc: 0.750 R 0.703 F 0.797][G loss: 1.223 acc: 0.141]
3787 [D loss: 0.627 R 0.570 F 0.684][D acc: 0.672 R 0.641 F 0.703][G loss: 1.282 acc: 0.109]
3788 [D loss: 0.516 R 0.611 F 0.420][D acc: 0.750 R 0.594 F 0.906][G loss: 1.322 acc: 0.094]
3789 [D loss: 0.566 R 0.552 F 0.580][D acc: 0.734 R 0.703 F 0.766][G loss: 1.315 acc: 0.078]
3790 [D loss: 0.533 R 0.623 F 0.443][D acc: 0.727 R 0.578 F 0.875][G loss: 1.621 acc: 0.016]
3791 [D loss: 0.764 R 0.825 F 0.703][D acc: 0.578 R 0.469 F 0.688][G loss: 1.183 acc: 0.141]
3792 [D loss: 0.515 R 0.474 F 0.556][D acc: 0.750 R 0.719 F 0.781][G loss: 1.098 acc: 0.172]
3793 [D loss: 0.585 R 0.568 F 0.603][D acc: 0.734 R 0.656 F 0.812][G loss: 1.194 acc: 0.125]
3794 [D loss: 0.540 R 0.547 F 0.533][D acc: 0.711 R 0.625 F 0.797][G loss: 1.313 acc: 0.062]
3795 [D loss: 0.532 R 0.583 F 0.480][D acc: 0.711 R 0.609 F 0.812][G loss: 1.150 acc: 0.234]
3796 [D loss: 0.567 R 0.493 F 0.640][D acc: 0.695 R 0.688 F 0.703][G loss: 1.203 acc: 0.078]
3797 [D loss: 0.565 R 0.651 F 0.478][D acc: 0.719 R 0.562 F 0.875][G loss: 1.118 acc: 0.203]
3798 [D loss: 0.506 R 0.473 F 0.540][D acc: 0.719 R 0.672 F 0.766][G loss: 1.268 acc: 0.156]
3799 [D loss: 0.516 R 0.502 F 0.530][D acc: 0.734 R 0.656 F 0.812][G loss: 1.270 acc: 0.125]
3800 [D loss: 0.591 R 0.622 F 0.560][D acc: 0.664 R 0.578 F 0.750][G loss: 1.196 acc: 0.141]
3801 [D loss: 0.534 R 0.513 F 0.555][D acc: 0.695 R 0.688 F 0.703][G loss: 1.303 acc: 0.141]
3802 [D loss: 0.581 R 0.566 F 0.597][D acc: 0.648 R 0.578 F 0.719][G loss: 1.273 acc: 0.141]
3803 [D loss: 0.606 R 0.610 F 0.601][D acc: 0.664 R 0.578 F 0.750][G loss: 1.314 acc: 0.047]
3804 [D loss: 0.611 R 0.671 F 0.551][D acc: 0.680 R 0.562 F 0.797][G loss: 1.374 acc: 0.062]
3805 [D loss: 0.667 R 0.793 F 0.541][D acc: 0.625 R 0.469 F 0.781][G loss: 1.153 acc: 0.078]
3806 [D loss: 0.601 R 0.636 F 0.566][D acc: 0.688 R 0.547 F 0.828][G loss: 1.242 acc: 0.125]
3807 [D loss: 0.523 R 0.573 F 0.472][D acc: 0.703 R 0.578 F 0.828][G loss: 1.215 acc: 0.125]
3808 [D loss: 0.555 R 0.517 F 0.594][D acc: 0.758 R 0.719 F 0.797][G loss: 1.246 acc: 0.172]
3809 [D loss: 0.539 R 0.468 F 0.609][D acc: 0.758 R 0.719 F 0.797][G loss: 1.159 acc: 0.203]
3810 [D loss: 0.605 R 0.669 F 0.541][D acc: 0.703 R 0.594 F 0.812][G loss: 1.224 acc: 0.109]
3811 [D loss: 0.550 R 0.546 F 0.554][D acc: 0.727 R 0.641 F 0.812][G loss: 1.289 acc: 0.125]
3812 [D loss: 0.531 R 0.565 F 0.497][D acc: 0.734 R 0.656 F 0.812][G loss: 1.316 acc: 0.016]
3813 [D loss: 0.497 R 0.499 F 0.495][D acc: 0.742 R 0.656 F 0.828][G loss: 1.205 acc: 0.047]
3814 [D loss: 0.582 R 0.549 F 0.614][D acc: 0.703 R 0.625 F 0.781][G loss: 1.229 acc: 0.094]
3815 [D loss: 0.573 R 0.653 F 0.494][D acc: 0.688 R 0.531 F 0.844][G loss: 1.227 acc: 0.109]
3816 [D loss: 0.511 R 0.549 F 0.473][D acc: 0.766 R 0.672 F 0.859][G loss: 1.252 acc: 0.156]
3817 [D loss: 0.471 R 0.439 F 0.503][D acc: 0.742 R 0.703 F 0.781][G loss: 1.176 acc: 0.188]
3818 [D loss: 0.594 R 0.587 F 0.601][D acc: 0.680 R 0.578 F 0.781][G loss: 1.150 acc: 0.219]
3819 [D loss: 0.481 R 0.471 F 0.490][D acc: 0.766 R 0.688 F 0.844][G loss: 1.401 acc: 0.109]
3820 [D loss: 0.550 R 0.552 F 0.548][D acc: 0.703 R 0.578 F 0.828][G loss: 1.276 acc: 0.094]
3821 [D loss: 0.529 R 0.598 F 0.460][D acc: 0.703 R 0.562 F 0.844][G loss: 1.343 acc: 0.109]
3822 [D loss: 0.599 R 0.680 F 0.518][D acc: 0.719 R 0.578 F 0.859][G loss: 1.126 acc: 0.188]
3823 [D loss: 0.505 R 0.499 F 0.511][D acc: 0.719 R 0.688 F 0.750][G loss: 1.179 acc: 0.156]
3824 [D loss: 0.604 R 0.685 F 0.524][D acc: 0.703 R 0.562 F 0.844][G loss: 1.274 acc: 0.125]
3825 [D loss: 0.477 R 0.397 F 0.556][D acc: 0.805 R 0.812 F 0.797][G loss: 1.344 acc: 0.141]
3826 [D loss: 0.511 R 0.562 F 0.459][D acc: 0.750 R 0.641 F 0.859][G loss: 1.342 acc: 0.156]
3827 [D loss: 0.563 R 0.432 F 0.694][D acc: 0.727 R 0.703 F 0.750][G loss: 1.463 acc: 0.062]
3828 [D loss: 0.657 R 0.801 F 0.512][D acc: 0.672 R 0.484 F 0.859][G loss: 1.212 acc: 0.109]
3829 [D loss: 0.594 R 0.642 F 0.546][D acc: 0.664 R 0.578 F 0.750][G loss: 1.190 acc: 0.234]
3830 [D loss: 0.490 R 0.519 F 0.462][D acc: 0.758 R 0.703 F 0.812][G loss: 1.395 acc: 0.141]
3831 [D loss: 0.570 R 0.621 F 0.519][D acc: 0.719 R 0.625 F 0.812][G loss: 1.117 acc: 0.250]
3832 [D loss: 0.505 R 0.511 F 0.499][D acc: 0.719 R 0.672 F 0.766][G loss: 1.138 acc: 0.219]
3833 [D loss: 0.596 R 0.453 F 0.738][D acc: 0.680 R 0.750 F 0.609][G loss: 1.228 acc: 0.109]
3834 [D loss: 0.560 R 0.657 F 0.463][D acc: 0.719 R 0.578 F 0.859][G loss: 1.295 acc: 0.141]
3835 [D loss: 0.589 R 0.542 F 0.636][D acc: 0.664 R 0.609 F 0.719][G loss: 1.284 acc: 0.109]
3836 [D loss: 0.537 R 0.537 F 0.537][D acc: 0.742 R 0.672 F 0.812][G loss: 1.319 acc: 0.078]
3837 [D loss: 0.560 R 0.599 F 0.521][D acc: 0.734 R 0.625 F 0.844][G loss: 1.337 acc: 0.125]
3838 [D loss: 0.561 R 0.548 F 0.574][D acc: 0.695 R 0.609 F 0.781][G loss: 1.355 acc: 0.125]
3839 [D loss: 0.505 R 0.491 F 0.520][D acc: 0.766 R 0.719 F 0.812][G loss: 1.220 acc: 0.141]
3840 [D loss: 0.597 R 0.545 F 0.649][D acc: 0.695 R 0.672 F 0.719][G loss: 1.304 acc: 0.109]
3841 [D loss: 0.490 R 0.543 F 0.437][D acc: 0.805 R 0.734 F 0.875][G loss: 1.302 acc: 0.109]
3842 [D loss: 0.553 R 0.504 F 0.601][D acc: 0.711 R 0.688 F 0.734][G loss: 1.342 acc: 0.109]
3843 [D loss: 0.579 R 0.620 F 0.538][D acc: 0.703 R 0.609 F 0.797][G loss: 1.444 acc: 0.078]
3844 [D loss: 0.542 R 0.522 F 0.562][D acc: 0.695 R 0.625 F 0.766][G loss: 1.257 acc: 0.125]
3845 [D loss: 0.517 R 0.543 F 0.491][D acc: 0.727 R 0.641 F 0.812][G loss: 1.430 acc: 0.094]
3846 [D loss: 0.563 R 0.517 F 0.608][D acc: 0.734 R 0.672 F 0.797][G loss: 1.302 acc: 0.125]
3847 [D loss: 0.521 R 0.558 F 0.483][D acc: 0.781 R 0.656 F 0.906][G loss: 1.382 acc: 0.094]
3848 [D loss: 0.512 R 0.435 F 0.589][D acc: 0.750 R 0.766 F 0.734][G loss: 1.416 acc: 0.062]
3849 [D loss: 0.516 R 0.564 F 0.468][D acc: 0.711 R 0.594 F 0.828][G loss: 1.454 acc: 0.047]
3850 [D loss: 0.518 R 0.560 F 0.476][D acc: 0.750 R 0.688 F 0.812][G loss: 1.423 acc: 0.078]
3851 [D loss: 0.577 R 0.515 F 0.640][D acc: 0.727 R 0.641 F 0.812][G loss: 1.273 acc: 0.125]
3852 [D loss: 0.576 R 0.544 F 0.608][D acc: 0.703 R 0.625 F 0.781][G loss: 1.228 acc: 0.172]
3853 [D loss: 0.599 R 0.583 F 0.615][D acc: 0.727 R 0.625 F 0.828][G loss: 1.286 acc: 0.125]
3854 [D loss: 0.552 R 0.601 F 0.503][D acc: 0.734 R 0.625 F 0.844][G loss: 1.296 acc: 0.109]
3855 [D loss: 0.511 R 0.532 F 0.489][D acc: 0.719 R 0.656 F 0.781][G loss: 1.239 acc: 0.156]
3856 [D loss: 0.568 R 0.563 F 0.573][D acc: 0.711 R 0.625 F 0.797][G loss: 1.355 acc: 0.125]
3857 [D loss: 0.578 R 0.594 F 0.562][D acc: 0.703 R 0.641 F 0.766][G loss: 1.240 acc: 0.188]
3858 [D loss: 0.558 R 0.627 F 0.489][D acc: 0.758 R 0.672 F 0.844][G loss: 1.361 acc: 0.078]
3859 [D loss: 0.578 R 0.584 F 0.571][D acc: 0.695 R 0.578 F 0.812][G loss: 1.207 acc: 0.109]
3860 [D loss: 0.580 R 0.602 F 0.558][D acc: 0.711 R 0.594 F 0.828][G loss: 1.130 acc: 0.172]
3861 [D loss: 0.557 R 0.586 F 0.528][D acc: 0.695 R 0.641 F 0.750][G loss: 1.321 acc: 0.062]
3862 [D loss: 0.545 R 0.641 F 0.449][D acc: 0.711 R 0.562 F 0.859][G loss: 1.358 acc: 0.062]
3863 [D loss: 0.569 R 0.511 F 0.628][D acc: 0.719 R 0.703 F 0.734][G loss: 1.352 acc: 0.062]
3864 [D loss: 0.605 R 0.685 F 0.526][D acc: 0.648 R 0.500 F 0.797][G loss: 1.283 acc: 0.047]
3865 [D loss: 0.547 R 0.590 F 0.504][D acc: 0.680 R 0.609 F 0.750][G loss: 1.263 acc: 0.125]
3866 [D loss: 0.532 R 0.569 F 0.495][D acc: 0.742 R 0.625 F 0.859][G loss: 1.194 acc: 0.141]
3867 [D loss: 0.548 R 0.506 F 0.590][D acc: 0.773 R 0.688 F 0.859][G loss: 1.156 acc: 0.234]
3868 [D loss: 0.585 R 0.520 F 0.650][D acc: 0.727 R 0.719 F 0.734][G loss: 1.304 acc: 0.078]
3869 [D loss: 0.572 R 0.658 F 0.485][D acc: 0.641 R 0.500 F 0.781][G loss: 1.198 acc: 0.188]
3870 [D loss: 0.649 R 0.602 F 0.695][D acc: 0.680 R 0.641 F 0.719][G loss: 1.202 acc: 0.047]
3871 [D loss: 0.586 R 0.610 F 0.562][D acc: 0.672 R 0.547 F 0.797][G loss: 1.249 acc: 0.094]
3872 [D loss: 0.548 R 0.586 F 0.511][D acc: 0.734 R 0.594 F 0.875][G loss: 1.175 acc: 0.094]
3873 [D loss: 0.598 R 0.641 F 0.555][D acc: 0.664 R 0.578 F 0.750][G loss: 1.253 acc: 0.156]
3874 [D loss: 0.644 R 0.539 F 0.748][D acc: 0.695 R 0.656 F 0.734][G loss: 1.305 acc: 0.078]
3875 [D loss: 0.614 R 0.644 F 0.585][D acc: 0.664 R 0.562 F 0.766][G loss: 1.194 acc: 0.141]
3876 [D loss: 0.491 R 0.480 F 0.501][D acc: 0.766 R 0.688 F 0.844][G loss: 1.181 acc: 0.156]
3877 [D loss: 0.558 R 0.432 F 0.685][D acc: 0.766 R 0.734 F 0.797][G loss: 1.287 acc: 0.094]
3878 [D loss: 0.544 R 0.595 F 0.493][D acc: 0.766 R 0.672 F 0.859][G loss: 1.163 acc: 0.141]
3879 [D loss: 0.542 R 0.541 F 0.544][D acc: 0.734 R 0.672 F 0.797][G loss: 1.195 acc: 0.094]
3880 [D loss: 0.537 R 0.569 F 0.504][D acc: 0.734 R 0.609 F 0.859][G loss: 1.240 acc: 0.141]
3881 [D loss: 0.479 R 0.447 F 0.512][D acc: 0.750 R 0.688 F 0.812][G loss: 1.124 acc: 0.203]
3882 [D loss: 0.643 R 0.583 F 0.703][D acc: 0.672 R 0.641 F 0.703][G loss: 1.284 acc: 0.109]
3883 [D loss: 0.546 R 0.584 F 0.508][D acc: 0.766 R 0.672 F 0.859][G loss: 1.346 acc: 0.078]
3884 [D loss: 0.648 R 0.621 F 0.674][D acc: 0.633 R 0.594 F 0.672][G loss: 1.179 acc: 0.125]
3885 [D loss: 0.551 R 0.562 F 0.540][D acc: 0.711 R 0.625 F 0.797][G loss: 1.175 acc: 0.109]
3886 [D loss: 0.590 R 0.595 F 0.585][D acc: 0.664 R 0.625 F 0.703][G loss: 1.353 acc: 0.094]
3887 [D loss: 0.605 R 0.704 F 0.506][D acc: 0.688 R 0.578 F 0.797][G loss: 1.289 acc: 0.078]
3888 [D loss: 0.459 R 0.421 F 0.497][D acc: 0.797 R 0.781 F 0.812][G loss: 1.303 acc: 0.109]
3889 [D loss: 0.517 R 0.473 F 0.561][D acc: 0.750 R 0.656 F 0.844][G loss: 1.484 acc: 0.078]
3890 [D loss: 0.577 R 0.598 F 0.557][D acc: 0.680 R 0.578 F 0.781][G loss: 1.202 acc: 0.172]
3891 [D loss: 0.612 R 0.694 F 0.530][D acc: 0.719 R 0.547 F 0.891][G loss: 1.145 acc: 0.188]
3892 [D loss: 0.536 R 0.567 F 0.506][D acc: 0.766 R 0.703 F 0.828][G loss: 1.260 acc: 0.016]
3893 [D loss: 0.554 R 0.454 F 0.653][D acc: 0.758 R 0.688 F 0.828][G loss: 1.225 acc: 0.094]
3894 [D loss: 0.627 R 0.699 F 0.555][D acc: 0.680 R 0.469 F 0.891][G loss: 1.271 acc: 0.047]
3895 [D loss: 0.534 R 0.616 F 0.453][D acc: 0.734 R 0.594 F 0.875][G loss: 1.231 acc: 0.156]
3896 [D loss: 0.579 R 0.624 F 0.534][D acc: 0.648 R 0.547 F 0.750][G loss: 1.237 acc: 0.125]
3897 [D loss: 0.567 R 0.576 F 0.558][D acc: 0.656 R 0.594 F 0.719][G loss: 1.264 acc: 0.078]
3898 [D loss: 0.619 R 0.762 F 0.476][D acc: 0.609 R 0.375 F 0.844][G loss: 1.308 acc: 0.125]
3899 [D loss: 0.542 R 0.519 F 0.564][D acc: 0.680 R 0.625 F 0.734][G loss: 1.209 acc: 0.109]
3900 [D loss: 0.586 R 0.561 F 0.611][D acc: 0.695 R 0.641 F 0.750][G loss: 1.433 acc: 0.078]
3901 [D loss: 0.498 R 0.533 F 0.464][D acc: 0.719 R 0.641 F 0.797][G loss: 1.382 acc: 0.047]
3902 [D loss: 0.570 R 0.461 F 0.678][D acc: 0.672 R 0.688 F 0.656][G loss: 1.276 acc: 0.094]
3903 [D loss: 0.592 R 0.679 F 0.506][D acc: 0.641 R 0.500 F 0.781][G loss: 1.340 acc: 0.062]
3904 [D loss: 0.625 R 0.660 F 0.590][D acc: 0.664 R 0.547 F 0.781][G loss: 1.236 acc: 0.062]
3905 [D loss: 0.534 R 0.622 F 0.446][D acc: 0.742 R 0.625 F 0.859][G loss: 1.359 acc: 0.047]
3906 [D loss: 0.549 R 0.499 F 0.599][D acc: 0.695 R 0.703 F 0.688][G loss: 1.209 acc: 0.078]
3907 [D loss: 0.562 R 0.602 F 0.521][D acc: 0.664 R 0.578 F 0.750][G loss: 1.306 acc: 0.125]
3908 [D loss: 0.532 R 0.621 F 0.443][D acc: 0.727 R 0.578 F 0.875][G loss: 1.233 acc: 0.156]
3909 [D loss: 0.533 R 0.588 F 0.477][D acc: 0.711 R 0.562 F 0.859][G loss: 1.291 acc: 0.141]
3910 [D loss: 0.554 R 0.517 F 0.591][D acc: 0.688 R 0.641 F 0.734][G loss: 1.268 acc: 0.094]
3911 [D loss: 0.564 R 0.601 F 0.526][D acc: 0.711 R 0.609 F 0.812][G loss: 1.298 acc: 0.047]
3912 [D loss: 0.581 R 0.606 F 0.557][D acc: 0.695 R 0.609 F 0.781][G loss: 1.237 acc: 0.109]
3913 [D loss: 0.517 R 0.542 F 0.493][D acc: 0.758 R 0.656 F 0.859][G loss: 1.335 acc: 0.094]
3914 [D loss: 0.508 R 0.453 F 0.563][D acc: 0.734 R 0.719 F 0.750][G loss: 1.402 acc: 0.031]
3915 [D loss: 0.552 R 0.623 F 0.481][D acc: 0.695 R 0.578 F 0.812][G loss: 1.264 acc: 0.078]
3916 [D loss: 0.576 R 0.649 F 0.503][D acc: 0.727 R 0.578 F 0.875][G loss: 1.171 acc: 0.172]
3917 [D loss: 0.544 R 0.551 F 0.538][D acc: 0.688 R 0.594 F 0.781][G loss: 1.316 acc: 0.109]
3918 [D loss: 0.601 R 0.618 F 0.584][D acc: 0.680 R 0.578 F 0.781][G loss: 1.288 acc: 0.031]
3919 [D loss: 0.511 R 0.562 F 0.461][D acc: 0.773 R 0.641 F 0.906][G loss: 1.284 acc: 0.109]
3920 [D loss: 0.682 R 0.665 F 0.700][D acc: 0.586 R 0.500 F 0.672][G loss: 1.106 acc: 0.125]
3921 [D loss: 0.633 R 0.669 F 0.597][D acc: 0.703 R 0.562 F 0.844][G loss: 1.217 acc: 0.109]
3922 [D loss: 0.584 R 0.679 F 0.490][D acc: 0.641 R 0.516 F 0.766][G loss: 1.143 acc: 0.188]
3923 [D loss: 0.479 R 0.471 F 0.486][D acc: 0.766 R 0.719 F 0.812][G loss: 1.160 acc: 0.156]
3924 [D loss: 0.537 R 0.479 F 0.595][D acc: 0.742 R 0.688 F 0.797][G loss: 1.300 acc: 0.078]
3925 [D loss: 0.467 R 0.468 F 0.467][D acc: 0.781 R 0.688 F 0.875][G loss: 1.409 acc: 0.125]
3926 [D loss: 0.561 R 0.424 F 0.697][D acc: 0.672 R 0.688 F 0.656][G loss: 1.248 acc: 0.109]
3927 [D loss: 0.597 R 0.718 F 0.477][D acc: 0.648 R 0.484 F 0.812][G loss: 1.280 acc: 0.109]
3928 [D loss: 0.550 R 0.621 F 0.480][D acc: 0.727 R 0.594 F 0.859][G loss: 1.309 acc: 0.141]
3929 [D loss: 0.515 R 0.529 F 0.502][D acc: 0.750 R 0.672 F 0.828][G loss: 1.305 acc: 0.125]
3930 [D loss: 0.538 R 0.596 F 0.480][D acc: 0.719 R 0.609 F 0.828][G loss: 1.251 acc: 0.188]
3931 [D loss: 0.620 R 0.519 F 0.721][D acc: 0.680 R 0.641 F 0.719][G loss: 1.335 acc: 0.094]
3932 [D loss: 0.603 R 0.695 F 0.510][D acc: 0.680 R 0.500 F 0.859][G loss: 1.284 acc: 0.109]
3933 [D loss: 0.558 R 0.510 F 0.606][D acc: 0.688 R 0.656 F 0.719][G loss: 1.261 acc: 0.047]
3934 [D loss: 0.496 R 0.523 F 0.469][D acc: 0.781 R 0.672 F 0.891][G loss: 1.244 acc: 0.156]
3935 [D loss: 0.563 R 0.619 F 0.506][D acc: 0.680 R 0.609 F 0.750][G loss: 1.202 acc: 0.156]
3936 [D loss: 0.559 R 0.549 F 0.570][D acc: 0.680 R 0.594 F 0.766][G loss: 1.310 acc: 0.156]
3937 [D loss: 0.499 R 0.480 F 0.518][D acc: 0.727 R 0.703 F 0.750][G loss: 1.341 acc: 0.141]
3938 [D loss: 0.556 R 0.608 F 0.505][D acc: 0.688 R 0.594 F 0.781][G loss: 1.255 acc: 0.156]
3939 [D loss: 0.532 R 0.457 F 0.607][D acc: 0.719 R 0.719 F 0.719][G loss: 1.354 acc: 0.109]
3940 [D loss: 0.509 R 0.460 F 0.559][D acc: 0.703 R 0.688 F 0.719][G loss: 1.280 acc: 0.109]
3941 [D loss: 0.652 R 0.720 F 0.584][D acc: 0.641 R 0.500 F 0.781][G loss: 1.190 acc: 0.141]
3942 [D loss: 0.548 R 0.490 F 0.607][D acc: 0.695 R 0.703 F 0.688][G loss: 1.295 acc: 0.141]
3943 [D loss: 0.553 R 0.591 F 0.514][D acc: 0.695 R 0.594 F 0.797][G loss: 1.272 acc: 0.078]
3944 [D loss: 0.561 R 0.496 F 0.625][D acc: 0.719 R 0.656 F 0.781][G loss: 1.253 acc: 0.094]
3945 [D loss: 0.590 R 0.712 F 0.468][D acc: 0.648 R 0.500 F 0.797][G loss: 1.337 acc: 0.047]
3946 [D loss: 0.592 R 0.554 F 0.630][D acc: 0.711 R 0.688 F 0.734][G loss: 1.188 acc: 0.156]
3947 [D loss: 0.563 R 0.597 F 0.528][D acc: 0.672 R 0.531 F 0.812][G loss: 1.291 acc: 0.125]
3948 [D loss: 0.523 R 0.537 F 0.510][D acc: 0.766 R 0.656 F 0.875][G loss: 1.241 acc: 0.188]
3949 [D loss: 0.552 R 0.627 F 0.477][D acc: 0.680 R 0.531 F 0.828][G loss: 1.160 acc: 0.156]
3950 [D loss: 0.514 R 0.500 F 0.529][D acc: 0.766 R 0.688 F 0.844][G loss: 1.316 acc: 0.109]
3951 [D loss: 0.535 R 0.553 F 0.517][D acc: 0.750 R 0.656 F 0.844][G loss: 1.320 acc: 0.172]
3952 [D loss: 0.594 R 0.692 F 0.495][D acc: 0.688 R 0.562 F 0.812][G loss: 1.330 acc: 0.094]
3953 [D loss: 0.538 R 0.543 F 0.534][D acc: 0.742 R 0.672 F 0.812][G loss: 1.240 acc: 0.141]
3954 [D loss: 0.539 R 0.584 F 0.494][D acc: 0.727 R 0.656 F 0.797][G loss: 1.210 acc: 0.125]
3955 [D loss: 0.554 R 0.538 F 0.570][D acc: 0.734 R 0.672 F 0.797][G loss: 1.219 acc: 0.125]
3956 [D loss: 0.560 R 0.422 F 0.698][D acc: 0.742 R 0.703 F 0.781][G loss: 1.496 acc: 0.078]
3957 [D loss: 0.546 R 0.620 F 0.472][D acc: 0.680 R 0.531 F 0.828][G loss: 1.303 acc: 0.125]
3958 [D loss: 0.654 R 0.654 F 0.653][D acc: 0.664 R 0.594 F 0.734][G loss: 1.210 acc: 0.156]
3959 [D loss: 0.480 R 0.508 F 0.451][D acc: 0.766 R 0.672 F 0.859][G loss: 1.281 acc: 0.125]
3960 [D loss: 0.589 R 0.625 F 0.552][D acc: 0.703 R 0.625 F 0.781][G loss: 1.387 acc: 0.156]
3961 [D loss: 0.584 R 0.573 F 0.594][D acc: 0.734 R 0.641 F 0.828][G loss: 1.259 acc: 0.094]
3962 [D loss: 0.584 R 0.640 F 0.529][D acc: 0.648 R 0.547 F 0.750][G loss: 1.349 acc: 0.062]
3963 [D loss: 0.593 R 0.698 F 0.488][D acc: 0.703 R 0.578 F 0.828][G loss: 1.288 acc: 0.094]
3964 [D loss: 0.614 R 0.734 F 0.493][D acc: 0.648 R 0.500 F 0.797][G loss: 1.205 acc: 0.156]
3965 [D loss: 0.548 R 0.550 F 0.546][D acc: 0.672 R 0.594 F 0.750][G loss: 1.279 acc: 0.062]
3966 [D loss: 0.605 R 0.584 F 0.625][D acc: 0.711 R 0.625 F 0.797][G loss: 1.400 acc: 0.062]
3967 [D loss: 0.588 R 0.563 F 0.613][D acc: 0.672 R 0.609 F 0.734][G loss: 1.199 acc: 0.109]
3968 [D loss: 0.501 R 0.556 F 0.447][D acc: 0.766 R 0.688 F 0.844][G loss: 1.255 acc: 0.188]
3969 [D loss: 0.582 R 0.523 F 0.640][D acc: 0.695 R 0.688 F 0.703][G loss: 1.269 acc: 0.094]
3970 [D loss: 0.530 R 0.564 F 0.496][D acc: 0.695 R 0.625 F 0.766][G loss: 1.313 acc: 0.062]
3971 [D loss: 0.594 R 0.699 F 0.490][D acc: 0.641 R 0.469 F 0.812][G loss: 1.306 acc: 0.078]
3972 [D loss: 0.572 R 0.610 F 0.534][D acc: 0.703 R 0.562 F 0.844][G loss: 1.234 acc: 0.078]
3973 [D loss: 0.493 R 0.519 F 0.467][D acc: 0.727 R 0.688 F 0.766][G loss: 1.249 acc: 0.125]
3974 [D loss: 0.474 R 0.433 F 0.514][D acc: 0.734 R 0.750 F 0.719][G loss: 1.226 acc: 0.078]
3975 [D loss: 0.660 R 0.543 F 0.776][D acc: 0.648 R 0.578 F 0.719][G loss: 1.278 acc: 0.094]
3976 [D loss: 0.606 R 0.649 F 0.563][D acc: 0.656 R 0.531 F 0.781][G loss: 1.393 acc: 0.062]
3977 [D loss: 0.510 R 0.580 F 0.440][D acc: 0.773 R 0.656 F 0.891][G loss: 1.328 acc: 0.078]
3978 [D loss: 0.541 R 0.618 F 0.463][D acc: 0.758 R 0.703 F 0.812][G loss: 1.303 acc: 0.156]
3979 [D loss: 0.444 R 0.413 F 0.475][D acc: 0.789 R 0.719 F 0.859][G loss: 1.288 acc: 0.078]
3980 [D loss: 0.574 R 0.531 F 0.618][D acc: 0.703 R 0.672 F 0.734][G loss: 1.368 acc: 0.078]
3981 [D loss: 0.605 R 0.493 F 0.718][D acc: 0.695 R 0.703 F 0.688][G loss: 1.401 acc: 0.078]
3982 [D loss: 0.545 R 0.666 F 0.424][D acc: 0.711 R 0.547 F 0.875][G loss: 1.369 acc: 0.062]
3983 [D loss: 0.666 R 0.766 F 0.566][D acc: 0.625 R 0.516 F 0.734][G loss: 1.320 acc: 0.078]
3984 [D loss: 0.563 R 0.625 F 0.502][D acc: 0.727 R 0.609 F 0.844][G loss: 1.283 acc: 0.078]
3985 [D loss: 0.493 R 0.455 F 0.530][D acc: 0.773 R 0.734 F 0.812][G loss: 1.354 acc: 0.141]
3986 [D loss: 0.639 R 0.680 F 0.597][D acc: 0.664 R 0.578 F 0.750][G loss: 1.390 acc: 0.094]
3987 [D loss: 0.545 R 0.556 F 0.534][D acc: 0.750 R 0.641 F 0.859][G loss: 1.381 acc: 0.141]
3988 [D loss: 0.656 R 0.594 F 0.718][D acc: 0.688 R 0.609 F 0.766][G loss: 1.386 acc: 0.047]
3989 [D loss: 0.549 R 0.638 F 0.459][D acc: 0.750 R 0.625 F 0.875][G loss: 1.474 acc: 0.078]
3990 [D loss: 0.522 R 0.526 F 0.518][D acc: 0.719 R 0.656 F 0.781][G loss: 1.361 acc: 0.062]
3991 [D loss: 0.597 R 0.572 F 0.622][D acc: 0.672 R 0.609 F 0.734][G loss: 1.324 acc: 0.094]
3992 [D loss: 0.538 R 0.617 F 0.459][D acc: 0.750 R 0.625 F 0.875][G loss: 1.310 acc: 0.125]
3993 [D loss: 0.575 R 0.570 F 0.581][D acc: 0.703 R 0.625 F 0.781][G loss: 1.126 acc: 0.250]
3994 [D loss: 0.562 R 0.577 F 0.547][D acc: 0.680 R 0.625 F 0.734][G loss: 1.444 acc: 0.094]
3995 [D loss: 0.469 R 0.504 F 0.435][D acc: 0.789 R 0.703 F 0.875][G loss: 1.301 acc: 0.172]
3996 [D loss: 0.678 R 0.625 F 0.731][D acc: 0.711 R 0.641 F 0.781][G loss: 1.217 acc: 0.062]
3997 [D loss: 0.520 R 0.532 F 0.509][D acc: 0.711 R 0.625 F 0.797][G loss: 1.186 acc: 0.156]
3998 [D loss: 0.613 R 0.549 F 0.677][D acc: 0.680 R 0.641 F 0.719][G loss: 1.370 acc: 0.078]
3999 [D loss: 0.568 R 0.590 F 0.545][D acc: 0.719 R 0.641 F 0.797][G loss: 1.152 acc: 0.188]
4000 [D loss: 0.621 R 0.592 F 0.651][D acc: 0.633 R 0.594 F 0.672][G loss: 1.205 acc: 0.156]
4001 [D loss: 0.563 R 0.563 F 0.564][D acc: 0.688 R 0.609 F 0.766][G loss: 1.284 acc: 0.141]
4002 [D loss: 0.527 R 0.549 F 0.505][D acc: 0.703 R 0.625 F 0.781][G loss: 1.283 acc: 0.141]
4003 [D loss: 0.547 R 0.617 F 0.477][D acc: 0.727 R 0.609 F 0.844][G loss: 1.265 acc: 0.141]
4004 [D loss: 0.533 R 0.576 F 0.491][D acc: 0.750 R 0.625 F 0.875][G loss: 1.331 acc: 0.078]
4005 [D loss: 0.624 R 0.728 F 0.521][D acc: 0.688 R 0.594 F 0.781][G loss: 1.307 acc: 0.078]
4006 [D loss: 0.531 R 0.528 F 0.533][D acc: 0.719 R 0.641 F 0.797][G loss: 1.218 acc: 0.125]
4007 [D loss: 0.619 R 0.516 F 0.722][D acc: 0.672 R 0.656 F 0.688][G loss: 1.269 acc: 0.094]
4008 [D loss: 0.568 R 0.656 F 0.481][D acc: 0.703 R 0.562 F 0.844][G loss: 1.221 acc: 0.109]
4009 [D loss: 0.511 R 0.511 F 0.511][D acc: 0.719 R 0.641 F 0.797][G loss: 1.223 acc: 0.078]
4010 [D loss: 0.612 R 0.641 F 0.584][D acc: 0.703 R 0.625 F 0.781][G loss: 1.203 acc: 0.078]
4011 [D loss: 0.553 R 0.546 F 0.560][D acc: 0.664 R 0.609 F 0.719][G loss: 1.140 acc: 0.156]
4012 [D loss: 0.589 R 0.564 F 0.614][D acc: 0.656 R 0.609 F 0.703][G loss: 1.383 acc: 0.047]
4013 [D loss: 0.593 R 0.584 F 0.602][D acc: 0.727 R 0.672 F 0.781][G loss: 1.217 acc: 0.141]
4014 [D loss: 0.621 R 0.708 F 0.535][D acc: 0.672 R 0.531 F 0.812][G loss: 1.245 acc: 0.047]
4015 [D loss: 0.518 R 0.568 F 0.468][D acc: 0.727 R 0.609 F 0.844][G loss: 1.118 acc: 0.188]
4016 [D loss: 0.546 R 0.548 F 0.544][D acc: 0.703 R 0.625 F 0.781][G loss: 1.344 acc: 0.109]
4017 [D loss: 0.531 R 0.511 F 0.551][D acc: 0.742 R 0.703 F 0.781][G loss: 1.261 acc: 0.156]
4018 [D loss: 0.532 R 0.567 F 0.497][D acc: 0.719 R 0.641 F 0.797][G loss: 1.241 acc: 0.078]
4019 [D loss: 0.578 R 0.569 F 0.588][D acc: 0.711 R 0.625 F 0.797][G loss: 1.249 acc: 0.078]
4020 [D loss: 0.513 R 0.548 F 0.478][D acc: 0.766 R 0.641 F 0.891][G loss: 1.365 acc: 0.094]
4021 [D loss: 0.613 R 0.537 F 0.690][D acc: 0.734 R 0.703 F 0.766][G loss: 1.219 acc: 0.094]
4022 [D loss: 0.614 R 0.706 F 0.521][D acc: 0.672 R 0.547 F 0.797][G loss: 1.305 acc: 0.062]
4023 [D loss: 0.612 R 0.686 F 0.539][D acc: 0.656 R 0.516 F 0.797][G loss: 1.291 acc: 0.062]
4024 [D loss: 0.506 R 0.525 F 0.487][D acc: 0.750 R 0.656 F 0.844][G loss: 1.218 acc: 0.125]
4025 [D loss: 0.557 R 0.550 F 0.564][D acc: 0.711 R 0.656 F 0.766][G loss: 1.188 acc: 0.141]
4026 [D loss: 0.533 R 0.516 F 0.550][D acc: 0.734 R 0.672 F 0.797][G loss: 1.283 acc: 0.125]
4027 [D loss: 0.593 R 0.608 F 0.578][D acc: 0.672 R 0.625 F 0.719][G loss: 1.150 acc: 0.156]
4028 [D loss: 0.549 R 0.565 F 0.533][D acc: 0.664 R 0.609 F 0.719][G loss: 1.307 acc: 0.109]
4029 [D loss: 0.584 R 0.629 F 0.539][D acc: 0.688 R 0.594 F 0.781][G loss: 1.200 acc: 0.094]
4030 [D loss: 0.481 R 0.503 F 0.459][D acc: 0.773 R 0.688 F 0.859][G loss: 1.367 acc: 0.109]
4031 [D loss: 0.633 R 0.676 F 0.590][D acc: 0.672 R 0.609 F 0.734][G loss: 1.236 acc: 0.094]
4032 [D loss: 0.509 R 0.536 F 0.483][D acc: 0.742 R 0.672 F 0.812][G loss: 1.298 acc: 0.109]
4033 [D loss: 0.581 R 0.584 F 0.577][D acc: 0.719 R 0.672 F 0.766][G loss: 1.363 acc: 0.125]
4034 [D loss: 0.563 R 0.570 F 0.555][D acc: 0.711 R 0.625 F 0.797][G loss: 1.369 acc: 0.141]
4035 [D loss: 0.635 R 0.549 F 0.721][D acc: 0.719 R 0.719 F 0.719][G loss: 1.157 acc: 0.156]
4036 [D loss: 0.516 R 0.495 F 0.537][D acc: 0.742 R 0.688 F 0.797][G loss: 1.231 acc: 0.125]
4037 [D loss: 0.504 R 0.556 F 0.452][D acc: 0.781 R 0.719 F 0.844][G loss: 1.172 acc: 0.141]
4038 [D loss: 0.567 R 0.507 F 0.627][D acc: 0.688 R 0.625 F 0.750][G loss: 1.381 acc: 0.141]
4039 [D loss: 0.569 R 0.625 F 0.513][D acc: 0.695 R 0.625 F 0.766][G loss: 1.243 acc: 0.219]
4040 [D loss: 0.499 R 0.522 F 0.475][D acc: 0.766 R 0.688 F 0.844][G loss: 1.108 acc: 0.234]
4041 [D loss: 0.561 R 0.500 F 0.621][D acc: 0.750 R 0.672 F 0.828][G loss: 1.209 acc: 0.172]
4042 [D loss: 0.555 R 0.505 F 0.604][D acc: 0.711 R 0.688 F 0.734][G loss: 1.325 acc: 0.156]
4043 [D loss: 0.510 R 0.495 F 0.525][D acc: 0.742 R 0.719 F 0.766][G loss: 1.328 acc: 0.125]
4044 [D loss: 0.537 R 0.517 F 0.556][D acc: 0.711 R 0.672 F 0.750][G loss: 1.421 acc: 0.062]
4045 [D loss: 0.545 R 0.583 F 0.507][D acc: 0.711 R 0.641 F 0.781][G loss: 1.369 acc: 0.094]
4046 [D loss: 0.629 R 0.650 F 0.609][D acc: 0.641 R 0.594 F 0.688][G loss: 1.317 acc: 0.094]
4047 [D loss: 0.549 R 0.520 F 0.577][D acc: 0.734 R 0.703 F 0.766][G loss: 1.143 acc: 0.156]
4048 [D loss: 0.568 R 0.626 F 0.509][D acc: 0.742 R 0.656 F 0.828][G loss: 1.226 acc: 0.141]
4049 [D loss: 0.567 R 0.606 F 0.528][D acc: 0.688 R 0.594 F 0.781][G loss: 1.169 acc: 0.156]
4050 [D loss: 0.579 R 0.570 F 0.587][D acc: 0.672 R 0.641 F 0.703][G loss: 1.139 acc: 0.266]
4051 [D loss: 0.558 R 0.448 F 0.668][D acc: 0.734 R 0.734 F 0.734][G loss: 1.259 acc: 0.078]
4052 [D loss: 0.536 R 0.553 F 0.519][D acc: 0.711 R 0.688 F 0.734][G loss: 1.321 acc: 0.094]
4053 [D loss: 0.568 R 0.605 F 0.531][D acc: 0.641 R 0.531 F 0.750][G loss: 1.240 acc: 0.109]
4054 [D loss: 0.558 R 0.547 F 0.569][D acc: 0.703 R 0.641 F 0.766][G loss: 1.119 acc: 0.234]
4055 [D loss: 0.555 R 0.457 F 0.653][D acc: 0.688 R 0.703 F 0.672][G loss: 1.328 acc: 0.078]
4056 [D loss: 0.530 R 0.564 F 0.495][D acc: 0.695 R 0.625 F 0.766][G loss: 1.442 acc: 0.172]
4057 [D loss: 0.689 R 0.741 F 0.636][D acc: 0.633 R 0.531 F 0.734][G loss: 1.523 acc: 0.031]
4058 [D loss: 0.686 R 0.887 F 0.486][D acc: 0.648 R 0.422 F 0.875][G loss: 1.209 acc: 0.141]
4059 [D loss: 0.557 R 0.528 F 0.585][D acc: 0.703 R 0.641 F 0.766][G loss: 1.239 acc: 0.109]
4060 [D loss: 0.554 R 0.473 F 0.634][D acc: 0.781 R 0.719 F 0.844][G loss: 1.257 acc: 0.078]
4061 [D loss: 0.581 R 0.520 F 0.642][D acc: 0.688 R 0.656 F 0.719][G loss: 1.344 acc: 0.094]
4062 [D loss: 0.567 R 0.593 F 0.541][D acc: 0.758 R 0.656 F 0.859][G loss: 1.413 acc: 0.047]
4063 [D loss: 0.576 R 0.622 F 0.531][D acc: 0.680 R 0.562 F 0.797][G loss: 1.264 acc: 0.109]
4064 [D loss: 0.509 R 0.546 F 0.471][D acc: 0.766 R 0.672 F 0.859][G loss: 1.300 acc: 0.156]
4065 [D loss: 0.519 R 0.552 F 0.486][D acc: 0.758 R 0.688 F 0.828][G loss: 1.181 acc: 0.156]
4066 [D loss: 0.499 R 0.385 F 0.614][D acc: 0.758 R 0.781 F 0.734][G loss: 1.305 acc: 0.141]
4067 [D loss: 0.592 R 0.606 F 0.578][D acc: 0.711 R 0.641 F 0.781][G loss: 1.274 acc: 0.109]
4068 [D loss: 0.612 R 0.629 F 0.596][D acc: 0.617 R 0.547 F 0.688][G loss: 1.175 acc: 0.156]
4069 [D loss: 0.621 R 0.675 F 0.567][D acc: 0.641 R 0.531 F 0.750][G loss: 1.284 acc: 0.109]
4070 [D loss: 0.634 R 0.651 F 0.618][D acc: 0.648 R 0.562 F 0.734][G loss: 1.274 acc: 0.109]
4071 [D loss: 0.542 R 0.583 F 0.500][D acc: 0.758 R 0.641 F 0.875][G loss: 1.217 acc: 0.094]
4072 [D loss: 0.592 R 0.578 F 0.606][D acc: 0.711 R 0.641 F 0.781][G loss: 1.334 acc: 0.094]
4073 [D loss: 0.532 R 0.594 F 0.470][D acc: 0.727 R 0.562 F 0.891][G loss: 1.364 acc: 0.078]
4074 [D loss: 0.559 R 0.496 F 0.623][D acc: 0.695 R 0.656 F 0.734][G loss: 1.260 acc: 0.094]
4075 [D loss: 0.595 R 0.665 F 0.524][D acc: 0.688 R 0.578 F 0.797][G loss: 1.192 acc: 0.125]
4076 [D loss: 0.513 R 0.543 F 0.483][D acc: 0.758 R 0.703 F 0.812][G loss: 1.250 acc: 0.141]
4077 [D loss: 0.585 R 0.637 F 0.533][D acc: 0.703 R 0.594 F 0.812][G loss: 1.115 acc: 0.188]
4078 [D loss: 0.529 R 0.562 F 0.496][D acc: 0.750 R 0.625 F 0.875][G loss: 1.245 acc: 0.203]
4079 [D loss: 0.637 R 0.560 F 0.715][D acc: 0.711 R 0.672 F 0.750][G loss: 1.363 acc: 0.141]
4080 [D loss: 0.507 R 0.503 F 0.512][D acc: 0.773 R 0.734 F 0.812][G loss: 1.234 acc: 0.125]
4081 [D loss: 0.620 R 0.588 F 0.651][D acc: 0.656 R 0.609 F 0.703][G loss: 1.306 acc: 0.062]
4082 [D loss: 0.602 R 0.657 F 0.546][D acc: 0.719 R 0.594 F 0.844][G loss: 1.287 acc: 0.062]
4083 [D loss: 0.552 R 0.607 F 0.496][D acc: 0.719 R 0.578 F 0.859][G loss: 1.175 acc: 0.172]
4084 [D loss: 0.542 R 0.528 F 0.556][D acc: 0.758 R 0.703 F 0.812][G loss: 1.189 acc: 0.094]
4085 [D loss: 0.512 R 0.545 F 0.478][D acc: 0.789 R 0.688 F 0.891][G loss: 1.366 acc: 0.109]
4086 [D loss: 0.496 R 0.503 F 0.489][D acc: 0.758 R 0.719 F 0.797][G loss: 1.294 acc: 0.078]
4087 [D loss: 0.639 R 0.547 F 0.731][D acc: 0.695 R 0.656 F 0.734][G loss: 1.178 acc: 0.172]
4088 [D loss: 0.544 R 0.634 F 0.454][D acc: 0.727 R 0.594 F 0.859][G loss: 1.240 acc: 0.203]
4089 [D loss: 0.631 R 0.661 F 0.601][D acc: 0.695 R 0.578 F 0.812][G loss: 1.160 acc: 0.094]
4090 [D loss: 0.596 R 0.655 F 0.536][D acc: 0.648 R 0.547 F 0.750][G loss: 1.191 acc: 0.125]
4091 [D loss: 0.571 R 0.552 F 0.591][D acc: 0.750 R 0.656 F 0.844][G loss: 1.175 acc: 0.109]
4092 [D loss: 0.545 R 0.589 F 0.502][D acc: 0.695 R 0.594 F 0.797][G loss: 1.158 acc: 0.109]
4093 [D loss: 0.537 R 0.577 F 0.496][D acc: 0.727 R 0.703 F 0.750][G loss: 1.101 acc: 0.219]
4094 [D loss: 0.625 R 0.531 F 0.720][D acc: 0.680 R 0.688 F 0.672][G loss: 1.169 acc: 0.109]
4095 [D loss: 0.554 R 0.610 F 0.497][D acc: 0.727 R 0.625 F 0.828][G loss: 1.141 acc: 0.141]
4096 [D loss: 0.511 R 0.511 F 0.512][D acc: 0.758 R 0.672 F 0.844][G loss: 1.192 acc: 0.156]
4097 [D loss: 0.688 R 0.782 F 0.594][D acc: 0.609 R 0.484 F 0.734][G loss: 1.168 acc: 0.078]
4098 [D loss: 0.524 R 0.503 F 0.546][D acc: 0.727 R 0.656 F 0.797][G loss: 1.175 acc: 0.094]
4099 [D loss: 0.544 R 0.536 F 0.553][D acc: 0.734 R 0.656 F 0.812][G loss: 1.128 acc: 0.141]
4100 [D loss: 0.499 R 0.441 F 0.557][D acc: 0.703 R 0.734 F 0.672][G loss: 1.376 acc: 0.094]
4101 [D loss: 0.513 R 0.468 F 0.557][D acc: 0.734 R 0.688 F 0.781][G loss: 1.381 acc: 0.078]
4102 [D loss: 0.552 R 0.506 F 0.598][D acc: 0.719 R 0.734 F 0.703][G loss: 1.529 acc: 0.047]
4103 [D loss: 0.500 R 0.463 F 0.538][D acc: 0.750 R 0.734 F 0.766][G loss: 1.439 acc: 0.094]
4104 [D loss: 0.630 R 0.764 F 0.495][D acc: 0.641 R 0.469 F 0.812][G loss: 1.274 acc: 0.094]
4105 [D loss: 0.672 R 0.663 F 0.680][D acc: 0.664 R 0.609 F 0.719][G loss: 1.255 acc: 0.078]
4106 [D loss: 0.556 R 0.615 F 0.498][D acc: 0.688 R 0.594 F 0.781][G loss: 1.343 acc: 0.078]
4107 [D loss: 0.487 R 0.491 F 0.482][D acc: 0.750 R 0.672 F 0.828][G loss: 1.259 acc: 0.141]
4108 [D loss: 0.560 R 0.557 F 0.563][D acc: 0.695 R 0.609 F 0.781][G loss: 1.241 acc: 0.125]
4109 [D loss: 0.470 R 0.496 F 0.444][D acc: 0.781 R 0.703 F 0.859][G loss: 1.311 acc: 0.062]
4110 [D loss: 0.569 R 0.541 F 0.597][D acc: 0.711 R 0.688 F 0.734][G loss: 1.403 acc: 0.062]
4111 [D loss: 0.608 R 0.612 F 0.604][D acc: 0.703 R 0.625 F 0.781][G loss: 1.394 acc: 0.109]
4112 [D loss: 0.514 R 0.637 F 0.392][D acc: 0.727 R 0.562 F 0.891][G loss: 1.292 acc: 0.172]
4113 [D loss: 0.592 R 0.597 F 0.586][D acc: 0.719 R 0.641 F 0.797][G loss: 1.161 acc: 0.234]
4114 [D loss: 0.568 R 0.570 F 0.567][D acc: 0.688 R 0.594 F 0.781][G loss: 1.288 acc: 0.141]
4115 [D loss: 0.544 R 0.461 F 0.626][D acc: 0.703 R 0.703 F 0.703][G loss: 1.278 acc: 0.141]
4116 [D loss: 0.518 R 0.613 F 0.423][D acc: 0.742 R 0.609 F 0.875][G loss: 1.314 acc: 0.047]
4117 [D loss: 0.543 R 0.539 F 0.546][D acc: 0.734 R 0.688 F 0.781][G loss: 1.326 acc: 0.125]
4118 [D loss: 0.423 R 0.413 F 0.433][D acc: 0.859 R 0.797 F 0.922][G loss: 1.161 acc: 0.234]
4119 [D loss: 0.568 R 0.507 F 0.630][D acc: 0.711 R 0.734 F 0.688][G loss: 1.425 acc: 0.062]
4120 [D loss: 0.497 R 0.494 F 0.500][D acc: 0.781 R 0.750 F 0.812][G loss: 1.229 acc: 0.141]
4121 [D loss: 0.551 R 0.497 F 0.605][D acc: 0.711 R 0.734 F 0.688][G loss: 1.492 acc: 0.062]
4122 [D loss: 0.592 R 0.612 F 0.572][D acc: 0.703 R 0.609 F 0.797][G loss: 1.291 acc: 0.109]
4123 [D loss: 0.608 R 0.551 F 0.665][D acc: 0.648 R 0.641 F 0.656][G loss: 1.270 acc: 0.188]
4124 [D loss: 0.585 R 0.608 F 0.563][D acc: 0.703 R 0.594 F 0.812][G loss: 1.189 acc: 0.172]
4125 [D loss: 0.547 R 0.555 F 0.539][D acc: 0.695 R 0.609 F 0.781][G loss: 1.273 acc: 0.188]
4126 [D loss: 0.564 R 0.543 F 0.584][D acc: 0.719 R 0.672 F 0.766][G loss: 1.193 acc: 0.203]
4127 [D loss: 0.512 R 0.505 F 0.519][D acc: 0.750 R 0.703 F 0.797][G loss: 1.390 acc: 0.109]
4128 [D loss: 0.613 R 0.681 F 0.546][D acc: 0.656 R 0.547 F 0.766][G loss: 1.233 acc: 0.219]
4129 [D loss: 0.546 R 0.510 F 0.581][D acc: 0.727 R 0.688 F 0.766][G loss: 1.217 acc: 0.078]
4130 [D loss: 0.562 R 0.547 F 0.577][D acc: 0.703 R 0.609 F 0.797][G loss: 1.422 acc: 0.109]
4131 [D loss: 0.647 R 0.676 F 0.618][D acc: 0.617 R 0.562 F 0.672][G loss: 1.374 acc: 0.109]
4132 [D loss: 0.603 R 0.610 F 0.596][D acc: 0.734 R 0.641 F 0.828][G loss: 1.300 acc: 0.094]
4133 [D loss: 0.509 R 0.563 F 0.455][D acc: 0.750 R 0.656 F 0.844][G loss: 1.219 acc: 0.156]
4134 [D loss: 0.538 R 0.491 F 0.585][D acc: 0.719 R 0.688 F 0.750][G loss: 1.339 acc: 0.047]
4135 [D loss: 0.509 R 0.469 F 0.550][D acc: 0.758 R 0.688 F 0.828][G loss: 1.215 acc: 0.172]
4136 [D loss: 0.508 R 0.567 F 0.448][D acc: 0.766 R 0.656 F 0.875][G loss: 1.394 acc: 0.141]
4137 [D loss: 0.561 R 0.411 F 0.710][D acc: 0.727 R 0.719 F 0.734][G loss: 1.325 acc: 0.094]
4138 [D loss: 0.554 R 0.601 F 0.506][D acc: 0.727 R 0.594 F 0.859][G loss: 1.356 acc: 0.078]
4139 [D loss: 0.587 R 0.654 F 0.519][D acc: 0.719 R 0.594 F 0.844][G loss: 1.267 acc: 0.203]
4140 [D loss: 0.544 R 0.518 F 0.570][D acc: 0.742 R 0.641 F 0.844][G loss: 1.435 acc: 0.109]
4141 [D loss: 0.490 R 0.517 F 0.463][D acc: 0.734 R 0.672 F 0.797][G loss: 1.220 acc: 0.078]
4142 [D loss: 0.502 R 0.459 F 0.544][D acc: 0.805 R 0.750 F 0.859][G loss: 1.167 acc: 0.125]
4143 [D loss: 0.623 R 0.639 F 0.606][D acc: 0.641 R 0.562 F 0.719][G loss: 1.450 acc: 0.094]
4144 [D loss: 0.576 R 0.570 F 0.581][D acc: 0.656 R 0.594 F 0.719][G loss: 1.307 acc: 0.203]
4145 [D loss: 0.555 R 0.597 F 0.513][D acc: 0.734 R 0.641 F 0.828][G loss: 1.299 acc: 0.109]
4146 [D loss: 0.527 R 0.564 F 0.491][D acc: 0.750 R 0.641 F 0.859][G loss: 1.162 acc: 0.156]
4147 [D loss: 0.552 R 0.617 F 0.488][D acc: 0.734 R 0.578 F 0.891][G loss: 1.346 acc: 0.125]
4148 [D loss: 0.514 R 0.507 F 0.521][D acc: 0.734 R 0.688 F 0.781][G loss: 1.332 acc: 0.094]
4149 [D loss: 0.490 R 0.488 F 0.492][D acc: 0.727 R 0.688 F 0.766][G loss: 1.340 acc: 0.141]
4150 [D loss: 0.554 R 0.561 F 0.547][D acc: 0.719 R 0.672 F 0.766][G loss: 1.452 acc: 0.094]
4151 [D loss: 0.569 R 0.609 F 0.529][D acc: 0.727 R 0.625 F 0.828][G loss: 1.222 acc: 0.125]
4152 [D loss: 0.486 R 0.495 F 0.476][D acc: 0.781 R 0.750 F 0.812][G loss: 1.322 acc: 0.125]
4153 [D loss: 0.502 R 0.485 F 0.520][D acc: 0.750 R 0.719 F 0.781][G loss: 1.332 acc: 0.109]
4154 [D loss: 0.533 R 0.479 F 0.588][D acc: 0.734 R 0.688 F 0.781][G loss: 1.340 acc: 0.141]
4155 [D loss: 0.582 R 0.527 F 0.637][D acc: 0.750 R 0.703 F 0.797][G loss: 1.397 acc: 0.062]
4156 [D loss: 0.498 R 0.471 F 0.526][D acc: 0.750 R 0.688 F 0.812][G loss: 1.385 acc: 0.156]
4157 [D loss: 0.502 R 0.502 F 0.502][D acc: 0.734 R 0.672 F 0.797][G loss: 1.400 acc: 0.078]
4158 [D loss: 0.567 R 0.581 F 0.553][D acc: 0.711 R 0.672 F 0.750][G loss: 1.345 acc: 0.125]
4159 [D loss: 0.558 R 0.595 F 0.521][D acc: 0.734 R 0.625 F 0.844][G loss: 1.316 acc: 0.125]
4160 [D loss: 0.550 R 0.536 F 0.564][D acc: 0.695 R 0.656 F 0.734][G loss: 1.283 acc: 0.047]
4161 [D loss: 0.512 R 0.572 F 0.452][D acc: 0.766 R 0.641 F 0.891][G loss: 1.477 acc: 0.047]
4162 [D loss: 0.560 R 0.515 F 0.605][D acc: 0.672 R 0.625 F 0.719][G loss: 1.141 acc: 0.172]
4163 [D loss: 0.532 R 0.461 F 0.603][D acc: 0.719 R 0.703 F 0.734][G loss: 1.412 acc: 0.125]
4164 [D loss: 0.539 R 0.578 F 0.500][D acc: 0.719 R 0.672 F 0.766][G loss: 1.373 acc: 0.125]
4165 [D loss: 0.531 R 0.536 F 0.525][D acc: 0.727 R 0.656 F 0.797][G loss: 1.383 acc: 0.109]
4166 [D loss: 0.543 R 0.500 F 0.585][D acc: 0.727 R 0.688 F 0.766][G loss: 1.303 acc: 0.125]
4167 [D loss: 0.503 R 0.478 F 0.527][D acc: 0.773 R 0.719 F 0.828][G loss: 1.447 acc: 0.078]
4168 [D loss: 0.522 R 0.521 F 0.524][D acc: 0.773 R 0.688 F 0.859][G loss: 1.293 acc: 0.125]
4169 [D loss: 0.514 R 0.536 F 0.491][D acc: 0.750 R 0.672 F 0.828][G loss: 1.433 acc: 0.031]
4170 [D loss: 0.604 R 0.687 F 0.521][D acc: 0.680 R 0.547 F 0.812][G loss: 1.379 acc: 0.078]
4171 [D loss: 0.646 R 0.669 F 0.623][D acc: 0.664 R 0.578 F 0.750][G loss: 1.305 acc: 0.078]
4172 [D loss: 0.549 R 0.503 F 0.594][D acc: 0.719 R 0.719 F 0.719][G loss: 1.313 acc: 0.031]
4173 [D loss: 0.580 R 0.643 F 0.516][D acc: 0.664 R 0.500 F 0.828][G loss: 1.259 acc: 0.109]
4174 [D loss: 0.519 R 0.538 F 0.500][D acc: 0.727 R 0.656 F 0.797][G loss: 1.369 acc: 0.062]
4175 [D loss: 0.518 R 0.598 F 0.438][D acc: 0.750 R 0.641 F 0.859][G loss: 1.309 acc: 0.109]
4176 [D loss: 0.530 R 0.379 F 0.680][D acc: 0.742 R 0.781 F 0.703][G loss: 1.298 acc: 0.141]
4177 [D loss: 0.628 R 0.618 F 0.637][D acc: 0.664 R 0.609 F 0.719][G loss: 1.285 acc: 0.047]
4178 [D loss: 0.573 R 0.723 F 0.423][D acc: 0.711 R 0.547 F 0.875][G loss: 1.234 acc: 0.125]
4179 [D loss: 0.586 R 0.462 F 0.709][D acc: 0.734 R 0.750 F 0.719][G loss: 1.316 acc: 0.078]
4180 [D loss: 0.563 R 0.630 F 0.496][D acc: 0.688 R 0.578 F 0.797][G loss: 1.335 acc: 0.094]
4181 [D loss: 0.556 R 0.573 F 0.539][D acc: 0.727 R 0.656 F 0.797][G loss: 1.259 acc: 0.078]
4182 [D loss: 0.598 R 0.620 F 0.576][D acc: 0.688 R 0.641 F 0.734][G loss: 1.177 acc: 0.109]
4183 [D loss: 0.568 R 0.616 F 0.519][D acc: 0.688 R 0.547 F 0.828][G loss: 1.227 acc: 0.141]
4184 [D loss: 0.478 R 0.466 F 0.491][D acc: 0.766 R 0.656 F 0.875][G loss: 1.420 acc: 0.047]
4185 [D loss: 0.596 R 0.597 F 0.595][D acc: 0.664 R 0.578 F 0.750][G loss: 1.384 acc: 0.078]
4186 [D loss: 0.564 R 0.629 F 0.498][D acc: 0.680 R 0.547 F 0.812][G loss: 1.288 acc: 0.094]
4187 [D loss: 0.524 R 0.499 F 0.549][D acc: 0.695 R 0.672 F 0.719][G loss: 1.241 acc: 0.172]
4188 [D loss: 0.648 R 0.665 F 0.631][D acc: 0.672 R 0.547 F 0.797][G loss: 1.159 acc: 0.156]
4189 [D loss: 0.575 R 0.560 F 0.590][D acc: 0.703 R 0.656 F 0.750][G loss: 1.385 acc: 0.062]
4190 [D loss: 0.555 R 0.528 F 0.583][D acc: 0.703 R 0.641 F 0.766][G loss: 1.291 acc: 0.094]
4191 [D loss: 0.582 R 0.608 F 0.556][D acc: 0.703 R 0.578 F 0.828][G loss: 1.296 acc: 0.094]
4192 [D loss: 0.639 R 0.737 F 0.541][D acc: 0.633 R 0.531 F 0.734][G loss: 1.339 acc: 0.062]
4193 [D loss: 0.565 R 0.641 F 0.489][D acc: 0.695 R 0.562 F 0.828][G loss: 1.221 acc: 0.078]
4194 [D loss: 0.565 R 0.598 F 0.532][D acc: 0.695 R 0.609 F 0.781][G loss: 1.216 acc: 0.172]
4195 [D loss: 0.548 R 0.529 F 0.566][D acc: 0.750 R 0.672 F 0.828][G loss: 1.117 acc: 0.172]
4196 [D loss: 0.526 R 0.542 F 0.509][D acc: 0.727 R 0.672 F 0.781][G loss: 1.263 acc: 0.141]
4197 [D loss: 0.473 R 0.300 F 0.646][D acc: 0.758 R 0.797 F 0.719][G loss: 1.219 acc: 0.203]
4198 [D loss: 0.703 R 0.615 F 0.792][D acc: 0.664 R 0.688 F 0.641][G loss: 1.415 acc: 0.078]
4199 [D loss: 0.582 R 0.674 F 0.490][D acc: 0.688 R 0.531 F 0.844][G loss: 1.354 acc: 0.141]
4200 [D loss: 0.649 R 0.750 F 0.549][D acc: 0.656 R 0.516 F 0.797][G loss: 1.251 acc: 0.109]
4201 [D loss: 0.544 R 0.558 F 0.529][D acc: 0.719 R 0.656 F 0.781][G loss: 1.182 acc: 0.156]
4202 [D loss: 0.614 R 0.603 F 0.624][D acc: 0.633 R 0.578 F 0.688][G loss: 1.269 acc: 0.078]
4203 [D loss: 0.588 R 0.621 F 0.556][D acc: 0.695 R 0.609 F 0.781][G loss: 1.246 acc: 0.094]
4204 [D loss: 0.608 R 0.647 F 0.569][D acc: 0.648 R 0.594 F 0.703][G loss: 1.197 acc: 0.125]
4205 [D loss: 0.574 R 0.603 F 0.545][D acc: 0.719 R 0.656 F 0.781][G loss: 1.123 acc: 0.156]
4206 [D loss: 0.609 R 0.555 F 0.664][D acc: 0.625 R 0.578 F 0.672][G loss: 1.204 acc: 0.078]
4207 [D loss: 0.503 R 0.550 F 0.457][D acc: 0.742 R 0.594 F 0.891][G loss: 1.266 acc: 0.109]
4208 [D loss: 0.503 R 0.512 F 0.495][D acc: 0.734 R 0.672 F 0.797][G loss: 1.189 acc: 0.094]
4209 [D loss: 0.575 R 0.566 F 0.585][D acc: 0.680 R 0.609 F 0.750][G loss: 1.244 acc: 0.078]
4210 [D loss: 0.543 R 0.575 F 0.510][D acc: 0.734 R 0.609 F 0.859][G loss: 1.252 acc: 0.109]
4211 [D loss: 0.512 R 0.498 F 0.526][D acc: 0.781 R 0.719 F 0.844][G loss: 1.330 acc: 0.109]
4212 [D loss: 0.510 R 0.506 F 0.513][D acc: 0.703 R 0.625 F 0.781][G loss: 1.374 acc: 0.078]
4213 [D loss: 0.606 R 0.603 F 0.610][D acc: 0.680 R 0.594 F 0.766][G loss: 1.476 acc: 0.141]
4214 [D loss: 0.538 R 0.577 F 0.499][D acc: 0.742 R 0.625 F 0.859][G loss: 1.327 acc: 0.109]
4215 [D loss: 0.541 R 0.622 F 0.459][D acc: 0.703 R 0.578 F 0.828][G loss: 1.418 acc: 0.109]
4216 [D loss: 0.601 R 0.620 F 0.581][D acc: 0.719 R 0.609 F 0.828][G loss: 1.318 acc: 0.156]
4217 [D loss: 0.522 R 0.517 F 0.527][D acc: 0.750 R 0.719 F 0.781][G loss: 1.291 acc: 0.109]
4218 [D loss: 0.572 R 0.623 F 0.521][D acc: 0.695 R 0.594 F 0.797][G loss: 1.267 acc: 0.141]
4219 [D loss: 0.522 R 0.558 F 0.485][D acc: 0.758 R 0.625 F 0.891][G loss: 1.390 acc: 0.062]
4220 [D loss: 0.715 R 0.667 F 0.763][D acc: 0.578 R 0.547 F 0.609][G loss: 1.372 acc: 0.094]
4221 [D loss: 0.580 R 0.708 F 0.451][D acc: 0.664 R 0.469 F 0.859][G loss: 1.212 acc: 0.109]
4222 [D loss: 0.548 R 0.653 F 0.442][D acc: 0.727 R 0.578 F 0.875][G loss: 1.355 acc: 0.078]
4223 [D loss: 0.579 R 0.617 F 0.540][D acc: 0.695 R 0.594 F 0.797][G loss: 1.364 acc: 0.141]
4224 [D loss: 0.540 R 0.614 F 0.467][D acc: 0.750 R 0.641 F 0.859][G loss: 1.325 acc: 0.094]
4225 [D loss: 0.549 R 0.564 F 0.534][D acc: 0.750 R 0.672 F 0.828][G loss: 1.204 acc: 0.203]
4226 [D loss: 0.603 R 0.615 F 0.591][D acc: 0.680 R 0.594 F 0.766][G loss: 1.309 acc: 0.109]
4227 [D loss: 0.599 R 0.670 F 0.529][D acc: 0.680 R 0.531 F 0.828][G loss: 1.334 acc: 0.062]
4228 [D loss: 0.630 R 0.630 F 0.631][D acc: 0.664 R 0.578 F 0.750][G loss: 1.240 acc: 0.078]
4229 [D loss: 0.591 R 0.648 F 0.534][D acc: 0.695 R 0.516 F 0.875][G loss: 1.206 acc: 0.078]
4230 [D loss: 0.546 R 0.598 F 0.494][D acc: 0.742 R 0.656 F 0.828][G loss: 1.150 acc: 0.188]
4231 [D loss: 0.585 R 0.587 F 0.583][D acc: 0.648 R 0.547 F 0.750][G loss: 1.111 acc: 0.172]
4232 [D loss: 0.587 R 0.441 F 0.733][D acc: 0.750 R 0.750 F 0.750][G loss: 1.306 acc: 0.078]
4233 [D loss: 0.617 R 0.647 F 0.586][D acc: 0.648 R 0.531 F 0.766][G loss: 1.264 acc: 0.109]
4234 [D loss: 0.647 R 0.713 F 0.581][D acc: 0.680 R 0.578 F 0.781][G loss: 1.282 acc: 0.125]
4235 [D loss: 0.468 R 0.492 F 0.445][D acc: 0.773 R 0.688 F 0.859][G loss: 1.297 acc: 0.141]
4236 [D loss: 0.516 R 0.515 F 0.517][D acc: 0.742 R 0.703 F 0.781][G loss: 1.317 acc: 0.156]
4237 [D loss: 0.559 R 0.607 F 0.512][D acc: 0.711 R 0.594 F 0.828][G loss: 1.183 acc: 0.203]
4238 [D loss: 0.569 R 0.534 F 0.603][D acc: 0.664 R 0.594 F 0.734][G loss: 1.202 acc: 0.094]
4239 [D loss: 0.462 R 0.417 F 0.507][D acc: 0.773 R 0.766 F 0.781][G loss: 1.340 acc: 0.094]
4240 [D loss: 0.577 R 0.469 F 0.685][D acc: 0.672 R 0.688 F 0.656][G loss: 1.402 acc: 0.062]
4241 [D loss: 0.618 R 0.700 F 0.537][D acc: 0.703 R 0.578 F 0.828][G loss: 1.302 acc: 0.078]
4242 [D loss: 0.497 R 0.506 F 0.488][D acc: 0.758 R 0.672 F 0.844][G loss: 1.330 acc: 0.062]
4243 [D loss: 0.547 R 0.618 F 0.475][D acc: 0.719 R 0.641 F 0.797][G loss: 1.286 acc: 0.094]
4244 [D loss: 0.478 R 0.481 F 0.476][D acc: 0.750 R 0.672 F 0.828][G loss: 1.214 acc: 0.172]
4245 [D loss: 0.531 R 0.598 F 0.464][D acc: 0.680 R 0.531 F 0.828][G loss: 1.224 acc: 0.125]
4246 [D loss: 0.666 R 0.568 F 0.765][D acc: 0.641 R 0.578 F 0.703][G loss: 1.284 acc: 0.078]
4247 [D loss: 0.553 R 0.542 F 0.565][D acc: 0.719 R 0.641 F 0.797][G loss: 1.264 acc: 0.094]
4248 [D loss: 0.570 R 0.658 F 0.482][D acc: 0.680 R 0.531 F 0.828][G loss: 1.202 acc: 0.047]
4249 [D loss: 0.502 R 0.521 F 0.484][D acc: 0.703 R 0.625 F 0.781][G loss: 1.140 acc: 0.125]
4250 [D loss: 0.578 R 0.591 F 0.565][D acc: 0.688 R 0.625 F 0.750][G loss: 1.199 acc: 0.078]
4251 [D loss: 0.575 R 0.682 F 0.468][D acc: 0.695 R 0.547 F 0.844][G loss: 1.250 acc: 0.062]
4252 [D loss: 0.492 R 0.458 F 0.525][D acc: 0.789 R 0.734 F 0.844][G loss: 1.259 acc: 0.109]
4253 [D loss: 0.596 R 0.625 F 0.568][D acc: 0.688 R 0.547 F 0.828][G loss: 1.370 acc: 0.094]
4254 [D loss: 0.519 R 0.548 F 0.490][D acc: 0.719 R 0.594 F 0.844][G loss: 1.191 acc: 0.141]
4255 [D loss: 0.586 R 0.623 F 0.550][D acc: 0.672 R 0.562 F 0.781][G loss: 1.162 acc: 0.141]
4256 [D loss: 0.500 R 0.457 F 0.542][D acc: 0.766 R 0.688 F 0.844][G loss: 1.298 acc: 0.109]
4257 [D loss: 0.456 R 0.477 F 0.435][D acc: 0.742 R 0.609 F 0.875][G loss: 1.382 acc: 0.141]
4258 [D loss: 0.615 R 0.532 F 0.698][D acc: 0.695 R 0.609 F 0.781][G loss: 1.484 acc: 0.078]
4259 [D loss: 0.642 R 0.710 F 0.575][D acc: 0.656 R 0.531 F 0.781][G loss: 1.304 acc: 0.141]
4260 [D loss: 0.538 R 0.517 F 0.558][D acc: 0.727 R 0.688 F 0.766][G loss: 1.333 acc: 0.094]
4261 [D loss: 0.639 R 0.585 F 0.693][D acc: 0.688 R 0.578 F 0.797][G loss: 1.383 acc: 0.062]
4262 [D loss: 0.589 R 0.656 F 0.522][D acc: 0.680 R 0.578 F 0.781][G loss: 1.348 acc: 0.047]
4263 [D loss: 0.519 R 0.547 F 0.491][D acc: 0.711 R 0.656 F 0.766][G loss: 1.220 acc: 0.156]
4264 [D loss: 0.568 R 0.565 F 0.570][D acc: 0.664 R 0.609 F 0.719][G loss: 1.225 acc: 0.141]
4265 [D loss: 0.559 R 0.511 F 0.607][D acc: 0.758 R 0.719 F 0.797][G loss: 1.228 acc: 0.141]
4266 [D loss: 0.507 R 0.529 F 0.486][D acc: 0.750 R 0.641 F 0.859][G loss: 1.277 acc: 0.078]
4267 [D loss: 0.568 R 0.512 F 0.624][D acc: 0.742 R 0.734 F 0.750][G loss: 1.307 acc: 0.078]
4268 [D loss: 0.658 R 0.688 F 0.629][D acc: 0.664 R 0.562 F 0.766][G loss: 1.281 acc: 0.125]
4269 [D loss: 0.575 R 0.630 F 0.521][D acc: 0.688 R 0.562 F 0.812][G loss: 1.089 acc: 0.203]
4270 [D loss: 0.545 R 0.625 F 0.465][D acc: 0.703 R 0.531 F 0.875][G loss: 1.251 acc: 0.109]
4271 [D loss: 0.509 R 0.509 F 0.510][D acc: 0.750 R 0.703 F 0.797][G loss: 1.248 acc: 0.094]
4272 [D loss: 0.509 R 0.527 F 0.490][D acc: 0.734 R 0.641 F 0.828][G loss: 1.234 acc: 0.125]
4273 [D loss: 0.576 R 0.594 F 0.557][D acc: 0.711 R 0.641 F 0.781][G loss: 1.419 acc: 0.094]
4274 [D loss: 0.554 R 0.548 F 0.561][D acc: 0.711 R 0.656 F 0.766][G loss: 1.090 acc: 0.188]
4275 [D loss: 0.583 R 0.605 F 0.562][D acc: 0.695 R 0.609 F 0.781][G loss: 1.144 acc: 0.141]
4276 [D loss: 0.615 R 0.511 F 0.719][D acc: 0.711 R 0.656 F 0.766][G loss: 1.209 acc: 0.125]
4277 [D loss: 0.611 R 0.675 F 0.548][D acc: 0.664 R 0.516 F 0.812][G loss: 1.226 acc: 0.094]
4278 [D loss: 0.553 R 0.620 F 0.486][D acc: 0.664 R 0.531 F 0.797][G loss: 1.237 acc: 0.109]
4279 [D loss: 0.461 R 0.405 F 0.517][D acc: 0.805 R 0.797 F 0.812][G loss: 1.262 acc: 0.016]
4280 [D loss: 0.542 R 0.596 F 0.487][D acc: 0.727 R 0.578 F 0.875][G loss: 1.270 acc: 0.125]
4281 [D loss: 0.530 R 0.555 F 0.505][D acc: 0.734 R 0.656 F 0.812][G loss: 1.276 acc: 0.031]
4282 [D loss: 0.469 R 0.500 F 0.437][D acc: 0.812 R 0.719 F 0.906][G loss: 1.425 acc: 0.078]
4283 [D loss: 0.652 R 0.581 F 0.722][D acc: 0.703 R 0.625 F 0.781][G loss: 1.188 acc: 0.125]
4284 [D loss: 0.539 R 0.609 F 0.468][D acc: 0.734 R 0.625 F 0.844][G loss: 1.211 acc: 0.188]
4285 [D loss: 0.544 R 0.558 F 0.530][D acc: 0.750 R 0.703 F 0.797][G loss: 1.278 acc: 0.188]
4286 [D loss: 0.564 R 0.508 F 0.619][D acc: 0.703 R 0.672 F 0.734][G loss: 1.362 acc: 0.062]
4287 [D loss: 0.618 R 0.660 F 0.576][D acc: 0.656 R 0.531 F 0.781][G loss: 1.374 acc: 0.094]
4288 [D loss: 0.573 R 0.658 F 0.488][D acc: 0.680 R 0.547 F 0.812][G loss: 1.309 acc: 0.031]
4289 [D loss: 0.499 R 0.476 F 0.523][D acc: 0.742 R 0.719 F 0.766][G loss: 1.239 acc: 0.172]
4290 [D loss: 0.515 R 0.502 F 0.529][D acc: 0.719 R 0.641 F 0.797][G loss: 1.335 acc: 0.047]
4291 [D loss: 0.479 R 0.511 F 0.447][D acc: 0.789 R 0.734 F 0.844][G loss: 1.368 acc: 0.109]
4292 [D loss: 0.600 R 0.606 F 0.593][D acc: 0.688 R 0.609 F 0.766][G loss: 1.256 acc: 0.125]
4293 [D loss: 0.609 R 0.652 F 0.566][D acc: 0.648 R 0.531 F 0.766][G loss: 1.261 acc: 0.125]
4294 [D loss: 0.594 R 0.726 F 0.462][D acc: 0.672 R 0.531 F 0.812][G loss: 1.222 acc: 0.141]
4295 [D loss: 0.522 R 0.570 F 0.474][D acc: 0.727 R 0.625 F 0.828][G loss: 1.245 acc: 0.156]
4296 [D loss: 0.570 R 0.582 F 0.558][D acc: 0.719 R 0.625 F 0.812][G loss: 1.453 acc: 0.062]
4297 [D loss: 0.588 R 0.554 F 0.622][D acc: 0.695 R 0.656 F 0.734][G loss: 1.324 acc: 0.062]
4298 [D loss: 0.488 R 0.572 F 0.404][D acc: 0.758 R 0.594 F 0.922][G loss: 1.501 acc: 0.031]
4299 [D loss: 0.539 R 0.532 F 0.546][D acc: 0.719 R 0.641 F 0.797][G loss: 1.424 acc: 0.062]
4300 [D loss: 0.576 R 0.489 F 0.664][D acc: 0.750 R 0.672 F 0.828][G loss: 1.345 acc: 0.062]
4301 [D loss: 0.512 R 0.541 F 0.482][D acc: 0.695 R 0.625 F 0.766][G loss: 1.392 acc: 0.062]
4302 [D loss: 0.498 R 0.539 F 0.458][D acc: 0.773 R 0.688 F 0.859][G loss: 1.249 acc: 0.125]
4303 [D loss: 0.519 R 0.562 F 0.477][D acc: 0.742 R 0.578 F 0.906][G loss: 1.340 acc: 0.094]
4304 [D loss: 0.455 R 0.421 F 0.489][D acc: 0.797 R 0.750 F 0.844][G loss: 1.386 acc: 0.094]
4305 [D loss: 0.493 R 0.480 F 0.507][D acc: 0.750 R 0.703 F 0.797][G loss: 1.255 acc: 0.156]
4306 [D loss: 0.624 R 0.528 F 0.720][D acc: 0.680 R 0.672 F 0.688][G loss: 1.461 acc: 0.047]
4307 [D loss: 0.461 R 0.466 F 0.456][D acc: 0.766 R 0.719 F 0.812][G loss: 1.414 acc: 0.172]
4308 [D loss: 0.542 R 0.533 F 0.550][D acc: 0.734 R 0.688 F 0.781][G loss: 1.247 acc: 0.172]
4309 [D loss: 0.469 R 0.472 F 0.467][D acc: 0.828 R 0.766 F 0.891][G loss: 1.324 acc: 0.156]
4310 [D loss: 0.530 R 0.526 F 0.533][D acc: 0.703 R 0.672 F 0.734][G loss: 1.354 acc: 0.094]
4311 [D loss: 0.607 R 0.655 F 0.559][D acc: 0.664 R 0.578 F 0.750][G loss: 1.389 acc: 0.172]
4312 [D loss: 0.505 R 0.568 F 0.443][D acc: 0.742 R 0.641 F 0.844][G loss: 1.409 acc: 0.125]
4313 [D loss: 0.708 R 0.750 F 0.666][D acc: 0.664 R 0.562 F 0.766][G loss: 1.234 acc: 0.156]
4314 [D loss: 0.533 R 0.572 F 0.493][D acc: 0.703 R 0.594 F 0.812][G loss: 1.259 acc: 0.094]
4315 [D loss: 0.638 R 0.627 F 0.649][D acc: 0.695 R 0.609 F 0.781][G loss: 1.229 acc: 0.078]
4316 [D loss: 0.506 R 0.576 F 0.436][D acc: 0.766 R 0.641 F 0.891][G loss: 1.262 acc: 0.094]
4317 [D loss: 0.682 R 0.697 F 0.668][D acc: 0.586 R 0.547 F 0.625][G loss: 1.226 acc: 0.125]
4318 [D loss: 0.581 R 0.678 F 0.484][D acc: 0.734 R 0.562 F 0.906][G loss: 1.260 acc: 0.109]
4319 [D loss: 0.569 R 0.548 F 0.590][D acc: 0.727 R 0.688 F 0.766][G loss: 1.268 acc: 0.141]
4320 [D loss: 0.612 R 0.618 F 0.606][D acc: 0.672 R 0.562 F 0.781][G loss: 1.211 acc: 0.094]
4321 [D loss: 0.518 R 0.554 F 0.481][D acc: 0.719 R 0.625 F 0.812][G loss: 1.333 acc: 0.094]
4322 [D loss: 0.523 R 0.569 F 0.476][D acc: 0.750 R 0.656 F 0.844][G loss: 1.305 acc: 0.156]
4323 [D loss: 0.680 R 0.756 F 0.603][D acc: 0.555 R 0.516 F 0.594][G loss: 1.159 acc: 0.109]
4324 [D loss: 0.650 R 0.621 F 0.679][D acc: 0.609 R 0.547 F 0.672][G loss: 1.139 acc: 0.125]
4325 [D loss: 0.555 R 0.628 F 0.482][D acc: 0.734 R 0.625 F 0.844][G loss: 1.164 acc: 0.156]
4326 [D loss: 0.548 R 0.569 F 0.527][D acc: 0.719 R 0.625 F 0.812][G loss: 1.317 acc: 0.094]
4327 [D loss: 0.520 R 0.543 F 0.498][D acc: 0.734 R 0.641 F 0.828][G loss: 1.258 acc: 0.078]
4328 [D loss: 0.653 R 0.639 F 0.668][D acc: 0.609 R 0.547 F 0.672][G loss: 1.086 acc: 0.125]
4329 [D loss: 0.555 R 0.612 F 0.498][D acc: 0.719 R 0.609 F 0.828][G loss: 1.360 acc: 0.141]
4330 [D loss: 0.584 R 0.569 F 0.599][D acc: 0.672 R 0.594 F 0.750][G loss: 1.150 acc: 0.156]
4331 [D loss: 0.494 R 0.489 F 0.498][D acc: 0.750 R 0.703 F 0.797][G loss: 1.331 acc: 0.094]
4332 [D loss: 0.566 R 0.497 F 0.634][D acc: 0.750 R 0.734 F 0.766][G loss: 1.342 acc: 0.078]
4333 [D loss: 0.607 R 0.541 F 0.672][D acc: 0.641 R 0.625 F 0.656][G loss: 1.262 acc: 0.016]
4334 [D loss: 0.580 R 0.714 F 0.446][D acc: 0.688 R 0.469 F 0.906][G loss: 1.166 acc: 0.219]
4335 [D loss: 0.640 R 0.608 F 0.671][D acc: 0.688 R 0.672 F 0.703][G loss: 1.241 acc: 0.125]
4336 [D loss: 0.611 R 0.639 F 0.583][D acc: 0.664 R 0.578 F 0.750][G loss: 1.266 acc: 0.109]
4337 [D loss: 0.580 R 0.668 F 0.493][D acc: 0.688 R 0.531 F 0.844][G loss: 1.208 acc: 0.062]
4338 [D loss: 0.570 R 0.583 F 0.557][D acc: 0.695 R 0.562 F 0.828][G loss: 1.116 acc: 0.203]
4339 [D loss: 0.537 R 0.577 F 0.497][D acc: 0.719 R 0.594 F 0.844][G loss: 1.227 acc: 0.109]
4340 [D loss: 0.527 R 0.490 F 0.563][D acc: 0.742 R 0.688 F 0.797][G loss: 1.324 acc: 0.062]
4341 [D loss: 0.547 R 0.564 F 0.531][D acc: 0.742 R 0.656 F 0.828][G loss: 1.228 acc: 0.078]
4342 [D loss: 0.543 R 0.522 F 0.564][D acc: 0.781 R 0.703 F 0.859][G loss: 1.246 acc: 0.109]
4343 [D loss: 0.549 R 0.503 F 0.594][D acc: 0.727 R 0.719 F 0.734][G loss: 1.280 acc: 0.172]
4344 [D loss: 0.579 R 0.484 F 0.673][D acc: 0.672 R 0.703 F 0.641][G loss: 1.273 acc: 0.109]
4345 [D loss: 0.575 R 0.575 F 0.574][D acc: 0.727 R 0.688 F 0.766][G loss: 1.273 acc: 0.109]
4346 [D loss: 0.564 R 0.545 F 0.583][D acc: 0.688 R 0.656 F 0.719][G loss: 1.328 acc: 0.125]
4347 [D loss: 0.597 R 0.716 F 0.477][D acc: 0.672 R 0.500 F 0.844][G loss: 1.149 acc: 0.172]
4348 [D loss: 0.505 R 0.533 F 0.478][D acc: 0.734 R 0.672 F 0.797][G loss: 1.306 acc: 0.172]
4349 [D loss: 0.610 R 0.692 F 0.528][D acc: 0.664 R 0.531 F 0.797][G loss: 1.222 acc: 0.141]
4350 [D loss: 0.510 R 0.532 F 0.487][D acc: 0.742 R 0.688 F 0.797][G loss: 1.259 acc: 0.156]
4351 [D loss: 0.533 R 0.521 F 0.546][D acc: 0.719 R 0.688 F 0.750][G loss: 1.301 acc: 0.078]
4352 [D loss: 0.574 R 0.609 F 0.538][D acc: 0.734 R 0.672 F 0.797][G loss: 1.269 acc: 0.125]
4353 [D loss: 0.524 R 0.510 F 0.538][D acc: 0.727 R 0.672 F 0.781][G loss: 1.284 acc: 0.141]
4354 [D loss: 0.691 R 0.648 F 0.734][D acc: 0.648 R 0.656 F 0.641][G loss: 1.263 acc: 0.125]
4355 [D loss: 0.617 R 0.763 F 0.470][D acc: 0.672 R 0.438 F 0.906][G loss: 1.243 acc: 0.125]
4356 [D loss: 0.528 R 0.562 F 0.494][D acc: 0.766 R 0.672 F 0.859][G loss: 1.177 acc: 0.188]
4357 [D loss: 0.517 R 0.489 F 0.545][D acc: 0.719 R 0.672 F 0.766][G loss: 1.327 acc: 0.047]
4358 [D loss: 0.622 R 0.615 F 0.630][D acc: 0.727 R 0.672 F 0.781][G loss: 1.294 acc: 0.094]
4359 [D loss: 0.588 R 0.634 F 0.543][D acc: 0.695 R 0.578 F 0.812][G loss: 1.218 acc: 0.141]
4360 [D loss: 0.514 R 0.541 F 0.487][D acc: 0.742 R 0.688 F 0.797][G loss: 1.282 acc: 0.125]
4361 [D loss: 0.548 R 0.527 F 0.569][D acc: 0.680 R 0.625 F 0.734][G loss: 1.277 acc: 0.094]
4362 [D loss: 0.547 R 0.631 F 0.464][D acc: 0.734 R 0.625 F 0.844][G loss: 1.244 acc: 0.078]
4363 [D loss: 0.563 R 0.526 F 0.600][D acc: 0.711 R 0.688 F 0.734][G loss: 1.297 acc: 0.125]
4364 [D loss: 0.689 R 0.656 F 0.723][D acc: 0.617 R 0.562 F 0.672][G loss: 1.378 acc: 0.094]
4365 [D loss: 0.593 R 0.666 F 0.521][D acc: 0.688 R 0.625 F 0.750][G loss: 1.304 acc: 0.062]
4366 [D loss: 0.569 R 0.547 F 0.591][D acc: 0.688 R 0.641 F 0.734][G loss: 1.328 acc: 0.062]
4367 [D loss: 0.556 R 0.617 F 0.495][D acc: 0.727 R 0.656 F 0.797][G loss: 1.270 acc: 0.125]
4368 [D loss: 0.620 R 0.727 F 0.513][D acc: 0.703 R 0.562 F 0.844][G loss: 1.125 acc: 0.156]
4369 [D loss: 0.553 R 0.573 F 0.533][D acc: 0.703 R 0.594 F 0.812][G loss: 1.210 acc: 0.172]
4370 [D loss: 0.565 R 0.594 F 0.537][D acc: 0.727 R 0.625 F 0.828][G loss: 1.259 acc: 0.062]
4371 [D loss: 0.567 R 0.584 F 0.550][D acc: 0.688 R 0.641 F 0.734][G loss: 1.223 acc: 0.141]
4372 [D loss: 0.580 R 0.667 F 0.492][D acc: 0.727 R 0.594 F 0.859][G loss: 1.254 acc: 0.125]
4373 [D loss: 0.563 R 0.508 F 0.618][D acc: 0.703 R 0.656 F 0.750][G loss: 1.186 acc: 0.172]
4374 [D loss: 0.538 R 0.618 F 0.457][D acc: 0.688 R 0.547 F 0.828][G loss: 1.185 acc: 0.109]
4375 [D loss: 0.518 R 0.579 F 0.456][D acc: 0.766 R 0.672 F 0.859][G loss: 1.296 acc: 0.078]
4376 [D loss: 0.562 R 0.580 F 0.544][D acc: 0.727 R 0.625 F 0.828][G loss: 1.344 acc: 0.125]
4377 [D loss: 0.551 R 0.516 F 0.585][D acc: 0.727 R 0.672 F 0.781][G loss: 1.308 acc: 0.047]
4378 [D loss: 0.541 R 0.495 F 0.586][D acc: 0.734 R 0.688 F 0.781][G loss: 1.277 acc: 0.125]
4379 [D loss: 0.686 R 0.619 F 0.752][D acc: 0.680 R 0.625 F 0.734][G loss: 1.272 acc: 0.156]
4380 [D loss: 0.601 R 0.677 F 0.525][D acc: 0.688 R 0.578 F 0.797][G loss: 1.260 acc: 0.094]
4381 [D loss: 0.520 R 0.503 F 0.538][D acc: 0.688 R 0.656 F 0.719][G loss: 1.344 acc: 0.047]
4382 [D loss: 0.600 R 0.578 F 0.623][D acc: 0.719 R 0.656 F 0.781][G loss: 1.250 acc: 0.094]
4383 [D loss: 0.497 R 0.600 F 0.393][D acc: 0.750 R 0.578 F 0.922][G loss: 1.237 acc: 0.156]
4384 [D loss: 0.488 R 0.459 F 0.517][D acc: 0.789 R 0.766 F 0.812][G loss: 1.321 acc: 0.141]
4385 [D loss: 0.542 R 0.603 F 0.480][D acc: 0.711 R 0.625 F 0.797][G loss: 1.242 acc: 0.109]
4386 [D loss: 0.596 R 0.577 F 0.616][D acc: 0.719 R 0.672 F 0.766][G loss: 1.218 acc: 0.125]
4387 [D loss: 0.531 R 0.523 F 0.539][D acc: 0.742 R 0.688 F 0.797][G loss: 1.274 acc: 0.172]
4388 [D loss: 0.608 R 0.704 F 0.513][D acc: 0.672 R 0.531 F 0.812][G loss: 1.251 acc: 0.109]
4389 [D loss: 0.546 R 0.467 F 0.624][D acc: 0.719 R 0.734 F 0.703][G loss: 1.343 acc: 0.156]
4390 [D loss: 0.533 R 0.618 F 0.449][D acc: 0.695 R 0.531 F 0.859][G loss: 1.333 acc: 0.062]
4391 [D loss: 0.564 R 0.558 F 0.570][D acc: 0.695 R 0.672 F 0.719][G loss: 1.313 acc: 0.047]
4392 [D loss: 0.526 R 0.584 F 0.467][D acc: 0.711 R 0.609 F 0.812][G loss: 1.315 acc: 0.078]
4393 [D loss: 0.514 R 0.534 F 0.494][D acc: 0.742 R 0.719 F 0.766][G loss: 1.263 acc: 0.078]
4394 [D loss: 0.512 R 0.598 F 0.427][D acc: 0.758 R 0.625 F 0.891][G loss: 1.240 acc: 0.109]
4395 [D loss: 0.608 R 0.556 F 0.660][D acc: 0.727 R 0.672 F 0.781][G loss: 1.259 acc: 0.094]
4396 [D loss: 0.568 R 0.673 F 0.462][D acc: 0.719 R 0.562 F 0.875][G loss: 1.203 acc: 0.188]
4397 [D loss: 0.570 R 0.604 F 0.535][D acc: 0.711 R 0.672 F 0.750][G loss: 1.291 acc: 0.125]
4398 [D loss: 0.567 R 0.609 F 0.525][D acc: 0.680 R 0.578 F 0.781][G loss: 1.283 acc: 0.125]
4399 [D loss: 0.573 R 0.521 F 0.625][D acc: 0.672 R 0.625 F 0.719][G loss: 1.244 acc: 0.094]
4400 [D loss: 0.479 R 0.532 F 0.426][D acc: 0.789 R 0.688 F 0.891][G loss: 1.295 acc: 0.203]
4401 [D loss: 0.615 R 0.557 F 0.673][D acc: 0.648 R 0.625 F 0.672][G loss: 1.399 acc: 0.031]
4402 [D loss: 0.609 R 0.614 F 0.603][D acc: 0.672 R 0.594 F 0.750][G loss: 1.262 acc: 0.109]
4403 [D loss: 0.553 R 0.657 F 0.449][D acc: 0.742 R 0.625 F 0.859][G loss: 1.413 acc: 0.125]
4404 [D loss: 0.613 R 0.634 F 0.592][D acc: 0.688 R 0.641 F 0.734][G loss: 1.184 acc: 0.156]
4405 [D loss: 0.627 R 0.668 F 0.586][D acc: 0.648 R 0.562 F 0.734][G loss: 1.523 acc: 0.078]
4406 [D loss: 0.858 R 1.175 F 0.541][D acc: 0.578 R 0.344 F 0.812][G loss: 1.104 acc: 0.172]
4407 [D loss: 0.496 R 0.420 F 0.573][D acc: 0.766 R 0.797 F 0.734][G loss: 1.152 acc: 0.109]
4408 [D loss: 0.586 R 0.476 F 0.696][D acc: 0.703 R 0.672 F 0.734][G loss: 1.226 acc: 0.062]
4409 [D loss: 0.480 R 0.491 F 0.469][D acc: 0.781 R 0.672 F 0.891][G loss: 1.229 acc: 0.062]
4410 [D loss: 0.601 R 0.560 F 0.641][D acc: 0.711 R 0.625 F 0.797][G loss: 1.186 acc: 0.125]
4411 [D loss: 0.548 R 0.570 F 0.527][D acc: 0.727 R 0.672 F 0.781][G loss: 1.157 acc: 0.141]
4412 [D loss: 0.494 R 0.462 F 0.526][D acc: 0.789 R 0.719 F 0.859][G loss: 1.257 acc: 0.141]
4413 [D loss: 0.548 R 0.560 F 0.536][D acc: 0.727 R 0.609 F 0.844][G loss: 1.289 acc: 0.125]
4414 [D loss: 0.508 R 0.462 F 0.554][D acc: 0.758 R 0.734 F 0.781][G loss: 1.302 acc: 0.109]
4415 [D loss: 0.606 R 0.616 F 0.595][D acc: 0.672 R 0.562 F 0.781][G loss: 1.331 acc: 0.047]
4416 [D loss: 0.570 R 0.651 F 0.489][D acc: 0.688 R 0.562 F 0.812][G loss: 1.197 acc: 0.188]
4417 [D loss: 0.567 R 0.552 F 0.581][D acc: 0.766 R 0.719 F 0.812][G loss: 1.174 acc: 0.125]
4418 [D loss: 0.502 R 0.483 F 0.520][D acc: 0.766 R 0.688 F 0.844][G loss: 1.221 acc: 0.094]
4419 [D loss: 0.568 R 0.578 F 0.559][D acc: 0.711 R 0.625 F 0.797][G loss: 1.281 acc: 0.141]
4420 [D loss: 0.521 R 0.477 F 0.564][D acc: 0.789 R 0.766 F 0.812][G loss: 1.194 acc: 0.188]
4421 [D loss: 0.549 R 0.598 F 0.500][D acc: 0.703 R 0.609 F 0.797][G loss: 1.313 acc: 0.125]
4422 [D loss: 0.567 R 0.559 F 0.575][D acc: 0.750 R 0.703 F 0.797][G loss: 1.352 acc: 0.125]
4423 [D loss: 0.648 R 0.730 F 0.565][D acc: 0.672 R 0.594 F 0.750][G loss: 1.305 acc: 0.156]
4424 [D loss: 0.664 R 0.655 F 0.673][D acc: 0.617 R 0.578 F 0.656][G loss: 1.131 acc: 0.062]
4425 [D loss: 0.590 R 0.720 F 0.460][D acc: 0.656 R 0.484 F 0.828][G loss: 1.265 acc: 0.062]
4426 [D loss: 0.591 R 0.597 F 0.584][D acc: 0.711 R 0.594 F 0.828][G loss: 1.270 acc: 0.109]
4427 [D loss: 0.592 R 0.550 F 0.634][D acc: 0.711 R 0.688 F 0.734][G loss: 1.199 acc: 0.094]
4428 [D loss: 0.570 R 0.595 F 0.545][D acc: 0.758 R 0.672 F 0.844][G loss: 1.281 acc: 0.094]
4429 [D loss: 0.580 R 0.620 F 0.539][D acc: 0.672 R 0.547 F 0.797][G loss: 1.154 acc: 0.141]
4430 [D loss: 0.571 R 0.539 F 0.603][D acc: 0.695 R 0.641 F 0.750][G loss: 1.072 acc: 0.141]
4431 [D loss: 0.644 R 0.638 F 0.650][D acc: 0.695 R 0.562 F 0.828][G loss: 1.128 acc: 0.094]
4432 [D loss: 0.630 R 0.635 F 0.626][D acc: 0.664 R 0.562 F 0.766][G loss: 1.040 acc: 0.141]
4433 [D loss: 0.604 R 0.632 F 0.576][D acc: 0.633 R 0.547 F 0.719][G loss: 1.054 acc: 0.188]
4434 [D loss: 0.520 R 0.578 F 0.461][D acc: 0.742 R 0.594 F 0.891][G loss: 1.164 acc: 0.094]
4435 [D loss: 0.530 R 0.462 F 0.599][D acc: 0.719 R 0.703 F 0.734][G loss: 1.307 acc: 0.031]
4436 [D loss: 0.603 R 0.616 F 0.589][D acc: 0.648 R 0.531 F 0.766][G loss: 1.200 acc: 0.125]
4437 [D loss: 0.600 R 0.671 F 0.530][D acc: 0.641 R 0.531 F 0.750][G loss: 1.119 acc: 0.125]
4438 [D loss: 0.530 R 0.518 F 0.542][D acc: 0.719 R 0.656 F 0.781][G loss: 1.189 acc: 0.109]
4439 [D loss: 0.539 R 0.574 F 0.504][D acc: 0.742 R 0.656 F 0.828][G loss: 1.142 acc: 0.125]
4440 [D loss: 0.507 R 0.452 F 0.562][D acc: 0.773 R 0.750 F 0.797][G loss: 1.226 acc: 0.109]
4441 [D loss: 0.577 R 0.651 F 0.503][D acc: 0.672 R 0.531 F 0.812][G loss: 1.322 acc: 0.109]
4442 [D loss: 0.603 R 0.656 F 0.550][D acc: 0.672 R 0.578 F 0.766][G loss: 1.258 acc: 0.031]
4443 [D loss: 0.446 R 0.416 F 0.475][D acc: 0.789 R 0.734 F 0.844][G loss: 1.301 acc: 0.062]
4444 [D loss: 0.567 R 0.600 F 0.535][D acc: 0.703 R 0.625 F 0.781][G loss: 1.234 acc: 0.109]
4445 [D loss: 0.662 R 0.621 F 0.702][D acc: 0.672 R 0.594 F 0.750][G loss: 1.270 acc: 0.062]
4446 [D loss: 0.584 R 0.654 F 0.515][D acc: 0.711 R 0.594 F 0.828][G loss: 1.293 acc: 0.094]
4447 [D loss: 0.549 R 0.643 F 0.455][D acc: 0.727 R 0.609 F 0.844][G loss: 1.273 acc: 0.141]
4448 [D loss: 0.509 R 0.475 F 0.543][D acc: 0.703 R 0.672 F 0.734][G loss: 1.276 acc: 0.094]
4449 [D loss: 0.451 R 0.481 F 0.421][D acc: 0.805 R 0.703 F 0.906][G loss: 1.339 acc: 0.172]
4450 [D loss: 0.474 R 0.473 F 0.476][D acc: 0.773 R 0.703 F 0.844][G loss: 1.279 acc: 0.062]
4451 [D loss: 0.518 R 0.498 F 0.538][D acc: 0.750 R 0.688 F 0.812][G loss: 1.252 acc: 0.125]
4452 [D loss: 0.576 R 0.659 F 0.493][D acc: 0.703 R 0.594 F 0.812][G loss: 1.221 acc: 0.203]
4453 [D loss: 0.541 R 0.508 F 0.574][D acc: 0.734 R 0.719 F 0.750][G loss: 1.262 acc: 0.188]
4454 [D loss: 0.556 R 0.515 F 0.596][D acc: 0.672 R 0.672 F 0.672][G loss: 1.316 acc: 0.172]
4455 [D loss: 0.654 R 0.572 F 0.737][D acc: 0.680 R 0.688 F 0.672][G loss: 1.329 acc: 0.078]
4456 [D loss: 0.570 R 0.661 F 0.479][D acc: 0.672 R 0.562 F 0.781][G loss: 1.329 acc: 0.062]
4457 [D loss: 0.631 R 0.670 F 0.592][D acc: 0.688 R 0.562 F 0.812][G loss: 1.176 acc: 0.188]
4458 [D loss: 0.616 R 0.595 F 0.637][D acc: 0.664 R 0.594 F 0.734][G loss: 1.188 acc: 0.141]
4459 [D loss: 0.618 R 0.703 F 0.532][D acc: 0.664 R 0.531 F 0.797][G loss: 1.193 acc: 0.156]
4460 [D loss: 0.567 R 0.605 F 0.530][D acc: 0.688 R 0.578 F 0.797][G loss: 1.333 acc: 0.078]
4461 [D loss: 0.608 R 0.624 F 0.591][D acc: 0.719 R 0.594 F 0.844][G loss: 1.299 acc: 0.047]
4462 [D loss: 0.551 R 0.624 F 0.478][D acc: 0.742 R 0.578 F 0.906][G loss: 1.212 acc: 0.062]
4463 [D loss: 0.532 R 0.610 F 0.455][D acc: 0.695 R 0.531 F 0.859][G loss: 1.289 acc: 0.156]
4464 [D loss: 0.573 R 0.496 F 0.650][D acc: 0.672 R 0.672 F 0.672][G loss: 1.276 acc: 0.125]
4465 [D loss: 0.618 R 0.618 F 0.618][D acc: 0.633 R 0.578 F 0.688][G loss: 1.128 acc: 0.219]
4466 [D loss: 0.551 R 0.648 F 0.454][D acc: 0.719 R 0.562 F 0.875][G loss: 1.288 acc: 0.078]
4467 [D loss: 0.527 R 0.590 F 0.464][D acc: 0.703 R 0.562 F 0.844][G loss: 1.256 acc: 0.109]
4468 [D loss: 0.515 R 0.491 F 0.540][D acc: 0.734 R 0.703 F 0.766][G loss: 1.362 acc: 0.156]
4469 [D loss: 0.557 R 0.508 F 0.606][D acc: 0.680 R 0.672 F 0.688][G loss: 1.417 acc: 0.094]
4470 [D loss: 0.562 R 0.578 F 0.545][D acc: 0.703 R 0.641 F 0.766][G loss: 1.417 acc: 0.125]
4471 [D loss: 0.457 R 0.461 F 0.453][D acc: 0.789 R 0.734 F 0.844][G loss: 1.318 acc: 0.078]
4472 [D loss: 0.530 R 0.445 F 0.616][D acc: 0.773 R 0.781 F 0.766][G loss: 1.457 acc: 0.062]
4473 [D loss: 0.482 R 0.541 F 0.424][D acc: 0.773 R 0.641 F 0.906][G loss: 1.307 acc: 0.156]
4474 [D loss: 0.559 R 0.561 F 0.558][D acc: 0.727 R 0.641 F 0.812][G loss: 1.345 acc: 0.078]
4475 [D loss: 0.595 R 0.633 F 0.558][D acc: 0.656 R 0.547 F 0.766][G loss: 1.315 acc: 0.156]
4476 [D loss: 0.538 R 0.460 F 0.616][D acc: 0.742 R 0.703 F 0.781][G loss: 1.387 acc: 0.094]
4477 [D loss: 0.502 R 0.536 F 0.467][D acc: 0.734 R 0.625 F 0.844][G loss: 1.321 acc: 0.125]
4478 [D loss: 0.560 R 0.548 F 0.571][D acc: 0.695 R 0.672 F 0.719][G loss: 1.365 acc: 0.016]
4479 [D loss: 0.596 R 0.631 F 0.561][D acc: 0.688 R 0.578 F 0.797][G loss: 1.249 acc: 0.125]
4480 [D loss: 0.557 R 0.590 F 0.523][D acc: 0.672 R 0.562 F 0.781][G loss: 1.494 acc: 0.078]
4481 [D loss: 0.523 R 0.524 F 0.523][D acc: 0.758 R 0.734 F 0.781][G loss: 1.354 acc: 0.078]
4482 [D loss: 0.503 R 0.422 F 0.584][D acc: 0.805 R 0.812 F 0.797][G loss: 1.311 acc: 0.078]
4483 [D loss: 0.669 R 0.677 F 0.661][D acc: 0.680 R 0.578 F 0.781][G loss: 1.285 acc: 0.062]
4484 [D loss: 0.635 R 0.680 F 0.589][D acc: 0.672 R 0.609 F 0.734][G loss: 1.314 acc: 0.047]
4485 [D loss: 0.557 R 0.619 F 0.494][D acc: 0.672 R 0.531 F 0.812][G loss: 1.215 acc: 0.188]
4486 [D loss: 0.493 R 0.532 F 0.454][D acc: 0.727 R 0.688 F 0.766][G loss: 1.276 acc: 0.062]
4487 [D loss: 0.488 R 0.478 F 0.498][D acc: 0.742 R 0.750 F 0.734][G loss: 1.452 acc: 0.062]
4488 [D loss: 0.576 R 0.563 F 0.590][D acc: 0.664 R 0.656 F 0.672][G loss: 1.238 acc: 0.125]
4489 [D loss: 0.560 R 0.573 F 0.548][D acc: 0.719 R 0.594 F 0.844][G loss: 1.258 acc: 0.094]
4490 [D loss: 0.516 R 0.556 F 0.475][D acc: 0.734 R 0.594 F 0.875][G loss: 1.331 acc: 0.078]
4491 [D loss: 0.503 R 0.479 F 0.526][D acc: 0.781 R 0.750 F 0.812][G loss: 1.266 acc: 0.172]
4492 [D loss: 0.586 R 0.538 F 0.635][D acc: 0.672 R 0.609 F 0.734][G loss: 1.328 acc: 0.062]
4493 [D loss: 0.539 R 0.610 F 0.469][D acc: 0.727 R 0.578 F 0.875][G loss: 1.258 acc: 0.078]
4494 [D loss: 0.559 R 0.580 F 0.538][D acc: 0.680 R 0.594 F 0.766][G loss: 1.192 acc: 0.156]
4495 [D loss: 0.463 R 0.443 F 0.483][D acc: 0.789 R 0.750 F 0.828][G loss: 1.364 acc: 0.062]
4496 [D loss: 0.584 R 0.592 F 0.577][D acc: 0.680 R 0.594 F 0.766][G loss: 1.121 acc: 0.078]
4497 [D loss: 0.481 R 0.478 F 0.484][D acc: 0.758 R 0.750 F 0.766][G loss: 1.253 acc: 0.156]
4498 [D loss: 0.554 R 0.431 F 0.676][D acc: 0.766 R 0.750 F 0.781][G loss: 1.146 acc: 0.172]
4499 [D loss: 0.567 R 0.590 F 0.543][D acc: 0.711 R 0.641 F 0.781][G loss: 1.382 acc: 0.062]
4500 [D loss: 0.601 R 0.695 F 0.506][D acc: 0.664 R 0.531 F 0.797][G loss: 1.232 acc: 0.141]
4501 [D loss: 0.665 R 0.488 F 0.842][D acc: 0.711 R 0.703 F 0.719][G loss: 1.376 acc: 0.047]
4502 [D loss: 0.592 R 0.677 F 0.506][D acc: 0.641 R 0.531 F 0.750][G loss: 1.301 acc: 0.141]
4503 [D loss: 0.526 R 0.602 F 0.450][D acc: 0.734 R 0.594 F 0.875][G loss: 1.186 acc: 0.109]
4504 [D loss: 0.496 R 0.429 F 0.563][D acc: 0.758 R 0.766 F 0.750][G loss: 1.300 acc: 0.078]
4505 [D loss: 0.504 R 0.440 F 0.567][D acc: 0.781 R 0.781 F 0.781][G loss: 1.231 acc: 0.172]
4506 [D loss: 0.517 R 0.591 F 0.443][D acc: 0.734 R 0.578 F 0.891][G loss: 1.335 acc: 0.078]
4507 [D loss: 0.504 R 0.554 F 0.454][D acc: 0.773 R 0.688 F 0.859][G loss: 1.291 acc: 0.172]
4508 [D loss: 0.572 R 0.497 F 0.648][D acc: 0.727 R 0.703 F 0.750][G loss: 1.315 acc: 0.109]
4509 [D loss: 0.524 R 0.571 F 0.477][D acc: 0.758 R 0.672 F 0.844][G loss: 1.323 acc: 0.078]
4510 [D loss: 0.458 R 0.465 F 0.451][D acc: 0.773 R 0.719 F 0.828][G loss: 1.355 acc: 0.141]
4511 [D loss: 0.534 R 0.454 F 0.613][D acc: 0.680 R 0.719 F 0.641][G loss: 1.474 acc: 0.047]
4512 [D loss: 0.592 R 0.569 F 0.615][D acc: 0.656 R 0.656 F 0.656][G loss: 1.402 acc: 0.109]
4513 [D loss: 0.617 R 0.584 F 0.650][D acc: 0.641 R 0.578 F 0.703][G loss: 1.329 acc: 0.156]
4514 [D loss: 0.548 R 0.626 F 0.471][D acc: 0.711 R 0.594 F 0.828][G loss: 1.292 acc: 0.156]
4515 [D loss: 0.578 R 0.458 F 0.697][D acc: 0.719 R 0.703 F 0.734][G loss: 1.243 acc: 0.156]
4516 [D loss: 0.556 R 0.639 F 0.473][D acc: 0.703 R 0.609 F 0.797][G loss: 1.365 acc: 0.109]
4517 [D loss: 0.490 R 0.508 F 0.471][D acc: 0.727 R 0.656 F 0.797][G loss: 1.319 acc: 0.109]
4518 [D loss: 0.649 R 0.613 F 0.684][D acc: 0.617 R 0.578 F 0.656][G loss: 1.269 acc: 0.234]
4519 [D loss: 0.553 R 0.603 F 0.504][D acc: 0.695 R 0.578 F 0.812][G loss: 1.435 acc: 0.094]
4520 [D loss: 0.616 R 0.564 F 0.668][D acc: 0.680 R 0.688 F 0.672][G loss: 1.326 acc: 0.078]
4521 [D loss: 0.579 R 0.643 F 0.515][D acc: 0.711 R 0.609 F 0.812][G loss: 1.367 acc: 0.062]
4522 [D loss: 0.473 R 0.531 F 0.415][D acc: 0.797 R 0.656 F 0.938][G loss: 1.307 acc: 0.109]
4523 [D loss: 0.525 R 0.514 F 0.536][D acc: 0.750 R 0.703 F 0.797][G loss: 1.240 acc: 0.078]
4524 [D loss: 0.660 R 0.591 F 0.728][D acc: 0.695 R 0.672 F 0.719][G loss: 1.423 acc: 0.047]
4525 [D loss: 0.574 R 0.720 F 0.429][D acc: 0.641 R 0.484 F 0.797][G loss: 1.389 acc: 0.078]
4526 [D loss: 0.525 R 0.616 F 0.434][D acc: 0.750 R 0.609 F 0.891][G loss: 1.343 acc: 0.047]
4527 [D loss: 0.576 R 0.501 F 0.650][D acc: 0.742 R 0.750 F 0.734][G loss: 1.325 acc: 0.109]
4528 [D loss: 0.556 R 0.625 F 0.487][D acc: 0.711 R 0.625 F 0.797][G loss: 1.224 acc: 0.156]
4529 [D loss: 0.552 R 0.607 F 0.497][D acc: 0.719 R 0.609 F 0.828][G loss: 1.454 acc: 0.109]
4530 [D loss: 0.595 R 0.650 F 0.541][D acc: 0.625 R 0.516 F 0.734][G loss: 1.338 acc: 0.062]
4531 [D loss: 0.541 R 0.674 F 0.408][D acc: 0.688 R 0.531 F 0.844][G loss: 1.366 acc: 0.109]
4532 [D loss: 0.538 R 0.551 F 0.525][D acc: 0.703 R 0.609 F 0.797][G loss: 1.385 acc: 0.031]
4533 [D loss: 0.483 R 0.472 F 0.494][D acc: 0.773 R 0.750 F 0.797][G loss: 1.262 acc: 0.109]
4534 [D loss: 0.573 R 0.600 F 0.546][D acc: 0.688 R 0.594 F 0.781][G loss: 1.316 acc: 0.031]
4535 [D loss: 0.510 R 0.483 F 0.537][D acc: 0.797 R 0.750 F 0.844][G loss: 1.243 acc: 0.109]
4536 [D loss: 0.489 R 0.466 F 0.513][D acc: 0.742 R 0.719 F 0.766][G loss: 1.331 acc: 0.094]
4537 [D loss: 0.510 R 0.546 F 0.473][D acc: 0.773 R 0.703 F 0.844][G loss: 1.465 acc: 0.031]
4538 [D loss: 0.505 R 0.482 F 0.527][D acc: 0.758 R 0.703 F 0.812][G loss: 1.348 acc: 0.062]
4539 [D loss: 0.564 R 0.655 F 0.474][D acc: 0.750 R 0.641 F 0.859][G loss: 1.369 acc: 0.109]
4540 [D loss: 0.535 R 0.462 F 0.609][D acc: 0.719 R 0.688 F 0.750][G loss: 1.257 acc: 0.125]
4541 [D loss: 0.584 R 0.502 F 0.666][D acc: 0.695 R 0.703 F 0.688][G loss: 1.237 acc: 0.109]
4542 [D loss: 0.626 R 0.645 F 0.607][D acc: 0.680 R 0.578 F 0.781][G loss: 1.157 acc: 0.125]
4543 [D loss: 0.546 R 0.617 F 0.474][D acc: 0.711 R 0.562 F 0.859][G loss: 1.365 acc: 0.078]
4544 [D loss: 0.427 R 0.439 F 0.414][D acc: 0.828 R 0.719 F 0.938][G loss: 1.261 acc: 0.109]
4545 [D loss: 0.511 R 0.544 F 0.479][D acc: 0.734 R 0.656 F 0.812][G loss: 1.329 acc: 0.062]
4546 [D loss: 0.494 R 0.452 F 0.536][D acc: 0.742 R 0.719 F 0.766][G loss: 1.232 acc: 0.188]
4547 [D loss: 0.516 R 0.456 F 0.576][D acc: 0.773 R 0.766 F 0.781][G loss: 1.369 acc: 0.109]
4548 [D loss: 0.507 R 0.550 F 0.465][D acc: 0.734 R 0.641 F 0.828][G loss: 1.344 acc: 0.062]
4549 [D loss: 0.571 R 0.584 F 0.557][D acc: 0.703 R 0.578 F 0.828][G loss: 1.354 acc: 0.109]
4550 [D loss: 0.566 R 0.646 F 0.485][D acc: 0.703 R 0.562 F 0.844][G loss: 1.339 acc: 0.062]
4551 [D loss: 0.643 R 0.669 F 0.617][D acc: 0.664 R 0.531 F 0.797][G loss: 1.332 acc: 0.031]
4552 [D loss: 0.629 R 0.772 F 0.486][D acc: 0.648 R 0.484 F 0.812][G loss: 1.337 acc: 0.031]
4553 [D loss: 0.531 R 0.526 F 0.536][D acc: 0.703 R 0.625 F 0.781][G loss: 1.370 acc: 0.094]
4554 [D loss: 0.551 R 0.551 F 0.550][D acc: 0.727 R 0.688 F 0.766][G loss: 1.322 acc: 0.078]
4555 [D loss: 0.549 R 0.561 F 0.536][D acc: 0.703 R 0.641 F 0.766][G loss: 1.378 acc: 0.125]
4556 [D loss: 0.559 R 0.635 F 0.483][D acc: 0.680 R 0.531 F 0.828][G loss: 1.285 acc: 0.125]
4557 [D loss: 0.562 R 0.557 F 0.567][D acc: 0.742 R 0.719 F 0.766][G loss: 1.172 acc: 0.125]
4558 [D loss: 0.509 R 0.543 F 0.476][D acc: 0.773 R 0.734 F 0.812][G loss: 1.236 acc: 0.172]
4559 [D loss: 0.514 R 0.579 F 0.450][D acc: 0.742 R 0.641 F 0.844][G loss: 1.238 acc: 0.219]
4560 [D loss: 0.509 R 0.480 F 0.538][D acc: 0.742 R 0.719 F 0.766][G loss: 1.328 acc: 0.156]
4561 [D loss: 0.636 R 0.581 F 0.690][D acc: 0.672 R 0.656 F 0.688][G loss: 1.230 acc: 0.125]
4562 [D loss: 0.544 R 0.505 F 0.584][D acc: 0.703 R 0.688 F 0.719][G loss: 1.320 acc: 0.094]
4563 [D loss: 0.519 R 0.579 F 0.459][D acc: 0.758 R 0.609 F 0.906][G loss: 1.260 acc: 0.078]
4564 [D loss: 0.628 R 0.650 F 0.607][D acc: 0.656 R 0.531 F 0.781][G loss: 1.265 acc: 0.109]
4565 [D loss: 0.604 R 0.627 F 0.581][D acc: 0.695 R 0.594 F 0.797][G loss: 1.358 acc: 0.062]
4566 [D loss: 0.498 R 0.535 F 0.460][D acc: 0.742 R 0.641 F 0.844][G loss: 1.350 acc: 0.078]
4567 [D loss: 0.540 R 0.589 F 0.491][D acc: 0.719 R 0.609 F 0.828][G loss: 1.312 acc: 0.172]
4568 [D loss: 0.496 R 0.543 F 0.448][D acc: 0.758 R 0.703 F 0.812][G loss: 1.352 acc: 0.125]
4569 [D loss: 0.566 R 0.523 F 0.609][D acc: 0.711 R 0.656 F 0.766][G loss: 1.294 acc: 0.141]
4570 [D loss: 0.592 R 0.614 F 0.569][D acc: 0.758 R 0.672 F 0.844][G loss: 1.278 acc: 0.125]
4571 [D loss: 0.643 R 0.721 F 0.566][D acc: 0.633 R 0.500 F 0.766][G loss: 1.335 acc: 0.094]
4572 [D loss: 0.596 R 0.736 F 0.456][D acc: 0.672 R 0.531 F 0.812][G loss: 1.175 acc: 0.141]
4573 [D loss: 0.479 R 0.537 F 0.422][D acc: 0.758 R 0.703 F 0.812][G loss: 1.291 acc: 0.188]
4574 [D loss: 0.571 R 0.481 F 0.661][D acc: 0.695 R 0.719 F 0.672][G loss: 1.421 acc: 0.047]
4575 [D loss: 0.617 R 0.673 F 0.562][D acc: 0.727 R 0.625 F 0.828][G loss: 1.493 acc: 0.078]
4576 [D loss: 0.619 R 0.658 F 0.579][D acc: 0.664 R 0.578 F 0.750][G loss: 1.337 acc: 0.094]
4577 [D loss: 0.576 R 0.630 F 0.521][D acc: 0.695 R 0.609 F 0.781][G loss: 1.168 acc: 0.109]
4578 [D loss: 0.541 R 0.667 F 0.415][D acc: 0.711 R 0.531 F 0.891][G loss: 1.237 acc: 0.109]
4579 [D loss: 0.599 R 0.544 F 0.653][D acc: 0.711 R 0.672 F 0.750][G loss: 1.218 acc: 0.188]
4580 [D loss: 0.524 R 0.531 F 0.517][D acc: 0.734 R 0.672 F 0.797][G loss: 1.294 acc: 0.172]
4581 [D loss: 0.527 R 0.532 F 0.522][D acc: 0.742 R 0.688 F 0.797][G loss: 1.258 acc: 0.109]
4582 [D loss: 0.512 R 0.499 F 0.525][D acc: 0.742 R 0.703 F 0.781][G loss: 1.335 acc: 0.094]
4583 [D loss: 0.618 R 0.672 F 0.565][D acc: 0.695 R 0.531 F 0.859][G loss: 1.432 acc: 0.094]
4584 [D loss: 0.474 R 0.456 F 0.491][D acc: 0.727 R 0.672 F 0.781][G loss: 1.380 acc: 0.094]
4585 [D loss: 0.476 R 0.481 F 0.472][D acc: 0.797 R 0.766 F 0.828][G loss: 1.363 acc: 0.125]
4586 [D loss: 0.558 R 0.680 F 0.436][D acc: 0.719 R 0.547 F 0.891][G loss: 1.238 acc: 0.188]
4587 [D loss: 0.490 R 0.429 F 0.552][D acc: 0.766 R 0.812 F 0.719][G loss: 1.296 acc: 0.109]
4588 [D loss: 0.507 R 0.526 F 0.487][D acc: 0.727 R 0.672 F 0.781][G loss: 1.253 acc: 0.172]
4589 [D loss: 0.561 R 0.502 F 0.619][D acc: 0.719 R 0.719 F 0.719][G loss: 1.455 acc: 0.062]
4590 [D loss: 0.516 R 0.487 F 0.544][D acc: 0.719 R 0.656 F 0.781][G loss: 1.269 acc: 0.109]
4591 [D loss: 0.543 R 0.569 F 0.517][D acc: 0.703 R 0.609 F 0.797][G loss: 1.364 acc: 0.047]
4592 [D loss: 0.632 R 0.552 F 0.712][D acc: 0.664 R 0.625 F 0.703][G loss: 1.358 acc: 0.062]
4593 [D loss: 0.591 R 0.622 F 0.559][D acc: 0.664 R 0.578 F 0.750][G loss: 1.232 acc: 0.109]
4594 [D loss: 0.501 R 0.568 F 0.435][D acc: 0.750 R 0.625 F 0.875][G loss: 1.337 acc: 0.125]
4595 [D loss: 0.592 R 0.489 F 0.695][D acc: 0.734 R 0.719 F 0.750][G loss: 1.265 acc: 0.125]
4596 [D loss: 0.584 R 0.695 F 0.472][D acc: 0.703 R 0.578 F 0.828][G loss: 1.283 acc: 0.125]
4597 [D loss: 0.539 R 0.520 F 0.557][D acc: 0.688 R 0.641 F 0.734][G loss: 1.390 acc: 0.062]
4598 [D loss: 0.498 R 0.562 F 0.434][D acc: 0.742 R 0.609 F 0.875][G loss: 1.157 acc: 0.125]
4599 [D loss: 0.579 R 0.562 F 0.597][D acc: 0.695 R 0.641 F 0.750][G loss: 1.356 acc: 0.094]
4600 [D loss: 0.639 R 0.664 F 0.614][D acc: 0.602 R 0.531 F 0.672][G loss: 1.299 acc: 0.047]
4601 [D loss: 0.518 R 0.563 F 0.472][D acc: 0.734 R 0.672 F 0.797][G loss: 1.238 acc: 0.141]
4602 [D loss: 0.546 R 0.498 F 0.593][D acc: 0.703 R 0.672 F 0.734][G loss: 1.143 acc: 0.219]
4603 [D loss: 0.544 R 0.541 F 0.547][D acc: 0.727 R 0.672 F 0.781][G loss: 1.336 acc: 0.094]
4604 [D loss: 0.500 R 0.520 F 0.480][D acc: 0.766 R 0.688 F 0.844][G loss: 1.277 acc: 0.094]
4605 [D loss: 0.723 R 0.560 F 0.887][D acc: 0.648 R 0.672 F 0.625][G loss: 1.289 acc: 0.047]
4606 [D loss: 0.590 R 0.640 F 0.540][D acc: 0.719 R 0.609 F 0.828][G loss: 1.256 acc: 0.125]
4607 [D loss: 0.517 R 0.608 F 0.426][D acc: 0.750 R 0.578 F 0.922][G loss: 1.209 acc: 0.141]
4608 [D loss: 0.567 R 0.482 F 0.652][D acc: 0.711 R 0.719 F 0.703][G loss: 1.325 acc: 0.172]
4609 [D loss: 0.541 R 0.536 F 0.546][D acc: 0.727 R 0.641 F 0.812][G loss: 1.189 acc: 0.141]
4610 [D loss: 0.526 R 0.563 F 0.490][D acc: 0.695 R 0.625 F 0.766][G loss: 1.287 acc: 0.125]
4611 [D loss: 0.537 R 0.418 F 0.655][D acc: 0.766 R 0.750 F 0.781][G loss: 1.236 acc: 0.125]
4612 [D loss: 0.538 R 0.616 F 0.460][D acc: 0.734 R 0.594 F 0.875][G loss: 1.323 acc: 0.062]
4613 [D loss: 0.657 R 0.601 F 0.714][D acc: 0.656 R 0.547 F 0.766][G loss: 1.230 acc: 0.141]
4614 [D loss: 0.558 R 0.607 F 0.510][D acc: 0.688 R 0.578 F 0.797][G loss: 1.402 acc: 0.109]
4615 [D loss: 0.584 R 0.568 F 0.601][D acc: 0.719 R 0.656 F 0.781][G loss: 1.324 acc: 0.109]
4616 [D loss: 0.577 R 0.634 F 0.520][D acc: 0.703 R 0.609 F 0.797][G loss: 1.295 acc: 0.078]
4617 [D loss: 0.453 R 0.452 F 0.453][D acc: 0.789 R 0.719 F 0.859][G loss: 1.158 acc: 0.188]
4618 [D loss: 0.530 R 0.476 F 0.585][D acc: 0.734 R 0.703 F 0.766][G loss: 1.214 acc: 0.203]
4619 [D loss: 0.505 R 0.522 F 0.488][D acc: 0.758 R 0.688 F 0.828][G loss: 1.311 acc: 0.109]
4620 [D loss: 0.618 R 0.625 F 0.611][D acc: 0.656 R 0.578 F 0.734][G loss: 1.177 acc: 0.156]
4621 [D loss: 0.543 R 0.564 F 0.522][D acc: 0.734 R 0.625 F 0.844][G loss: 1.332 acc: 0.047]
4622 [D loss: 0.522 R 0.464 F 0.580][D acc: 0.711 R 0.672 F 0.750][G loss: 1.198 acc: 0.125]
4623 [D loss: 0.564 R 0.596 F 0.532][D acc: 0.664 R 0.594 F 0.734][G loss: 1.292 acc: 0.094]
4624 [D loss: 0.622 R 0.639 F 0.605][D acc: 0.648 R 0.547 F 0.750][G loss: 1.386 acc: 0.062]
4625 [D loss: 0.625 R 0.727 F 0.522][D acc: 0.609 R 0.453 F 0.766][G loss: 1.221 acc: 0.141]
4626 [D loss: 0.467 R 0.492 F 0.442][D acc: 0.789 R 0.719 F 0.859][G loss: 1.208 acc: 0.078]
4627 [D loss: 0.541 R 0.580 F 0.501][D acc: 0.711 R 0.609 F 0.812][G loss: 1.179 acc: 0.156]
4628 [D loss: 0.613 R 0.453 F 0.773][D acc: 0.695 R 0.750 F 0.641][G loss: 1.321 acc: 0.031]
4629 [D loss: 0.619 R 0.698 F 0.539][D acc: 0.648 R 0.500 F 0.797][G loss: 1.224 acc: 0.156]
4630 [D loss: 0.654 R 0.702 F 0.607][D acc: 0.648 R 0.578 F 0.719][G loss: 1.254 acc: 0.109]
4631 [D loss: 0.513 R 0.554 F 0.472][D acc: 0.742 R 0.656 F 0.828][G loss: 1.135 acc: 0.141]
4632 [D loss: 0.573 R 0.596 F 0.551][D acc: 0.656 R 0.547 F 0.766][G loss: 1.185 acc: 0.219]
4633 [D loss: 0.561 R 0.572 F 0.551][D acc: 0.688 R 0.609 F 0.766][G loss: 1.212 acc: 0.062]
4634 [D loss: 0.656 R 0.660 F 0.653][D acc: 0.656 R 0.578 F 0.734][G loss: 1.313 acc: 0.125]
4635 [D loss: 0.517 R 0.604 F 0.430][D acc: 0.742 R 0.594 F 0.891][G loss: 1.230 acc: 0.094]
4636 [D loss: 0.544 R 0.560 F 0.528][D acc: 0.695 R 0.578 F 0.812][G loss: 1.231 acc: 0.109]
4637 [D loss: 0.507 R 0.527 F 0.488][D acc: 0.727 R 0.641 F 0.812][G loss: 1.282 acc: 0.125]
4638 [D loss: 0.558 R 0.641 F 0.476][D acc: 0.734 R 0.594 F 0.875][G loss: 1.308 acc: 0.094]
4639 [D loss: 0.547 R 0.511 F 0.583][D acc: 0.734 R 0.688 F 0.781][G loss: 1.342 acc: 0.078]
4640 [D loss: 0.555 R 0.562 F 0.548][D acc: 0.703 R 0.641 F 0.766][G loss: 1.279 acc: 0.062]
4641 [D loss: 0.646 R 0.606 F 0.685][D acc: 0.617 R 0.562 F 0.672][G loss: 1.222 acc: 0.109]
4642 [D loss: 0.604 R 0.645 F 0.562][D acc: 0.633 R 0.516 F 0.750][G loss: 1.269 acc: 0.078]
4643 [D loss: 0.614 R 0.642 F 0.586][D acc: 0.656 R 0.516 F 0.797][G loss: 1.083 acc: 0.188]
4644 [D loss: 0.537 R 0.499 F 0.574][D acc: 0.734 R 0.641 F 0.828][G loss: 1.318 acc: 0.047]
4645 [D loss: 0.553 R 0.579 F 0.527][D acc: 0.680 R 0.547 F 0.812][G loss: 1.201 acc: 0.047]
4646 [D loss: 0.635 R 0.662 F 0.607][D acc: 0.719 R 0.578 F 0.859][G loss: 1.222 acc: 0.078]
4647 [D loss: 0.522 R 0.504 F 0.540][D acc: 0.766 R 0.703 F 0.828][G loss: 1.314 acc: 0.031]
4648 [D loss: 0.555 R 0.629 F 0.481][D acc: 0.742 R 0.609 F 0.875][G loss: 1.307 acc: 0.109]
4649 [D loss: 0.599 R 0.651 F 0.547][D acc: 0.703 R 0.625 F 0.781][G loss: 1.261 acc: 0.125]
4650 [D loss: 0.494 R 0.427 F 0.560][D acc: 0.789 R 0.719 F 0.859][G loss: 1.287 acc: 0.125]
4651 [D loss: 0.545 R 0.604 F 0.486][D acc: 0.688 R 0.594 F 0.781][G loss: 1.220 acc: 0.094]
4652 [D loss: 0.492 R 0.474 F 0.510][D acc: 0.781 R 0.719 F 0.844][G loss: 1.386 acc: 0.078]
4653 [D loss: 0.622 R 0.585 F 0.658][D acc: 0.711 R 0.656 F 0.766][G loss: 1.209 acc: 0.109]
4654 [D loss: 0.538 R 0.588 F 0.488][D acc: 0.773 R 0.641 F 0.906][G loss: 1.254 acc: 0.156]
4655 [D loss: 0.707 R 0.703 F 0.712][D acc: 0.633 R 0.594 F 0.672][G loss: 1.265 acc: 0.094]
4656 [D loss: 0.561 R 0.553 F 0.569][D acc: 0.680 R 0.609 F 0.750][G loss: 1.322 acc: 0.109]
4657 [D loss: 0.551 R 0.618 F 0.484][D acc: 0.742 R 0.656 F 0.828][G loss: 1.319 acc: 0.156]
4658 [D loss: 0.518 R 0.503 F 0.534][D acc: 0.766 R 0.750 F 0.781][G loss: 1.248 acc: 0.094]
4659 [D loss: 0.507 R 0.531 F 0.484][D acc: 0.734 R 0.609 F 0.859][G loss: 1.324 acc: 0.125]
4660 [D loss: 0.554 R 0.549 F 0.560][D acc: 0.703 R 0.656 F 0.750][G loss: 1.299 acc: 0.109]
4661 [D loss: 0.523 R 0.438 F 0.608][D acc: 0.734 R 0.750 F 0.719][G loss: 1.350 acc: 0.078]
4662 [D loss: 0.504 R 0.521 F 0.487][D acc: 0.742 R 0.656 F 0.828][G loss: 1.322 acc: 0.062]
4663 [D loss: 0.559 R 0.614 F 0.505][D acc: 0.680 R 0.609 F 0.750][G loss: 1.396 acc: 0.156]
4664 [D loss: 0.546 R 0.556 F 0.535][D acc: 0.734 R 0.703 F 0.766][G loss: 1.244 acc: 0.188]
4665 [D loss: 0.679 R 0.732 F 0.626][D acc: 0.664 R 0.547 F 0.781][G loss: 1.239 acc: 0.078]
4666 [D loss: 0.564 R 0.526 F 0.603][D acc: 0.688 R 0.625 F 0.750][G loss: 1.252 acc: 0.031]
4667 [D loss: 0.490 R 0.516 F 0.465][D acc: 0.750 R 0.656 F 0.844][G loss: 1.251 acc: 0.125]
4668 [D loss: 0.548 R 0.574 F 0.522][D acc: 0.711 R 0.609 F 0.812][G loss: 1.316 acc: 0.062]
4669 [D loss: 0.613 R 0.529 F 0.696][D acc: 0.680 R 0.641 F 0.719][G loss: 1.233 acc: 0.094]
4670 [D loss: 0.627 R 0.729 F 0.526][D acc: 0.664 R 0.531 F 0.797][G loss: 1.292 acc: 0.094]
4671 [D loss: 0.642 R 0.554 F 0.730][D acc: 0.664 R 0.641 F 0.688][G loss: 1.182 acc: 0.078]
4672 [D loss: 0.592 R 0.667 F 0.518][D acc: 0.664 R 0.531 F 0.797][G loss: 1.342 acc: 0.047]
4673 [D loss: 0.534 R 0.505 F 0.564][D acc: 0.758 R 0.703 F 0.812][G loss: 1.258 acc: 0.078]
4674 [D loss: 0.620 R 0.627 F 0.612][D acc: 0.672 R 0.625 F 0.719][G loss: 1.215 acc: 0.125]
4675 [D loss: 0.533 R 0.599 F 0.467][D acc: 0.719 R 0.594 F 0.844][G loss: 1.243 acc: 0.109]
4676 [D loss: 0.595 R 0.598 F 0.592][D acc: 0.680 R 0.594 F 0.766][G loss: 1.243 acc: 0.125]
4677 [D loss: 0.551 R 0.557 F 0.545][D acc: 0.703 R 0.641 F 0.766][G loss: 1.264 acc: 0.109]
4678 [D loss: 0.528 R 0.416 F 0.639][D acc: 0.812 R 0.797 F 0.828][G loss: 1.222 acc: 0.078]
4679 [D loss: 0.563 R 0.637 F 0.489][D acc: 0.703 R 0.609 F 0.797][G loss: 1.344 acc: 0.094]
4680 [D loss: 0.523 R 0.525 F 0.522][D acc: 0.758 R 0.688 F 0.828][G loss: 1.254 acc: 0.094]
4681 [D loss: 0.626 R 0.562 F 0.690][D acc: 0.664 R 0.594 F 0.734][G loss: 1.220 acc: 0.094]
4682 [D loss: 0.570 R 0.610 F 0.530][D acc: 0.711 R 0.594 F 0.828][G loss: 1.384 acc: 0.047]
4683 [D loss: 0.558 R 0.609 F 0.508][D acc: 0.750 R 0.625 F 0.875][G loss: 1.300 acc: 0.094]
4684 [D loss: 0.551 R 0.547 F 0.554][D acc: 0.695 R 0.672 F 0.719][G loss: 1.335 acc: 0.078]
4685 [D loss: 0.564 R 0.534 F 0.594][D acc: 0.719 R 0.656 F 0.781][G loss: 1.490 acc: 0.047]
4686 [D loss: 0.557 R 0.666 F 0.448][D acc: 0.672 R 0.531 F 0.812][G loss: 1.241 acc: 0.047]
4687 [D loss: 0.485 R 0.424 F 0.546][D acc: 0.766 R 0.734 F 0.797][G loss: 1.349 acc: 0.094]
4688 [D loss: 0.600 R 0.520 F 0.680][D acc: 0.688 R 0.672 F 0.703][G loss: 1.213 acc: 0.109]
4689 [D loss: 0.577 R 0.652 F 0.501][D acc: 0.656 R 0.516 F 0.797][G loss: 1.272 acc: 0.141]
4690 [D loss: 0.526 R 0.516 F 0.537][D acc: 0.734 R 0.672 F 0.797][G loss: 1.389 acc: 0.062]
4691 [D loss: 0.566 R 0.560 F 0.573][D acc: 0.727 R 0.656 F 0.797][G loss: 1.331 acc: 0.094]
4692 [D loss: 0.524 R 0.573 F 0.475][D acc: 0.695 R 0.547 F 0.844][G loss: 1.313 acc: 0.094]
4693 [D loss: 0.550 R 0.517 F 0.583][D acc: 0.672 R 0.688 F 0.656][G loss: 1.373 acc: 0.141]
4694 [D loss: 0.507 R 0.538 F 0.475][D acc: 0.711 R 0.609 F 0.812][G loss: 1.335 acc: 0.141]
4695 [D loss: 0.537 R 0.497 F 0.576][D acc: 0.727 R 0.688 F 0.766][G loss: 1.295 acc: 0.109]
4696 [D loss: 0.487 R 0.528 F 0.447][D acc: 0.734 R 0.625 F 0.844][G loss: 1.388 acc: 0.047]
4697 [D loss: 0.494 R 0.452 F 0.536][D acc: 0.773 R 0.766 F 0.781][G loss: 1.445 acc: 0.078]
4698 [D loss: 0.492 R 0.497 F 0.488][D acc: 0.766 R 0.688 F 0.844][G loss: 1.521 acc: 0.094]
4699 [D loss: 0.428 R 0.470 F 0.387][D acc: 0.805 R 0.719 F 0.891][G loss: 1.512 acc: 0.141]
4700 [D loss: 0.400 R 0.288 F 0.511][D acc: 0.836 R 0.828 F 0.844][G loss: 1.565 acc: 0.078]
4701 [D loss: 0.564 R 0.581 F 0.547][D acc: 0.734 R 0.688 F 0.781][G loss: 1.662 acc: 0.078]
4702 [D loss: 0.512 R 0.521 F 0.504][D acc: 0.750 R 0.688 F 0.812][G loss: 1.497 acc: 0.125]
4703 [D loss: 0.652 R 0.739 F 0.564][D acc: 0.633 R 0.516 F 0.750][G loss: 1.449 acc: 0.109]
4704 [D loss: 0.611 R 0.712 F 0.511][D acc: 0.633 R 0.484 F 0.781][G loss: 1.397 acc: 0.078]
4705 [D loss: 0.534 R 0.536 F 0.531][D acc: 0.742 R 0.672 F 0.812][G loss: 1.321 acc: 0.125]
4706 [D loss: 0.571 R 0.554 F 0.587][D acc: 0.742 R 0.672 F 0.812][G loss: 1.311 acc: 0.062]
4707 [D loss: 0.525 R 0.559 F 0.490][D acc: 0.750 R 0.625 F 0.875][G loss: 1.317 acc: 0.141]
4708 [D loss: 0.600 R 0.619 F 0.580][D acc: 0.719 R 0.625 F 0.812][G loss: 1.169 acc: 0.219]
4709 [D loss: 0.636 R 0.633 F 0.639][D acc: 0.703 R 0.656 F 0.750][G loss: 1.243 acc: 0.125]
4710 [D loss: 0.515 R 0.521 F 0.510][D acc: 0.766 R 0.703 F 0.828][G loss: 1.344 acc: 0.109]
4711 [D loss: 0.568 R 0.627 F 0.508][D acc: 0.680 R 0.531 F 0.828][G loss: 1.235 acc: 0.141]
4712 [D loss: 0.534 R 0.543 F 0.524][D acc: 0.711 R 0.656 F 0.766][G loss: 1.331 acc: 0.094]
4713 [D loss: 0.514 R 0.461 F 0.568][D acc: 0.750 R 0.719 F 0.781][G loss: 1.357 acc: 0.094]
4714 [D loss: 0.518 R 0.588 F 0.448][D acc: 0.727 R 0.625 F 0.828][G loss: 1.409 acc: 0.047]
4715 [D loss: 0.523 R 0.566 F 0.479][D acc: 0.719 R 0.625 F 0.812][G loss: 1.356 acc: 0.094]
4716 [D loss: 0.561 R 0.607 F 0.514][D acc: 0.680 R 0.594 F 0.766][G loss: 1.153 acc: 0.172]
4717 [D loss: 0.528 R 0.429 F 0.627][D acc: 0.781 R 0.766 F 0.797][G loss: 1.370 acc: 0.109]
4718 [D loss: 0.604 R 0.588 F 0.620][D acc: 0.664 R 0.594 F 0.734][G loss: 1.253 acc: 0.078]
4719 [D loss: 0.615 R 0.723 F 0.508][D acc: 0.680 R 0.562 F 0.797][G loss: 1.148 acc: 0.141]
4720 [D loss: 0.591 R 0.574 F 0.608][D acc: 0.664 R 0.625 F 0.703][G loss: 1.296 acc: 0.141]
4721 [D loss: 0.565 R 0.628 F 0.502][D acc: 0.680 R 0.562 F 0.797][G loss: 1.308 acc: 0.094]
4722 [D loss: 0.562 R 0.599 F 0.524][D acc: 0.703 R 0.594 F 0.812][G loss: 1.302 acc: 0.078]
4723 [D loss: 0.564 R 0.607 F 0.520][D acc: 0.688 R 0.641 F 0.734][G loss: 1.275 acc: 0.125]
4724 [D loss: 0.556 R 0.661 F 0.451][D acc: 0.734 R 0.562 F 0.906][G loss: 1.433 acc: 0.141]
4725 [D loss: 0.730 R 0.619 F 0.841][D acc: 0.609 R 0.562 F 0.656][G loss: 1.338 acc: 0.078]
4726 [D loss: 0.587 R 0.707 F 0.467][D acc: 0.680 R 0.500 F 0.859][G loss: 1.355 acc: 0.109]
4727 [D loss: 0.507 R 0.551 F 0.463][D acc: 0.781 R 0.688 F 0.875][G loss: 1.361 acc: 0.062]
4728 [D loss: 0.522 R 0.519 F 0.526][D acc: 0.719 R 0.656 F 0.781][G loss: 1.220 acc: 0.188]
4729 [D loss: 0.542 R 0.538 F 0.547][D acc: 0.773 R 0.719 F 0.828][G loss: 1.352 acc: 0.078]
4730 [D loss: 0.590 R 0.463 F 0.717][D acc: 0.703 R 0.703 F 0.703][G loss: 1.448 acc: 0.078]
4731 [D loss: 0.640 R 0.711 F 0.569][D acc: 0.688 R 0.562 F 0.812][G loss: 1.347 acc: 0.078]
4732 [D loss: 0.515 R 0.577 F 0.454][D acc: 0.766 R 0.672 F 0.859][G loss: 1.338 acc: 0.094]
4733 [D loss: 0.558 R 0.577 F 0.539][D acc: 0.703 R 0.594 F 0.812][G loss: 1.379 acc: 0.125]
4734 [D loss: 0.528 R 0.570 F 0.486][D acc: 0.680 R 0.562 F 0.797][G loss: 1.339 acc: 0.062]
4735 [D loss: 0.581 R 0.487 F 0.676][D acc: 0.711 R 0.719 F 0.703][G loss: 1.322 acc: 0.156]
4736 [D loss: 0.606 R 0.545 F 0.668][D acc: 0.680 R 0.641 F 0.719][G loss: 1.245 acc: 0.125]
4737 [D loss: 0.564 R 0.562 F 0.566][D acc: 0.727 R 0.656 F 0.797][G loss: 1.223 acc: 0.188]
4738 [D loss: 0.629 R 0.771 F 0.486][D acc: 0.688 R 0.516 F 0.859][G loss: 1.218 acc: 0.125]
4739 [D loss: 0.554 R 0.456 F 0.652][D acc: 0.719 R 0.766 F 0.672][G loss: 1.313 acc: 0.047]
4740 [D loss: 0.612 R 0.677 F 0.547][D acc: 0.656 R 0.562 F 0.750][G loss: 1.222 acc: 0.141]
4741 [D loss: 0.590 R 0.675 F 0.504][D acc: 0.656 R 0.516 F 0.797][G loss: 1.223 acc: 0.141]
4742 [D loss: 0.604 R 0.621 F 0.588][D acc: 0.648 R 0.562 F 0.734][G loss: 1.275 acc: 0.062]
4743 [D loss: 0.573 R 0.655 F 0.492][D acc: 0.695 R 0.594 F 0.797][G loss: 1.179 acc: 0.078]
4744 [D loss: 0.571 R 0.548 F 0.594][D acc: 0.719 R 0.641 F 0.797][G loss: 1.235 acc: 0.125]
4745 [D loss: 0.500 R 0.539 F 0.461][D acc: 0.750 R 0.672 F 0.828][G loss: 1.174 acc: 0.172]
4746 [D loss: 0.615 R 0.610 F 0.620][D acc: 0.617 R 0.531 F 0.703][G loss: 1.265 acc: 0.125]
4747 [D loss: 0.607 R 0.613 F 0.601][D acc: 0.703 R 0.656 F 0.750][G loss: 1.223 acc: 0.109]
4748 [D loss: 0.613 R 0.690 F 0.536][D acc: 0.617 R 0.469 F 0.766][G loss: 1.142 acc: 0.141]
4749 [D loss: 0.538 R 0.563 F 0.513][D acc: 0.711 R 0.609 F 0.812][G loss: 1.240 acc: 0.047]
4750 [D loss: 0.553 R 0.631 F 0.476][D acc: 0.727 R 0.594 F 0.859][G loss: 1.220 acc: 0.047]
4751 [D loss: 0.577 R 0.572 F 0.583][D acc: 0.734 R 0.672 F 0.797][G loss: 1.217 acc: 0.109]
4752 [D loss: 0.591 R 0.553 F 0.630][D acc: 0.703 R 0.625 F 0.781][G loss: 1.194 acc: 0.078]
4753 [D loss: 0.615 R 0.760 F 0.470][D acc: 0.656 R 0.453 F 0.859][G loss: 1.277 acc: 0.156]
4754 [D loss: 0.549 R 0.571 F 0.528][D acc: 0.719 R 0.625 F 0.812][G loss: 1.117 acc: 0.188]
4755 [D loss: 0.747 R 0.733 F 0.761][D acc: 0.594 R 0.453 F 0.734][G loss: 1.120 acc: 0.078]
4756 [D loss: 0.571 R 0.695 F 0.447][D acc: 0.742 R 0.609 F 0.875][G loss: 1.222 acc: 0.141]
4757 [D loss: 0.573 R 0.653 F 0.493][D acc: 0.680 R 0.547 F 0.812][G loss: 1.208 acc: 0.156]
4758 [D loss: 0.530 R 0.559 F 0.501][D acc: 0.750 R 0.656 F 0.844][G loss: 1.159 acc: 0.172]
4759 [D loss: 0.562 R 0.520 F 0.604][D acc: 0.711 R 0.719 F 0.703][G loss: 1.208 acc: 0.094]
4760 [D loss: 0.627 R 0.601 F 0.653][D acc: 0.664 R 0.609 F 0.719][G loss: 1.294 acc: 0.016]
4761 [D loss: 0.573 R 0.651 F 0.496][D acc: 0.695 R 0.547 F 0.844][G loss: 1.271 acc: 0.141]
4762 [D loss: 0.558 R 0.570 F 0.545][D acc: 0.680 R 0.609 F 0.750][G loss: 1.112 acc: 0.172]
4763 [D loss: 0.529 R 0.472 F 0.585][D acc: 0.758 R 0.734 F 0.781][G loss: 1.073 acc: 0.172]
4764 [D loss: 0.612 R 0.698 F 0.527][D acc: 0.672 R 0.531 F 0.812][G loss: 1.188 acc: 0.203]
4765 [D loss: 0.546 R 0.573 F 0.520][D acc: 0.688 R 0.578 F 0.797][G loss: 1.327 acc: 0.094]
4766 [D loss: 0.556 R 0.577 F 0.534][D acc: 0.664 R 0.547 F 0.781][G loss: 1.257 acc: 0.094]
4767 [D loss: 0.614 R 0.541 F 0.687][D acc: 0.680 R 0.688 F 0.672][G loss: 1.275 acc: 0.109]
4768 [D loss: 0.534 R 0.472 F 0.596][D acc: 0.750 R 0.734 F 0.766][G loss: 1.264 acc: 0.109]
4769 [D loss: 0.487 R 0.449 F 0.526][D acc: 0.750 R 0.734 F 0.766][G loss: 1.322 acc: 0.062]
4770 [D loss: 0.572 R 0.666 F 0.479][D acc: 0.680 R 0.531 F 0.828][G loss: 1.208 acc: 0.078]
4771 [D loss: 0.494 R 0.568 F 0.421][D acc: 0.766 R 0.672 F 0.859][G loss: 1.388 acc: 0.109]
4772 [D loss: 0.510 R 0.479 F 0.541][D acc: 0.734 R 0.703 F 0.766][G loss: 1.275 acc: 0.094]
4773 [D loss: 0.656 R 0.596 F 0.716][D acc: 0.641 R 0.609 F 0.672][G loss: 1.255 acc: 0.109]
4774 [D loss: 0.595 R 0.748 F 0.441][D acc: 0.664 R 0.484 F 0.844][G loss: 1.308 acc: 0.078]
4775 [D loss: 0.550 R 0.567 F 0.533][D acc: 0.688 R 0.641 F 0.734][G loss: 1.347 acc: 0.078]
4776 [D loss: 0.556 R 0.582 F 0.530][D acc: 0.703 R 0.672 F 0.734][G loss: 1.288 acc: 0.094]
4777 [D loss: 0.511 R 0.468 F 0.553][D acc: 0.695 R 0.641 F 0.750][G loss: 1.228 acc: 0.172]
4778 [D loss: 0.569 R 0.616 F 0.522][D acc: 0.672 R 0.594 F 0.750][G loss: 1.177 acc: 0.125]
4779 [D loss: 0.500 R 0.520 F 0.480][D acc: 0.719 R 0.609 F 0.828][G loss: 1.267 acc: 0.109]
4780 [D loss: 0.496 R 0.408 F 0.584][D acc: 0.773 R 0.797 F 0.750][G loss: 1.317 acc: 0.141]
4781 [D loss: 0.569 R 0.542 F 0.597][D acc: 0.688 R 0.641 F 0.734][G loss: 1.297 acc: 0.156]
4782 [D loss: 0.642 R 0.691 F 0.593][D acc: 0.664 R 0.609 F 0.719][G loss: 1.329 acc: 0.047]
4783 [D loss: 0.580 R 0.561 F 0.599][D acc: 0.711 R 0.656 F 0.766][G loss: 1.213 acc: 0.125]
4784 [D loss: 0.624 R 0.613 F 0.635][D acc: 0.609 R 0.594 F 0.625][G loss: 1.236 acc: 0.156]
4785 [D loss: 0.488 R 0.473 F 0.502][D acc: 0.781 R 0.719 F 0.844][G loss: 1.138 acc: 0.125]
4786 [D loss: 0.557 R 0.578 F 0.536][D acc: 0.672 R 0.578 F 0.766][G loss: 1.292 acc: 0.047]
4787 [D loss: 0.548 R 0.616 F 0.481][D acc: 0.719 R 0.562 F 0.875][G loss: 1.361 acc: 0.031]
4788 [D loss: 0.487 R 0.434 F 0.540][D acc: 0.727 R 0.703 F 0.750][G loss: 1.353 acc: 0.078]
4789 [D loss: 0.543 R 0.525 F 0.561][D acc: 0.773 R 0.703 F 0.844][G loss: 1.303 acc: 0.078]
4790 [D loss: 0.552 R 0.589 F 0.516][D acc: 0.727 R 0.625 F 0.828][G loss: 1.328 acc: 0.078]
4791 [D loss: 0.563 R 0.601 F 0.524][D acc: 0.703 R 0.656 F 0.750][G loss: 1.357 acc: 0.094]
4792 [D loss: 0.637 R 0.636 F 0.638][D acc: 0.695 R 0.625 F 0.766][G loss: 1.383 acc: 0.047]
4793 [D loss: 0.566 R 0.542 F 0.590][D acc: 0.711 R 0.656 F 0.766][G loss: 1.419 acc: 0.125]
4794 [D loss: 0.584 R 0.697 F 0.470][D acc: 0.688 R 0.562 F 0.812][G loss: 1.295 acc: 0.094]
4795 [D loss: 0.564 R 0.613 F 0.515][D acc: 0.695 R 0.625 F 0.766][G loss: 1.207 acc: 0.094]
4796 [D loss: 0.586 R 0.508 F 0.664][D acc: 0.727 R 0.656 F 0.797][G loss: 1.288 acc: 0.109]
4797 [D loss: 0.479 R 0.541 F 0.418][D acc: 0.734 R 0.609 F 0.859][G loss: 1.246 acc: 0.094]
4798 [D loss: 0.567 R 0.474 F 0.659][D acc: 0.750 R 0.719 F 0.781][G loss: 1.360 acc: 0.078]
4799 [D loss: 0.524 R 0.571 F 0.476][D acc: 0.781 R 0.688 F 0.875][G loss: 1.380 acc: 0.047]
4800 [D loss: 0.514 R 0.534 F 0.493][D acc: 0.781 R 0.703 F 0.859][G loss: 1.390 acc: 0.062]
4801 [D loss: 0.605 R 0.616 F 0.595][D acc: 0.633 R 0.531 F 0.734][G loss: 1.297 acc: 0.141]
4802 [D loss: 0.619 R 0.690 F 0.547][D acc: 0.680 R 0.500 F 0.859][G loss: 1.346 acc: 0.062]
4803 [D loss: 0.591 R 0.568 F 0.613][D acc: 0.688 R 0.672 F 0.703][G loss: 1.216 acc: 0.125]
4804 [D loss: 0.556 R 0.634 F 0.479][D acc: 0.664 R 0.516 F 0.812][G loss: 1.298 acc: 0.125]
4805 [D loss: 0.602 R 0.657 F 0.547][D acc: 0.727 R 0.578 F 0.875][G loss: 1.222 acc: 0.156]
4806 [D loss: 0.566 R 0.629 F 0.503][D acc: 0.703 R 0.562 F 0.844][G loss: 1.148 acc: 0.109]
4807 [D loss: 0.544 R 0.462 F 0.625][D acc: 0.727 R 0.734 F 0.719][G loss: 1.231 acc: 0.109]
4808 [D loss: 0.583 R 0.607 F 0.559][D acc: 0.664 R 0.609 F 0.719][G loss: 1.323 acc: 0.125]
4809 [D loss: 0.563 R 0.626 F 0.499][D acc: 0.672 R 0.578 F 0.766][G loss: 1.259 acc: 0.156]
4810 [D loss: 0.518 R 0.451 F 0.584][D acc: 0.727 R 0.734 F 0.719][G loss: 1.383 acc: 0.047]
4811 [D loss: 0.471 R 0.417 F 0.525][D acc: 0.789 R 0.719 F 0.859][G loss: 1.153 acc: 0.156]
4812 [D loss: 0.519 R 0.542 F 0.497][D acc: 0.758 R 0.719 F 0.797][G loss: 1.459 acc: 0.078]
4813 [D loss: 0.537 R 0.498 F 0.576][D acc: 0.758 R 0.766 F 0.750][G loss: 1.221 acc: 0.141]
4814 [D loss: 0.494 R 0.511 F 0.478][D acc: 0.781 R 0.688 F 0.875][G loss: 1.192 acc: 0.234]
4815 [D loss: 0.583 R 0.554 F 0.612][D acc: 0.672 R 0.625 F 0.719][G loss: 1.266 acc: 0.078]
4816 [D loss: 0.554 R 0.599 F 0.509][D acc: 0.734 R 0.609 F 0.859][G loss: 1.433 acc: 0.062]
4817 [D loss: 0.499 R 0.555 F 0.444][D acc: 0.742 R 0.625 F 0.859][G loss: 1.415 acc: 0.094]
4818 [D loss: 0.535 R 0.615 F 0.455][D acc: 0.781 R 0.641 F 0.922][G loss: 1.291 acc: 0.094]
4819 [D loss: 0.577 R 0.542 F 0.612][D acc: 0.766 R 0.703 F 0.828][G loss: 1.393 acc: 0.062]
4820 [D loss: 0.513 R 0.488 F 0.537][D acc: 0.742 R 0.688 F 0.797][G loss: 1.376 acc: 0.078]
4821 [D loss: 0.548 R 0.504 F 0.593][D acc: 0.758 R 0.703 F 0.812][G loss: 1.312 acc: 0.094]
4822 [D loss: 0.598 R 0.689 F 0.506][D acc: 0.672 R 0.516 F 0.828][G loss: 1.364 acc: 0.031]
4823 [D loss: 0.647 R 0.708 F 0.585][D acc: 0.680 R 0.562 F 0.797][G loss: 1.271 acc: 0.078]
4824 [D loss: 0.533 R 0.542 F 0.524][D acc: 0.734 R 0.688 F 0.781][G loss: 1.293 acc: 0.062]
4825 [D loss: 0.543 R 0.589 F 0.498][D acc: 0.742 R 0.641 F 0.844][G loss: 1.274 acc: 0.078]
4826 [D loss: 0.530 R 0.554 F 0.506][D acc: 0.742 R 0.672 F 0.812][G loss: 1.430 acc: 0.062]
4827 [D loss: 0.526 R 0.514 F 0.538][D acc: 0.727 R 0.703 F 0.750][G loss: 1.357 acc: 0.141]
4828 [D loss: 0.531 R 0.578 F 0.485][D acc: 0.742 R 0.641 F 0.844][G loss: 1.504 acc: 0.078]
4829 [D loss: 0.546 R 0.557 F 0.534][D acc: 0.703 R 0.656 F 0.750][G loss: 1.291 acc: 0.109]
4830 [D loss: 0.519 R 0.440 F 0.598][D acc: 0.750 R 0.766 F 0.734][G loss: 1.248 acc: 0.188]
4831 [D loss: 0.491 R 0.456 F 0.526][D acc: 0.781 R 0.828 F 0.734][G loss: 1.388 acc: 0.188]
4832 [D loss: 0.618 R 0.630 F 0.606][D acc: 0.703 R 0.594 F 0.812][G loss: 1.350 acc: 0.109]
4833 [D loss: 0.676 R 0.785 F 0.567][D acc: 0.648 R 0.453 F 0.844][G loss: 1.382 acc: 0.109]
4834 [D loss: 0.507 R 0.564 F 0.451][D acc: 0.742 R 0.641 F 0.844][G loss: 1.420 acc: 0.062]
4835 [D loss: 0.477 R 0.407 F 0.546][D acc: 0.805 R 0.797 F 0.812][G loss: 1.569 acc: 0.062]
4836 [D loss: 0.562 R 0.566 F 0.559][D acc: 0.695 R 0.656 F 0.734][G loss: 1.400 acc: 0.109]
4837 [D loss: 0.465 R 0.477 F 0.452][D acc: 0.773 R 0.703 F 0.844][G loss: 1.476 acc: 0.125]
4838 [D loss: 0.585 R 0.678 F 0.491][D acc: 0.641 R 0.531 F 0.750][G loss: 1.332 acc: 0.109]
4839 [D loss: 0.510 R 0.494 F 0.525][D acc: 0.727 R 0.672 F 0.781][G loss: 1.397 acc: 0.062]
4840 [D loss: 0.591 R 0.625 F 0.557][D acc: 0.664 R 0.641 F 0.688][G loss: 1.403 acc: 0.109]
4841 [D loss: 0.493 R 0.477 F 0.509][D acc: 0.781 R 0.703 F 0.859][G loss: 1.370 acc: 0.078]
4842 [D loss: 0.540 R 0.531 F 0.550][D acc: 0.711 R 0.641 F 0.781][G loss: 1.328 acc: 0.156]
4843 [D loss: 0.570 R 0.621 F 0.518][D acc: 0.695 R 0.609 F 0.781][G loss: 1.244 acc: 0.125]
4844 [D loss: 0.519 R 0.508 F 0.529][D acc: 0.734 R 0.641 F 0.828][G loss: 1.399 acc: 0.062]
4845 [D loss: 0.530 R 0.486 F 0.574][D acc: 0.750 R 0.703 F 0.797][G loss: 1.340 acc: 0.094]
4846 [D loss: 0.570 R 0.554 F 0.586][D acc: 0.727 R 0.703 F 0.750][G loss: 1.367 acc: 0.094]
4847 [D loss: 0.499 R 0.561 F 0.437][D acc: 0.758 R 0.641 F 0.875][G loss: 1.499 acc: 0.062]
4848 [D loss: 0.553 R 0.658 F 0.447][D acc: 0.734 R 0.578 F 0.891][G loss: 1.455 acc: 0.047]
4849 [D loss: 0.540 R 0.508 F 0.571][D acc: 0.727 R 0.688 F 0.766][G loss: 1.270 acc: 0.141]
4850 [D loss: 0.562 R 0.537 F 0.587][D acc: 0.695 R 0.672 F 0.719][G loss: 1.406 acc: 0.047]
4851 [D loss: 0.581 R 0.606 F 0.555][D acc: 0.648 R 0.562 F 0.734][G loss: 1.420 acc: 0.125]
4852 [D loss: 0.596 R 0.710 F 0.483][D acc: 0.680 R 0.516 F 0.844][G loss: 1.484 acc: 0.062]
4853 [D loss: 0.510 R 0.562 F 0.459][D acc: 0.742 R 0.625 F 0.859][G loss: 1.283 acc: 0.078]
4854 [D loss: 0.539 R 0.462 F 0.615][D acc: 0.703 R 0.719 F 0.688][G loss: 1.351 acc: 0.109]
4855 [D loss: 0.531 R 0.517 F 0.545][D acc: 0.742 R 0.656 F 0.828][G loss: 1.243 acc: 0.141]
4856 [D loss: 0.634 R 0.671 F 0.597][D acc: 0.648 R 0.547 F 0.750][G loss: 1.332 acc: 0.078]
4857 [D loss: 0.611 R 0.624 F 0.598][D acc: 0.672 R 0.625 F 0.719][G loss: 1.322 acc: 0.125]
4858 [D loss: 0.579 R 0.740 F 0.418][D acc: 0.672 R 0.438 F 0.906][G loss: 1.228 acc: 0.109]
4859 [D loss: 0.530 R 0.544 F 0.516][D acc: 0.742 R 0.672 F 0.812][G loss: 1.249 acc: 0.141]
4860 [D loss: 0.484 R 0.465 F 0.503][D acc: 0.781 R 0.781 F 0.781][G loss: 1.068 acc: 0.250]
4861 [D loss: 0.551 R 0.501 F 0.601][D acc: 0.664 R 0.672 F 0.656][G loss: 1.237 acc: 0.188]
4862 [D loss: 0.620 R 0.611 F 0.629][D acc: 0.680 R 0.625 F 0.734][G loss: 1.288 acc: 0.141]
4863 [D loss: 0.487 R 0.475 F 0.499][D acc: 0.758 R 0.719 F 0.797][G loss: 1.309 acc: 0.125]
4864 [D loss: 0.499 R 0.534 F 0.465][D acc: 0.719 R 0.641 F 0.797][G loss: 1.170 acc: 0.156]
4865 [D loss: 0.580 R 0.469 F 0.692][D acc: 0.688 R 0.672 F 0.703][G loss: 1.315 acc: 0.047]
4866 [D loss: 0.536 R 0.546 F 0.526][D acc: 0.711 R 0.641 F 0.781][G loss: 1.226 acc: 0.125]
4867 [D loss: 0.514 R 0.468 F 0.559][D acc: 0.766 R 0.734 F 0.797][G loss: 1.255 acc: 0.109]
4868 [D loss: 0.514 R 0.480 F 0.549][D acc: 0.750 R 0.750 F 0.750][G loss: 1.235 acc: 0.109]
4869 [D loss: 0.503 R 0.520 F 0.485][D acc: 0.781 R 0.703 F 0.859][G loss: 1.176 acc: 0.125]
4870 [D loss: 0.561 R 0.526 F 0.596][D acc: 0.773 R 0.688 F 0.859][G loss: 1.279 acc: 0.094]
4871 [D loss: 0.549 R 0.613 F 0.485][D acc: 0.742 R 0.625 F 0.859][G loss: 1.275 acc: 0.125]
4872 [D loss: 0.565 R 0.614 F 0.516][D acc: 0.688 R 0.578 F 0.797][G loss: 1.326 acc: 0.141]
4873 [D loss: 0.617 R 0.663 F 0.571][D acc: 0.672 R 0.578 F 0.766][G loss: 1.264 acc: 0.094]
4874 [D loss: 0.544 R 0.576 F 0.512][D acc: 0.711 R 0.656 F 0.766][G loss: 1.146 acc: 0.172]
4875 [D loss: 0.482 R 0.472 F 0.491][D acc: 0.773 R 0.719 F 0.828][G loss: 1.334 acc: 0.094]
4876 [D loss: 0.492 R 0.520 F 0.464][D acc: 0.727 R 0.609 F 0.844][G loss: 1.268 acc: 0.125]
4877 [D loss: 0.561 R 0.558 F 0.564][D acc: 0.750 R 0.656 F 0.844][G loss: 1.192 acc: 0.219]
4878 [D loss: 0.483 R 0.502 F 0.464][D acc: 0.750 R 0.688 F 0.812][G loss: 1.306 acc: 0.156]
4879 [D loss: 0.511 R 0.531 F 0.492][D acc: 0.750 R 0.656 F 0.844][G loss: 1.439 acc: 0.094]
4880 [D loss: 0.710 R 0.522 F 0.899][D acc: 0.703 R 0.609 F 0.797][G loss: 1.240 acc: 0.109]
4881 [D loss: 0.604 R 0.643 F 0.565][D acc: 0.664 R 0.594 F 0.734][G loss: 1.356 acc: 0.094]
4882 [D loss: 0.470 R 0.561 F 0.379][D acc: 0.789 R 0.656 F 0.922][G loss: 1.300 acc: 0.156]
4883 [D loss: 0.503 R 0.502 F 0.504][D acc: 0.750 R 0.656 F 0.844][G loss: 1.343 acc: 0.141]
4884 [D loss: 0.565 R 0.456 F 0.674][D acc: 0.719 R 0.703 F 0.734][G loss: 1.320 acc: 0.094]
4885 [D loss: 0.622 R 0.604 F 0.639][D acc: 0.688 R 0.625 F 0.750][G loss: 1.294 acc: 0.109]
4886 [D loss: 0.524 R 0.606 F 0.442][D acc: 0.719 R 0.609 F 0.828][G loss: 1.374 acc: 0.109]
4887 [D loss: 0.569 R 0.596 F 0.542][D acc: 0.695 R 0.641 F 0.750][G loss: 1.405 acc: 0.141]
4888 [D loss: 0.519 R 0.468 F 0.569][D acc: 0.750 R 0.719 F 0.781][G loss: 1.392 acc: 0.047]
4889 [D loss: 0.517 R 0.540 F 0.493][D acc: 0.750 R 0.641 F 0.859][G loss: 1.284 acc: 0.109]
4890 [D loss: 0.568 R 0.512 F 0.623][D acc: 0.703 R 0.656 F 0.750][G loss: 1.356 acc: 0.109]
4891 [D loss: 0.583 R 0.689 F 0.477][D acc: 0.750 R 0.562 F 0.938][G loss: 1.236 acc: 0.094]
4892 [D loss: 0.596 R 0.580 F 0.612][D acc: 0.695 R 0.609 F 0.781][G loss: 1.243 acc: 0.172]
4893 [D loss: 0.607 R 0.615 F 0.600][D acc: 0.648 R 0.547 F 0.750][G loss: 1.241 acc: 0.109]
4894 [D loss: 0.582 R 0.541 F 0.623][D acc: 0.719 R 0.609 F 0.828][G loss: 1.219 acc: 0.141]
4895 [D loss: 0.558 R 0.588 F 0.529][D acc: 0.688 R 0.625 F 0.750][G loss: 1.108 acc: 0.188]
4896 [D loss: 0.519 R 0.528 F 0.510][D acc: 0.742 R 0.672 F 0.812][G loss: 1.355 acc: 0.109]
4897 [D loss: 0.608 R 0.584 F 0.631][D acc: 0.664 R 0.641 F 0.688][G loss: 1.433 acc: 0.047]
4898 [D loss: 0.542 R 0.568 F 0.515][D acc: 0.695 R 0.656 F 0.734][G loss: 1.413 acc: 0.156]
4899 [D loss: 0.585 R 0.626 F 0.543][D acc: 0.727 R 0.672 F 0.781][G loss: 1.392 acc: 0.125]
4900 [D loss: 0.557 R 0.576 F 0.537][D acc: 0.742 R 0.719 F 0.766][G loss: 1.233 acc: 0.125]
4901 [D loss: 0.567 R 0.625 F 0.509][D acc: 0.727 R 0.609 F 0.844][G loss: 1.280 acc: 0.031]
4902 [D loss: 0.514 R 0.560 F 0.468][D acc: 0.734 R 0.625 F 0.844][G loss: 1.158 acc: 0.141]
4903 [D loss: 0.567 R 0.529 F 0.605][D acc: 0.680 R 0.609 F 0.750][G loss: 1.139 acc: 0.188]
4904 [D loss: 0.520 R 0.518 F 0.522][D acc: 0.758 R 0.672 F 0.844][G loss: 1.265 acc: 0.141]
4905 [D loss: 0.546 R 0.573 F 0.518][D acc: 0.742 R 0.688 F 0.797][G loss: 1.341 acc: 0.094]
4906 [D loss: 0.524 R 0.560 F 0.489][D acc: 0.742 R 0.641 F 0.844][G loss: 1.183 acc: 0.109]
4907 [D loss: 0.536 R 0.492 F 0.580][D acc: 0.734 R 0.703 F 0.766][G loss: 1.238 acc: 0.172]
4908 [D loss: 0.532 R 0.596 F 0.468][D acc: 0.719 R 0.625 F 0.812][G loss: 1.269 acc: 0.141]
4909 [D loss: 0.604 R 0.518 F 0.691][D acc: 0.672 R 0.656 F 0.688][G loss: 1.179 acc: 0.141]
4910 [D loss: 0.558 R 0.671 F 0.444][D acc: 0.695 R 0.531 F 0.859][G loss: 1.241 acc: 0.109]
4911 [D loss: 0.558 R 0.529 F 0.586][D acc: 0.758 R 0.719 F 0.797][G loss: 1.192 acc: 0.156]
4912 [D loss: 0.491 R 0.416 F 0.566][D acc: 0.750 R 0.766 F 0.734][G loss: 1.345 acc: 0.109]
4913 [D loss: 0.607 R 0.525 F 0.689][D acc: 0.695 R 0.656 F 0.734][G loss: 1.372 acc: 0.062]
4914 [D loss: 0.639 R 0.808 F 0.469][D acc: 0.648 R 0.422 F 0.875][G loss: 1.333 acc: 0.078]
4915 [D loss: 0.545 R 0.639 F 0.451][D acc: 0.719 R 0.594 F 0.844][G loss: 1.251 acc: 0.078]
4916 [D loss: 0.529 R 0.575 F 0.483][D acc: 0.695 R 0.562 F 0.828][G loss: 1.207 acc: 0.109]
4917 [D loss: 0.499 R 0.450 F 0.549][D acc: 0.734 R 0.719 F 0.750][G loss: 1.365 acc: 0.078]
4918 [D loss: 0.562 R 0.483 F 0.641][D acc: 0.758 R 0.750 F 0.766][G loss: 1.340 acc: 0.047]
4919 [D loss: 0.502 R 0.585 F 0.418][D acc: 0.820 R 0.703 F 0.938][G loss: 1.347 acc: 0.109]
4920 [D loss: 0.551 R 0.474 F 0.628][D acc: 0.711 R 0.625 F 0.797][G loss: 1.319 acc: 0.094]
4921 [D loss: 0.641 R 0.639 F 0.644][D acc: 0.633 R 0.562 F 0.703][G loss: 1.313 acc: 0.125]
4922 [D loss: 0.516 R 0.627 F 0.405][D acc: 0.719 R 0.562 F 0.875][G loss: 1.493 acc: 0.016]
4923 [D loss: 0.523 R 0.519 F 0.527][D acc: 0.734 R 0.688 F 0.781][G loss: 1.385 acc: 0.078]
4924 [D loss: 0.641 R 0.725 F 0.557][D acc: 0.648 R 0.516 F 0.781][G loss: 1.276 acc: 0.156]
4925 [D loss: 0.609 R 0.640 F 0.578][D acc: 0.656 R 0.578 F 0.734][G loss: 1.258 acc: 0.078]
4926 [D loss: 0.542 R 0.607 F 0.476][D acc: 0.727 R 0.609 F 0.844][G loss: 1.316 acc: 0.047]
4927 [D loss: 0.576 R 0.566 F 0.586][D acc: 0.672 R 0.641 F 0.703][G loss: 1.327 acc: 0.062]
4928 [D loss: 0.565 R 0.545 F 0.586][D acc: 0.758 R 0.703 F 0.812][G loss: 1.341 acc: 0.078]
4929 [D loss: 0.501 R 0.545 F 0.458][D acc: 0.781 R 0.703 F 0.859][G loss: 1.244 acc: 0.141]
4930 [D loss: 0.598 R 0.641 F 0.555][D acc: 0.617 R 0.531 F 0.703][G loss: 1.225 acc: 0.078]
4931 [D loss: 0.473 R 0.475 F 0.470][D acc: 0.797 R 0.734 F 0.859][G loss: 1.311 acc: 0.141]
4932 [D loss: 0.556 R 0.554 F 0.559][D acc: 0.734 R 0.656 F 0.812][G loss: 1.255 acc: 0.109]
4933 [D loss: 0.547 R 0.468 F 0.626][D acc: 0.766 R 0.734 F 0.797][G loss: 1.211 acc: 0.109]
4934 [D loss: 0.540 R 0.531 F 0.549][D acc: 0.719 R 0.688 F 0.750][G loss: 1.335 acc: 0.047]
4935 [D loss: 0.571 R 0.644 F 0.498][D acc: 0.719 R 0.594 F 0.844][G loss: 1.192 acc: 0.125]
4936 [D loss: 0.594 R 0.577 F 0.611][D acc: 0.695 R 0.625 F 0.766][G loss: 1.358 acc: 0.125]
4937 [D loss: 0.549 R 0.590 F 0.507][D acc: 0.688 R 0.578 F 0.797][G loss: 1.207 acc: 0.141]
4938 [D loss: 0.506 R 0.495 F 0.517][D acc: 0.750 R 0.672 F 0.828][G loss: 1.263 acc: 0.078]
4939 [D loss: 0.505 R 0.444 F 0.566][D acc: 0.742 R 0.719 F 0.766][G loss: 1.430 acc: 0.047]
4940 [D loss: 0.526 R 0.502 F 0.549][D acc: 0.750 R 0.734 F 0.766][G loss: 1.325 acc: 0.109]
4941 [D loss: 0.689 R 0.663 F 0.715][D acc: 0.648 R 0.531 F 0.766][G loss: 1.285 acc: 0.062]
4942 [D loss: 0.567 R 0.698 F 0.436][D acc: 0.680 R 0.484 F 0.875][G loss: 1.382 acc: 0.125]
4943 [D loss: 0.613 R 0.661 F 0.565][D acc: 0.664 R 0.562 F 0.766][G loss: 1.288 acc: 0.000]
4944 [D loss: 0.486 R 0.490 F 0.481][D acc: 0.781 R 0.719 F 0.844][G loss: 1.304 acc: 0.125]
4945 [D loss: 0.489 R 0.504 F 0.473][D acc: 0.758 R 0.688 F 0.828][G loss: 1.259 acc: 0.078]
4946 [D loss: 0.524 R 0.626 F 0.422][D acc: 0.750 R 0.594 F 0.906][G loss: 1.211 acc: 0.141]
4947 [D loss: 0.533 R 0.551 F 0.515][D acc: 0.719 R 0.656 F 0.781][G loss: 1.263 acc: 0.156]
4948 [D loss: 0.553 R 0.597 F 0.508][D acc: 0.680 R 0.578 F 0.781][G loss: 1.197 acc: 0.141]
4949 [D loss: 0.524 R 0.552 F 0.497][D acc: 0.727 R 0.656 F 0.797][G loss: 1.483 acc: 0.109]
4950 [D loss: 0.596 R 0.571 F 0.621][D acc: 0.719 R 0.656 F 0.781][G loss: 1.392 acc: 0.062]
4951 [D loss: 0.549 R 0.593 F 0.506][D acc: 0.703 R 0.578 F 0.828][G loss: 1.280 acc: 0.078]
4952 [D loss: 0.504 R 0.527 F 0.482][D acc: 0.773 R 0.734 F 0.812][G loss: 1.335 acc: 0.125]
4953 [D loss: 0.533 R 0.551 F 0.515][D acc: 0.734 R 0.688 F 0.781][G loss: 1.391 acc: 0.062]
4954 [D loss: 0.505 R 0.575 F 0.435][D acc: 0.758 R 0.641 F 0.875][G loss: 1.282 acc: 0.125]
4955 [D loss: 0.617 R 0.592 F 0.643][D acc: 0.703 R 0.641 F 0.766][G loss: 1.413 acc: 0.125]
4956 [D loss: 0.582 R 0.693 F 0.470][D acc: 0.719 R 0.594 F 0.844][G loss: 1.213 acc: 0.109]
4957 [D loss: 0.601 R 0.601 F 0.600][D acc: 0.703 R 0.656 F 0.750][G loss: 1.247 acc: 0.141]
4958 [D loss: 0.574 R 0.628 F 0.521][D acc: 0.734 R 0.672 F 0.797][G loss: 1.267 acc: 0.094]
4959 [D loss: 0.515 R 0.469 F 0.561][D acc: 0.719 R 0.719 F 0.719][G loss: 1.350 acc: 0.141]
4960 [D loss: 0.475 R 0.482 F 0.467][D acc: 0.773 R 0.734 F 0.812][G loss: 1.260 acc: 0.141]
4961 [D loss: 0.474 R 0.379 F 0.568][D acc: 0.742 R 0.766 F 0.719][G loss: 1.355 acc: 0.141]
4962 [D loss: 0.603 R 0.619 F 0.588][D acc: 0.664 R 0.625 F 0.703][G loss: 1.319 acc: 0.109]
4963 [D loss: 0.643 R 0.586 F 0.700][D acc: 0.742 R 0.656 F 0.828][G loss: 1.270 acc: 0.094]
4964 [D loss: 0.595 R 0.721 F 0.469][D acc: 0.648 R 0.531 F 0.766][G loss: 1.324 acc: 0.109]
4965 [D loss: 0.559 R 0.619 F 0.499][D acc: 0.664 R 0.547 F 0.781][G loss: 1.245 acc: 0.125]
4966 [D loss: 0.571 R 0.520 F 0.621][D acc: 0.695 R 0.656 F 0.734][G loss: 1.296 acc: 0.109]
4967 [D loss: 0.543 R 0.539 F 0.548][D acc: 0.680 R 0.656 F 0.703][G loss: 1.365 acc: 0.062]
4968 [D loss: 0.515 R 0.563 F 0.468][D acc: 0.711 R 0.672 F 0.750][G loss: 1.314 acc: 0.141]
4969 [D loss: 0.614 R 0.627 F 0.601][D acc: 0.703 R 0.594 F 0.812][G loss: 1.308 acc: 0.016]
4970 [D loss: 0.598 R 0.641 F 0.554][D acc: 0.703 R 0.641 F 0.766][G loss: 1.134 acc: 0.172]
4971 [D loss: 0.478 R 0.516 F 0.440][D acc: 0.797 R 0.719 F 0.875][G loss: 1.334 acc: 0.094]
4972 [D loss: 0.522 R 0.537 F 0.507][D acc: 0.719 R 0.609 F 0.828][G loss: 1.291 acc: 0.156]
4973 [D loss: 0.606 R 0.626 F 0.587][D acc: 0.680 R 0.625 F 0.734][G loss: 1.271 acc: 0.125]
4974 [D loss: 0.550 R 0.581 F 0.519][D acc: 0.680 R 0.594 F 0.766][G loss: 1.252 acc: 0.094]
4975 [D loss: 0.545 R 0.571 F 0.519][D acc: 0.688 R 0.641 F 0.734][G loss: 1.157 acc: 0.172]
4976 [D loss: 0.600 R 0.583 F 0.617][D acc: 0.695 R 0.609 F 0.781][G loss: 1.350 acc: 0.047]
4977 [D loss: 0.582 R 0.767 F 0.397][D acc: 0.695 R 0.438 F 0.953][G loss: 1.151 acc: 0.156]
4978 [D loss: 0.658 R 0.551 F 0.764][D acc: 0.688 R 0.688 F 0.688][G loss: 1.185 acc: 0.141]
4979 [D loss: 0.477 R 0.516 F 0.437][D acc: 0.789 R 0.688 F 0.891][G loss: 1.248 acc: 0.188]
4980 [D loss: 0.550 R 0.580 F 0.519][D acc: 0.672 R 0.578 F 0.766][G loss: 1.217 acc: 0.125]
4981 [D loss: 0.558 R 0.503 F 0.614][D acc: 0.742 R 0.750 F 0.734][G loss: 1.233 acc: 0.219]
4982 [D loss: 0.541 R 0.585 F 0.497][D acc: 0.719 R 0.641 F 0.797][G loss: 1.243 acc: 0.141]
4983 [D loss: 0.482 R 0.511 F 0.454][D acc: 0.805 R 0.734 F 0.875][G loss: 1.347 acc: 0.156]
4984 [D loss: 0.617 R 0.578 F 0.657][D acc: 0.648 R 0.578 F 0.719][G loss: 1.363 acc: 0.109]
4985 [D loss: 0.572 R 0.578 F 0.565][D acc: 0.719 R 0.641 F 0.797][G loss: 1.265 acc: 0.141]
4986 [D loss: 0.572 R 0.688 F 0.455][D acc: 0.703 R 0.547 F 0.859][G loss: 1.151 acc: 0.109]
4987 [D loss: 0.617 R 0.639 F 0.595][D acc: 0.648 R 0.578 F 0.719][G loss: 1.160 acc: 0.125]
4988 [D loss: 0.656 R 0.667 F 0.645][D acc: 0.672 R 0.625 F 0.719][G loss: 1.315 acc: 0.141]
4989 [D loss: 0.574 R 0.624 F 0.524][D acc: 0.703 R 0.594 F 0.812][G loss: 1.301 acc: 0.078]
4990 [D loss: 0.482 R 0.514 F 0.449][D acc: 0.773 R 0.719 F 0.828][G loss: 1.352 acc: 0.078]
4991 [D loss: 0.582 R 0.602 F 0.562][D acc: 0.727 R 0.688 F 0.766][G loss: 1.128 acc: 0.203]
4992 [D loss: 0.572 R 0.572 F 0.572][D acc: 0.703 R 0.656 F 0.750][G loss: 1.314 acc: 0.062]
4993 [D loss: 0.583 R 0.527 F 0.640][D acc: 0.688 R 0.641 F 0.734][G loss: 1.218 acc: 0.156]
4994 [D loss: 0.680 R 0.576 F 0.784][D acc: 0.680 R 0.719 F 0.641][G loss: 1.231 acc: 0.094]
4995 [D loss: 0.569 R 0.660 F 0.478][D acc: 0.703 R 0.594 F 0.812][G loss: 1.216 acc: 0.109]
4996 [D loss: 0.506 R 0.556 F 0.456][D acc: 0.766 R 0.672 F 0.859][G loss: 1.213 acc: 0.141]
4997 [D loss: 0.524 R 0.529 F 0.520][D acc: 0.719 R 0.672 F 0.766][G loss: 1.269 acc: 0.062]
4998 [D loss: 0.543 R 0.456 F 0.629][D acc: 0.742 R 0.734 F 0.750][G loss: 1.151 acc: 0.172]
4999 [D loss: 0.533 R 0.602 F 0.465][D acc: 0.727 R 0.625 F 0.828][G loss: 1.368 acc: 0.109]
5000 [D loss: 0.584 R 0.501 F 0.667][D acc: 0.719 R 0.688 F 0.750][G loss: 1.257 acc: 0.062]
5001 [D loss: 0.535 R 0.575 F 0.495][D acc: 0.727 R 0.609 F 0.844][G loss: 1.343 acc: 0.109]
5002 [D loss: 0.556 R 0.530 F 0.582][D acc: 0.766 R 0.719 F 0.812][G loss: 1.321 acc: 0.094]
5003 [D loss: 0.539 R 0.558 F 0.520][D acc: 0.758 R 0.734 F 0.781][G loss: 1.346 acc: 0.172]
5004 [D loss: 0.615 R 0.702 F 0.527][D acc: 0.672 R 0.516 F 0.828][G loss: 1.284 acc: 0.109]
5005 [D loss: 0.520 R 0.524 F 0.515][D acc: 0.703 R 0.625 F 0.781][G loss: 1.199 acc: 0.141]
5006 [D loss: 0.563 R 0.504 F 0.622][D acc: 0.719 R 0.688 F 0.750][G loss: 1.284 acc: 0.141]
5007 [D loss: 0.507 R 0.559 F 0.454][D acc: 0.703 R 0.609 F 0.797][G loss: 1.276 acc: 0.125]
5008 [D loss: 0.580 R 0.571 F 0.590][D acc: 0.680 R 0.594 F 0.766][G loss: 1.403 acc: 0.062]
5009 [D loss: 0.591 R 0.717 F 0.465][D acc: 0.711 R 0.547 F 0.875][G loss: 1.231 acc: 0.172]
5010 [D loss: 0.551 R 0.538 F 0.563][D acc: 0.758 R 0.703 F 0.812][G loss: 1.282 acc: 0.125]
5011 [D loss: 0.611 R 0.621 F 0.600][D acc: 0.664 R 0.562 F 0.766][G loss: 1.296 acc: 0.141]
5012 [D loss: 0.647 R 0.681 F 0.613][D acc: 0.625 R 0.562 F 0.688][G loss: 1.256 acc: 0.141]
5013 [D loss: 0.524 R 0.539 F 0.510][D acc: 0.695 R 0.609 F 0.781][G loss: 1.305 acc: 0.125]
5014 [D loss: 0.566 R 0.536 F 0.596][D acc: 0.695 R 0.656 F 0.734][G loss: 1.321 acc: 0.062]
5015 [D loss: 0.525 R 0.590 F 0.461][D acc: 0.703 R 0.609 F 0.797][G loss: 1.267 acc: 0.125]
5016 [D loss: 0.603 R 0.588 F 0.618][D acc: 0.648 R 0.547 F 0.750][G loss: 1.304 acc: 0.094]
5017 [D loss: 0.576 R 0.569 F 0.583][D acc: 0.688 R 0.594 F 0.781][G loss: 1.375 acc: 0.062]
5018 [D loss: 0.527 R 0.550 F 0.503][D acc: 0.750 R 0.688 F 0.812][G loss: 1.294 acc: 0.062]
5019 [D loss: 0.594 R 0.681 F 0.507][D acc: 0.719 R 0.609 F 0.828][G loss: 1.303 acc: 0.141]
5020 [D loss: 0.603 R 0.656 F 0.551][D acc: 0.680 R 0.578 F 0.781][G loss: 1.201 acc: 0.156]
5021 [D loss: 0.546 R 0.574 F 0.517][D acc: 0.680 R 0.641 F 0.719][G loss: 1.267 acc: 0.094]
5022 [D loss: 0.517 R 0.581 F 0.452][D acc: 0.734 R 0.656 F 0.812][G loss: 1.200 acc: 0.141]
5023 [D loss: 0.587 R 0.531 F 0.643][D acc: 0.695 R 0.688 F 0.703][G loss: 1.336 acc: 0.109]
5024 [D loss: 0.489 R 0.506 F 0.471][D acc: 0.789 R 0.688 F 0.891][G loss: 1.312 acc: 0.141]
5025 [D loss: 0.482 R 0.466 F 0.498][D acc: 0.797 R 0.719 F 0.875][G loss: 1.312 acc: 0.125]
5026 [D loss: 0.582 R 0.644 F 0.519][D acc: 0.672 R 0.562 F 0.781][G loss: 1.304 acc: 0.109]
5027 [D loss: 0.670 R 0.698 F 0.642][D acc: 0.703 R 0.609 F 0.797][G loss: 1.399 acc: 0.078]
5028 [D loss: 0.587 R 0.642 F 0.532][D acc: 0.688 R 0.594 F 0.781][G loss: 1.348 acc: 0.062]
5029 [D loss: 0.586 R 0.612 F 0.560][D acc: 0.719 R 0.609 F 0.828][G loss: 1.283 acc: 0.094]
5030 [D loss: 0.582 R 0.611 F 0.553][D acc: 0.648 R 0.562 F 0.734][G loss: 1.212 acc: 0.094]
5031 [D loss: 0.530 R 0.538 F 0.523][D acc: 0.672 R 0.578 F 0.766][G loss: 1.168 acc: 0.188]
5032 [D loss: 0.474 R 0.492 F 0.455][D acc: 0.750 R 0.703 F 0.797][G loss: 1.360 acc: 0.078]
5033 [D loss: 0.725 R 0.505 F 0.945][D acc: 0.758 R 0.703 F 0.812][G loss: 1.290 acc: 0.094]
5034 [D loss: 0.485 R 0.566 F 0.405][D acc: 0.758 R 0.609 F 0.906][G loss: 1.401 acc: 0.094]
5035 [D loss: 0.531 R 0.621 F 0.441][D acc: 0.734 R 0.609 F 0.859][G loss: 1.331 acc: 0.125]
5036 [D loss: 0.694 R 0.565 F 0.823][D acc: 0.734 R 0.656 F 0.812][G loss: 1.274 acc: 0.031]
5037 [D loss: 0.514 R 0.596 F 0.431][D acc: 0.734 R 0.547 F 0.922][G loss: 1.193 acc: 0.109]
5038 [D loss: 0.568 R 0.632 F 0.503][D acc: 0.688 R 0.609 F 0.766][G loss: 1.285 acc: 0.047]
5039 [D loss: 0.531 R 0.552 F 0.511][D acc: 0.766 R 0.672 F 0.859][G loss: 1.243 acc: 0.094]
5040 [D loss: 0.471 R 0.467 F 0.475][D acc: 0.797 R 0.750 F 0.844][G loss: 1.134 acc: 0.156]
5041 [D loss: 0.569 R 0.599 F 0.539][D acc: 0.711 R 0.609 F 0.812][G loss: 1.188 acc: 0.141]
5042 [D loss: 0.619 R 0.543 F 0.694][D acc: 0.711 R 0.656 F 0.766][G loss: 1.298 acc: 0.031]
5043 [D loss: 0.494 R 0.586 F 0.402][D acc: 0.742 R 0.578 F 0.906][G loss: 1.305 acc: 0.062]
5044 [D loss: 0.541 R 0.554 F 0.527][D acc: 0.734 R 0.625 F 0.844][G loss: 1.250 acc: 0.141]
5045 [D loss: 0.591 R 0.468 F 0.715][D acc: 0.719 R 0.719 F 0.719][G loss: 1.365 acc: 0.062]
5046 [D loss: 0.538 R 0.558 F 0.518][D acc: 0.703 R 0.562 F 0.844][G loss: 1.280 acc: 0.062]
5047 [D loss: 0.535 R 0.563 F 0.507][D acc: 0.742 R 0.688 F 0.797][G loss: 1.272 acc: 0.125]
5048 [D loss: 0.554 R 0.534 F 0.573][D acc: 0.711 R 0.688 F 0.734][G loss: 1.397 acc: 0.078]
5049 [D loss: 0.497 R 0.562 F 0.432][D acc: 0.742 R 0.625 F 0.859][G loss: 1.220 acc: 0.156]
5050 [D loss: 0.509 R 0.512 F 0.505][D acc: 0.750 R 0.688 F 0.812][G loss: 1.309 acc: 0.156]
5051 [D loss: 0.567 R 0.564 F 0.570][D acc: 0.711 R 0.672 F 0.750][G loss: 1.451 acc: 0.078]
5052 [D loss: 0.474 R 0.503 F 0.445][D acc: 0.773 R 0.656 F 0.891][G loss: 1.370 acc: 0.125]
5053 [D loss: 0.585 R 0.475 F 0.695][D acc: 0.734 R 0.719 F 0.750][G loss: 1.341 acc: 0.094]
5054 [D loss: 0.637 R 0.634 F 0.639][D acc: 0.719 R 0.656 F 0.781][G loss: 1.323 acc: 0.094]
5055 [D loss: 0.589 R 0.622 F 0.555][D acc: 0.688 R 0.625 F 0.750][G loss: 1.379 acc: 0.094]
5056 [D loss: 0.505 R 0.556 F 0.454][D acc: 0.742 R 0.609 F 0.875][G loss: 1.209 acc: 0.094]
5057 [D loss: 0.521 R 0.470 F 0.572][D acc: 0.773 R 0.734 F 0.812][G loss: 1.326 acc: 0.094]
5058 [D loss: 0.560 R 0.591 F 0.530][D acc: 0.688 R 0.562 F 0.812][G loss: 1.374 acc: 0.078]
5059 [D loss: 0.554 R 0.537 F 0.571][D acc: 0.758 R 0.688 F 0.828][G loss: 1.280 acc: 0.031]
5060 [D loss: 0.538 R 0.610 F 0.467][D acc: 0.703 R 0.547 F 0.859][G loss: 1.234 acc: 0.094]
5061 [D loss: 0.496 R 0.550 F 0.443][D acc: 0.773 R 0.641 F 0.906][G loss: 1.446 acc: 0.078]
5062 [D loss: 0.593 R 0.478 F 0.708][D acc: 0.719 R 0.719 F 0.719][G loss: 1.502 acc: 0.047]
5063 [D loss: 0.494 R 0.567 F 0.421][D acc: 0.758 R 0.672 F 0.844][G loss: 1.715 acc: 0.094]
5064 [D loss: 0.682 R 0.677 F 0.687][D acc: 0.688 R 0.641 F 0.734][G loss: 1.207 acc: 0.125]
5065 [D loss: 0.569 R 0.480 F 0.657][D acc: 0.719 R 0.719 F 0.719][G loss: 1.414 acc: 0.078]
5066 [D loss: 0.534 R 0.494 F 0.575][D acc: 0.773 R 0.750 F 0.797][G loss: 1.320 acc: 0.125]
5067 [D loss: 0.597 R 0.654 F 0.540][D acc: 0.648 R 0.562 F 0.734][G loss: 1.345 acc: 0.125]
5068 [D loss: 0.541 R 0.536 F 0.546][D acc: 0.727 R 0.672 F 0.781][G loss: 1.312 acc: 0.141]
5069 [D loss: 0.640 R 0.554 F 0.727][D acc: 0.656 R 0.641 F 0.672][G loss: 1.403 acc: 0.094]
5070 [D loss: 0.525 R 0.610 F 0.440][D acc: 0.781 R 0.656 F 0.906][G loss: 1.359 acc: 0.094]
5071 [D loss: 0.674 R 0.671 F 0.677][D acc: 0.641 R 0.594 F 0.688][G loss: 1.302 acc: 0.094]
5072 [D loss: 0.642 R 0.717 F 0.566][D acc: 0.648 R 0.469 F 0.828][G loss: 1.188 acc: 0.172]
5073 [D loss: 0.609 R 0.682 F 0.536][D acc: 0.688 R 0.562 F 0.812][G loss: 1.252 acc: 0.062]
5074 [D loss: 0.534 R 0.554 F 0.515][D acc: 0.719 R 0.609 F 0.828][G loss: 1.162 acc: 0.141]
5075 [D loss: 0.559 R 0.589 F 0.528][D acc: 0.703 R 0.609 F 0.797][G loss: 1.132 acc: 0.172]
5076 [D loss: 0.530 R 0.497 F 0.564][D acc: 0.750 R 0.719 F 0.781][G loss: 1.210 acc: 0.188]
5077 [D loss: 0.522 R 0.523 F 0.521][D acc: 0.734 R 0.625 F 0.844][G loss: 1.254 acc: 0.203]
5078 [D loss: 0.548 R 0.585 F 0.511][D acc: 0.695 R 0.562 F 0.828][G loss: 1.348 acc: 0.078]
5079 [D loss: 0.656 R 0.667 F 0.645][D acc: 0.625 R 0.500 F 0.750][G loss: 1.396 acc: 0.031]
5080 [D loss: 0.613 R 0.724 F 0.501][D acc: 0.688 R 0.500 F 0.875][G loss: 1.251 acc: 0.094]
5081 [D loss: 0.630 R 0.535 F 0.725][D acc: 0.695 R 0.656 F 0.734][G loss: 1.264 acc: 0.094]
5082 [D loss: 0.551 R 0.636 F 0.466][D acc: 0.695 R 0.578 F 0.812][G loss: 1.332 acc: 0.141]
5083 [D loss: 0.619 R 0.658 F 0.580][D acc: 0.625 R 0.547 F 0.703][G loss: 1.215 acc: 0.078]
5084 [D loss: 0.557 R 0.511 F 0.602][D acc: 0.773 R 0.750 F 0.797][G loss: 1.168 acc: 0.094]
5085 [D loss: 0.621 R 0.717 F 0.525][D acc: 0.672 R 0.516 F 0.828][G loss: 1.277 acc: 0.125]
5086 [D loss: 0.522 R 0.526 F 0.518][D acc: 0.742 R 0.703 F 0.781][G loss: 1.216 acc: 0.125]
5087 [D loss: 0.532 R 0.521 F 0.542][D acc: 0.727 R 0.641 F 0.812][G loss: 1.156 acc: 0.188]
5088 [D loss: 0.519 R 0.536 F 0.503][D acc: 0.766 R 0.672 F 0.859][G loss: 1.288 acc: 0.062]
5089 [D loss: 0.592 R 0.574 F 0.610][D acc: 0.680 R 0.625 F 0.734][G loss: 1.207 acc: 0.125]
5090 [D loss: 0.535 R 0.471 F 0.599][D acc: 0.750 R 0.750 F 0.750][G loss: 1.309 acc: 0.062]
5091 [D loss: 0.571 R 0.484 F 0.659][D acc: 0.711 R 0.672 F 0.750][G loss: 1.315 acc: 0.094]
5092 [D loss: 0.642 R 0.715 F 0.569][D acc: 0.617 R 0.516 F 0.719][G loss: 1.115 acc: 0.234]
5093 [D loss: 0.523 R 0.515 F 0.531][D acc: 0.734 R 0.719 F 0.750][G loss: 1.182 acc: 0.125]
5094 [D loss: 0.508 R 0.498 F 0.518][D acc: 0.797 R 0.766 F 0.828][G loss: 1.376 acc: 0.094]
5095 [D loss: 0.570 R 0.664 F 0.477][D acc: 0.711 R 0.625 F 0.797][G loss: 1.209 acc: 0.141]
5096 [D loss: 0.524 R 0.566 F 0.482][D acc: 0.703 R 0.562 F 0.844][G loss: 1.223 acc: 0.109]
5097 [D loss: 0.539 R 0.496 F 0.583][D acc: 0.734 R 0.656 F 0.812][G loss: 1.371 acc: 0.078]
5098 [D loss: 0.694 R 0.689 F 0.699][D acc: 0.648 R 0.531 F 0.766][G loss: 1.294 acc: 0.156]
5099 [D loss: 0.563 R 0.591 F 0.534][D acc: 0.688 R 0.594 F 0.781][G loss: 1.159 acc: 0.188]
5100 [D loss: 0.570 R 0.651 F 0.489][D acc: 0.711 R 0.578 F 0.844][G loss: 1.240 acc: 0.047]
5101 [D loss: 0.574 R 0.613 F 0.535][D acc: 0.695 R 0.578 F 0.812][G loss: 1.168 acc: 0.125]
5102 [D loss: 0.567 R 0.605 F 0.528][D acc: 0.656 R 0.531 F 0.781][G loss: 1.402 acc: 0.094]
5103 [D loss: 0.596 R 0.632 F 0.559][D acc: 0.711 R 0.547 F 0.875][G loss: 1.185 acc: 0.141]
5104 [D loss: 0.450 R 0.407 F 0.492][D acc: 0.781 R 0.781 F 0.781][G loss: 1.274 acc: 0.109]
5105 [D loss: 0.609 R 0.588 F 0.630][D acc: 0.680 R 0.641 F 0.719][G loss: 1.301 acc: 0.156]
5106 [D loss: 0.700 R 0.555 F 0.845][D acc: 0.609 R 0.609 F 0.609][G loss: 1.360 acc: 0.078]
5107 [D loss: 0.531 R 0.617 F 0.445][D acc: 0.766 R 0.641 F 0.891][G loss: 1.289 acc: 0.078]
5108 [D loss: 0.573 R 0.618 F 0.528][D acc: 0.727 R 0.609 F 0.844][G loss: 1.297 acc: 0.094]
5109 [D loss: 0.587 R 0.605 F 0.569][D acc: 0.734 R 0.609 F 0.859][G loss: 1.236 acc: 0.125]
5110 [D loss: 0.621 R 0.602 F 0.641][D acc: 0.641 R 0.625 F 0.656][G loss: 1.254 acc: 0.125]
5111 [D loss: 0.579 R 0.625 F 0.533][D acc: 0.688 R 0.594 F 0.781][G loss: 1.276 acc: 0.094]
5112 [D loss: 0.529 R 0.521 F 0.538][D acc: 0.750 R 0.719 F 0.781][G loss: 1.345 acc: 0.141]
5113 [D loss: 0.609 R 0.594 F 0.625][D acc: 0.688 R 0.641 F 0.734][G loss: 1.306 acc: 0.062]
5114 [D loss: 0.632 R 0.620 F 0.644][D acc: 0.648 R 0.609 F 0.688][G loss: 1.225 acc: 0.156]
5115 [D loss: 0.602 R 0.648 F 0.556][D acc: 0.688 R 0.625 F 0.750][G loss: 1.279 acc: 0.109]
5116 [D loss: 0.662 R 0.763 F 0.561][D acc: 0.656 R 0.469 F 0.844][G loss: 1.194 acc: 0.172]
5117 [D loss: 0.579 R 0.566 F 0.593][D acc: 0.711 R 0.625 F 0.797][G loss: 1.239 acc: 0.188]
5118 [D loss: 0.609 R 0.562 F 0.656][D acc: 0.703 R 0.672 F 0.734][G loss: 1.155 acc: 0.078]
5119 [D loss: 0.582 R 0.676 F 0.489][D acc: 0.711 R 0.594 F 0.828][G loss: 1.239 acc: 0.047]
5120 [D loss: 0.642 R 0.646 F 0.638][D acc: 0.680 R 0.547 F 0.812][G loss: 1.161 acc: 0.141]
5121 [D loss: 0.570 R 0.608 F 0.532][D acc: 0.664 R 0.578 F 0.750][G loss: 1.121 acc: 0.141]
5122 [D loss: 0.489 R 0.484 F 0.495][D acc: 0.773 R 0.703 F 0.844][G loss: 1.175 acc: 0.109]
5123 [D loss: 0.635 R 0.558 F 0.712][D acc: 0.695 R 0.641 F 0.750][G loss: 1.167 acc: 0.078]
5124 [D loss: 0.514 R 0.564 F 0.464][D acc: 0.758 R 0.641 F 0.875][G loss: 1.260 acc: 0.078]
5125 [D loss: 0.636 R 0.700 F 0.573][D acc: 0.656 R 0.500 F 0.812][G loss: 1.153 acc: 0.125]
5126 [D loss: 0.598 R 0.673 F 0.524][D acc: 0.711 R 0.562 F 0.859][G loss: 1.198 acc: 0.078]
5127 [D loss: 0.591 R 0.613 F 0.570][D acc: 0.641 R 0.578 F 0.703][G loss: 1.094 acc: 0.188]
5128 [D loss: 0.515 R 0.496 F 0.533][D acc: 0.781 R 0.750 F 0.812][G loss: 1.327 acc: 0.031]
5129 [D loss: 0.575 R 0.538 F 0.612][D acc: 0.672 R 0.641 F 0.703][G loss: 1.268 acc: 0.078]
5130 [D loss: 0.536 R 0.560 F 0.513][D acc: 0.750 R 0.688 F 0.812][G loss: 1.260 acc: 0.125]
5131 [D loss: 0.639 R 0.582 F 0.696][D acc: 0.695 R 0.672 F 0.719][G loss: 1.199 acc: 0.109]
5132 [D loss: 0.574 R 0.625 F 0.523][D acc: 0.750 R 0.672 F 0.828][G loss: 1.392 acc: 0.156]
5133 [D loss: 0.626 R 0.685 F 0.566][D acc: 0.648 R 0.516 F 0.781][G loss: 1.398 acc: 0.109]
5134 [D loss: 0.592 R 0.573 F 0.611][D acc: 0.703 R 0.609 F 0.797][G loss: 1.323 acc: 0.109]
5135 [D loss: 0.556 R 0.646 F 0.466][D acc: 0.680 R 0.484 F 0.875][G loss: 1.246 acc: 0.125]
5136 [D loss: 0.560 R 0.461 F 0.660][D acc: 0.695 R 0.703 F 0.688][G loss: 1.267 acc: 0.125]
5137 [D loss: 0.525 R 0.621 F 0.429][D acc: 0.750 R 0.641 F 0.859][G loss: 1.484 acc: 0.078]
5138 [D loss: 0.690 R 0.627 F 0.753][D acc: 0.648 R 0.578 F 0.719][G loss: 1.178 acc: 0.094]
5139 [D loss: 0.511 R 0.538 F 0.484][D acc: 0.750 R 0.656 F 0.844][G loss: 1.222 acc: 0.125]
5140 [D loss: 0.581 R 0.555 F 0.606][D acc: 0.648 R 0.594 F 0.703][G loss: 1.266 acc: 0.125]
5141 [D loss: 0.619 R 0.637 F 0.601][D acc: 0.672 R 0.547 F 0.797][G loss: 1.219 acc: 0.125]
5142 [D loss: 0.588 R 0.609 F 0.566][D acc: 0.680 R 0.625 F 0.734][G loss: 1.169 acc: 0.109]
5143 [D loss: 0.521 R 0.565 F 0.477][D acc: 0.742 R 0.625 F 0.859][G loss: 1.269 acc: 0.078]
5144 [D loss: 0.568 R 0.553 F 0.582][D acc: 0.719 R 0.625 F 0.812][G loss: 1.138 acc: 0.156]
5145 [D loss: 0.505 R 0.510 F 0.500][D acc: 0.750 R 0.688 F 0.812][G loss: 1.202 acc: 0.078]
5146 [D loss: 0.548 R 0.531 F 0.564][D acc: 0.742 R 0.672 F 0.812][G loss: 1.357 acc: 0.094]
5147 [D loss: 0.545 R 0.581 F 0.509][D acc: 0.727 R 0.609 F 0.844][G loss: 1.360 acc: 0.062]
5148 [D loss: 0.670 R 0.613 F 0.727][D acc: 0.586 R 0.609 F 0.562][G loss: 1.325 acc: 0.109]
5149 [D loss: 0.554 R 0.590 F 0.517][D acc: 0.719 R 0.625 F 0.812][G loss: 1.315 acc: 0.141]
5150 [D loss: 0.608 R 0.660 F 0.555][D acc: 0.656 R 0.609 F 0.703][G loss: 1.234 acc: 0.156]
5151 [D loss: 0.613 R 0.597 F 0.629][D acc: 0.672 R 0.594 F 0.750][G loss: 1.278 acc: 0.094]
5152 [D loss: 0.609 R 0.595 F 0.624][D acc: 0.734 R 0.625 F 0.844][G loss: 1.290 acc: 0.031]
5153 [D loss: 0.598 R 0.688 F 0.507][D acc: 0.719 R 0.656 F 0.781][G loss: 1.329 acc: 0.078]
5154 [D loss: 0.558 R 0.609 F 0.507][D acc: 0.719 R 0.609 F 0.828][G loss: 1.319 acc: 0.047]
5155 [D loss: 0.576 R 0.645 F 0.506][D acc: 0.734 R 0.609 F 0.859][G loss: 1.271 acc: 0.094]
5156 [D loss: 0.626 R 0.685 F 0.566][D acc: 0.664 R 0.562 F 0.766][G loss: 1.113 acc: 0.078]
5157 [D loss: 0.580 R 0.566 F 0.593][D acc: 0.719 R 0.641 F 0.797][G loss: 1.100 acc: 0.156]
5158 [D loss: 0.557 R 0.610 F 0.504][D acc: 0.719 R 0.625 F 0.812][G loss: 1.278 acc: 0.109]
5159 [D loss: 0.591 R 0.637 F 0.544][D acc: 0.656 R 0.609 F 0.703][G loss: 1.231 acc: 0.172]
5160 [D loss: 0.569 R 0.651 F 0.487][D acc: 0.695 R 0.562 F 0.828][G loss: 1.225 acc: 0.109]
5161 [D loss: 0.594 R 0.579 F 0.609][D acc: 0.695 R 0.609 F 0.781][G loss: 1.309 acc: 0.078]
5162 [D loss: 0.582 R 0.578 F 0.585][D acc: 0.703 R 0.609 F 0.797][G loss: 1.237 acc: 0.047]
5163 [D loss: 0.621 R 0.532 F 0.710][D acc: 0.719 R 0.734 F 0.703][G loss: 1.343 acc: 0.078]
5164 [D loss: 0.524 R 0.602 F 0.446][D acc: 0.773 R 0.625 F 0.922][G loss: 1.165 acc: 0.109]
5165 [D loss: 0.588 R 0.655 F 0.521][D acc: 0.688 R 0.578 F 0.797][G loss: 1.322 acc: 0.109]
5166 [D loss: 0.614 R 0.612 F 0.615][D acc: 0.648 R 0.578 F 0.719][G loss: 1.174 acc: 0.094]
5167 [D loss: 0.575 R 0.671 F 0.479][D acc: 0.727 R 0.578 F 0.875][G loss: 1.220 acc: 0.078]
5168 [D loss: 0.578 R 0.561 F 0.594][D acc: 0.719 R 0.672 F 0.766][G loss: 1.306 acc: 0.078]
5169 [D loss: 0.581 R 0.625 F 0.537][D acc: 0.656 R 0.516 F 0.797][G loss: 1.277 acc: 0.109]
5170 [D loss: 0.505 R 0.552 F 0.458][D acc: 0.797 R 0.688 F 0.906][G loss: 1.271 acc: 0.094]
5171 [D loss: 0.581 R 0.557 F 0.604][D acc: 0.703 R 0.656 F 0.750][G loss: 1.346 acc: 0.062]
5172 [D loss: 0.571 R 0.651 F 0.490][D acc: 0.695 R 0.547 F 0.844][G loss: 1.347 acc: 0.047]
5173 [D loss: 0.541 R 0.462 F 0.620][D acc: 0.727 R 0.656 F 0.797][G loss: 1.410 acc: 0.094]
5174 [D loss: 0.616 R 0.688 F 0.545][D acc: 0.711 R 0.641 F 0.781][G loss: 1.182 acc: 0.078]
5175 [D loss: 0.519 R 0.528 F 0.510][D acc: 0.812 R 0.688 F 0.938][G loss: 1.250 acc: 0.125]
5176 [D loss: 0.522 R 0.530 F 0.515][D acc: 0.711 R 0.656 F 0.766][G loss: 1.436 acc: 0.109]
5177 [D loss: 0.590 R 0.592 F 0.587][D acc: 0.672 R 0.594 F 0.750][G loss: 1.318 acc: 0.062]
5178 [D loss: 0.498 R 0.543 F 0.454][D acc: 0.781 R 0.672 F 0.891][G loss: 1.288 acc: 0.094]
5179 [D loss: 0.528 R 0.424 F 0.631][D acc: 0.742 R 0.734 F 0.750][G loss: 1.172 acc: 0.203]
5180 [D loss: 0.562 R 0.638 F 0.485][D acc: 0.695 R 0.609 F 0.781][G loss: 1.204 acc: 0.125]
5181 [D loss: 0.572 R 0.591 F 0.554][D acc: 0.695 R 0.594 F 0.797][G loss: 1.239 acc: 0.141]
5182 [D loss: 0.627 R 0.655 F 0.600][D acc: 0.672 R 0.562 F 0.781][G loss: 1.228 acc: 0.141]
5183 [D loss: 0.577 R 0.619 F 0.534][D acc: 0.734 R 0.656 F 0.812][G loss: 1.313 acc: 0.125]
5184 [D loss: 0.553 R 0.566 F 0.541][D acc: 0.672 R 0.609 F 0.734][G loss: 1.172 acc: 0.141]
5185 [D loss: 0.537 R 0.507 F 0.567][D acc: 0.695 R 0.641 F 0.750][G loss: 1.274 acc: 0.109]
5186 [D loss: 0.531 R 0.536 F 0.527][D acc: 0.727 R 0.672 F 0.781][G loss: 1.380 acc: 0.094]
5187 [D loss: 0.571 R 0.538 F 0.604][D acc: 0.703 R 0.703 F 0.703][G loss: 1.437 acc: 0.125]
5188 [D loss: 0.548 R 0.616 F 0.480][D acc: 0.695 R 0.562 F 0.828][G loss: 1.445 acc: 0.125]
5189 [D loss: 0.618 R 0.690 F 0.546][D acc: 0.633 R 0.531 F 0.734][G loss: 1.236 acc: 0.125]
5190 [D loss: 0.554 R 0.498 F 0.609][D acc: 0.711 R 0.641 F 0.781][G loss: 1.325 acc: 0.172]
5191 [D loss: 0.540 R 0.534 F 0.547][D acc: 0.727 R 0.641 F 0.812][G loss: 1.173 acc: 0.141]
5192 [D loss: 0.500 R 0.470 F 0.529][D acc: 0.742 R 0.719 F 0.766][G loss: 1.437 acc: 0.047]
5193 [D loss: 0.563 R 0.618 F 0.509][D acc: 0.680 R 0.609 F 0.750][G loss: 1.261 acc: 0.078]
5194 [D loss: 0.644 R 0.682 F 0.605][D acc: 0.641 R 0.578 F 0.703][G loss: 1.206 acc: 0.141]
5195 [D loss: 0.607 R 0.618 F 0.597][D acc: 0.664 R 0.594 F 0.734][G loss: 1.284 acc: 0.156]
5196 [D loss: 0.487 R 0.535 F 0.440][D acc: 0.766 R 0.672 F 0.859][G loss: 1.257 acc: 0.156]
5197 [D loss: 0.589 R 0.550 F 0.628][D acc: 0.656 R 0.641 F 0.672][G loss: 1.229 acc: 0.125]
5198 [D loss: 0.547 R 0.598 F 0.495][D acc: 0.711 R 0.625 F 0.797][G loss: 1.348 acc: 0.062]
5199 [D loss: 0.587 R 0.605 F 0.568][D acc: 0.703 R 0.594 F 0.812][G loss: 1.298 acc: 0.141]
5200 [D loss: 0.580 R 0.599 F 0.562][D acc: 0.711 R 0.609 F 0.812][G loss: 1.279 acc: 0.109]
5201 [D loss: 0.493 R 0.472 F 0.515][D acc: 0.789 R 0.766 F 0.812][G loss: 1.406 acc: 0.047]
5202 [D loss: 0.592 R 0.546 F 0.638][D acc: 0.742 R 0.703 F 0.781][G loss: 1.363 acc: 0.094]
5203 [D loss: 0.590 R 0.650 F 0.529][D acc: 0.688 R 0.547 F 0.828][G loss: 1.186 acc: 0.094]
5204 [D loss: 0.623 R 0.655 F 0.591][D acc: 0.609 R 0.609 F 0.609][G loss: 1.119 acc: 0.141]
5205 [D loss: 0.535 R 0.545 F 0.524][D acc: 0.773 R 0.719 F 0.828][G loss: 1.349 acc: 0.094]
5206 [D loss: 0.621 R 0.619 F 0.624][D acc: 0.625 R 0.547 F 0.703][G loss: 1.254 acc: 0.109]
5207 [D loss: 0.567 R 0.602 F 0.532][D acc: 0.719 R 0.625 F 0.812][G loss: 1.100 acc: 0.188]
5208 [D loss: 0.541 R 0.486 F 0.596][D acc: 0.688 R 0.688 F 0.688][G loss: 1.287 acc: 0.078]
5209 [D loss: 0.563 R 0.543 F 0.583][D acc: 0.680 R 0.625 F 0.734][G loss: 1.162 acc: 0.156]
5210 [D loss: 0.576 R 0.633 F 0.518][D acc: 0.680 R 0.547 F 0.812][G loss: 1.275 acc: 0.078]
5211 [D loss: 0.571 R 0.620 F 0.522][D acc: 0.734 R 0.641 F 0.828][G loss: 1.174 acc: 0.125]
5212 [D loss: 0.481 R 0.503 F 0.459][D acc: 0.797 R 0.719 F 0.875][G loss: 1.245 acc: 0.078]
5213 [D loss: 0.610 R 0.666 F 0.554][D acc: 0.656 R 0.516 F 0.797][G loss: 1.285 acc: 0.047]
5214 [D loss: 0.498 R 0.525 F 0.470][D acc: 0.742 R 0.625 F 0.859][G loss: 1.238 acc: 0.078]
5215 [D loss: 0.557 R 0.546 F 0.567][D acc: 0.664 R 0.594 F 0.734][G loss: 1.152 acc: 0.188]
5216 [D loss: 0.592 R 0.530 F 0.654][D acc: 0.734 R 0.734 F 0.734][G loss: 1.160 acc: 0.172]
5217 [D loss: 0.586 R 0.579 F 0.592][D acc: 0.672 R 0.609 F 0.734][G loss: 1.371 acc: 0.125]
5218 [D loss: 0.598 R 0.588 F 0.609][D acc: 0.672 R 0.578 F 0.766][G loss: 1.315 acc: 0.156]
5219 [D loss: 0.586 R 0.566 F 0.606][D acc: 0.703 R 0.625 F 0.781][G loss: 1.374 acc: 0.031]
5220 [D loss: 0.476 R 0.535 F 0.418][D acc: 0.766 R 0.609 F 0.922][G loss: 1.378 acc: 0.094]
5221 [D loss: 0.571 R 0.518 F 0.623][D acc: 0.711 R 0.672 F 0.750][G loss: 1.345 acc: 0.062]
5222 [D loss: 0.527 R 0.488 F 0.567][D acc: 0.750 R 0.688 F 0.812][G loss: 1.238 acc: 0.109]
5223 [D loss: 0.584 R 0.652 F 0.516][D acc: 0.711 R 0.594 F 0.828][G loss: 1.292 acc: 0.109]
5224 [D loss: 0.519 R 0.499 F 0.538][D acc: 0.734 R 0.672 F 0.797][G loss: 1.244 acc: 0.125]
5225 [D loss: 0.527 R 0.449 F 0.606][D acc: 0.750 R 0.750 F 0.750][G loss: 1.254 acc: 0.109]
5226 [D loss: 0.549 R 0.642 F 0.456][D acc: 0.711 R 0.578 F 0.844][G loss: 1.267 acc: 0.141]
5227 [D loss: 0.634 R 0.515 F 0.754][D acc: 0.688 R 0.688 F 0.688][G loss: 1.364 acc: 0.062]
5228 [D loss: 0.540 R 0.632 F 0.447][D acc: 0.711 R 0.594 F 0.828][G loss: 1.359 acc: 0.062]
5229 [D loss: 0.657 R 0.715 F 0.600][D acc: 0.633 R 0.516 F 0.750][G loss: 1.265 acc: 0.062]
5230 [D loss: 0.611 R 0.659 F 0.563][D acc: 0.719 R 0.625 F 0.812][G loss: 1.316 acc: 0.141]
5231 [D loss: 0.467 R 0.399 F 0.536][D acc: 0.789 R 0.797 F 0.781][G loss: 1.387 acc: 0.109]
5232 [D loss: 0.588 R 0.614 F 0.562][D acc: 0.703 R 0.672 F 0.734][G loss: 1.399 acc: 0.109]
5233 [D loss: 0.617 R 0.640 F 0.593][D acc: 0.688 R 0.562 F 0.812][G loss: 1.441 acc: 0.047]
5234 [D loss: 0.531 R 0.554 F 0.508][D acc: 0.773 R 0.719 F 0.828][G loss: 1.223 acc: 0.109]
5235 [D loss: 0.553 R 0.474 F 0.631][D acc: 0.695 R 0.734 F 0.656][G loss: 1.250 acc: 0.125]
5236 [D loss: 0.519 R 0.534 F 0.505][D acc: 0.781 R 0.688 F 0.875][G loss: 1.386 acc: 0.078]
5237 [D loss: 0.629 R 0.738 F 0.520][D acc: 0.648 R 0.484 F 0.812][G loss: 1.287 acc: 0.109]
5238 [D loss: 0.544 R 0.678 F 0.410][D acc: 0.711 R 0.531 F 0.891][G loss: 1.309 acc: 0.062]
5239 [D loss: 0.609 R 0.655 F 0.563][D acc: 0.672 R 0.547 F 0.797][G loss: 1.238 acc: 0.156]
5240 [D loss: 0.530 R 0.584 F 0.475][D acc: 0.719 R 0.641 F 0.797][G loss: 1.129 acc: 0.109]
5241 [D loss: 0.630 R 0.672 F 0.588][D acc: 0.625 R 0.516 F 0.734][G loss: 1.184 acc: 0.125]
5242 [D loss: 0.579 R 0.569 F 0.589][D acc: 0.672 R 0.625 F 0.719][G loss: 1.242 acc: 0.047]
5243 [D loss: 0.597 R 0.612 F 0.582][D acc: 0.625 R 0.547 F 0.703][G loss: 1.115 acc: 0.156]
5244 [D loss: 0.572 R 0.639 F 0.505][D acc: 0.680 R 0.547 F 0.812][G loss: 1.258 acc: 0.047]
5245 [D loss: 0.607 R 0.548 F 0.665][D acc: 0.664 R 0.641 F 0.688][G loss: 1.117 acc: 0.172]
5246 [D loss: 0.583 R 0.626 F 0.540][D acc: 0.656 R 0.562 F 0.750][G loss: 1.279 acc: 0.094]
5247 [D loss: 0.551 R 0.546 F 0.556][D acc: 0.719 R 0.656 F 0.781][G loss: 1.251 acc: 0.078]
5248 [D loss: 0.514 R 0.460 F 0.567][D acc: 0.727 R 0.719 F 0.734][G loss: 1.176 acc: 0.109]
5249 [D loss: 0.590 R 0.562 F 0.617][D acc: 0.664 R 0.625 F 0.703][G loss: 1.355 acc: 0.078]
5250 [D loss: 0.522 R 0.597 F 0.448][D acc: 0.734 R 0.625 F 0.844][G loss: 1.229 acc: 0.188]
5251 [D loss: 0.604 R 0.577 F 0.630][D acc: 0.648 R 0.547 F 0.750][G loss: 1.280 acc: 0.125]
5252 [D loss: 0.540 R 0.546 F 0.533][D acc: 0.688 R 0.625 F 0.750][G loss: 1.254 acc: 0.094]
5253 [D loss: 0.551 R 0.574 F 0.529][D acc: 0.672 R 0.641 F 0.703][G loss: 1.246 acc: 0.156]
5254 [D loss: 0.492 R 0.522 F 0.461][D acc: 0.797 R 0.719 F 0.875][G loss: 1.372 acc: 0.062]
5255 [D loss: 0.644 R 0.677 F 0.612][D acc: 0.672 R 0.609 F 0.734][G loss: 1.368 acc: 0.062]
5256 [D loss: 0.537 R 0.573 F 0.500][D acc: 0.727 R 0.625 F 0.828][G loss: 1.141 acc: 0.172]
5257 [D loss: 0.498 R 0.463 F 0.533][D acc: 0.766 R 0.766 F 0.766][G loss: 1.210 acc: 0.203]
5258 [D loss: 0.542 R 0.593 F 0.492][D acc: 0.664 R 0.547 F 0.781][G loss: 1.392 acc: 0.078]
5259 [D loss: 0.638 R 0.637 F 0.639][D acc: 0.672 R 0.578 F 0.766][G loss: 1.359 acc: 0.062]
5260 [D loss: 0.508 R 0.569 F 0.447][D acc: 0.750 R 0.641 F 0.859][G loss: 1.200 acc: 0.141]
5261 [D loss: 0.609 R 0.406 F 0.812][D acc: 0.734 R 0.719 F 0.750][G loss: 1.364 acc: 0.094]
5262 [D loss: 0.542 R 0.604 F 0.480][D acc: 0.695 R 0.578 F 0.812][G loss: 1.161 acc: 0.141]
5263 [D loss: 0.568 R 0.501 F 0.636][D acc: 0.680 R 0.703 F 0.656][G loss: 1.308 acc: 0.094]
5264 [D loss: 0.562 R 0.629 F 0.494][D acc: 0.672 R 0.516 F 0.828][G loss: 1.326 acc: 0.078]
5265 [D loss: 0.573 R 0.476 F 0.670][D acc: 0.727 R 0.703 F 0.750][G loss: 1.343 acc: 0.047]
5266 [D loss: 0.565 R 0.610 F 0.520][D acc: 0.672 R 0.547 F 0.797][G loss: 1.366 acc: 0.031]
5267 [D loss: 0.510 R 0.446 F 0.575][D acc: 0.719 R 0.719 F 0.719][G loss: 1.410 acc: 0.094]
5268 [D loss: 0.516 R 0.644 F 0.388][D acc: 0.789 R 0.609 F 0.969][G loss: 1.358 acc: 0.172]
5269 [D loss: 0.488 R 0.386 F 0.590][D acc: 0.719 R 0.734 F 0.703][G loss: 1.543 acc: 0.016]
5270 [D loss: 0.535 R 0.514 F 0.555][D acc: 0.719 R 0.672 F 0.766][G loss: 1.454 acc: 0.016]
5271 [D loss: 0.609 R 0.718 F 0.501][D acc: 0.719 R 0.578 F 0.859][G loss: 1.299 acc: 0.047]
5272 [D loss: 0.530 R 0.552 F 0.508][D acc: 0.719 R 0.672 F 0.766][G loss: 1.360 acc: 0.109]
5273 [D loss: 0.536 R 0.488 F 0.585][D acc: 0.688 R 0.703 F 0.672][G loss: 1.407 acc: 0.062]
5274 [D loss: 0.472 R 0.350 F 0.594][D acc: 0.797 R 0.812 F 0.781][G loss: 1.527 acc: 0.047]
5275 [D loss: 0.560 R 0.606 F 0.514][D acc: 0.742 R 0.641 F 0.844][G loss: 1.503 acc: 0.031]
5276 [D loss: 0.518 R 0.588 F 0.448][D acc: 0.758 R 0.609 F 0.906][G loss: 1.445 acc: 0.047]
5277 [D loss: 0.455 R 0.531 F 0.379][D acc: 0.797 R 0.703 F 0.891][G loss: 1.454 acc: 0.078]
5278 [D loss: 0.431 R 0.466 F 0.396][D acc: 0.828 R 0.781 F 0.875][G loss: 1.333 acc: 0.219]
5279 [D loss: 0.717 R 0.729 F 0.705][D acc: 0.656 R 0.578 F 0.734][G loss: 1.259 acc: 0.078]
5280 [D loss: 0.508 R 0.536 F 0.480][D acc: 0.750 R 0.672 F 0.828][G loss: 1.202 acc: 0.125]
5281 [D loss: 0.456 R 0.480 F 0.432][D acc: 0.828 R 0.734 F 0.922][G loss: 1.251 acc: 0.188]
5282 [D loss: 0.559 R 0.585 F 0.532][D acc: 0.695 R 0.594 F 0.797][G loss: 1.294 acc: 0.109]
5283 [D loss: 0.600 R 0.620 F 0.580][D acc: 0.680 R 0.609 F 0.750][G loss: 1.313 acc: 0.141]
5284 [D loss: 0.533 R 0.550 F 0.516][D acc: 0.727 R 0.656 F 0.797][G loss: 1.247 acc: 0.172]
5285 [D loss: 0.548 R 0.537 F 0.560][D acc: 0.727 R 0.656 F 0.797][G loss: 1.296 acc: 0.094]
5286 [D loss: 0.504 R 0.593 F 0.416][D acc: 0.773 R 0.672 F 0.875][G loss: 1.341 acc: 0.125]
5287 [D loss: 0.619 R 0.436 F 0.802][D acc: 0.680 R 0.734 F 0.625][G loss: 1.456 acc: 0.047]
5288 [D loss: 0.517 R 0.569 F 0.465][D acc: 0.742 R 0.625 F 0.859][G loss: 1.391 acc: 0.078]
5289 [D loss: 0.515 R 0.644 F 0.386][D acc: 0.773 R 0.609 F 0.938][G loss: 1.317 acc: 0.094]
5290 [D loss: 0.650 R 0.590 F 0.710][D acc: 0.633 R 0.609 F 0.656][G loss: 1.179 acc: 0.125]
5291 [D loss: 0.514 R 0.568 F 0.461][D acc: 0.711 R 0.656 F 0.766][G loss: 1.421 acc: 0.031]
5292 [D loss: 0.608 R 0.626 F 0.591][D acc: 0.672 R 0.578 F 0.766][G loss: 1.305 acc: 0.141]
5293 [D loss: 0.592 R 0.582 F 0.603][D acc: 0.633 R 0.562 F 0.703][G loss: 1.332 acc: 0.094]
5294 [D loss: 0.547 R 0.633 F 0.462][D acc: 0.711 R 0.578 F 0.844][G loss: 1.356 acc: 0.078]
5295 [D loss: 0.576 R 0.659 F 0.493][D acc: 0.680 R 0.547 F 0.812][G loss: 1.160 acc: 0.141]
5296 [D loss: 0.599 R 0.610 F 0.588][D acc: 0.703 R 0.625 F 0.781][G loss: 1.203 acc: 0.125]
5297 [D loss: 0.568 R 0.658 F 0.477][D acc: 0.711 R 0.562 F 0.859][G loss: 1.177 acc: 0.125]
5298 [D loss: 0.551 R 0.511 F 0.590][D acc: 0.727 R 0.719 F 0.734][G loss: 1.171 acc: 0.234]
5299 [D loss: 0.588 R 0.583 F 0.594][D acc: 0.695 R 0.656 F 0.734][G loss: 1.321 acc: 0.109]
5300 [D loss: 0.518 R 0.509 F 0.528][D acc: 0.766 R 0.688 F 0.844][G loss: 1.377 acc: 0.156]
5301 [D loss: 0.502 R 0.556 F 0.449][D acc: 0.766 R 0.656 F 0.875][G loss: 1.352 acc: 0.062]
5302 [D loss: 0.572 R 0.537 F 0.607][D acc: 0.688 R 0.641 F 0.734][G loss: 1.229 acc: 0.062]
5303 [D loss: 0.456 R 0.433 F 0.479][D acc: 0.789 R 0.703 F 0.875][G loss: 1.392 acc: 0.109]
5304 [D loss: 0.653 R 0.780 F 0.526][D acc: 0.625 R 0.406 F 0.844][G loss: 1.180 acc: 0.234]
5305 [D loss: 0.561 R 0.529 F 0.593][D acc: 0.711 R 0.672 F 0.750][G loss: 1.273 acc: 0.125]
5306 [D loss: 0.582 R 0.681 F 0.483][D acc: 0.711 R 0.578 F 0.844][G loss: 1.230 acc: 0.125]
5307 [D loss: 0.568 R 0.651 F 0.485][D acc: 0.766 R 0.641 F 0.891][G loss: 1.211 acc: 0.125]
5308 [D loss: 0.535 R 0.461 F 0.609][D acc: 0.727 R 0.672 F 0.781][G loss: 1.317 acc: 0.125]
5309 [D loss: 0.485 R 0.521 F 0.450][D acc: 0.789 R 0.750 F 0.828][G loss: 1.275 acc: 0.078]
5310 [D loss: 0.623 R 0.690 F 0.555][D acc: 0.641 R 0.484 F 0.797][G loss: 1.236 acc: 0.094]
5311 [D loss: 0.584 R 0.605 F 0.562][D acc: 0.719 R 0.609 F 0.828][G loss: 1.172 acc: 0.109]
5312 [D loss: 0.514 R 0.529 F 0.500][D acc: 0.750 R 0.656 F 0.844][G loss: 1.219 acc: 0.141]
5313 [D loss: 0.550 R 0.513 F 0.587][D acc: 0.719 R 0.672 F 0.766][G loss: 1.233 acc: 0.156]
5314 [D loss: 0.647 R 0.603 F 0.690][D acc: 0.672 R 0.625 F 0.719][G loss: 1.255 acc: 0.109]
5315 [D loss: 0.578 R 0.595 F 0.562][D acc: 0.672 R 0.594 F 0.750][G loss: 1.314 acc: 0.109]
5316 [D loss: 0.515 R 0.546 F 0.485][D acc: 0.742 R 0.609 F 0.875][G loss: 1.314 acc: 0.078]
5317 [D loss: 0.607 R 0.641 F 0.573][D acc: 0.656 R 0.531 F 0.781][G loss: 1.229 acc: 0.078]
5318 [D loss: 0.628 R 0.653 F 0.603][D acc: 0.672 R 0.547 F 0.797][G loss: 1.327 acc: 0.062]
5319 [D loss: 0.542 R 0.601 F 0.483][D acc: 0.742 R 0.594 F 0.891][G loss: 1.336 acc: 0.078]
5320 [D loss: 0.539 R 0.583 F 0.496][D acc: 0.719 R 0.609 F 0.828][G loss: 1.221 acc: 0.141]
5321 [D loss: 0.535 R 0.406 F 0.664][D acc: 0.742 R 0.766 F 0.719][G loss: 1.223 acc: 0.109]
5322 [D loss: 0.605 R 0.563 F 0.647][D acc: 0.656 R 0.609 F 0.703][G loss: 1.218 acc: 0.109]
5323 [D loss: 0.587 R 0.634 F 0.539][D acc: 0.672 R 0.547 F 0.797][G loss: 1.146 acc: 0.094]
5324 [D loss: 0.596 R 0.532 F 0.661][D acc: 0.727 R 0.703 F 0.750][G loss: 1.154 acc: 0.125]
5325 [D loss: 0.526 R 0.515 F 0.538][D acc: 0.711 R 0.656 F 0.766][G loss: 1.322 acc: 0.078]
5326 [D loss: 0.621 R 0.688 F 0.554][D acc: 0.695 R 0.500 F 0.891][G loss: 1.139 acc: 0.141]
5327 [D loss: 0.555 R 0.534 F 0.576][D acc: 0.734 R 0.641 F 0.828][G loss: 1.234 acc: 0.109]
5328 [D loss: 0.611 R 0.634 F 0.588][D acc: 0.672 R 0.594 F 0.750][G loss: 1.188 acc: 0.125]
5329 [D loss: 0.583 R 0.658 F 0.508][D acc: 0.703 R 0.531 F 0.875][G loss: 1.199 acc: 0.094]
5330 [D loss: 0.572 R 0.503 F 0.642][D acc: 0.781 R 0.766 F 0.797][G loss: 1.279 acc: 0.047]
5331 [D loss: 0.589 R 0.513 F 0.664][D acc: 0.758 R 0.688 F 0.828][G loss: 1.117 acc: 0.109]
5332 [D loss: 0.583 R 0.676 F 0.490][D acc: 0.695 R 0.516 F 0.875][G loss: 1.193 acc: 0.141]
5333 [D loss: 0.596 R 0.602 F 0.589][D acc: 0.672 R 0.609 F 0.734][G loss: 1.314 acc: 0.047]
5334 [D loss: 0.553 R 0.547 F 0.559][D acc: 0.734 R 0.672 F 0.797][G loss: 1.396 acc: 0.062]
5335 [D loss: 0.536 R 0.623 F 0.449][D acc: 0.781 R 0.703 F 0.859][G loss: 1.210 acc: 0.094]
5336 [D loss: 0.590 R 0.573 F 0.606][D acc: 0.703 R 0.641 F 0.766][G loss: 1.518 acc: 0.047]
5337 [D loss: 0.663 R 0.767 F 0.559][D acc: 0.664 R 0.484 F 0.844][G loss: 1.240 acc: 0.062]
5338 [D loss: 0.535 R 0.524 F 0.546][D acc: 0.703 R 0.625 F 0.781][G loss: 1.247 acc: 0.094]
5339 [D loss: 0.567 R 0.512 F 0.623][D acc: 0.719 R 0.719 F 0.719][G loss: 1.199 acc: 0.125]
5340 [D loss: 0.613 R 0.577 F 0.650][D acc: 0.719 R 0.719 F 0.719][G loss: 1.337 acc: 0.078]
5341 [D loss: 0.521 R 0.539 F 0.503][D acc: 0.711 R 0.656 F 0.766][G loss: 1.166 acc: 0.141]
5342 [D loss: 0.580 R 0.578 F 0.582][D acc: 0.695 R 0.641 F 0.750][G loss: 1.181 acc: 0.078]
5343 [D loss: 0.451 R 0.468 F 0.435][D acc: 0.773 R 0.688 F 0.859][G loss: 1.331 acc: 0.172]
5344 [D loss: 0.559 R 0.507 F 0.612][D acc: 0.703 R 0.703 F 0.703][G loss: 1.397 acc: 0.078]
5345 [D loss: 0.561 R 0.632 F 0.491][D acc: 0.711 R 0.578 F 0.844][G loss: 1.377 acc: 0.047]
5346 [D loss: 0.526 R 0.469 F 0.582][D acc: 0.742 R 0.719 F 0.766][G loss: 1.350 acc: 0.078]
5347 [D loss: 0.576 R 0.569 F 0.583][D acc: 0.672 R 0.625 F 0.719][G loss: 1.210 acc: 0.109]
5348 [D loss: 0.518 R 0.605 F 0.432][D acc: 0.781 R 0.656 F 0.906][G loss: 1.463 acc: 0.047]
5349 [D loss: 0.557 R 0.573 F 0.542][D acc: 0.734 R 0.609 F 0.859][G loss: 1.244 acc: 0.094]
5350 [D loss: 0.592 R 0.534 F 0.650][D acc: 0.703 R 0.641 F 0.766][G loss: 1.297 acc: 0.109]
5351 [D loss: 0.564 R 0.637 F 0.491][D acc: 0.672 R 0.562 F 0.781][G loss: 1.284 acc: 0.156]
5352 [D loss: 0.564 R 0.589 F 0.539][D acc: 0.695 R 0.625 F 0.766][G loss: 1.208 acc: 0.078]
5353 [D loss: 0.577 R 0.606 F 0.548][D acc: 0.719 R 0.656 F 0.781][G loss: 1.237 acc: 0.078]
5354 [D loss: 0.594 R 0.662 F 0.527][D acc: 0.680 R 0.562 F 0.797][G loss: 1.182 acc: 0.172]
5355 [D loss: 0.647 R 0.583 F 0.710][D acc: 0.641 R 0.672 F 0.609][G loss: 1.253 acc: 0.094]
5356 [D loss: 0.547 R 0.562 F 0.532][D acc: 0.680 R 0.625 F 0.734][G loss: 1.309 acc: 0.031]
5357 [D loss: 0.601 R 0.657 F 0.545][D acc: 0.680 R 0.562 F 0.797][G loss: 1.333 acc: 0.047]
5358 [D loss: 0.528 R 0.562 F 0.494][D acc: 0.703 R 0.625 F 0.781][G loss: 1.248 acc: 0.078]
5359 [D loss: 0.590 R 0.664 F 0.516][D acc: 0.664 R 0.531 F 0.797][G loss: 1.245 acc: 0.109]
5360 [D loss: 0.560 R 0.467 F 0.653][D acc: 0.664 R 0.688 F 0.641][G loss: 1.406 acc: 0.062]
5361 [D loss: 0.577 R 0.580 F 0.575][D acc: 0.703 R 0.656 F 0.750][G loss: 1.312 acc: 0.109]
5362 [D loss: 0.595 R 0.578 F 0.612][D acc: 0.680 R 0.656 F 0.703][G loss: 1.282 acc: 0.125]
5363 [D loss: 0.589 R 0.601 F 0.577][D acc: 0.672 R 0.609 F 0.734][G loss: 1.348 acc: 0.031]
5364 [D loss: 0.541 R 0.580 F 0.502][D acc: 0.703 R 0.641 F 0.766][G loss: 1.419 acc: 0.031]
5365 [D loss: 0.506 R 0.579 F 0.433][D acc: 0.766 R 0.625 F 0.906][G loss: 1.282 acc: 0.062]
5366 [D loss: 0.578 R 0.553 F 0.604][D acc: 0.695 R 0.641 F 0.750][G loss: 1.325 acc: 0.062]
5367 [D loss: 0.602 R 0.639 F 0.564][D acc: 0.695 R 0.562 F 0.828][G loss: 1.189 acc: 0.141]
5368 [D loss: 0.574 R 0.627 F 0.521][D acc: 0.703 R 0.562 F 0.844][G loss: 1.251 acc: 0.078]
5369 [D loss: 0.593 R 0.627 F 0.560][D acc: 0.672 R 0.547 F 0.797][G loss: 1.063 acc: 0.219]
5370 [D loss: 0.544 R 0.513 F 0.576][D acc: 0.688 R 0.688 F 0.688][G loss: 1.263 acc: 0.094]
5371 [D loss: 0.617 R 0.622 F 0.612][D acc: 0.703 R 0.625 F 0.781][G loss: 1.384 acc: 0.078]
5372 [D loss: 0.594 R 0.648 F 0.540][D acc: 0.680 R 0.578 F 0.781][G loss: 1.216 acc: 0.125]
5373 [D loss: 0.559 R 0.619 F 0.500][D acc: 0.742 R 0.625 F 0.859][G loss: 1.194 acc: 0.109]
5374 [D loss: 0.569 R 0.644 F 0.494][D acc: 0.680 R 0.547 F 0.812][G loss: 1.204 acc: 0.188]
5375 [D loss: 0.550 R 0.589 F 0.510][D acc: 0.680 R 0.578 F 0.781][G loss: 1.320 acc: 0.109]
5376 [D loss: 0.530 R 0.519 F 0.541][D acc: 0.680 R 0.625 F 0.734][G loss: 1.206 acc: 0.188]
5377 [D loss: 0.608 R 0.592 F 0.624][D acc: 0.688 R 0.641 F 0.734][G loss: 1.269 acc: 0.062]
5378 [D loss: 0.527 R 0.603 F 0.451][D acc: 0.750 R 0.594 F 0.906][G loss: 1.417 acc: 0.078]
5379 [D loss: 0.455 R 0.484 F 0.427][D acc: 0.805 R 0.688 F 0.922][G loss: 1.261 acc: 0.141]
5380 [D loss: 0.435 R 0.414 F 0.457][D acc: 0.781 R 0.734 F 0.828][G loss: 1.292 acc: 0.141]
5381 [D loss: 0.572 R 0.605 F 0.539][D acc: 0.734 R 0.703 F 0.766][G loss: 1.297 acc: 0.094]
5382 [D loss: 0.610 R 0.674 F 0.546][D acc: 0.703 R 0.625 F 0.781][G loss: 1.203 acc: 0.156]
5383 [D loss: 0.583 R 0.668 F 0.499][D acc: 0.664 R 0.562 F 0.766][G loss: 1.267 acc: 0.141]
5384 [D loss: 0.531 R 0.489 F 0.573][D acc: 0.695 R 0.672 F 0.719][G loss: 1.255 acc: 0.094]
5385 [D loss: 0.543 R 0.592 F 0.493][D acc: 0.719 R 0.656 F 0.781][G loss: 1.203 acc: 0.125]
5386 [D loss: 0.561 R 0.494 F 0.628][D acc: 0.750 R 0.672 F 0.828][G loss: 1.363 acc: 0.078]
5387 [D loss: 0.719 R 0.619 F 0.818][D acc: 0.688 R 0.609 F 0.766][G loss: 1.296 acc: 0.141]
5388 [D loss: 0.535 R 0.606 F 0.463][D acc: 0.727 R 0.625 F 0.828][G loss: 1.266 acc: 0.125]
5389 [D loss: 0.469 R 0.414 F 0.524][D acc: 0.805 R 0.781 F 0.828][G loss: 1.213 acc: 0.125]
5390 [D loss: 0.462 R 0.409 F 0.515][D acc: 0.742 R 0.719 F 0.766][G loss: 1.333 acc: 0.078]
5391 [D loss: 0.556 R 0.633 F 0.479][D acc: 0.711 R 0.562 F 0.859][G loss: 1.307 acc: 0.078]
5392 [D loss: 0.557 R 0.547 F 0.567][D acc: 0.734 R 0.641 F 0.828][G loss: 1.301 acc: 0.125]
5393 [D loss: 0.497 R 0.457 F 0.536][D acc: 0.766 R 0.688 F 0.844][G loss: 1.252 acc: 0.094]
5394 [D loss: 0.555 R 0.563 F 0.548][D acc: 0.703 R 0.609 F 0.797][G loss: 1.234 acc: 0.109]
5395 [D loss: 0.670 R 0.687 F 0.653][D acc: 0.609 R 0.516 F 0.703][G loss: 1.204 acc: 0.094]
5396 [D loss: 0.559 R 0.644 F 0.475][D acc: 0.719 R 0.578 F 0.859][G loss: 1.287 acc: 0.094]
5397 [D loss: 0.501 R 0.438 F 0.564][D acc: 0.781 R 0.750 F 0.812][G loss: 1.249 acc: 0.094]
5398 [D loss: 0.615 R 0.567 F 0.663][D acc: 0.672 R 0.594 F 0.750][G loss: 1.295 acc: 0.047]
5399 [D loss: 0.527 R 0.603 F 0.451][D acc: 0.734 R 0.594 F 0.875][G loss: 1.408 acc: 0.047]
5400 [D loss: 0.557 R 0.517 F 0.597][D acc: 0.711 R 0.688 F 0.734][G loss: 1.309 acc: 0.125]
5401 [D loss: 0.556 R 0.625 F 0.488][D acc: 0.734 R 0.609 F 0.859][G loss: 1.310 acc: 0.078]
5402 [D loss: 0.513 R 0.529 F 0.497][D acc: 0.742 R 0.641 F 0.844][G loss: 1.325 acc: 0.109]
5403 [D loss: 0.570 R 0.548 F 0.592][D acc: 0.711 R 0.625 F 0.797][G loss: 1.430 acc: 0.109]
5404 [D loss: 0.590 R 0.659 F 0.521][D acc: 0.734 R 0.594 F 0.875][G loss: 1.136 acc: 0.156]
5405 [D loss: 0.579 R 0.527 F 0.631][D acc: 0.656 R 0.641 F 0.672][G loss: 1.328 acc: 0.094]
5406 [D loss: 0.519 R 0.552 F 0.486][D acc: 0.742 R 0.672 F 0.812][G loss: 1.279 acc: 0.125]
5407 [D loss: 0.548 R 0.554 F 0.542][D acc: 0.695 R 0.625 F 0.766][G loss: 1.369 acc: 0.078]
5408 [D loss: 0.493 R 0.437 F 0.548][D acc: 0.766 R 0.750 F 0.781][G loss: 1.212 acc: 0.109]
5409 [D loss: 0.554 R 0.623 F 0.484][D acc: 0.695 R 0.594 F 0.797][G loss: 1.362 acc: 0.109]
5410 [D loss: 0.588 R 0.561 F 0.615][D acc: 0.695 R 0.672 F 0.719][G loss: 1.433 acc: 0.047]
5411 [D loss: 0.503 R 0.541 F 0.465][D acc: 0.750 R 0.656 F 0.844][G loss: 1.472 acc: 0.109]
5412 [D loss: 0.587 R 0.555 F 0.619][D acc: 0.695 R 0.625 F 0.766][G loss: 1.412 acc: 0.078]
5413 [D loss: 0.505 R 0.573 F 0.437][D acc: 0.742 R 0.594 F 0.891][G loss: 1.350 acc: 0.094]
5414 [D loss: 0.570 R 0.654 F 0.486][D acc: 0.695 R 0.562 F 0.828][G loss: 1.273 acc: 0.109]
5415 [D loss: 0.587 R 0.547 F 0.627][D acc: 0.664 R 0.625 F 0.703][G loss: 1.191 acc: 0.188]
5416 [D loss: 0.591 R 0.614 F 0.567][D acc: 0.695 R 0.641 F 0.750][G loss: 1.299 acc: 0.062]
5417 [D loss: 0.535 R 0.610 F 0.461][D acc: 0.727 R 0.578 F 0.875][G loss: 1.324 acc: 0.156]
5418 [D loss: 0.568 R 0.498 F 0.637][D acc: 0.703 R 0.688 F 0.719][G loss: 1.244 acc: 0.188]
5419 [D loss: 0.553 R 0.537 F 0.568][D acc: 0.734 R 0.688 F 0.781][G loss: 1.363 acc: 0.094]
5420 [D loss: 0.645 R 0.653 F 0.636][D acc: 0.664 R 0.594 F 0.734][G loss: 1.351 acc: 0.094]
5421 [D loss: 0.533 R 0.545 F 0.521][D acc: 0.727 R 0.625 F 0.828][G loss: 1.286 acc: 0.109]
5422 [D loss: 0.549 R 0.613 F 0.484][D acc: 0.664 R 0.516 F 0.812][G loss: 1.263 acc: 0.156]
5423 [D loss: 0.522 R 0.486 F 0.557][D acc: 0.711 R 0.688 F 0.734][G loss: 1.287 acc: 0.062]
5424 [D loss: 0.678 R 0.737 F 0.618][D acc: 0.641 R 0.531 F 0.750][G loss: 1.199 acc: 0.109]
5425 [D loss: 0.531 R 0.601 F 0.462][D acc: 0.766 R 0.641 F 0.891][G loss: 1.302 acc: 0.109]
5426 [D loss: 0.542 R 0.441 F 0.643][D acc: 0.750 R 0.766 F 0.734][G loss: 1.199 acc: 0.109]
5427 [D loss: 0.566 R 0.634 F 0.499][D acc: 0.672 R 0.547 F 0.797][G loss: 1.350 acc: 0.078]
5428 [D loss: 0.554 R 0.548 F 0.561][D acc: 0.711 R 0.688 F 0.734][G loss: 1.341 acc: 0.125]
5429 [D loss: 0.543 R 0.620 F 0.466][D acc: 0.719 R 0.578 F 0.859][G loss: 1.242 acc: 0.125]
5430 [D loss: 0.575 R 0.557 F 0.594][D acc: 0.680 R 0.641 F 0.719][G loss: 1.210 acc: 0.109]
5431 [D loss: 0.525 R 0.503 F 0.547][D acc: 0.711 R 0.688 F 0.734][G loss: 1.333 acc: 0.062]
5432 [D loss: 0.565 R 0.629 F 0.501][D acc: 0.688 R 0.609 F 0.766][G loss: 1.221 acc: 0.172]
5433 [D loss: 0.608 R 0.597 F 0.620][D acc: 0.672 R 0.641 F 0.703][G loss: 1.387 acc: 0.078]
5434 [D loss: 0.602 R 0.779 F 0.426][D acc: 0.672 R 0.453 F 0.891][G loss: 1.285 acc: 0.078]
5435 [D loss: 0.613 R 0.636 F 0.589][D acc: 0.625 R 0.578 F 0.672][G loss: 1.173 acc: 0.219]
5436 [D loss: 0.543 R 0.531 F 0.556][D acc: 0.742 R 0.719 F 0.766][G loss: 1.295 acc: 0.062]
5437 [D loss: 0.546 R 0.538 F 0.554][D acc: 0.703 R 0.656 F 0.750][G loss: 1.291 acc: 0.109]
5438 [D loss: 0.631 R 0.515 F 0.748][D acc: 0.688 R 0.672 F 0.703][G loss: 1.244 acc: 0.109]
5439 [D loss: 0.513 R 0.582 F 0.445][D acc: 0.742 R 0.656 F 0.828][G loss: 1.181 acc: 0.125]
5440 [D loss: 0.428 R 0.419 F 0.437][D acc: 0.805 R 0.781 F 0.828][G loss: 1.236 acc: 0.203]
5441 [D loss: 0.578 R 0.570 F 0.586][D acc: 0.688 R 0.609 F 0.766][G loss: 1.186 acc: 0.156]
5442 [D loss: 0.565 R 0.641 F 0.488][D acc: 0.680 R 0.547 F 0.812][G loss: 1.229 acc: 0.125]
5443 [D loss: 0.657 R 0.608 F 0.705][D acc: 0.711 R 0.578 F 0.844][G loss: 1.112 acc: 0.203]
5444 [D loss: 0.591 R 0.687 F 0.496][D acc: 0.711 R 0.578 F 0.844][G loss: 1.231 acc: 0.062]
5445 [D loss: 0.587 R 0.614 F 0.560][D acc: 0.641 R 0.547 F 0.734][G loss: 1.133 acc: 0.141]
5446 [D loss: 0.621 R 0.597 F 0.644][D acc: 0.695 R 0.609 F 0.781][G loss: 1.226 acc: 0.094]
5447 [D loss: 0.518 R 0.624 F 0.412][D acc: 0.742 R 0.562 F 0.922][G loss: 1.324 acc: 0.047]
5448 [D loss: 0.463 R 0.482 F 0.445][D acc: 0.789 R 0.734 F 0.844][G loss: 1.212 acc: 0.156]
5449 [D loss: 0.499 R 0.437 F 0.562][D acc: 0.750 R 0.719 F 0.781][G loss: 1.307 acc: 0.047]
5450 [D loss: 0.612 R 0.659 F 0.565][D acc: 0.664 R 0.562 F 0.766][G loss: 1.116 acc: 0.188]
5451 [D loss: 0.570 R 0.602 F 0.538][D acc: 0.625 R 0.516 F 0.734][G loss: 1.182 acc: 0.141]
5452 [D loss: 0.528 R 0.505 F 0.551][D acc: 0.734 R 0.672 F 0.797][G loss: 1.271 acc: 0.141]
5453 [D loss: 0.538 R 0.586 F 0.489][D acc: 0.758 R 0.672 F 0.844][G loss: 1.190 acc: 0.125]
5454 [D loss: 0.518 R 0.373 F 0.664][D acc: 0.711 R 0.734 F 0.688][G loss: 1.336 acc: 0.125]
5455 [D loss: 0.535 R 0.606 F 0.464][D acc: 0.711 R 0.609 F 0.812][G loss: 1.366 acc: 0.078]
5456 [D loss: 0.458 R 0.513 F 0.403][D acc: 0.781 R 0.656 F 0.906][G loss: 1.315 acc: 0.094]
5457 [D loss: 0.508 R 0.360 F 0.655][D acc: 0.789 R 0.781 F 0.797][G loss: 1.278 acc: 0.141]
5458 [D loss: 0.516 R 0.519 F 0.514][D acc: 0.719 R 0.656 F 0.781][G loss: 1.454 acc: 0.016]
5459 [D loss: 0.548 R 0.617 F 0.478][D acc: 0.719 R 0.594 F 0.844][G loss: 1.278 acc: 0.156]
5460 [D loss: 0.578 R 0.567 F 0.588][D acc: 0.688 R 0.656 F 0.719][G loss: 1.306 acc: 0.062]
5461 [D loss: 0.637 R 0.613 F 0.661][D acc: 0.617 R 0.562 F 0.672][G loss: 1.434 acc: 0.047]
5462 [D loss: 0.551 R 0.549 F 0.553][D acc: 0.758 R 0.672 F 0.844][G loss: 1.333 acc: 0.094]
5463 [D loss: 0.534 R 0.585 F 0.484][D acc: 0.727 R 0.578 F 0.875][G loss: 1.391 acc: 0.109]
5464 [D loss: 0.591 R 0.698 F 0.484][D acc: 0.727 R 0.609 F 0.844][G loss: 1.369 acc: 0.062]
5465 [D loss: 0.488 R 0.509 F 0.468][D acc: 0.766 R 0.688 F 0.844][G loss: 1.388 acc: 0.062]
5466 [D loss: 0.506 R 0.495 F 0.516][D acc: 0.703 R 0.656 F 0.750][G loss: 1.377 acc: 0.078]
5467 [D loss: 0.646 R 0.756 F 0.536][D acc: 0.703 R 0.531 F 0.875][G loss: 1.316 acc: 0.078]
5468 [D loss: 0.514 R 0.484 F 0.544][D acc: 0.727 R 0.719 F 0.734][G loss: 1.254 acc: 0.125]
5469 [D loss: 0.550 R 0.539 F 0.562][D acc: 0.727 R 0.625 F 0.828][G loss: 1.308 acc: 0.094]
5470 [D loss: 0.615 R 0.601 F 0.628][D acc: 0.672 R 0.609 F 0.734][G loss: 1.183 acc: 0.141]
5471 [D loss: 0.546 R 0.634 F 0.458][D acc: 0.742 R 0.609 F 0.875][G loss: 1.332 acc: 0.109]
5472 [D loss: 0.439 R 0.474 F 0.405][D acc: 0.820 R 0.750 F 0.891][G loss: 1.421 acc: 0.062]
5473 [D loss: 0.499 R 0.465 F 0.533][D acc: 0.758 R 0.734 F 0.781][G loss: 1.278 acc: 0.156]
5474 [D loss: 0.528 R 0.587 F 0.469][D acc: 0.688 R 0.547 F 0.828][G loss: 1.347 acc: 0.125]
5475 [D loss: 0.637 R 0.493 F 0.780][D acc: 0.711 R 0.703 F 0.719][G loss: 1.389 acc: 0.047]
5476 [D loss: 0.563 R 0.697 F 0.429][D acc: 0.695 R 0.531 F 0.859][G loss: 1.391 acc: 0.094]
5477 [D loss: 0.545 R 0.518 F 0.573][D acc: 0.742 R 0.688 F 0.797][G loss: 1.361 acc: 0.109]
5478 [D loss: 0.499 R 0.513 F 0.486][D acc: 0.766 R 0.688 F 0.844][G loss: 1.342 acc: 0.078]
5479 [D loss: 0.572 R 0.462 F 0.682][D acc: 0.703 R 0.672 F 0.734][G loss: 1.280 acc: 0.078]
5480 [D loss: 0.522 R 0.627 F 0.418][D acc: 0.766 R 0.703 F 0.828][G loss: 1.213 acc: 0.141]
5481 [D loss: 0.603 R 0.560 F 0.647][D acc: 0.664 R 0.641 F 0.688][G loss: 1.567 acc: 0.031]
5482 [D loss: 0.624 R 0.668 F 0.579][D acc: 0.688 R 0.656 F 0.719][G loss: 1.279 acc: 0.109]
5483 [D loss: 0.417 R 0.425 F 0.408][D acc: 0.828 R 0.766 F 0.891][G loss: 1.398 acc: 0.125]
5484 [D loss: 0.613 R 0.603 F 0.623][D acc: 0.648 R 0.625 F 0.672][G loss: 1.397 acc: 0.078]
5485 [D loss: 0.499 R 0.513 F 0.484][D acc: 0.789 R 0.719 F 0.859][G loss: 1.374 acc: 0.062]
5486 [D loss: 0.548 R 0.689 F 0.406][D acc: 0.750 R 0.578 F 0.922][G loss: 1.470 acc: 0.094]
5487 [D loss: 0.593 R 0.539 F 0.647][D acc: 0.719 R 0.703 F 0.734][G loss: 1.371 acc: 0.031]
5488 [D loss: 0.540 R 0.602 F 0.478][D acc: 0.719 R 0.594 F 0.844][G loss: 1.404 acc: 0.109]
5489 [D loss: 0.486 R 0.515 F 0.457][D acc: 0.758 R 0.703 F 0.812][G loss: 1.239 acc: 0.125]
5490 [D loss: 0.459 R 0.446 F 0.472][D acc: 0.781 R 0.719 F 0.844][G loss: 1.273 acc: 0.172]
5491 [D loss: 0.565 R 0.535 F 0.595][D acc: 0.688 R 0.625 F 0.750][G loss: 1.295 acc: 0.062]
5492 [D loss: 0.542 R 0.540 F 0.543][D acc: 0.719 R 0.672 F 0.766][G loss: 1.331 acc: 0.078]
5493 [D loss: 0.609 R 0.455 F 0.763][D acc: 0.758 R 0.766 F 0.750][G loss: 1.477 acc: 0.125]
5494 [D loss: 0.623 R 0.830 F 0.416][D acc: 0.680 R 0.469 F 0.891][G loss: 1.345 acc: 0.125]
5495 [D loss: 0.462 R 0.465 F 0.458][D acc: 0.781 R 0.703 F 0.859][G loss: 1.421 acc: 0.078]
5496 [D loss: 0.581 R 0.537 F 0.625][D acc: 0.703 R 0.688 F 0.719][G loss: 1.221 acc: 0.141]
5497 [D loss: 0.485 R 0.510 F 0.460][D acc: 0.766 R 0.703 F 0.828][G loss: 1.220 acc: 0.125]
5498 [D loss: 0.513 R 0.512 F 0.513][D acc: 0.750 R 0.688 F 0.812][G loss: 1.413 acc: 0.078]
5499 [D loss: 0.547 R 0.660 F 0.433][D acc: 0.711 R 0.578 F 0.844][G loss: 1.249 acc: 0.109]
5500 [D loss: 0.629 R 0.621 F 0.638][D acc: 0.641 R 0.547 F 0.734][G loss: 1.287 acc: 0.156]
5501 [D loss: 0.520 R 0.639 F 0.400][D acc: 0.727 R 0.578 F 0.875][G loss: 1.215 acc: 0.141]
5502 [D loss: 0.548 R 0.555 F 0.541][D acc: 0.703 R 0.609 F 0.797][G loss: 1.377 acc: 0.078]
5503 [D loss: 0.660 R 0.664 F 0.657][D acc: 0.648 R 0.578 F 0.719][G loss: 1.121 acc: 0.188]
5504 [D loss: 0.598 R 0.650 F 0.546][D acc: 0.641 R 0.531 F 0.750][G loss: 1.242 acc: 0.125]
5505 [D loss: 0.502 R 0.512 F 0.492][D acc: 0.750 R 0.641 F 0.859][G loss: 1.187 acc: 0.141]
5506 [D loss: 0.631 R 0.651 F 0.611][D acc: 0.617 R 0.531 F 0.703][G loss: 1.245 acc: 0.109]
5507 [D loss: 0.520 R 0.545 F 0.495][D acc: 0.711 R 0.625 F 0.797][G loss: 1.184 acc: 0.078]
5508 [D loss: 0.624 R 0.522 F 0.725][D acc: 0.688 R 0.703 F 0.672][G loss: 1.336 acc: 0.094]
5509 [D loss: 0.603 R 0.672 F 0.534][D acc: 0.672 R 0.562 F 0.781][G loss: 1.289 acc: 0.047]
5510 [D loss: 0.551 R 0.569 F 0.532][D acc: 0.695 R 0.594 F 0.797][G loss: 1.301 acc: 0.078]
5511 [D loss: 0.560 R 0.554 F 0.566][D acc: 0.727 R 0.641 F 0.812][G loss: 1.352 acc: 0.109]
5512 [D loss: 0.692 R 0.723 F 0.661][D acc: 0.648 R 0.516 F 0.781][G loss: 1.181 acc: 0.047]
5513 [D loss: 0.593 R 0.589 F 0.597][D acc: 0.727 R 0.641 F 0.812][G loss: 1.283 acc: 0.109]
5514 [D loss: 0.540 R 0.548 F 0.531][D acc: 0.695 R 0.656 F 0.734][G loss: 1.336 acc: 0.125]
5515 [D loss: 0.508 R 0.587 F 0.430][D acc: 0.734 R 0.656 F 0.812][G loss: 1.346 acc: 0.203]
5516 [D loss: 0.652 R 0.498 F 0.807][D acc: 0.742 R 0.719 F 0.766][G loss: 1.334 acc: 0.062]
5517 [D loss: 0.550 R 0.668 F 0.432][D acc: 0.734 R 0.594 F 0.875][G loss: 1.200 acc: 0.141]
5518 [D loss: 0.552 R 0.527 F 0.578][D acc: 0.695 R 0.609 F 0.781][G loss: 1.333 acc: 0.078]
5519 [D loss: 0.518 R 0.525 F 0.511][D acc: 0.742 R 0.688 F 0.797][G loss: 1.179 acc: 0.141]
5520 [D loss: 0.559 R 0.502 F 0.616][D acc: 0.727 R 0.688 F 0.766][G loss: 1.253 acc: 0.125]
5521 [D loss: 0.569 R 0.664 F 0.474][D acc: 0.695 R 0.547 F 0.844][G loss: 1.291 acc: 0.109]
5522 [D loss: 0.594 R 0.537 F 0.651][D acc: 0.750 R 0.734 F 0.766][G loss: 1.177 acc: 0.109]
5523 [D loss: 0.511 R 0.570 F 0.451][D acc: 0.734 R 0.656 F 0.812][G loss: 1.349 acc: 0.109]
5524 [D loss: 0.581 R 0.576 F 0.586][D acc: 0.664 R 0.594 F 0.734][G loss: 1.355 acc: 0.109]
5525 [D loss: 0.622 R 0.503 F 0.741][D acc: 0.688 R 0.672 F 0.703][G loss: 1.296 acc: 0.094]
5526 [D loss: 0.618 R 0.606 F 0.630][D acc: 0.617 R 0.594 F 0.641][G loss: 1.247 acc: 0.094]
5527 [D loss: 0.469 R 0.494 F 0.445][D acc: 0.742 R 0.688 F 0.797][G loss: 1.357 acc: 0.109]
5528 [D loss: 0.542 R 0.541 F 0.542][D acc: 0.688 R 0.641 F 0.734][G loss: 1.342 acc: 0.047]
5529 [D loss: 0.629 R 0.715 F 0.544][D acc: 0.625 R 0.438 F 0.812][G loss: 1.243 acc: 0.172]
5530 [D loss: 0.519 R 0.567 F 0.471][D acc: 0.750 R 0.656 F 0.844][G loss: 1.391 acc: 0.125]
5531 [D loss: 0.603 R 0.549 F 0.657][D acc: 0.680 R 0.609 F 0.750][G loss: 1.182 acc: 0.125]
5532 [D loss: 0.518 R 0.641 F 0.395][D acc: 0.781 R 0.656 F 0.906][G loss: 1.270 acc: 0.156]
5533 [D loss: 0.527 R 0.465 F 0.589][D acc: 0.758 R 0.703 F 0.812][G loss: 1.402 acc: 0.109]
5534 [D loss: 0.614 R 0.581 F 0.647][D acc: 0.656 R 0.609 F 0.703][G loss: 1.361 acc: 0.094]
5535 [D loss: 0.510 R 0.605 F 0.415][D acc: 0.781 R 0.625 F 0.938][G loss: 1.391 acc: 0.062]
5536 [D loss: 0.554 R 0.567 F 0.542][D acc: 0.734 R 0.641 F 0.828][G loss: 1.401 acc: 0.078]
5537 [D loss: 0.500 R 0.404 F 0.597][D acc: 0.789 R 0.766 F 0.812][G loss: 1.594 acc: 0.094]
5538 [D loss: 0.559 R 0.626 F 0.492][D acc: 0.695 R 0.594 F 0.797][G loss: 1.343 acc: 0.125]
5539 [D loss: 0.627 R 0.792 F 0.462][D acc: 0.617 R 0.406 F 0.828][G loss: 1.237 acc: 0.141]
5540 [D loss: 0.588 R 0.682 F 0.494][D acc: 0.711 R 0.625 F 0.797][G loss: 1.378 acc: 0.047]
5541 [D loss: 0.588 R 0.715 F 0.461][D acc: 0.711 R 0.594 F 0.828][G loss: 1.162 acc: 0.094]
5542 [D loss: 0.608 R 0.656 F 0.561][D acc: 0.641 R 0.531 F 0.750][G loss: 1.298 acc: 0.094]
5543 [D loss: 0.577 R 0.612 F 0.542][D acc: 0.719 R 0.656 F 0.781][G loss: 1.128 acc: 0.250]
5544 [D loss: 0.597 R 0.536 F 0.659][D acc: 0.633 R 0.625 F 0.641][G loss: 1.221 acc: 0.125]
5545 [D loss: 0.544 R 0.596 F 0.492][D acc: 0.680 R 0.547 F 0.812][G loss: 1.328 acc: 0.094]
5546 [D loss: 0.559 R 0.687 F 0.432][D acc: 0.734 R 0.625 F 0.844][G loss: 1.205 acc: 0.125]
5547 [D loss: 0.563 R 0.598 F 0.528][D acc: 0.703 R 0.594 F 0.812][G loss: 1.236 acc: 0.156]
5548 [D loss: 0.513 R 0.494 F 0.532][D acc: 0.766 R 0.750 F 0.781][G loss: 1.303 acc: 0.109]
5549 [D loss: 0.563 R 0.565 F 0.561][D acc: 0.719 R 0.656 F 0.781][G loss: 1.518 acc: 0.094]
5550 [D loss: 0.617 R 0.496 F 0.738][D acc: 0.695 R 0.656 F 0.734][G loss: 1.253 acc: 0.094]
5551 [D loss: 0.478 R 0.467 F 0.489][D acc: 0.758 R 0.688 F 0.828][G loss: 1.341 acc: 0.094]
5552 [D loss: 0.624 R 0.663 F 0.585][D acc: 0.672 R 0.609 F 0.734][G loss: 1.160 acc: 0.141]
5553 [D loss: 0.491 R 0.516 F 0.466][D acc: 0.750 R 0.641 F 0.859][G loss: 1.288 acc: 0.141]
5554 [D loss: 0.620 R 0.581 F 0.658][D acc: 0.656 R 0.609 F 0.703][G loss: 1.242 acc: 0.125]
5555 [D loss: 0.565 R 0.599 F 0.532][D acc: 0.758 R 0.672 F 0.844][G loss: 1.302 acc: 0.094]
5556 [D loss: 0.511 R 0.561 F 0.461][D acc: 0.766 R 0.703 F 0.828][G loss: 1.316 acc: 0.094]
5557 [D loss: 0.607 R 0.618 F 0.595][D acc: 0.680 R 0.609 F 0.750][G loss: 1.287 acc: 0.062]
5558 [D loss: 0.507 R 0.531 F 0.482][D acc: 0.758 R 0.703 F 0.812][G loss: 1.334 acc: 0.125]
5559 [D loss: 0.559 R 0.572 F 0.545][D acc: 0.672 R 0.609 F 0.734][G loss: 1.197 acc: 0.172]
5560 [D loss: 0.579 R 0.581 F 0.576][D acc: 0.727 R 0.625 F 0.828][G loss: 1.147 acc: 0.141]
5561 [D loss: 0.519 R 0.514 F 0.523][D acc: 0.734 R 0.703 F 0.766][G loss: 1.316 acc: 0.047]
5562 [D loss: 0.546 R 0.594 F 0.497][D acc: 0.711 R 0.641 F 0.781][G loss: 1.192 acc: 0.125]
5563 [D loss: 0.623 R 0.548 F 0.697][D acc: 0.617 R 0.625 F 0.609][G loss: 1.215 acc: 0.094]
5564 [D loss: 0.473 R 0.491 F 0.455][D acc: 0.742 R 0.656 F 0.828][G loss: 1.332 acc: 0.078]
5565 [D loss: 0.481 R 0.374 F 0.587][D acc: 0.820 R 0.844 F 0.797][G loss: 1.293 acc: 0.125]
5566 [D loss: 0.457 R 0.494 F 0.421][D acc: 0.797 R 0.719 F 0.875][G loss: 1.262 acc: 0.078]
5567 [D loss: 0.621 R 0.540 F 0.702][D acc: 0.742 R 0.734 F 0.750][G loss: 1.439 acc: 0.109]
5568 [D loss: 0.563 R 0.646 F 0.481][D acc: 0.703 R 0.578 F 0.828][G loss: 1.338 acc: 0.125]
5569 [D loss: 0.575 R 0.658 F 0.491][D acc: 0.695 R 0.594 F 0.797][G loss: 1.159 acc: 0.172]
5570 [D loss: 0.604 R 0.533 F 0.674][D acc: 0.703 R 0.672 F 0.734][G loss: 1.307 acc: 0.062]
5571 [D loss: 0.591 R 0.640 F 0.542][D acc: 0.672 R 0.547 F 0.797][G loss: 1.379 acc: 0.125]
5572 [D loss: 0.455 R 0.505 F 0.405][D acc: 0.758 R 0.703 F 0.812][G loss: 1.328 acc: 0.125]
5573 [D loss: 0.583 R 0.658 F 0.508][D acc: 0.672 R 0.578 F 0.766][G loss: 1.397 acc: 0.094]
5574 [D loss: 0.594 R 0.624 F 0.563][D acc: 0.711 R 0.609 F 0.812][G loss: 1.255 acc: 0.078]
5575 [D loss: 0.504 R 0.548 F 0.460][D acc: 0.766 R 0.656 F 0.875][G loss: 1.305 acc: 0.078]
5576 [D loss: 0.496 R 0.495 F 0.496][D acc: 0.742 R 0.688 F 0.797][G loss: 1.227 acc: 0.109]
5577 [D loss: 0.586 R 0.579 F 0.593][D acc: 0.648 R 0.609 F 0.688][G loss: 1.172 acc: 0.172]
5578 [D loss: 0.514 R 0.527 F 0.502][D acc: 0.750 R 0.703 F 0.797][G loss: 1.234 acc: 0.125]
5579 [D loss: 0.530 R 0.558 F 0.501][D acc: 0.703 R 0.625 F 0.781][G loss: 1.153 acc: 0.156]
5580 [D loss: 0.527 R 0.561 F 0.493][D acc: 0.734 R 0.641 F 0.828][G loss: 1.313 acc: 0.109]
5581 [D loss: 0.605 R 0.532 F 0.677][D acc: 0.727 R 0.641 F 0.812][G loss: 1.489 acc: 0.094]
5582 [D loss: 0.646 R 0.731 F 0.561][D acc: 0.609 R 0.453 F 0.766][G loss: 1.254 acc: 0.078]
5583 [D loss: 0.529 R 0.499 F 0.558][D acc: 0.742 R 0.688 F 0.797][G loss: 1.390 acc: 0.062]
5584 [D loss: 0.504 R 0.550 F 0.459][D acc: 0.766 R 0.641 F 0.891][G loss: 1.364 acc: 0.078]
5585 [D loss: 0.573 R 0.596 F 0.549][D acc: 0.719 R 0.641 F 0.797][G loss: 1.230 acc: 0.141]
5586 [D loss: 0.503 R 0.419 F 0.587][D acc: 0.766 R 0.781 F 0.750][G loss: 1.255 acc: 0.062]
5587 [D loss: 0.550 R 0.457 F 0.643][D acc: 0.750 R 0.688 F 0.812][G loss: 1.482 acc: 0.047]
5588 [D loss: 0.626 R 0.649 F 0.602][D acc: 0.664 R 0.562 F 0.766][G loss: 1.306 acc: 0.062]
5589 [D loss: 0.547 R 0.526 F 0.569][D acc: 0.734 R 0.641 F 0.828][G loss: 1.491 acc: 0.094]
5590 [D loss: 0.498 R 0.481 F 0.515][D acc: 0.750 R 0.703 F 0.797][G loss: 1.349 acc: 0.094]
5591 [D loss: 0.571 R 0.604 F 0.537][D acc: 0.703 R 0.641 F 0.766][G loss: 1.373 acc: 0.094]
5592 [D loss: 0.636 R 0.582 F 0.690][D acc: 0.688 R 0.594 F 0.781][G loss: 1.263 acc: 0.141]
5593 [D loss: 0.607 R 0.677 F 0.537][D acc: 0.695 R 0.516 F 0.875][G loss: 1.333 acc: 0.125]
5594 [D loss: 0.641 R 0.761 F 0.522][D acc: 0.609 R 0.469 F 0.750][G loss: 1.089 acc: 0.172]
5595 [D loss: 0.603 R 0.557 F 0.649][D acc: 0.664 R 0.656 F 0.672][G loss: 1.139 acc: 0.125]
5596 [D loss: 0.595 R 0.655 F 0.535][D acc: 0.711 R 0.656 F 0.766][G loss: 1.224 acc: 0.078]
5597 [D loss: 0.525 R 0.547 F 0.502][D acc: 0.758 R 0.656 F 0.859][G loss: 1.282 acc: 0.078]
5598 [D loss: 0.519 R 0.517 F 0.521][D acc: 0.727 R 0.672 F 0.781][G loss: 1.290 acc: 0.094]
5599 [D loss: 0.584 R 0.588 F 0.581][D acc: 0.750 R 0.672 F 0.828][G loss: 1.347 acc: 0.062]
5600 [D loss: 0.535 R 0.624 F 0.446][D acc: 0.727 R 0.562 F 0.891][G loss: 1.197 acc: 0.125]
5601 [D loss: 0.532 R 0.467 F 0.598][D acc: 0.680 R 0.672 F 0.688][G loss: 1.288 acc: 0.062]
5602 [D loss: 0.495 R 0.535 F 0.454][D acc: 0.742 R 0.625 F 0.859][G loss: 1.328 acc: 0.109]
5603 [D loss: 0.612 R 0.634 F 0.590][D acc: 0.656 R 0.578 F 0.734][G loss: 1.293 acc: 0.062]
5604 [D loss: 0.631 R 0.534 F 0.729][D acc: 0.641 R 0.656 F 0.625][G loss: 1.231 acc: 0.062]
5605 [D loss: 0.602 R 0.677 F 0.526][D acc: 0.711 R 0.578 F 0.844][G loss: 1.202 acc: 0.047]
5606 [D loss: 0.551 R 0.613 F 0.489][D acc: 0.688 R 0.578 F 0.797][G loss: 1.251 acc: 0.094]
5607 [D loss: 0.563 R 0.541 F 0.586][D acc: 0.688 R 0.609 F 0.766][G loss: 1.140 acc: 0.203]
5608 [D loss: 0.573 R 0.568 F 0.578][D acc: 0.719 R 0.641 F 0.797][G loss: 1.218 acc: 0.125]
5609 [D loss: 0.525 R 0.582 F 0.468][D acc: 0.742 R 0.625 F 0.859][G loss: 1.191 acc: 0.141]
5610 [D loss: 0.627 R 0.517 F 0.738][D acc: 0.695 R 0.672 F 0.719][G loss: 1.202 acc: 0.125]
5611 [D loss: 0.612 R 0.617 F 0.608][D acc: 0.695 R 0.625 F 0.766][G loss: 1.271 acc: 0.047]
5612 [D loss: 0.494 R 0.462 F 0.527][D acc: 0.766 R 0.734 F 0.797][G loss: 1.179 acc: 0.094]
5613 [D loss: 0.550 R 0.581 F 0.520][D acc: 0.742 R 0.641 F 0.844][G loss: 1.218 acc: 0.156]
5614 [D loss: 0.543 R 0.601 F 0.484][D acc: 0.781 R 0.672 F 0.891][G loss: 1.122 acc: 0.203]
5615 [D loss: 0.595 R 0.590 F 0.600][D acc: 0.688 R 0.625 F 0.750][G loss: 1.351 acc: 0.016]
5616 [D loss: 0.555 R 0.612 F 0.498][D acc: 0.695 R 0.594 F 0.797][G loss: 1.179 acc: 0.125]
5617 [D loss: 0.601 R 0.498 F 0.704][D acc: 0.672 R 0.672 F 0.672][G loss: 1.111 acc: 0.188]
5618 [D loss: 0.595 R 0.604 F 0.586][D acc: 0.742 R 0.641 F 0.844][G loss: 1.282 acc: 0.109]
5619 [D loss: 0.582 R 0.635 F 0.529][D acc: 0.688 R 0.578 F 0.797][G loss: 1.277 acc: 0.109]
5620 [D loss: 0.552 R 0.554 F 0.550][D acc: 0.680 R 0.609 F 0.750][G loss: 1.234 acc: 0.109]
5621 [D loss: 0.553 R 0.624 F 0.483][D acc: 0.719 R 0.594 F 0.844][G loss: 1.187 acc: 0.078]
5622 [D loss: 0.535 R 0.510 F 0.560][D acc: 0.773 R 0.719 F 0.828][G loss: 1.196 acc: 0.141]
5623 [D loss: 0.492 R 0.450 F 0.534][D acc: 0.781 R 0.766 F 0.797][G loss: 1.201 acc: 0.141]
5624 [D loss: 0.629 R 0.587 F 0.671][D acc: 0.656 R 0.625 F 0.688][G loss: 1.287 acc: 0.094]
5625 [D loss: 0.602 R 0.642 F 0.561][D acc: 0.664 R 0.594 F 0.734][G loss: 1.229 acc: 0.094]
5626 [D loss: 0.503 R 0.553 F 0.453][D acc: 0.781 R 0.703 F 0.859][G loss: 1.207 acc: 0.094]
5627 [D loss: 0.541 R 0.549 F 0.534][D acc: 0.680 R 0.594 F 0.766][G loss: 1.230 acc: 0.062]
5628 [D loss: 0.597 R 0.627 F 0.566][D acc: 0.680 R 0.562 F 0.797][G loss: 1.233 acc: 0.094]
5629 [D loss: 0.654 R 0.684 F 0.625][D acc: 0.586 R 0.547 F 0.625][G loss: 1.264 acc: 0.047]
5630 [D loss: 0.525 R 0.589 F 0.461][D acc: 0.734 R 0.609 F 0.859][G loss: 1.204 acc: 0.156]
5631 [D loss: 0.528 R 0.556 F 0.499][D acc: 0.750 R 0.656 F 0.844][G loss: 1.089 acc: 0.203]
5632 [D loss: 0.602 R 0.571 F 0.633][D acc: 0.688 R 0.625 F 0.750][G loss: 1.196 acc: 0.109]
5633 [D loss: 0.544 R 0.578 F 0.510][D acc: 0.695 R 0.625 F 0.766][G loss: 1.234 acc: 0.125]
5634 [D loss: 0.547 R 0.536 F 0.558][D acc: 0.695 R 0.719 F 0.672][G loss: 1.194 acc: 0.094]
5635 [D loss: 0.685 R 0.657 F 0.713][D acc: 0.641 R 0.531 F 0.750][G loss: 1.325 acc: 0.078]
5636 [D loss: 0.588 R 0.603 F 0.572][D acc: 0.664 R 0.562 F 0.766][G loss: 1.254 acc: 0.047]
5637 [D loss: 0.512 R 0.429 F 0.596][D acc: 0.766 R 0.797 F 0.734][G loss: 1.210 acc: 0.188]
5638 [D loss: 0.615 R 0.672 F 0.559][D acc: 0.602 R 0.484 F 0.719][G loss: 1.130 acc: 0.125]
5639 [D loss: 0.645 R 0.705 F 0.585][D acc: 0.656 R 0.578 F 0.734][G loss: 1.263 acc: 0.094]
5640 [D loss: 0.566 R 0.597 F 0.535][D acc: 0.703 R 0.609 F 0.797][G loss: 1.215 acc: 0.062]
5641 [D loss: 0.638 R 0.580 F 0.695][D acc: 0.695 R 0.609 F 0.781][G loss: 1.224 acc: 0.078]
5642 [D loss: 0.512 R 0.564 F 0.460][D acc: 0.758 R 0.656 F 0.859][G loss: 1.123 acc: 0.250]
5643 [D loss: 0.512 R 0.521 F 0.503][D acc: 0.758 R 0.672 F 0.844][G loss: 1.153 acc: 0.172]
5644 [D loss: 0.625 R 0.490 F 0.761][D acc: 0.688 R 0.719 F 0.656][G loss: 1.200 acc: 0.094]
5645 [D loss: 0.548 R 0.657 F 0.438][D acc: 0.711 R 0.484 F 0.938][G loss: 1.251 acc: 0.094]
5646 [D loss: 0.550 R 0.501 F 0.600][D acc: 0.758 R 0.719 F 0.797][G loss: 1.270 acc: 0.172]
5647 [D loss: 0.559 R 0.608 F 0.510][D acc: 0.703 R 0.594 F 0.812][G loss: 1.212 acc: 0.109]
5648 [D loss: 0.544 R 0.597 F 0.491][D acc: 0.734 R 0.594 F 0.875][G loss: 1.203 acc: 0.109]
5649 [D loss: 0.598 R 0.569 F 0.627][D acc: 0.672 R 0.594 F 0.750][G loss: 1.148 acc: 0.141]
5650 [D loss: 0.661 R 0.611 F 0.710][D acc: 0.672 R 0.578 F 0.766][G loss: 1.233 acc: 0.125]
5651 [D loss: 0.556 R 0.602 F 0.511][D acc: 0.695 R 0.578 F 0.812][G loss: 1.263 acc: 0.141]
5652 [D loss: 0.499 R 0.510 F 0.488][D acc: 0.703 R 0.656 F 0.750][G loss: 1.248 acc: 0.078]
5653 [D loss: 0.634 R 0.592 F 0.675][D acc: 0.680 R 0.641 F 0.719][G loss: 1.411 acc: 0.047]
5654 [D loss: 0.533 R 0.501 F 0.565][D acc: 0.734 R 0.703 F 0.766][G loss: 1.216 acc: 0.125]
5655 [D loss: 0.615 R 0.597 F 0.633][D acc: 0.703 R 0.625 F 0.781][G loss: 1.283 acc: 0.125]
5656 [D loss: 0.557 R 0.558 F 0.556][D acc: 0.727 R 0.656 F 0.797][G loss: 1.287 acc: 0.078]
5657 [D loss: 0.544 R 0.615 F 0.473][D acc: 0.742 R 0.625 F 0.859][G loss: 1.182 acc: 0.156]
5658 [D loss: 0.526 R 0.548 F 0.504][D acc: 0.719 R 0.625 F 0.812][G loss: 1.139 acc: 0.141]
5659 [D loss: 0.582 R 0.549 F 0.614][D acc: 0.711 R 0.594 F 0.828][G loss: 1.078 acc: 0.156]
5660 [D loss: 0.555 R 0.554 F 0.555][D acc: 0.688 R 0.609 F 0.766][G loss: 1.220 acc: 0.078]
5661 [D loss: 0.568 R 0.624 F 0.513][D acc: 0.672 R 0.484 F 0.859][G loss: 1.200 acc: 0.109]
5662 [D loss: 0.606 R 0.576 F 0.636][D acc: 0.695 R 0.656 F 0.734][G loss: 1.107 acc: 0.188]
5663 [D loss: 0.603 R 0.644 F 0.563][D acc: 0.695 R 0.594 F 0.797][G loss: 1.201 acc: 0.047]
5664 [D loss: 0.631 R 0.686 F 0.577][D acc: 0.641 R 0.516 F 0.766][G loss: 1.251 acc: 0.125]
5665 [D loss: 0.570 R 0.601 F 0.540][D acc: 0.695 R 0.609 F 0.781][G loss: 1.230 acc: 0.078]
5666 [D loss: 0.536 R 0.582 F 0.490][D acc: 0.750 R 0.672 F 0.828][G loss: 1.093 acc: 0.203]
5667 [D loss: 0.504 R 0.431 F 0.577][D acc: 0.734 R 0.719 F 0.750][G loss: 1.081 acc: 0.188]
5668 [D loss: 0.607 R 0.632 F 0.581][D acc: 0.656 R 0.578 F 0.734][G loss: 1.232 acc: 0.109]
5669 [D loss: 0.514 R 0.585 F 0.443][D acc: 0.750 R 0.625 F 0.875][G loss: 1.077 acc: 0.141]
5670 [D loss: 0.552 R 0.447 F 0.657][D acc: 0.695 R 0.750 F 0.641][G loss: 1.197 acc: 0.125]
5671 [D loss: 0.620 R 0.768 F 0.471][D acc: 0.680 R 0.500 F 0.859][G loss: 1.206 acc: 0.156]
5672 [D loss: 0.501 R 0.549 F 0.453][D acc: 0.727 R 0.578 F 0.875][G loss: 1.145 acc: 0.156]
5673 [D loss: 0.499 R 0.497 F 0.501][D acc: 0.734 R 0.641 F 0.828][G loss: 1.338 acc: 0.062]
5674 [D loss: 0.451 R 0.420 F 0.483][D acc: 0.773 R 0.734 F 0.812][G loss: 1.385 acc: 0.094]
5675 [D loss: 0.663 R 0.581 F 0.745][D acc: 0.719 R 0.672 F 0.766][G loss: 1.429 acc: 0.000]
5676 [D loss: 0.658 R 0.815 F 0.500][D acc: 0.633 R 0.453 F 0.812][G loss: 1.126 acc: 0.234]
5677 [D loss: 0.594 R 0.628 F 0.561][D acc: 0.719 R 0.578 F 0.859][G loss: 1.307 acc: 0.141]
5678 [D loss: 0.552 R 0.553 F 0.550][D acc: 0.695 R 0.609 F 0.781][G loss: 1.302 acc: 0.062]
5679 [D loss: 0.500 R 0.493 F 0.508][D acc: 0.742 R 0.703 F 0.781][G loss: 1.225 acc: 0.109]
5680 [D loss: 0.620 R 0.623 F 0.617][D acc: 0.688 R 0.562 F 0.812][G loss: 1.163 acc: 0.125]
5681 [D loss: 0.682 R 0.662 F 0.702][D acc: 0.609 R 0.531 F 0.688][G loss: 1.310 acc: 0.047]
5682 [D loss: 0.569 R 0.680 F 0.458][D acc: 0.711 R 0.547 F 0.875][G loss: 1.240 acc: 0.047]
5683 [D loss: 0.536 R 0.609 F 0.464][D acc: 0.719 R 0.578 F 0.859][G loss: 1.242 acc: 0.094]
5684 [D loss: 0.545 R 0.511 F 0.579][D acc: 0.711 R 0.703 F 0.719][G loss: 1.214 acc: 0.047]
5685 [D loss: 0.592 R 0.602 F 0.583][D acc: 0.664 R 0.562 F 0.766][G loss: 1.164 acc: 0.172]
5686 [D loss: 0.588 R 0.637 F 0.539][D acc: 0.703 R 0.625 F 0.781][G loss: 1.202 acc: 0.125]
5687 [D loss: 0.593 R 0.499 F 0.687][D acc: 0.695 R 0.672 F 0.719][G loss: 1.193 acc: 0.141]
5688 [D loss: 0.570 R 0.649 F 0.491][D acc: 0.719 R 0.594 F 0.844][G loss: 1.166 acc: 0.109]
5689 [D loss: 0.556 R 0.542 F 0.571][D acc: 0.664 R 0.625 F 0.703][G loss: 1.262 acc: 0.078]
5690 [D loss: 0.576 R 0.696 F 0.455][D acc: 0.695 R 0.531 F 0.859][G loss: 1.181 acc: 0.141]
5691 [D loss: 0.543 R 0.451 F 0.636][D acc: 0.758 R 0.766 F 0.750][G loss: 1.295 acc: 0.156]
5692 [D loss: 0.597 R 0.644 F 0.549][D acc: 0.695 R 0.562 F 0.828][G loss: 1.179 acc: 0.094]
5693 [D loss: 0.515 R 0.477 F 0.553][D acc: 0.727 R 0.641 F 0.812][G loss: 1.318 acc: 0.094]
5694 [D loss: 0.573 R 0.602 F 0.544][D acc: 0.680 R 0.578 F 0.781][G loss: 1.322 acc: 0.094]
5695 [D loss: 0.555 R 0.532 F 0.578][D acc: 0.695 R 0.703 F 0.688][G loss: 1.149 acc: 0.156]
5696 [D loss: 0.547 R 0.500 F 0.594][D acc: 0.734 R 0.703 F 0.766][G loss: 1.226 acc: 0.047]
5697 [D loss: 0.547 R 0.578 F 0.515][D acc: 0.703 R 0.625 F 0.781][G loss: 1.271 acc: 0.125]
5698 [D loss: 0.529 R 0.603 F 0.455][D acc: 0.719 R 0.578 F 0.859][G loss: 1.275 acc: 0.078]
5699 [D loss: 0.562 R 0.582 F 0.542][D acc: 0.711 R 0.609 F 0.812][G loss: 1.167 acc: 0.141]
5700 [D loss: 0.628 R 0.576 F 0.680][D acc: 0.664 R 0.594 F 0.734][G loss: 1.304 acc: 0.031]
5701 [D loss: 0.548 R 0.602 F 0.494][D acc: 0.742 R 0.656 F 0.828][G loss: 1.217 acc: 0.094]
5702 [D loss: 0.627 R 0.708 F 0.546][D acc: 0.680 R 0.547 F 0.812][G loss: 1.278 acc: 0.078]
5703 [D loss: 0.560 R 0.644 F 0.477][D acc: 0.711 R 0.516 F 0.906][G loss: 1.197 acc: 0.078]
5704 [D loss: 0.497 R 0.486 F 0.509][D acc: 0.727 R 0.672 F 0.781][G loss: 1.262 acc: 0.062]
5705 [D loss: 0.545 R 0.438 F 0.653][D acc: 0.727 R 0.734 F 0.719][G loss: 1.250 acc: 0.062]
5706 [D loss: 0.519 R 0.498 F 0.541][D acc: 0.719 R 0.672 F 0.766][G loss: 1.228 acc: 0.109]
5707 [D loss: 0.640 R 0.600 F 0.681][D acc: 0.656 R 0.562 F 0.750][G loss: 1.260 acc: 0.047]
5708 [D loss: 0.635 R 0.749 F 0.522][D acc: 0.695 R 0.562 F 0.828][G loss: 1.178 acc: 0.031]
5709 [D loss: 0.590 R 0.663 F 0.518][D acc: 0.656 R 0.547 F 0.766][G loss: 1.250 acc: 0.062]
5710 [D loss: 0.572 R 0.650 F 0.494][D acc: 0.711 R 0.516 F 0.906][G loss: 1.120 acc: 0.109]
5711 [D loss: 0.686 R 0.448 F 0.923][D acc: 0.797 R 0.797 F 0.797][G loss: 1.218 acc: 0.094]
5712 [D loss: 0.617 R 0.718 F 0.516][D acc: 0.648 R 0.484 F 0.812][G loss: 1.219 acc: 0.094]
5713 [D loss: 0.582 R 0.658 F 0.507][D acc: 0.719 R 0.516 F 0.922][G loss: 1.187 acc: 0.141]
5714 [D loss: 0.480 R 0.519 F 0.441][D acc: 0.844 R 0.750 F 0.938][G loss: 1.184 acc: 0.141]
5715 [D loss: 0.533 R 0.517 F 0.550][D acc: 0.703 R 0.688 F 0.719][G loss: 1.022 acc: 0.203]
5716 [D loss: 0.601 R 0.612 F 0.589][D acc: 0.734 R 0.672 F 0.797][G loss: 1.136 acc: 0.156]
5717 [D loss: 0.532 R 0.460 F 0.604][D acc: 0.742 R 0.734 F 0.750][G loss: 1.296 acc: 0.125]
5718 [D loss: 0.561 R 0.540 F 0.582][D acc: 0.695 R 0.672 F 0.719][G loss: 1.190 acc: 0.109]
5719 [D loss: 0.518 R 0.549 F 0.486][D acc: 0.758 R 0.672 F 0.844][G loss: 1.248 acc: 0.156]
5720 [D loss: 0.576 R 0.521 F 0.631][D acc: 0.695 R 0.688 F 0.703][G loss: 1.282 acc: 0.094]
5721 [D loss: 0.553 R 0.548 F 0.557][D acc: 0.688 R 0.625 F 0.750][G loss: 1.389 acc: 0.141]
5722 [D loss: 0.675 R 0.692 F 0.658][D acc: 0.711 R 0.609 F 0.812][G loss: 1.309 acc: 0.109]
5723 [D loss: 0.577 R 0.542 F 0.613][D acc: 0.656 R 0.641 F 0.672][G loss: 1.274 acc: 0.094]
5724 [D loss: 0.598 R 0.622 F 0.575][D acc: 0.695 R 0.641 F 0.750][G loss: 1.359 acc: 0.047]
5725 [D loss: 0.572 R 0.611 F 0.533][D acc: 0.719 R 0.625 F 0.812][G loss: 1.275 acc: 0.078]
5726 [D loss: 0.599 R 0.632 F 0.565][D acc: 0.656 R 0.562 F 0.750][G loss: 1.175 acc: 0.125]
5727 [D loss: 0.535 R 0.599 F 0.470][D acc: 0.766 R 0.672 F 0.859][G loss: 1.238 acc: 0.141]
5728 [D loss: 0.549 R 0.545 F 0.553][D acc: 0.727 R 0.609 F 0.844][G loss: 1.203 acc: 0.125]
5729 [D loss: 0.492 R 0.469 F 0.515][D acc: 0.758 R 0.719 F 0.797][G loss: 1.192 acc: 0.109]
5730 [D loss: 0.561 R 0.673 F 0.449][D acc: 0.703 R 0.531 F 0.875][G loss: 1.168 acc: 0.109]
5731 [D loss: 0.614 R 0.580 F 0.649][D acc: 0.641 R 0.578 F 0.703][G loss: 1.189 acc: 0.094]
5732 [D loss: 0.557 R 0.594 F 0.520][D acc: 0.734 R 0.641 F 0.828][G loss: 1.209 acc: 0.125]
5733 [D loss: 0.609 R 0.654 F 0.564][D acc: 0.680 R 0.594 F 0.766][G loss: 1.251 acc: 0.141]
5734 [D loss: 0.558 R 0.498 F 0.618][D acc: 0.711 R 0.688 F 0.734][G loss: 1.142 acc: 0.156]
5735 [D loss: 0.509 R 0.525 F 0.493][D acc: 0.758 R 0.625 F 0.891][G loss: 1.291 acc: 0.078]
5736 [D loss: 0.611 R 0.575 F 0.648][D acc: 0.672 R 0.656 F 0.688][G loss: 1.170 acc: 0.125]
5737 [D loss: 0.578 R 0.682 F 0.474][D acc: 0.688 R 0.547 F 0.828][G loss: 1.101 acc: 0.109]
5738 [D loss: 0.517 R 0.589 F 0.446][D acc: 0.773 R 0.672 F 0.875][G loss: 1.244 acc: 0.094]
5739 [D loss: 0.658 R 0.601 F 0.714][D acc: 0.672 R 0.625 F 0.719][G loss: 1.227 acc: 0.109]
5740 [D loss: 0.551 R 0.581 F 0.521][D acc: 0.711 R 0.672 F 0.750][G loss: 1.154 acc: 0.156]
5741 [D loss: 0.578 R 0.591 F 0.566][D acc: 0.703 R 0.578 F 0.828][G loss: 1.391 acc: 0.078]
5742 [D loss: 0.539 R 0.558 F 0.519][D acc: 0.719 R 0.672 F 0.766][G loss: 1.280 acc: 0.094]
5743 [D loss: 0.583 R 0.600 F 0.567][D acc: 0.742 R 0.656 F 0.828][G loss: 1.296 acc: 0.062]
5744 [D loss: 0.544 R 0.640 F 0.449][D acc: 0.695 R 0.547 F 0.844][G loss: 1.110 acc: 0.203]
5745 [D loss: 0.536 R 0.526 F 0.546][D acc: 0.727 R 0.641 F 0.812][G loss: 1.282 acc: 0.156]
5746 [D loss: 0.578 R 0.455 F 0.701][D acc: 0.711 R 0.719 F 0.703][G loss: 1.300 acc: 0.047]
5747 [D loss: 0.521 R 0.599 F 0.443][D acc: 0.727 R 0.625 F 0.828][G loss: 1.224 acc: 0.109]
5748 [D loss: 0.543 R 0.541 F 0.545][D acc: 0.727 R 0.641 F 0.812][G loss: 1.265 acc: 0.141]
5749 [D loss: 0.531 R 0.623 F 0.439][D acc: 0.719 R 0.578 F 0.859][G loss: 1.415 acc: 0.047]
5750 [D loss: 0.431 R 0.379 F 0.483][D acc: 0.781 R 0.750 F 0.812][G loss: 1.233 acc: 0.172]
5751 [D loss: 0.605 R 0.614 F 0.597][D acc: 0.703 R 0.641 F 0.766][G loss: 1.363 acc: 0.047]
5752 [D loss: 0.453 R 0.490 F 0.417][D acc: 0.797 R 0.703 F 0.891][G loss: 1.347 acc: 0.062]
5753 [D loss: 0.504 R 0.451 F 0.558][D acc: 0.789 R 0.750 F 0.828][G loss: 1.444 acc: 0.109]
5754 [D loss: 0.489 R 0.545 F 0.432][D acc: 0.750 R 0.641 F 0.859][G loss: 1.460 acc: 0.078]
5755 [D loss: 0.598 R 0.462 F 0.734][D acc: 0.773 R 0.719 F 0.828][G loss: 1.426 acc: 0.094]
5756 [D loss: 0.541 R 0.586 F 0.496][D acc: 0.734 R 0.641 F 0.828][G loss: 1.425 acc: 0.062]
5757 [D loss: 0.481 R 0.543 F 0.420][D acc: 0.789 R 0.672 F 0.906][G loss: 1.215 acc: 0.188]
5758 [D loss: 0.549 R 0.556 F 0.543][D acc: 0.719 R 0.688 F 0.750][G loss: 1.358 acc: 0.125]
5759 [D loss: 0.559 R 0.672 F 0.446][D acc: 0.711 R 0.562 F 0.859][G loss: 1.359 acc: 0.031]
5760 [D loss: 0.577 R 0.541 F 0.614][D acc: 0.711 R 0.672 F 0.750][G loss: 1.316 acc: 0.094]
5761 [D loss: 0.574 R 0.571 F 0.577][D acc: 0.750 R 0.641 F 0.859][G loss: 1.362 acc: 0.125]
5762 [D loss: 0.523 R 0.542 F 0.505][D acc: 0.711 R 0.594 F 0.828][G loss: 1.376 acc: 0.094]
5763 [D loss: 0.707 R 0.750 F 0.665][D acc: 0.609 R 0.500 F 0.719][G loss: 1.387 acc: 0.047]
5764 [D loss: 0.493 R 0.570 F 0.416][D acc: 0.750 R 0.625 F 0.875][G loss: 1.225 acc: 0.094]
5765 [D loss: 0.594 R 0.579 F 0.608][D acc: 0.648 R 0.594 F 0.703][G loss: 1.240 acc: 0.125]
5766 [D loss: 0.586 R 0.738 F 0.434][D acc: 0.703 R 0.500 F 0.906][G loss: 1.342 acc: 0.062]
5767 [D loss: 0.504 R 0.518 F 0.490][D acc: 0.719 R 0.656 F 0.781][G loss: 1.256 acc: 0.141]
5768 [D loss: 0.447 R 0.375 F 0.519][D acc: 0.781 R 0.781 F 0.781][G loss: 1.338 acc: 0.141]
5769 [D loss: 0.453 R 0.401 F 0.506][D acc: 0.789 R 0.750 F 0.828][G loss: 1.467 acc: 0.078]
5770 [D loss: 0.543 R 0.552 F 0.533][D acc: 0.727 R 0.625 F 0.828][G loss: 1.278 acc: 0.078]
5771 [D loss: 0.560 R 0.549 F 0.571][D acc: 0.719 R 0.641 F 0.797][G loss: 1.147 acc: 0.141]
5772 [D loss: 0.508 R 0.513 F 0.503][D acc: 0.766 R 0.703 F 0.828][G loss: 1.285 acc: 0.094]
5773 [D loss: 0.604 R 0.642 F 0.566][D acc: 0.680 R 0.594 F 0.766][G loss: 1.225 acc: 0.047]
5774 [D loss: 0.458 R 0.433 F 0.484][D acc: 0.781 R 0.766 F 0.797][G loss: 1.381 acc: 0.016]
5775 [D loss: 0.566 R 0.685 F 0.446][D acc: 0.711 R 0.594 F 0.828][G loss: 1.290 acc: 0.094]
5776 [D loss: 0.489 R 0.403 F 0.574][D acc: 0.773 R 0.734 F 0.812][G loss: 1.348 acc: 0.094]
5777 [D loss: 0.617 R 0.647 F 0.586][D acc: 0.727 R 0.594 F 0.859][G loss: 1.278 acc: 0.172]
5778 [D loss: 0.514 R 0.526 F 0.501][D acc: 0.773 R 0.734 F 0.812][G loss: 1.348 acc: 0.141]
5779 [D loss: 0.548 R 0.548 F 0.547][D acc: 0.711 R 0.641 F 0.781][G loss: 1.274 acc: 0.062]
5780 [D loss: 0.483 R 0.564 F 0.401][D acc: 0.727 R 0.562 F 0.891][G loss: 1.133 acc: 0.188]
5781 [D loss: 0.585 R 0.612 F 0.558][D acc: 0.641 R 0.547 F 0.734][G loss: 1.327 acc: 0.109]
5782 [D loss: 0.553 R 0.476 F 0.630][D acc: 0.734 R 0.719 F 0.750][G loss: 1.329 acc: 0.078]
5783 [D loss: 0.579 R 0.645 F 0.512][D acc: 0.703 R 0.531 F 0.875][G loss: 1.424 acc: 0.062]
5784 [D loss: 0.585 R 0.639 F 0.531][D acc: 0.711 R 0.594 F 0.828][G loss: 1.324 acc: 0.094]
5785 [D loss: 0.563 R 0.542 F 0.583][D acc: 0.664 R 0.594 F 0.734][G loss: 1.319 acc: 0.062]
5786 [D loss: 0.635 R 0.709 F 0.562][D acc: 0.680 R 0.578 F 0.781][G loss: 1.169 acc: 0.109]
5787 [D loss: 0.596 R 0.673 F 0.519][D acc: 0.656 R 0.578 F 0.734][G loss: 1.203 acc: 0.156]
5788 [D loss: 0.497 R 0.510 F 0.484][D acc: 0.742 R 0.641 F 0.844][G loss: 1.213 acc: 0.141]
5789 [D loss: 0.566 R 0.544 F 0.587][D acc: 0.719 R 0.656 F 0.781][G loss: 1.357 acc: 0.047]
5790 [D loss: 0.548 R 0.565 F 0.531][D acc: 0.688 R 0.594 F 0.781][G loss: 1.308 acc: 0.172]
5791 [D loss: 0.641 R 0.698 F 0.585][D acc: 0.688 R 0.547 F 0.828][G loss: 1.336 acc: 0.125]
5792 [D loss: 0.482 R 0.423 F 0.541][D acc: 0.781 R 0.750 F 0.812][G loss: 1.421 acc: 0.094]
5793 [D loss: 0.553 R 0.609 F 0.498][D acc: 0.695 R 0.578 F 0.812][G loss: 1.319 acc: 0.078]
5794 [D loss: 0.523 R 0.568 F 0.478][D acc: 0.742 R 0.625 F 0.859][G loss: 1.207 acc: 0.172]
5795 [D loss: 0.629 R 0.601 F 0.657][D acc: 0.688 R 0.656 F 0.719][G loss: 1.141 acc: 0.172]
5796 [D loss: 0.637 R 0.656 F 0.618][D acc: 0.680 R 0.562 F 0.797][G loss: 1.217 acc: 0.109]
5797 [D loss: 0.540 R 0.528 F 0.553][D acc: 0.750 R 0.703 F 0.797][G loss: 1.238 acc: 0.109]
5798 [D loss: 0.611 R 0.568 F 0.654][D acc: 0.703 R 0.594 F 0.812][G loss: 1.239 acc: 0.062]
5799 [D loss: 0.536 R 0.615 F 0.458][D acc: 0.727 R 0.594 F 0.859][G loss: 1.221 acc: 0.172]
5800 [D loss: 0.555 R 0.612 F 0.499][D acc: 0.688 R 0.625 F 0.750][G loss: 1.234 acc: 0.172]
5801 [D loss: 0.574 R 0.503 F 0.645][D acc: 0.695 R 0.688 F 0.703][G loss: 1.396 acc: 0.109]
5802 [D loss: 0.545 R 0.491 F 0.599][D acc: 0.734 R 0.719 F 0.750][G loss: 1.331 acc: 0.125]
5803 [D loss: 0.541 R 0.585 F 0.496][D acc: 0.711 R 0.578 F 0.844][G loss: 1.174 acc: 0.172]
5804 [D loss: 0.537 R 0.579 F 0.495][D acc: 0.719 R 0.609 F 0.828][G loss: 1.255 acc: 0.125]
5805 [D loss: 0.499 R 0.504 F 0.494][D acc: 0.758 R 0.688 F 0.828][G loss: 1.471 acc: 0.047]
5806 [D loss: 0.547 R 0.566 F 0.528][D acc: 0.703 R 0.672 F 0.734][G loss: 1.268 acc: 0.109]
5807 [D loss: 0.612 R 0.553 F 0.671][D acc: 0.727 R 0.672 F 0.781][G loss: 1.186 acc: 0.156]
5808 [D loss: 0.678 R 0.559 F 0.796][D acc: 0.703 R 0.688 F 0.719][G loss: 1.324 acc: 0.125]
5809 [D loss: 0.555 R 0.679 F 0.430][D acc: 0.727 R 0.531 F 0.922][G loss: 1.223 acc: 0.156]
5810 [D loss: 0.535 R 0.498 F 0.571][D acc: 0.703 R 0.656 F 0.750][G loss: 1.254 acc: 0.109]
5811 [D loss: 0.510 R 0.494 F 0.526][D acc: 0.742 R 0.672 F 0.812][G loss: 1.180 acc: 0.109]
5812 [D loss: 0.577 R 0.637 F 0.517][D acc: 0.734 R 0.625 F 0.844][G loss: 1.339 acc: 0.078]
5813 [D loss: 0.549 R 0.592 F 0.506][D acc: 0.695 R 0.562 F 0.828][G loss: 1.270 acc: 0.125]
5814 [D loss: 0.506 R 0.554 F 0.458][D acc: 0.758 R 0.656 F 0.859][G loss: 1.384 acc: 0.094]
5815 [D loss: 0.738 R 0.531 F 0.945][D acc: 0.719 R 0.672 F 0.766][G loss: 1.399 acc: 0.125]
5816 [D loss: 0.559 R 0.690 F 0.428][D acc: 0.727 R 0.531 F 0.922][G loss: 1.277 acc: 0.156]
5817 [D loss: 0.552 R 0.613 F 0.490][D acc: 0.742 R 0.672 F 0.812][G loss: 1.223 acc: 0.203]
5818 [D loss: 0.564 R 0.608 F 0.520][D acc: 0.680 R 0.594 F 0.766][G loss: 1.208 acc: 0.141]
5819 [D loss: 0.529 R 0.517 F 0.541][D acc: 0.719 R 0.703 F 0.734][G loss: 1.311 acc: 0.109]
5820 [D loss: 0.563 R 0.621 F 0.506][D acc: 0.695 R 0.578 F 0.812][G loss: 1.227 acc: 0.125]
5821 [D loss: 0.516 R 0.505 F 0.527][D acc: 0.758 R 0.703 F 0.812][G loss: 1.155 acc: 0.172]
5822 [D loss: 0.626 R 0.623 F 0.629][D acc: 0.641 R 0.578 F 0.703][G loss: 1.297 acc: 0.062]
5823 [D loss: 0.451 R 0.473 F 0.429][D acc: 0.805 R 0.703 F 0.906][G loss: 1.191 acc: 0.156]
5824 [D loss: 0.534 R 0.508 F 0.560][D acc: 0.773 R 0.641 F 0.906][G loss: 1.313 acc: 0.094]
5825 [D loss: 0.575 R 0.612 F 0.538][D acc: 0.734 R 0.641 F 0.828][G loss: 1.277 acc: 0.109]
5826 [D loss: 0.597 R 0.570 F 0.624][D acc: 0.672 R 0.641 F 0.703][G loss: 1.384 acc: 0.109]
5827 [D loss: 0.459 R 0.474 F 0.443][D acc: 0.789 R 0.719 F 0.859][G loss: 1.339 acc: 0.156]
5828 [D loss: 0.579 R 0.593 F 0.564][D acc: 0.695 R 0.609 F 0.781][G loss: 1.389 acc: 0.109]
5829 [D loss: 0.513 R 0.596 F 0.430][D acc: 0.750 R 0.594 F 0.906][G loss: 1.236 acc: 0.109]
5830 [D loss: 0.606 R 0.589 F 0.623][D acc: 0.633 R 0.578 F 0.688][G loss: 1.330 acc: 0.078]
5831 [D loss: 0.556 R 0.645 F 0.467][D acc: 0.672 R 0.531 F 0.812][G loss: 1.169 acc: 0.125]
5832 [D loss: 0.679 R 0.654 F 0.705][D acc: 0.609 R 0.516 F 0.703][G loss: 1.198 acc: 0.141]
5833 [D loss: 0.577 R 0.593 F 0.561][D acc: 0.688 R 0.609 F 0.766][G loss: 1.278 acc: 0.078]
5834 [D loss: 0.623 R 0.732 F 0.514][D acc: 0.695 R 0.547 F 0.844][G loss: 1.187 acc: 0.094]
5835 [D loss: 0.629 R 0.614 F 0.644][D acc: 0.625 R 0.594 F 0.656][G loss: 1.175 acc: 0.125]
5836 [D loss: 0.641 R 0.628 F 0.653][D acc: 0.695 R 0.656 F 0.734][G loss: 1.115 acc: 0.109]
5837 [D loss: 0.538 R 0.596 F 0.481][D acc: 0.727 R 0.609 F 0.844][G loss: 1.239 acc: 0.156]
5838 [D loss: 0.630 R 0.580 F 0.680][D acc: 0.758 R 0.688 F 0.828][G loss: 1.053 acc: 0.172]
5839 [D loss: 0.556 R 0.571 F 0.541][D acc: 0.711 R 0.656 F 0.766][G loss: 1.093 acc: 0.125]
5840 [D loss: 0.618 R 0.723 F 0.513][D acc: 0.703 R 0.578 F 0.828][G loss: 1.247 acc: 0.078]
5841 [D loss: 0.533 R 0.532 F 0.535][D acc: 0.688 R 0.656 F 0.719][G loss: 1.110 acc: 0.141]
5842 [D loss: 0.529 R 0.528 F 0.530][D acc: 0.711 R 0.641 F 0.781][G loss: 1.307 acc: 0.047]
5843 [D loss: 0.528 R 0.558 F 0.499][D acc: 0.719 R 0.625 F 0.812][G loss: 1.113 acc: 0.172]
5844 [D loss: 0.620 R 0.565 F 0.676][D acc: 0.703 R 0.609 F 0.797][G loss: 1.223 acc: 0.141]
5845 [D loss: 0.626 R 0.641 F 0.611][D acc: 0.688 R 0.578 F 0.797][G loss: 1.179 acc: 0.109]
5846 [D loss: 0.644 R 0.637 F 0.651][D acc: 0.641 R 0.547 F 0.734][G loss: 1.259 acc: 0.125]
5847 [D loss: 0.603 R 0.610 F 0.595][D acc: 0.664 R 0.531 F 0.797][G loss: 1.254 acc: 0.031]
5848 [D loss: 0.523 R 0.543 F 0.504][D acc: 0.766 R 0.656 F 0.875][G loss: 1.289 acc: 0.062]
5849 [D loss: 0.596 R 0.603 F 0.589][D acc: 0.656 R 0.594 F 0.719][G loss: 1.233 acc: 0.109]
5850 [D loss: 0.602 R 0.736 F 0.468][D acc: 0.664 R 0.438 F 0.891][G loss: 1.169 acc: 0.172]
5851 [D loss: 0.587 R 0.672 F 0.502][D acc: 0.656 R 0.484 F 0.828][G loss: 1.215 acc: 0.125]
5852 [D loss: 0.579 R 0.563 F 0.596][D acc: 0.695 R 0.641 F 0.750][G loss: 1.224 acc: 0.141]
5853 [D loss: 0.582 R 0.560 F 0.604][D acc: 0.703 R 0.625 F 0.781][G loss: 1.385 acc: 0.062]
5854 [D loss: 0.560 R 0.636 F 0.484][D acc: 0.680 R 0.516 F 0.844][G loss: 1.195 acc: 0.188]
5855 [D loss: 0.537 R 0.483 F 0.590][D acc: 0.750 R 0.734 F 0.766][G loss: 1.290 acc: 0.125]
5856 [D loss: 0.657 R 0.612 F 0.702][D acc: 0.672 R 0.578 F 0.766][G loss: 1.311 acc: 0.109]
5857 [D loss: 0.629 R 0.679 F 0.580][D acc: 0.633 R 0.578 F 0.688][G loss: 1.369 acc: 0.047]
5858 [D loss: 0.571 R 0.623 F 0.519][D acc: 0.711 R 0.641 F 0.781][G loss: 1.227 acc: 0.141]
5859 [D loss: 0.591 R 0.590 F 0.593][D acc: 0.695 R 0.672 F 0.719][G loss: 1.336 acc: 0.109]
5860 [D loss: 0.671 R 0.610 F 0.731][D acc: 0.641 R 0.516 F 0.766][G loss: 1.248 acc: 0.109]
5861 [D loss: 0.541 R 0.557 F 0.526][D acc: 0.703 R 0.625 F 0.781][G loss: 1.142 acc: 0.141]
5862 [D loss: 0.518 R 0.552 F 0.483][D acc: 0.734 R 0.688 F 0.781][G loss: 1.110 acc: 0.141]
5863 [D loss: 0.634 R 0.651 F 0.617][D acc: 0.664 R 0.609 F 0.719][G loss: 1.174 acc: 0.172]
5864 [D loss: 0.567 R 0.556 F 0.579][D acc: 0.734 R 0.688 F 0.781][G loss: 1.225 acc: 0.172]
5865 [D loss: 0.496 R 0.456 F 0.535][D acc: 0.758 R 0.719 F 0.797][G loss: 1.198 acc: 0.109]
5866 [D loss: 0.561 R 0.524 F 0.598][D acc: 0.703 R 0.641 F 0.766][G loss: 1.275 acc: 0.031]
5867 [D loss: 0.519 R 0.620 F 0.418][D acc: 0.727 R 0.594 F 0.859][G loss: 1.334 acc: 0.109]
5868 [D loss: 0.582 R 0.588 F 0.575][D acc: 0.695 R 0.641 F 0.750][G loss: 1.253 acc: 0.109]
5869 [D loss: 0.567 R 0.521 F 0.613][D acc: 0.711 R 0.703 F 0.719][G loss: 1.356 acc: 0.078]
5870 [D loss: 0.646 R 0.717 F 0.576][D acc: 0.625 R 0.531 F 0.719][G loss: 1.213 acc: 0.156]
5871 [D loss: 0.562 R 0.568 F 0.555][D acc: 0.688 R 0.641 F 0.734][G loss: 1.259 acc: 0.062]
5872 [D loss: 0.522 R 0.538 F 0.507][D acc: 0.742 R 0.672 F 0.812][G loss: 1.197 acc: 0.109]
5873 [D loss: 0.599 R 0.551 F 0.647][D acc: 0.648 R 0.609 F 0.688][G loss: 1.247 acc: 0.078]
5874 [D loss: 0.582 R 0.665 F 0.500][D acc: 0.688 R 0.516 F 0.859][G loss: 1.200 acc: 0.125]
5875 [D loss: 0.521 R 0.513 F 0.529][D acc: 0.773 R 0.672 F 0.875][G loss: 1.247 acc: 0.156]
5876 [D loss: 0.635 R 0.639 F 0.631][D acc: 0.633 R 0.516 F 0.750][G loss: 1.220 acc: 0.172]
5877 [D loss: 0.538 R 0.499 F 0.577][D acc: 0.750 R 0.719 F 0.781][G loss: 1.184 acc: 0.156]
5878 [D loss: 0.611 R 0.621 F 0.602][D acc: 0.711 R 0.641 F 0.781][G loss: 1.264 acc: 0.062]
5879 [D loss: 0.580 R 0.569 F 0.592][D acc: 0.711 R 0.625 F 0.797][G loss: 1.262 acc: 0.078]
5880 [D loss: 0.589 R 0.612 F 0.565][D acc: 0.719 R 0.625 F 0.812][G loss: 1.169 acc: 0.172]
5881 [D loss: 0.599 R 0.562 F 0.636][D acc: 0.727 R 0.672 F 0.781][G loss: 1.123 acc: 0.109]
5882 [D loss: 0.618 R 0.712 F 0.524][D acc: 0.609 R 0.453 F 0.766][G loss: 1.168 acc: 0.094]
5883 [D loss: 0.472 R 0.437 F 0.507][D acc: 0.766 R 0.766 F 0.766][G loss: 1.287 acc: 0.016]
5884 [D loss: 0.537 R 0.539 F 0.534][D acc: 0.711 R 0.641 F 0.781][G loss: 1.103 acc: 0.172]
5885 [D loss: 0.590 R 0.641 F 0.539][D acc: 0.633 R 0.547 F 0.719][G loss: 1.107 acc: 0.219]
5886 [D loss: 0.543 R 0.610 F 0.476][D acc: 0.703 R 0.562 F 0.844][G loss: 1.186 acc: 0.125]
5887 [D loss: 0.597 R 0.605 F 0.590][D acc: 0.672 R 0.578 F 0.766][G loss: 1.446 acc: 0.062]
5888 [D loss: 0.564 R 0.598 F 0.530][D acc: 0.688 R 0.594 F 0.781][G loss: 1.300 acc: 0.062]
5889 [D loss: 0.640 R 0.747 F 0.533][D acc: 0.672 R 0.500 F 0.844][G loss: 1.449 acc: 0.031]
5890 [D loss: 0.604 R 0.582 F 0.625][D acc: 0.617 R 0.562 F 0.672][G loss: 1.259 acc: 0.078]
5891 [D loss: 0.570 R 0.597 F 0.543][D acc: 0.711 R 0.609 F 0.812][G loss: 1.210 acc: 0.125]
5892 [D loss: 0.581 R 0.607 F 0.555][D acc: 0.734 R 0.656 F 0.812][G loss: 1.191 acc: 0.078]
5893 [D loss: 0.653 R 0.597 F 0.710][D acc: 0.742 R 0.672 F 0.812][G loss: 1.345 acc: 0.109]
5894 [D loss: 0.508 R 0.594 F 0.421][D acc: 0.781 R 0.625 F 0.938][G loss: 1.334 acc: 0.094]
5895 [D loss: 0.574 R 0.653 F 0.494][D acc: 0.688 R 0.578 F 0.797][G loss: 1.335 acc: 0.078]
5896 [D loss: 0.528 R 0.575 F 0.481][D acc: 0.734 R 0.641 F 0.828][G loss: 1.217 acc: 0.156]
5897 [D loss: 0.629 R 0.655 F 0.603][D acc: 0.672 R 0.594 F 0.750][G loss: 1.167 acc: 0.094]
5898 [D loss: 0.469 R 0.464 F 0.475][D acc: 0.727 R 0.656 F 0.797][G loss: 1.123 acc: 0.156]
5899 [D loss: 0.547 R 0.471 F 0.623][D acc: 0.758 R 0.703 F 0.812][G loss: 1.165 acc: 0.188]
5900 [D loss: 0.554 R 0.566 F 0.541][D acc: 0.688 R 0.562 F 0.812][G loss: 1.221 acc: 0.109]
5901 [D loss: 0.538 R 0.529 F 0.548][D acc: 0.703 R 0.625 F 0.781][G loss: 1.352 acc: 0.094]
5902 [D loss: 0.591 R 0.668 F 0.514][D acc: 0.695 R 0.562 F 0.828][G loss: 1.225 acc: 0.156]
5903 [D loss: 0.488 R 0.563 F 0.413][D acc: 0.773 R 0.625 F 0.922][G loss: 1.174 acc: 0.172]
5904 [D loss: 0.550 R 0.554 F 0.546][D acc: 0.758 R 0.719 F 0.797][G loss: 1.293 acc: 0.094]
5905 [D loss: 0.567 R 0.558 F 0.575][D acc: 0.672 R 0.625 F 0.719][G loss: 1.264 acc: 0.141]
5906 [D loss: 0.533 R 0.495 F 0.571][D acc: 0.789 R 0.797 F 0.781][G loss: 1.321 acc: 0.188]
5907 [D loss: 0.521 R 0.513 F 0.528][D acc: 0.719 R 0.656 F 0.781][G loss: 1.304 acc: 0.094]
5908 [D loss: 0.555 R 0.542 F 0.567][D acc: 0.688 R 0.609 F 0.766][G loss: 1.337 acc: 0.062]
5909 [D loss: 0.526 R 0.539 F 0.513][D acc: 0.680 R 0.625 F 0.734][G loss: 1.373 acc: 0.125]
5910 [D loss: 0.575 R 0.546 F 0.604][D acc: 0.695 R 0.672 F 0.719][G loss: 1.600 acc: 0.062]
5911 [D loss: 0.721 R 0.887 F 0.554][D acc: 0.594 R 0.406 F 0.781][G loss: 1.204 acc: 0.141]
5912 [D loss: 0.671 R 0.695 F 0.647][D acc: 0.680 R 0.547 F 0.812][G loss: 1.229 acc: 0.094]
5913 [D loss: 0.566 R 0.669 F 0.463][D acc: 0.695 R 0.578 F 0.812][G loss: 1.141 acc: 0.203]
5914 [D loss: 0.464 R 0.355 F 0.573][D acc: 0.797 R 0.828 F 0.766][G loss: 1.206 acc: 0.141]
5915 [D loss: 0.590 R 0.461 F 0.718][D acc: 0.672 R 0.672 F 0.672][G loss: 1.251 acc: 0.078]
5916 [D loss: 0.501 R 0.519 F 0.484][D acc: 0.758 R 0.672 F 0.844][G loss: 1.258 acc: 0.125]
5917 [D loss: 0.596 R 0.624 F 0.567][D acc: 0.656 R 0.594 F 0.719][G loss: 1.310 acc: 0.109]
5918 [D loss: 0.600 R 0.684 F 0.516][D acc: 0.656 R 0.516 F 0.797][G loss: 1.261 acc: 0.062]
5919 [D loss: 0.473 R 0.445 F 0.500][D acc: 0.758 R 0.703 F 0.812][G loss: 1.280 acc: 0.078]
5920 [D loss: 0.552 R 0.544 F 0.561][D acc: 0.719 R 0.672 F 0.766][G loss: 1.152 acc: 0.203]
5921 [D loss: 0.610 R 0.557 F 0.663][D acc: 0.672 R 0.656 F 0.688][G loss: 1.200 acc: 0.125]
5922 [D loss: 0.553 R 0.560 F 0.545][D acc: 0.680 R 0.625 F 0.734][G loss: 1.191 acc: 0.156]
5923 [D loss: 0.574 R 0.645 F 0.504][D acc: 0.656 R 0.531 F 0.781][G loss: 1.149 acc: 0.109]
5924 [D loss: 0.653 R 0.647 F 0.659][D acc: 0.672 R 0.578 F 0.766][G loss: 1.209 acc: 0.062]
5925 [D loss: 0.616 R 0.718 F 0.514][D acc: 0.664 R 0.484 F 0.844][G loss: 1.260 acc: 0.156]
5926 [D loss: 0.523 R 0.525 F 0.521][D acc: 0.750 R 0.672 F 0.828][G loss: 1.171 acc: 0.172]
5927 [D loss: 0.546 R 0.546 F 0.546][D acc: 0.742 R 0.703 F 0.781][G loss: 1.204 acc: 0.109]
5928 [D loss: 0.543 R 0.531 F 0.555][D acc: 0.703 R 0.672 F 0.734][G loss: 1.167 acc: 0.078]
5929 [D loss: 0.450 R 0.369 F 0.531][D acc: 0.828 R 0.812 F 0.844][G loss: 1.202 acc: 0.141]
5930 [D loss: 0.503 R 0.533 F 0.473][D acc: 0.773 R 0.688 F 0.859][G loss: 1.327 acc: 0.047]
5931 [D loss: 0.532 R 0.476 F 0.589][D acc: 0.773 R 0.734 F 0.812][G loss: 1.277 acc: 0.109]
5932 [D loss: 0.643 R 0.589 F 0.698][D acc: 0.656 R 0.641 F 0.672][G loss: 1.316 acc: 0.094]
5933 [D loss: 0.573 R 0.641 F 0.505][D acc: 0.672 R 0.531 F 0.812][G loss: 1.221 acc: 0.094]
5934 [D loss: 0.576 R 0.463 F 0.689][D acc: 0.703 R 0.688 F 0.719][G loss: 1.184 acc: 0.125]
5935 [D loss: 0.547 R 0.638 F 0.456][D acc: 0.727 R 0.594 F 0.859][G loss: 1.300 acc: 0.125]
5936 [D loss: 0.566 R 0.625 F 0.507][D acc: 0.727 R 0.609 F 0.844][G loss: 1.113 acc: 0.219]
5937 [D loss: 0.598 R 0.506 F 0.690][D acc: 0.766 R 0.719 F 0.812][G loss: 1.352 acc: 0.078]
5938 [D loss: 0.648 R 0.714 F 0.583][D acc: 0.664 R 0.531 F 0.797][G loss: 1.360 acc: 0.125]
5939 [D loss: 0.527 R 0.566 F 0.488][D acc: 0.742 R 0.672 F 0.812][G loss: 1.244 acc: 0.078]
5940 [D loss: 0.627 R 0.630 F 0.625][D acc: 0.648 R 0.547 F 0.750][G loss: 1.291 acc: 0.078]
5941 [D loss: 0.531 R 0.546 F 0.516][D acc: 0.703 R 0.641 F 0.766][G loss: 1.304 acc: 0.078]
5942 [D loss: 0.623 R 0.762 F 0.484][D acc: 0.703 R 0.531 F 0.875][G loss: 1.272 acc: 0.141]
5943 [D loss: 0.588 R 0.530 F 0.645][D acc: 0.750 R 0.672 F 0.828][G loss: 1.112 acc: 0.078]
5944 [D loss: 0.564 R 0.471 F 0.658][D acc: 0.727 R 0.719 F 0.734][G loss: 1.230 acc: 0.125]
5945 [D loss: 0.569 R 0.544 F 0.595][D acc: 0.727 R 0.672 F 0.781][G loss: 1.272 acc: 0.047]
5946 [D loss: 0.541 R 0.590 F 0.492][D acc: 0.734 R 0.641 F 0.828][G loss: 1.256 acc: 0.141]
5947 [D loss: 0.634 R 0.632 F 0.635][D acc: 0.641 R 0.516 F 0.766][G loss: 1.257 acc: 0.062]
5948 [D loss: 0.532 R 0.589 F 0.475][D acc: 0.727 R 0.625 F 0.828][G loss: 1.336 acc: 0.094]
5949 [D loss: 0.568 R 0.570 F 0.565][D acc: 0.672 R 0.609 F 0.734][G loss: 1.280 acc: 0.172]
5950 [D loss: 0.506 R 0.541 F 0.470][D acc: 0.773 R 0.641 F 0.906][G loss: 1.239 acc: 0.109]
5951 [D loss: 0.502 R 0.545 F 0.459][D acc: 0.750 R 0.656 F 0.844][G loss: 1.232 acc: 0.203]
5952 [D loss: 0.570 R 0.455 F 0.686][D acc: 0.711 R 0.688 F 0.734][G loss: 1.336 acc: 0.094]
5953 [D loss: 0.486 R 0.580 F 0.392][D acc: 0.758 R 0.594 F 0.922][G loss: 1.273 acc: 0.094]
5954 [D loss: 0.440 R 0.409 F 0.471][D acc: 0.805 R 0.750 F 0.859][G loss: 1.456 acc: 0.031]
5955 [D loss: 0.585 R 0.642 F 0.528][D acc: 0.711 R 0.578 F 0.844][G loss: 1.340 acc: 0.062]
5956 [D loss: 0.556 R 0.563 F 0.548][D acc: 0.688 R 0.609 F 0.766][G loss: 1.401 acc: 0.156]
5957 [D loss: 0.532 R 0.382 F 0.681][D acc: 0.742 R 0.781 F 0.703][G loss: 1.283 acc: 0.062]
5958 [D loss: 0.545 R 0.697 F 0.393][D acc: 0.719 R 0.547 F 0.891][G loss: 1.391 acc: 0.078]
5959 [D loss: 0.565 R 0.578 F 0.552][D acc: 0.742 R 0.609 F 0.875][G loss: 1.548 acc: 0.047]
5960 [D loss: 0.541 R 0.503 F 0.580][D acc: 0.758 R 0.703 F 0.812][G loss: 1.372 acc: 0.094]
5961 [D loss: 0.470 R 0.424 F 0.517][D acc: 0.844 R 0.781 F 0.906][G loss: 1.385 acc: 0.094]
5962 [D loss: 0.648 R 0.590 F 0.706][D acc: 0.672 R 0.625 F 0.719][G loss: 1.333 acc: 0.094]
5963 [D loss: 0.591 R 0.670 F 0.512][D acc: 0.695 R 0.547 F 0.844][G loss: 1.431 acc: 0.094]
5964 [D loss: 0.570 R 0.703 F 0.438][D acc: 0.711 R 0.547 F 0.875][G loss: 1.279 acc: 0.062]
5965 [D loss: 0.573 R 0.606 F 0.541][D acc: 0.680 R 0.562 F 0.797][G loss: 1.366 acc: 0.141]
5966 [D loss: 0.546 R 0.555 F 0.537][D acc: 0.781 R 0.703 F 0.859][G loss: 1.262 acc: 0.125]
5967 [D loss: 0.581 R 0.620 F 0.543][D acc: 0.633 R 0.547 F 0.719][G loss: 1.240 acc: 0.078]
5968 [D loss: 0.593 R 0.679 F 0.508][D acc: 0.680 R 0.578 F 0.781][G loss: 1.273 acc: 0.094]
5969 [D loss: 0.489 R 0.483 F 0.495][D acc: 0.742 R 0.688 F 0.797][G loss: 1.332 acc: 0.094]
5970 [D loss: 0.540 R 0.496 F 0.584][D acc: 0.703 R 0.641 F 0.766][G loss: 1.226 acc: 0.109]
5971 [D loss: 0.625 R 0.646 F 0.603][D acc: 0.641 R 0.547 F 0.734][G loss: 1.324 acc: 0.156]
5972 [D loss: 0.530 R 0.528 F 0.532][D acc: 0.789 R 0.703 F 0.875][G loss: 1.302 acc: 0.156]
5973 [D loss: 0.502 R 0.455 F 0.548][D acc: 0.750 R 0.703 F 0.797][G loss: 1.183 acc: 0.125]
5974 [D loss: 0.597 R 0.604 F 0.591][D acc: 0.742 R 0.625 F 0.859][G loss: 1.302 acc: 0.094]
5975 [D loss: 0.582 R 0.493 F 0.670][D acc: 0.719 R 0.703 F 0.734][G loss: 1.225 acc: 0.094]
5976 [D loss: 0.621 R 0.712 F 0.531][D acc: 0.703 R 0.594 F 0.812][G loss: 1.295 acc: 0.062]
5977 [D loss: 0.523 R 0.541 F 0.504][D acc: 0.758 R 0.656 F 0.859][G loss: 1.294 acc: 0.078]
5978 [D loss: 0.545 R 0.566 F 0.524][D acc: 0.727 R 0.656 F 0.797][G loss: 1.215 acc: 0.172]
5979 [D loss: 0.610 R 0.613 F 0.606][D acc: 0.656 R 0.594 F 0.719][G loss: 1.129 acc: 0.156]
5980 [D loss: 0.597 R 0.620 F 0.574][D acc: 0.719 R 0.609 F 0.828][G loss: 1.239 acc: 0.094]
5981 [D loss: 0.576 R 0.590 F 0.561][D acc: 0.727 R 0.641 F 0.812][G loss: 1.183 acc: 0.141]
5982 [D loss: 0.574 R 0.639 F 0.509][D acc: 0.672 R 0.547 F 0.797][G loss: 1.258 acc: 0.141]
5983 [D loss: 0.569 R 0.581 F 0.557][D acc: 0.695 R 0.594 F 0.797][G loss: 1.064 acc: 0.266]
5984 [D loss: 0.583 R 0.637 F 0.530][D acc: 0.664 R 0.578 F 0.750][G loss: 1.246 acc: 0.094]
5985 [D loss: 0.564 R 0.503 F 0.625][D acc: 0.727 R 0.703 F 0.750][G loss: 1.164 acc: 0.125]
5986 [D loss: 0.647 R 0.603 F 0.691][D acc: 0.664 R 0.531 F 0.797][G loss: 1.340 acc: 0.078]
5987 [D loss: 0.513 R 0.594 F 0.433][D acc: 0.734 R 0.641 F 0.828][G loss: 1.416 acc: 0.047]
5988 [D loss: 0.660 R 0.758 F 0.563][D acc: 0.664 R 0.469 F 0.859][G loss: 1.254 acc: 0.062]
5989 [D loss: 0.613 R 0.664 F 0.562][D acc: 0.664 R 0.594 F 0.734][G loss: 1.366 acc: 0.094]
5990 [D loss: 0.526 R 0.657 F 0.395][D acc: 0.758 R 0.594 F 0.922][G loss: 1.208 acc: 0.109]
5991 [D loss: 0.507 R 0.492 F 0.523][D acc: 0.758 R 0.734 F 0.781][G loss: 1.077 acc: 0.188]
5992 [D loss: 0.523 R 0.473 F 0.574][D acc: 0.711 R 0.703 F 0.719][G loss: 1.237 acc: 0.109]
5993 [D loss: 0.566 R 0.608 F 0.524][D acc: 0.719 R 0.625 F 0.812][G loss: 1.272 acc: 0.125]
5994 [D loss: 0.516 R 0.547 F 0.485][D acc: 0.758 R 0.672 F 0.844][G loss: 1.243 acc: 0.156]
5995 [D loss: 0.644 R 0.585 F 0.703][D acc: 0.609 R 0.578 F 0.641][G loss: 1.233 acc: 0.094]
5996 [D loss: 0.545 R 0.607 F 0.483][D acc: 0.711 R 0.609 F 0.812][G loss: 1.166 acc: 0.141]
5997 [D loss: 0.603 R 0.523 F 0.683][D acc: 0.750 R 0.766 F 0.734][G loss: 1.264 acc: 0.062]
5998 [D loss: 0.631 R 0.596 F 0.667][D acc: 0.688 R 0.688 F 0.688][G loss: 1.242 acc: 0.141]
5999 [D loss: 0.569 R 0.649 F 0.489][D acc: 0.672 R 0.547 F 0.797][G loss: 1.321 acc: 0.094]
6000 [D loss: 0.503 R 0.487 F 0.519][D acc: 0.734 R 0.672 F 0.797][G loss: 1.182 acc: 0.141]

Training の経過について

gan.epoch は初期値が0で、gan.train(x_train, batch_size, epochs=6000, ...)のように関数呼び出しを行うと、次のループを実行する。 50 epoch 毎にモデルを保存するので、trainingが中断したときは保存されたモデルのバージョンを調べて、gan.epoch=バージョンとして 再びgan.train(...)を実行すればよい。 for epoch in range(self.epoch, self.epoch+epoch): d = self.train_discriminator(...) g = self.train_generator(...) ... self.epoch += 1

gan.d_losses はepoch毎の [d_loss, d_loass_real, d_loss_fake, d_acc, d_acc_real, d_acc_fake] である。 グラフにするときは legend を指定した方がいいだろう。

In [22]:
%matplotlib inline
import matplotlib.pyplot as plt

fig, ax = plt.subplots(1,1,figsize=(12,6))


ax.plot([x[0] for x in gan.d_losses], color='black', linewidth=0.25, label='d_loss')
ax.plot([x[1] for x in gan.d_losses], color='green', linewidth=0.25, label='d_loss_real')
ax.plot([x[2] for x in gan.d_losses], color='red', linewidth=0.25, label='d_loss_fake')

ax.plot([x[0] for x in gan.g_losses], color='orange', linewidth=0.25, label='g_loss')

ax.set_xlabel('batch')
ax.set_ylabel('loss')
ax.legend(loc='upper right')
ax.set_ylim(0,2)

plt.show()