Updated 22/Nov/2021 by Yoshihisa Nitta  

Training of Generative Adversarial Network for Camel dataset with Tensorflow 2 on Google Colab

Train Generative Adversarial Network (GAN) on Camel dataset.

Camel データセットに対して Generative Adversarial Network をGoogle Colab 上の Tensorflow 2 で学習する

Camel データセットに対してGenerative Adversarial Network (GAN) を学習させる。

In [1]:
#! pip install tensorflow==2.7.0
In [2]:
%tensorflow_version 2.x

import tensorflow as tf
print(tf.__version__)
2.7.0

Check the Google Colab runtime environment

Google Colab 実行環境を調べる

In [3]:
! nvidia-smi
! cat /proc/cpuinfo
! cat /etc/issue
! free -h
Mon Nov 22 15:19:42 2021       
+-----------------------------------------------------------------------------+
| NVIDIA-SMI 495.44       Driver Version: 460.32.03    CUDA Version: 11.2     |
|-------------------------------+----------------------+----------------------+
| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |
| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |
|                               |                      |               MIG M. |
|===============================+======================+======================|
|   0  Tesla P100-PCIE...  Off  | 00000000:00:04.0 Off |                    0 |
| N/A   33C    P0    27W / 250W |      0MiB / 16280MiB |      0%      Default |
|                               |                      |                  N/A |
+-------------------------------+----------------------+----------------------+
                                                                               
+-----------------------------------------------------------------------------+
| Processes:                                                                  |
|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |
|        ID   ID                                                   Usage      |
|=============================================================================|
|  No running processes found                                                 |
+-----------------------------------------------------------------------------+
processor	: 0
vendor_id	: GenuineIntel
cpu family	: 6
model		: 79
model name	: Intel(R) Xeon(R) CPU @ 2.20GHz
stepping	: 0
microcode	: 0x1
cpu MHz		: 2199.998
cache size	: 56320 KB
physical id	: 0
siblings	: 2
core id		: 0
cpu cores	: 1
apicid		: 0
initial apicid	: 0
fpu		: yes
fpu_exception	: yes
cpuid level	: 13
wp		: yes
flags		: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss ht syscall nx pdpe1gb rdtscp lm constant_tsc rep_good nopl xtopology nonstop_tsc cpuid tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single ssbd ibrs ibpb stibp fsgsbase tsc_adjust bmi1 hle avx2 smep bmi2 erms invpcid rtm rdseed adx smap xsaveopt arat md_clear arch_capabilities
bugs		: cpu_meltdown spectre_v1 spectre_v2 spec_store_bypass l1tf mds swapgs taa
bogomips	: 4399.99
clflush size	: 64
cache_alignment	: 64
address sizes	: 46 bits physical, 48 bits virtual
power management:

processor	: 1
vendor_id	: GenuineIntel
cpu family	: 6
model		: 79
model name	: Intel(R) Xeon(R) CPU @ 2.20GHz
stepping	: 0
microcode	: 0x1
cpu MHz		: 2199.998
cache size	: 56320 KB
physical id	: 0
siblings	: 2
core id		: 0
cpu cores	: 1
apicid		: 1
initial apicid	: 1
fpu		: yes
fpu_exception	: yes
cpuid level	: 13
wp		: yes
flags		: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss ht syscall nx pdpe1gb rdtscp lm constant_tsc rep_good nopl xtopology nonstop_tsc cpuid tsc_known_freq pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 x2apic movbe popcnt aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single ssbd ibrs ibpb stibp fsgsbase tsc_adjust bmi1 hle avx2 smep bmi2 erms invpcid rtm rdseed adx smap xsaveopt arat md_clear arch_capabilities
bugs		: cpu_meltdown spectre_v1 spectre_v2 spec_store_bypass l1tf mds swapgs taa
bogomips	: 4399.99
clflush size	: 64
cache_alignment	: 64
address sizes	: 46 bits physical, 48 bits virtual
power management:

Ubuntu 18.04.5 LTS \n \l

              total        used        free      shared  buff/cache   available
Mem:            12G        739M          9G        1.2M        2.0G         11G
Swap:            0B          0B          0B

Mount Google Drive from Google Colab

Google Colab から GoogleDrive をマウントする

In [4]:
from google.colab import drive
drive.mount('/content/drive')
Mounted at /content/drive
In [5]:
! ls /content/drive
MyDrive  Shareddrives

Download source file from Google Drive or nw.tsuda.ac.jp

Basically, gdown from Google Drive. Download from nw.tsuda.ac.jp above only if the specifications of Google Drive change and you cannot download from Google Drive.

Google Drive または nw.tsuda.ac.jp からファイルをダウンロードする

基本的に、Google Drive から gdown してください。 Google Drive の仕様が変わってダウンロードができない場合にのみ、nw.tsuda.ac.jp からダウンロードしてください。

In [6]:
# Download source file
nw_path = './nw'
! rm -rf {nw_path}
! mkdir -p {nw_path}

if True:   # from Google Drive
    url_model =  'https://drive.google.com/uc?id=1_kNWJThcbyltlrIofQ7KcpVGefXB6f2C'
    ! (cd {nw_path}; gdown {url_model})
else:      # from nw.tsuda.ac.jp
    URL_NW = 'https://nw.tsuda.ac.jp/lec/GoogleColab/pub'
    url_model = f'{URL_NW}/models/GAN.py'
    ! wget -nd {url_model} -P {nw_path}
Downloading...
From: https://drive.google.com/uc?id=1_kNWJThcbyltlrIofQ7KcpVGefXB6f2C
To: /content/nw/GAN.py
100% 15.9k/15.9k [00:00<00:00, 13.1MB/s]
In [7]:
! cat {nw_path}/GAN.py
import tensorflow as tf
import numpy as np
import matplotlib.pyplot as plt

import os
import pickle as pkl
import datetime


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,
        epoch = 0,
        d_losses = [],
        g_losses = []
    ):
        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.epoch = epoch

        self.d_losses = d_losses
        self.g_losses = g_losses

        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(learning_rate=lr, beta_1=0.5)
        elif self.optimizer == 'rmsprop':
            opti = tf.keras.optimizers.RMSprop(learning_rate=lr)
        else:
            opti = tf.keras.optimizers.Adam(learning_rate=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:        # when x_train is DataGenerator
            true_imgs, _ = next(x_train)
            if true.imgs.shape[0] != batch_size:
                true_imgs, _ = next(x_train)
        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=1000, using_generator=False):
        start_time = datetime.datetime.now()

        for epoch in range(self.epoch, epochs):
            d = self.train_discriminator(x_train, batch_size, using_generator)
            g = self.train_generator(batch_size)

            elapsed_time = datetime.datetime.now() - start_time
            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}] {elapsed_time}')

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

            self.epoch += 1

            if self.epoch % print_every_n_batches == 0:
                self.save(run_folder, self.epoch);
                self.save(run_folder);

        self.save(run_folder, self.epoch)
        self.save(run_folder)


    def save(self, folder, epoch=None):
        if epoch is None:
            self.save_params(os.path.join(folder, 'params.pkl'))
            #self.save_model(folder)
            self.save_weights(folder)
        else:
            self.save_params(os.path.join(folder, f'params_{epoch}.pkl'))
            self.save_weights(folder,epoch)


    @staticmethod
    def load(folder, epoch=None):
        if epoch is None:
            params = GAN.load_params(os.path.join(folder, 'params.pkl'))
            gan = GAN(*params)
            gan.load_weights(folder);
        else:
            params = GAN.load_params(os.path.join(folder, f'params_{epoch}.pkl'))
            gan = GAN(*params)
            gan.load_weights(folder, epoch)
        return gan


    def save_weights(self, run_folder, epoch=None):
        if epoch is None:
            self.save_model_weights(self.discriminator, os.path.join(run_folder, 'weights/discriminator-weights.h5'))
            self.save_model_weights(self.generator, os.path.join(run_folder, 'weights/generator-weights.h5'))
            self.save_model_weights(self.model, os.path.join(run_folder, 'weights/weights.h5'))
        else:
            self.save_model_weights(self.discriminator, os.path.join(run_folder, f'weights/discriminator-weights_{epoch}.h5'))
            self.save_model_weights(self.generator, os.path.join(run_folder, f'weights/generator-weights_{epoch}.h5'))
            self.save_model_weights(self.model, os.path.join(run_folder, f'weights/weights_{epoch}.h5'))


    def load_weights(self, run_folder, epoch=None):
        if epoch is None:
            self.load_model_weights(self.discriminator, os.path.join(run_folder, 'weights/discriminator-weights.h5'))
            self.load_model_weights(self.generator, os.path.join(run_folder, 'weights/generator-weights.h5'))
            self.load_model_weights(self.model, os.path.join(run_folder, 'weights/weights.h5'))
        else:
            self.load_model_weights(self.discriminator, os.path.join(run_folder, f'weights/discriminator-weights_{epoch}.h5'))
            self.load_model_weights(self.generator, os.path.join(run_folder, f'weights/generator-weights_{epoch}.h5'))
            self.load_model_weights(self.model, os.path.join(run_folder, f'weights/weights_{epoch}.h5'))


    def save_model_weights(self, model, filepath):
        dpath, fname = os.path.split(filepath)
        if dpath != '' and not os.path.exists(dpath):
            os.makedirs(dpath)
        model.save_weights(filepath)


    def load_model_weights(self, model, filepath):
        model.load_weights(filepath)


    def save_params(self, filepath):
        dpath, fname = os.path.split(filepath)
        if dpath != '' and not os.path.exists(dpath):
            os.makedirs(dpath)
        with open(filepath, '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,
                self.epoch,
                self.d_losses,
                self.g_losses
            ], f)


    @staticmethod
    def load_params(filepath):
        with open(filepath, 'rb') as f:
            params = pkl.load(f)
        return params


    def generate_images(self, noise=[], n=10):
        if len(noise) == 0:
            noise = np.random.normal(0, 1, (n, self.z_dim))

        imgs = self.generator.predict(noise)   # [-1.0,1.0]
        imgs = 0.5 * (imgs + 1)        # [0.0, 1.0]
        imgs = np.clip(imgs, 0, 1)

        return imgs


    @staticmethod
    def showImages(xs, rows=-1, cols=-1, w=2.8, h=2.8, filepath=None):
        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, h*rows))
        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[row]
                elif rows == 1:
                    axis = ax[col]
                else:
                    axis = ax[row][col]

                if idx < N:
                    axis.imshow(xs[idx], cmap='gray')
                axis.axis('off')
                idx += 1

        if not filepath is None:
            dpath, fname = os.path.split(filepath)
            if dpath != '' and not os.path.exists(dpath):
                os.makedirs(dpath)
            fig.savefig(filepath, dpi=600)
            plt.close()
        else:
            plt.show()


    def showLoss(self):
        d = np.array(self.d_losses)
        g = np.array(self.g_losses)
        d_loss = d[:, 0]
        d_loss_real = d[:, 1]
        d_loss_fake = d[:, 2]
        g_loss = g[:,0]
        GAN.plot_history([d_loss, d_loss_real, d_loss_fake, g_loss], ['d_loss', 'd_loss_real', 'd_loss_fake', 'g_loss'])


    def showAcc(self):
        d = np.array(self.d_losses)
        g = np.array(self.g_losses)
        d_acc = d[:, 3]
        d_acc_real = d[:, 4]
        d_acc_fake = d[:, 5]
        g_acc = g[:,1]
        GAN.plot_history([d_acc, d_acc_real, d_acc_fake, g_acc], ['d_acc', 'd_acc_real', 'd_acc_fake', 'g_acc'])


    @staticmethod
    def plot_history(vals, labels):
        colors = ['red', 'blue', 'green', 'orange', 'black', 'pink']
        n = len(vals)
        fig, ax = plt.subplots(1, 1, figsize=(9,4))
        for i in range(n):
            ax.plot(vals[i], c=colors[i], label=labels[i])
        ax.legend(loc='upper right')
        ax.set_xlabel('epochs')
        # ax[0].set_ylabel('loss')
        
        plt.show()

Preparing Camel dataset

Download the camel.npy, which is one of Google's "Quick, Draw!" dataset from https://bit.ly/30HyNqg . Downloaded filename will be full_numpy_bitmap_camel.npy.

full_numpy_bitmap_camel.npy mirrored on my Google Drive:
https://drive.google.com/file/d/1ZUTfp7tbliCfEdhG8jT0xfCTu3ick4Ud/view?usp=sharing

Camel データセットを用意する

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。 ダウンロードしたファイル名は full_numpy_bitmap_camel.npy となる。

自分の Google Drive 上にミラーした full_numpy_bitmap_camel.npy:
https://drive.google.com/file/d/1ZUTfp7tbliCfEdhG8jT0xfCTu3ick4Ud/view?usp=sharing

In [8]:
# Download full_numpy_bitmap_camel.npy from GoogleDrive

MIRRORED_URL = ' https://drive.google.com/uc?id=1ZUTfp7tbliCfEdhG8jT0xfCTu3ick4Ud'

DATA_DIR = 'data'
!mkdir -p {DATA_DIR}

! (cd {DATA_DIR} ; gdown {MIRRORED_URL})
Downloading...
From: https://drive.google.com/uc?id=1ZUTfp7tbliCfEdhG8jT0xfCTu3ick4Ud
To: /content/data/full_numpy_bitmap_camel.npy
100% 95.2M/95.2M [00:00<00:00, 123MB/s] 
In [9]:
! ls -l {DATA_DIR}
total 92948
-rw-r--r-- 1 root root 95176896 Nov 22 15:20 full_numpy_bitmap_camel.npy

Check the Camel dataset

Camel データセットを確認する

In [10]:
# paths to all the image files.

import os
import glob
import numpy as np

data_path = os.path.join(DATA_DIR, 'full_numpy_bitmap_camel.npy')
data_raw = np.load(data_path)

print(data_raw.shape)

all_data = (data_raw.astype('float32') - 127.5) / 127.5  # [0, 255] --> [-1.0, 1.0]
all_data = all_data.reshape(all_data.shape[0], 28, 28, 1)

n_all_data = len(all_data)
print(n_all_data)
(121399, 784)
121399
In [11]:
# select some image files.

n_to_show = 10
selected_indices = np.random.choice(range(n_all_data), n_to_show)
selected_data = all_data[selected_indices]

print(selected_data.shape)
(10, 28, 28, 1)
In [12]:
# Display some images.
%matplotlib inline
import matplotlib.pyplot as plt

fig, ax = plt.subplots(1, n_to_show, figsize=(2.8 * n_to_show, 2.8))
for i, data in enumerate(selected_data):
    img = (data + 1) / 2
    img = img.reshape(28,28)  # (28,28,1) --> (28, 28)
    ax[i].imshow(img, cmap='gray')
    ax[i].axis('off')

plt.show()

Separate image files for train and test

画像ファイルを学習用とテスト用に分割する

In [13]:
split = 0.05

x_train = all_data[: -int(n_all_data * split)]
x_test = all_data[-int(n_all_data * split):]

print(x_train.shape)
print(x_test.shape)
(115330, 28, 28, 1)
(6069, 28, 28, 1)

Define the Neural Network Model

ニューラルネットワーク・モデルを定義する

In [14]:
from nw.GAN import GAN

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 [15]:
gan.discriminator.summary()
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 discriminator_input (InputL  [(None, 28, 28, 1)]      0         
 ayer)                                                           
                                                                 
 discriminator_conv_0 (Conv2  (None, 14, 14, 64)       1664      
 D)                                                              
                                                                 
 activation (Activation)     (None, 14, 14, 64)        0         
                                                                 
 dropout (Dropout)           (None, 14, 14, 64)        0         
                                                                 
 discriminator_conv_1 (Conv2  (None, 7, 7, 64)         102464    
 D)                                                              
                                                                 
 activation_1 (Activation)   (None, 7, 7, 64)          0         
                                                                 
 dropout_1 (Dropout)         (None, 7, 7, 64)          0         
                                                                 
 discriminator_conv_2 (Conv2  (None, 4, 4, 128)        204928    
 D)                                                              
                                                                 
 activation_2 (Activation)   (None, 4, 4, 128)         0         
                                                                 
 dropout_2 (Dropout)         (None, 4, 4, 128)         0         
                                                                 
 discriminator_conv_3 (Conv2  (None, 4, 4, 128)        409728    
 D)                                                              
                                                                 
 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 [16]:
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 (BatchN  (None, 3136)             12544     
 ormalization)                                                   
                                                                 
 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 (Batc  (None, 14, 14, 128)      512       
 hNormalization)                                                 
                                                                 
 activation_5 (Activation)   (None, 14, 14, 128)       0         
                                                                 
 up_sampling2d_1 (UpSampling  (None, 28, 28, 128)      0         
 2D)                                                             
                                                                 
 generator_conv_1 (Conv2D)   (None, 28, 28, 64)        204864    
                                                                 
 batch_normalization_2 (Batc  (None, 28, 28, 64)       256       
 hNormalization)                                                 
                                                                 
 activation_6 (Activation)   (None, 28, 28, 64)        0         
                                                                 
 generator_conv_2 (Conv2DTra  (None, 28, 28, 64)       102464    
 nspose)                                                         
                                                                 
 batch_normalization_3 (Batc  (None, 28, 28, 64)       256       
 hNormalization)                                                 
                                                                 
 activation_7 (Activation)   (None, 28, 28, 64)        0         
                                                                 
 generator_conv_3 (Conv2DTra  (None, 28, 28, 1)        1601      
 nspose)                                                         
                                                                 
 activation_8 (Activation)   (None, 28, 28, 1)         0         
                                                                 
=================================================================
Total params: 844,161
Trainable params: 837,377
Non-trainable params: 6,784
_________________________________________________________________

Training

学習

In [17]:
LEARNING_RATE = 0.0005
BATCH_SIZE = 64
In [18]:
MAX_EPOCHS = 4

At first, try training a small number of epoch.

まず、少ない回数だけ学習してみる

In [19]:
save_path1 = '/content/drive/MyDrive/ColabRun/GAN_Camel01'
In [20]:
gan.train(
    x_train,
    batch_size = BATCH_SIZE,
    epochs=3,
    run_folder=save_path1
)
1 [D loss: 0.719 R 0.700 F 0.737][D acc: 0.117 R 0.234 F 0.000][G loss: 0.666 acc: 1.000] 0:00:18.361476
2 [D loss: 1.294 R 0.619 F 1.969][D acc: 0.500 R 1.000 F 0.000][G loss: 0.647 acc: 1.000] 0:00:18.447547
3 [D loss: 0.668 R 0.641 F 0.694][D acc: 0.500 R 1.000 F 0.000][G loss: 0.613 acc: 1.000] 0:00:18.519547
In [21]:
print(gan.epoch)
3
In [22]:
# Train the model a little more
# もう少し学習を進めてみる

gan.train(
    x_train,
    batch_size = BATCH_SIZE,
    epochs = 10,
    run_folder = save_path1
)
4 [D loss: 0.658 R 0.618 F 0.697][D acc: 0.500 R 1.000 F 0.000][G loss: 0.557 acc: 1.000] 0:00:00.076358
5 [D loss: 0.633 R 0.564 F 0.701][D acc: 0.500 R 1.000 F 0.000][G loss: 0.406 acc: 1.000] 0:00:00.146730
6 [D loss: 0.596 R 0.426 F 0.766][D acc: 0.500 R 1.000 F 0.000][G loss: 0.185 acc: 1.000] 0:00:00.220313
7 [D loss: 0.677 R 0.211 F 1.143][D acc: 0.500 R 1.000 F 0.000][G loss: 0.301 acc: 1.000] 0:00:00.295547
8 [D loss: 0.668 R 0.310 F 1.025][D acc: 0.500 R 1.000 F 0.000][G loss: 0.399 acc: 1.000] 0:00:00.365424
9 [D loss: 0.723 R 0.376 F 1.070][D acc: 0.500 R 1.000 F 0.000][G loss: 0.547 acc: 1.000] 0:00:00.441662
10 [D loss: 0.686 R 0.458 F 0.913][D acc: 0.500 R 1.000 F 0.000][G loss: 0.610 acc: 1.000] 0:00:00.523697

Check the loss and accuracy of the training process.

学習過程のlossと精度を確認する

In [23]:
# Display the graph of losses in training
%matplotlib inline

gan.showLoss()
In [24]:
# Display the graph of accuracy in training.
%matplotlib inline

gan.showAcc()

Check the saved files

保存されているファイルを確認する

In [25]:
! ls -lR {save_path1}
/content/drive/MyDrive/ColabRun/GAN_Camel01:
total 1174
-rw------- 1 root root  87471 Nov 22 13:16 params_1000.pkl
-rw------- 1 root root   8396 Nov 22 13:15 params_100.pkl
-rw------- 1 root root   1016 Nov 22 15:20 params_10.pkl
-rw------- 1 root root 175475 Nov 22 13:18 params_2000.pkl
-rw------- 1 root root    442 Nov 22 15:20 params_3.pkl
-rw------- 1 root root 351483 Nov 22 13:20 params_4000.pkl
-rw------- 1 root root  43471 Nov 22 13:16 params_500.pkl
-rw------- 1 root root 527491 Nov 22 13:23 params_6000.pkl
-rw------- 1 root root   1016 Nov 22 15:20 params.pkl
drwx------ 2 root root   4096 Nov 22 15:20 weights

/content/drive/MyDrive/ColabRun/GAN_Camel01/weights:
total 111020
-rw------- 1 root root 2913592 Nov 22 13:16 discriminator-weights_1000.h5
-rw------- 1 root root 2913592 Nov 22 13:15 discriminator-weights_100.h5
-rw------- 1 root root 2913592 Nov 22 15:20 discriminator-weights_10.h5
-rw------- 1 root root 2913592 Nov 22 13:18 discriminator-weights_2000.h5
-rw------- 1 root root 2913592 Nov 22 15:20 discriminator-weights_3.h5
-rw------- 1 root root 2913592 Nov 22 13:20 discriminator-weights_4000.h5
-rw------- 1 root root 2913592 Nov 22 13:16 discriminator-weights_500.h5
-rw------- 1 root root 2913592 Nov 22 13:23 discriminator-weights_6000.h5
-rw------- 1 root root 2913592 Nov 22 15:20 discriminator-weights.h5
-rw------- 1 root root 3420944 Nov 22 13:16 generator-weights_1000.h5
-rw------- 1 root root 3420944 Nov 22 13:15 generator-weights_100.h5
-rw------- 1 root root 3420800 Nov 22 15:20 generator-weights_10.h5
-rw------- 1 root root 3420944 Nov 22 13:18 generator-weights_2000.h5
-rw------- 1 root root 3420800 Nov 22 15:20 generator-weights_3.h5
-rw------- 1 root root 3420944 Nov 22 13:20 generator-weights_4000.h5
-rw------- 1 root root 3420944 Nov 22 13:16 generator-weights_500.h5
-rw------- 1 root root 3420944 Nov 22 13:23 generator-weights_6000.h5
-rw------- 1 root root 3420800 Nov 22 15:20 generator-weights.h5
-rw------- 1 root root 6296328 Nov 22 13:16 weights_1000.h5
-rw------- 1 root root 6296328 Nov 22 13:15 weights_100.h5
-rw------- 1 root root 6296328 Nov 22 15:20 weights_10.h5
-rw------- 1 root root 6296328 Nov 22 13:18 weights_2000.h5
-rw------- 1 root root 6296328 Nov 22 15:20 weights_3.h5
-rw------- 1 root root 6296328 Nov 22 13:20 weights_4000.h5
-rw------- 1 root root 6296328 Nov 22 13:16 weights_500.h5
-rw------- 1 root root 6296328 Nov 22 13:23 weights_6000.h5
-rw------- 1 root root 6296328 Nov 22 15:20 weights.h5

Load the saved file and try further training.

Load the saved parameters and model weights, and try training further.

セーブしたファイルをロードして、さらに学習を進める

保存してあるパラメータとモデルの重みをロードして、追加の学習を試みる。

In [29]:
# Load the saved parameters and weights.
# 保存してある学習結果をロードする。

gan_work = GAN.load(save_path1)

# Display the epoch count of the model.
# training のepoch回数を表示する。

print(gan_work.epoch)
10
In [30]:
# Training in addition
# 追加で training する。

gan_work.train(
    x_train,
    batch_size = BATCH_SIZE,
    epochs = 100,
    run_folder = save_path1
)
11 [D loss: 2.874 R 0.474 F 5.274][D acc: 0.500 R 1.000 F 0.000][G loss: 0.609 acc: 1.000] 0:00:02.074458
12 [D loss: 0.612 R 0.450 F 0.773][D acc: 0.500 R 1.000 F 0.000][G loss: 0.611 acc: 1.000] 0:00:02.150539
13 [D loss: 0.607 R 0.415 F 0.799][D acc: 0.500 R 1.000 F 0.000][G loss: 0.616 acc: 1.000] 0:00:02.224499
14 [D loss: 0.579 R 0.363 F 0.795][D acc: 0.500 R 1.000 F 0.000][G loss: 0.629 acc: 1.000] 0:00:02.300022
15 [D loss: 0.546 R 0.306 F 0.785][D acc: 0.500 R 1.000 F 0.000][G loss: 0.643 acc: 1.000] 0:00:02.378579
16 [D loss: 0.500 R 0.226 F 0.774][D acc: 0.500 R 1.000 F 0.000][G loss: 0.655 acc: 1.000] 0:00:02.452946
17 [D loss: 0.454 R 0.154 F 0.755][D acc: 0.500 R 1.000 F 0.000][G loss: 0.674 acc: 1.000] 0:00:02.548717
18 [D loss: 0.398 R 0.072 F 0.725][D acc: 0.500 R 1.000 F 0.000][G loss: 0.691 acc: 0.766] 0:00:02.624110
19 [D loss: 0.362 R 0.026 F 0.698][D acc: 0.523 R 1.000 F 0.047][G loss: 0.705 acc: 0.000] 0:00:02.695926
20 [D loss: 0.345 R 0.009 F 0.680][D acc: 1.000 R 1.000 F 1.000][G loss: 0.742 acc: 0.000] 0:00:02.783846
21 [D loss: 0.325 R 0.005 F 0.645][D acc: 1.000 R 1.000 F 1.000][G loss: 0.922 acc: 0.000] 0:00:02.857696
22 [D loss: 0.257 R 0.001 F 0.513][D acc: 1.000 R 1.000 F 1.000][G loss: 1.842 acc: 0.000] 0:00:02.931887
23 [D loss: 0.289 R 0.006 F 0.572][D acc: 0.859 R 1.000 F 0.719][G loss: 7.917 acc: 0.000] 0:00:03.015184
24 [D loss: 1.790 R 3.149 F 0.431][D acc: 0.531 R 0.062 F 1.000][G loss: 1.204 acc: 0.000] 0:00:03.093734
25 [D loss: 0.247 R 0.004 F 0.491][D acc: 0.984 R 1.000 F 0.969][G loss: 0.546 acc: 0.703] 0:00:03.169031
26 [D loss: 0.904 R 0.002 F 1.806][D acc: 0.500 R 1.000 F 0.000][G loss: 0.575 acc: 0.828] 0:00:03.254866
27 [D loss: 0.754 R 0.065 F 1.443][D acc: 0.508 R 1.000 F 0.016][G loss: 0.674 acc: 0.641] 0:00:03.334769
28 [D loss: 0.781 R 0.251 F 1.311][D acc: 0.492 R 0.938 F 0.047][G loss: 0.830 acc: 0.141] 0:00:03.419883
29 [D loss: 0.618 R 0.392 F 0.845][D acc: 0.555 R 0.891 F 0.219][G loss: 0.768 acc: 0.250] 0:00:03.503162
30 [D loss: 0.519 R 0.358 F 0.680][D acc: 0.742 R 0.953 F 0.531][G loss: 0.631 acc: 0.750] 0:00:03.575848
31 [D loss: 0.367 R 0.238 F 0.497][D acc: 0.891 R 1.000 F 0.781][G loss: 0.361 acc: 0.969] 0:00:03.650663
32 [D loss: 0.378 R 0.248 F 0.509][D acc: 0.867 R 0.938 F 0.797][G loss: 0.210 acc: 0.984] 0:00:03.736369
33 [D loss: 0.167 R 0.184 F 0.150][D acc: 0.992 R 1.000 F 0.984][G loss: 0.047 acc: 1.000] 0:00:03.810635
34 [D loss: 0.135 R 0.076 F 0.194][D acc: 0.938 R 0.969 F 0.906][G loss: 0.041 acc: 1.000] 0:00:03.884898
35 [D loss: 0.241 R 0.133 F 0.349][D acc: 0.898 R 0.969 F 0.828][G loss: 0.078 acc: 1.000] 0:00:03.958258
36 [D loss: 0.431 R 0.550 F 0.312][D acc: 0.820 R 0.766 F 0.875][G loss: 0.003 acc: 1.000] 0:00:04.053414
37 [D loss: 0.136 R 0.006 F 0.265][D acc: 0.930 R 1.000 F 0.859][G loss: 0.005 acc: 1.000] 0:00:04.130776
38 [D loss: 0.277 R 0.077 F 0.476][D acc: 0.891 R 0.984 F 0.797][G loss: 0.062 acc: 1.000] 0:00:04.204110
39 [D loss: 0.368 R 0.349 F 0.386][D acc: 0.836 R 0.844 F 0.828][G loss: 0.019 acc: 1.000] 0:00:04.280325
40 [D loss: 0.157 R 0.062 F 0.253][D acc: 0.938 R 1.000 F 0.875][G loss: 0.085 acc: 1.000] 0:00:04.353925
41 [D loss: 0.953 R 0.301 F 1.605][D acc: 0.594 R 0.875 F 0.312][G loss: 0.578 acc: 0.844] 0:00:04.435647
42 [D loss: 0.954 R 0.855 F 1.053][D acc: 0.328 R 0.516 F 0.141][G loss: 0.711 acc: 0.422] 0:00:04.509116
43 [D loss: 0.589 R 0.355 F 0.823][D acc: 0.555 R 0.938 F 0.172][G loss: 0.861 acc: 0.000] 0:00:04.600301
44 [D loss: 0.470 R 0.333 F 0.607][D acc: 0.898 R 0.953 F 0.844][G loss: 1.070 acc: 0.000] 0:00:04.678762
45 [D loss: 0.344 R 0.134 F 0.555][D acc: 0.914 R 1.000 F 0.828][G loss: 1.434 acc: 0.000] 0:00:04.749846
46 [D loss: 0.322 R 0.149 F 0.495][D acc: 0.938 R 0.953 F 0.922][G loss: 2.104 acc: 0.000] 0:00:04.825849
47 [D loss: 0.304 R 0.044 F 0.564][D acc: 0.867 R 0.984 F 0.750][G loss: 3.140 acc: 0.000] 0:00:04.908714
48 [D loss: 0.693 R 0.132 F 1.254][D acc: 0.734 R 0.984 F 0.484][G loss: 2.245 acc: 0.000] 0:00:04.985574
49 [D loss: 0.671 R 0.360 F 0.982][D acc: 0.578 R 0.891 F 0.266][G loss: 2.955 acc: 0.000] 0:00:05.056635
50 [D loss: 0.245 R 0.358 F 0.133][D acc: 0.930 R 0.859 F 1.000][G loss: 3.638 acc: 0.000] 0:00:05.135518
51 [D loss: 0.144 R 0.126 F 0.163][D acc: 0.992 R 0.984 F 1.000][G loss: 2.227 acc: 0.000] 0:00:05.207430
52 [D loss: 0.308 R 0.202 F 0.413][D acc: 0.875 R 0.906 F 0.844][G loss: 1.544 acc: 0.219] 0:00:05.277434
53 [D loss: 0.675 R 0.090 F 1.260][D acc: 0.578 R 0.969 F 0.188][G loss: 6.270 acc: 0.000] 0:00:05.359146
54 [D loss: 0.731 R 1.397 F 0.064][D acc: 0.625 R 0.250 F 1.000][G loss: 1.737 acc: 0.047] 0:00:05.449254
55 [D loss: 0.127 R 0.197 F 0.057][D acc: 0.969 R 0.938 F 1.000][G loss: 0.881 acc: 0.438] 0:00:05.528307
56 [D loss: 0.044 R 0.066 F 0.021][D acc: 0.992 R 0.984 F 1.000][G loss: 0.232 acc: 0.969] 0:00:05.606547
57 [D loss: 0.048 R 0.083 F 0.012][D acc: 0.984 R 0.969 F 1.000][G loss: 0.071 acc: 1.000] 0:00:05.683062
58 [D loss: 0.067 R 0.119 F 0.016][D acc: 0.977 R 0.953 F 1.000][G loss: 0.040 acc: 1.000] 0:00:05.753690
59 [D loss: 0.044 R 0.069 F 0.020][D acc: 0.992 R 0.984 F 1.000][G loss: 0.055 acc: 1.000] 0:00:05.827500
60 [D loss: 0.019 R 0.017 F 0.021][D acc: 1.000 R 1.000 F 1.000][G loss: 0.048 acc: 1.000] 0:00:05.900269
61 [D loss: 0.016 R 0.005 F 0.027][D acc: 1.000 R 1.000 F 1.000][G loss: 0.123 acc: 0.969] 0:00:05.971907
62 [D loss: 0.214 R 0.013 F 0.415][D acc: 0.898 R 1.000 F 0.797][G loss: 4.398 acc: 0.000] 0:00:06.046029
63 [D loss: 1.206 R 1.393 F 1.020][D acc: 0.305 R 0.469 F 0.141][G loss: 2.420 acc: 0.031] 0:00:06.121777
64 [D loss: 0.083 R 0.102 F 0.064][D acc: 1.000 R 1.000 F 1.000][G loss: 0.917 acc: 0.500] 0:00:06.199235
65 [D loss: 1.381 R 0.083 F 2.678][D acc: 0.484 R 0.969 F 0.000][G loss: 1.120 acc: 0.109] 0:00:06.307239
66 [D loss: 0.639 R 0.510 F 0.768][D acc: 0.555 R 0.766 F 0.344][G loss: 0.915 acc: 0.266] 0:00:06.431293
67 [D loss: 0.517 R 0.356 F 0.678][D acc: 0.758 R 0.984 F 0.531][G loss: 1.144 acc: 0.031] 0:00:06.510260
68 [D loss: 0.535 R 0.398 F 0.672][D acc: 0.711 R 0.922 F 0.500][G loss: 1.231 acc: 0.000] 0:00:06.584316
69 [D loss: 0.578 R 0.520 F 0.636][D acc: 0.688 R 0.781 F 0.594][G loss: 0.885 acc: 0.172] 0:00:06.655900
70 [D loss: 0.424 R 0.285 F 0.563][D acc: 0.836 R 0.984 F 0.688][G loss: 1.191 acc: 0.016] 0:00:06.730511
71 [D loss: 0.701 R 0.797 F 0.604][D acc: 0.734 R 0.828 F 0.641][G loss: 0.651 acc: 0.641] 0:00:06.802560
72 [D loss: 0.508 R 0.423 F 0.592][D acc: 0.805 R 0.953 F 0.656][G loss: 1.025 acc: 0.078] 0:00:06.877083
73 [D loss: 0.750 R 0.637 F 0.863][D acc: 0.578 R 0.844 F 0.312][G loss: 0.854 acc: 0.109] 0:00:06.953352
74 [D loss: 0.434 R 0.351 F 0.517][D acc: 0.867 R 0.938 F 0.797][G loss: 1.029 acc: 0.047] 0:00:07.025127
75 [D loss: 0.718 R 0.577 F 0.859][D acc: 0.578 R 0.828 F 0.328][G loss: 0.948 acc: 0.047] 0:00:07.096671
76 [D loss: 0.428 R 0.378 F 0.478][D acc: 0.930 R 0.922 F 0.938][G loss: 1.128 acc: 0.031] 0:00:07.168202
77 [D loss: 0.638 R 0.346 F 0.929][D acc: 0.617 R 0.906 F 0.328][G loss: 1.252 acc: 0.000] 0:00:07.242227
78 [D loss: 0.679 R 0.710 F 0.647][D acc: 0.633 R 0.641 F 0.625][G loss: 0.782 acc: 0.203] 0:00:07.314119
79 [D loss: 0.367 R 0.220 F 0.513][D acc: 0.930 R 0.984 F 0.875][G loss: 1.207 acc: 0.000] 0:00:07.391873
80 [D loss: 0.488 R 0.260 F 0.716][D acc: 0.758 R 0.969 F 0.547][G loss: 1.532 acc: 0.000] 0:00:07.483895
81 [D loss: 0.651 R 0.633 F 0.668][D acc: 0.656 R 0.672 F 0.641][G loss: 1.109 acc: 0.000] 0:00:07.562666
82 [D loss: 0.309 R 0.128 F 0.490][D acc: 0.961 R 0.984 F 0.938][G loss: 1.445 acc: 0.000] 0:00:07.636396
83 [D loss: 0.308 R 0.213 F 0.403][D acc: 0.977 R 0.969 F 0.984][G loss: 2.004 acc: 0.000] 0:00:07.719164
84 [D loss: 0.321 R 0.215 F 0.428][D acc: 0.930 R 0.922 F 0.938][G loss: 2.408 acc: 0.000] 0:00:07.790836
85 [D loss: 0.306 R 0.259 F 0.353][D acc: 0.930 R 0.906 F 0.953][G loss: 2.227 acc: 0.000] 0:00:07.865563
86 [D loss: 0.230 R 0.037 F 0.423][D acc: 0.914 R 1.000 F 0.828][G loss: 4.328 acc: 0.000] 0:00:07.956257
87 [D loss: 1.097 R 1.813 F 0.382][D acc: 0.648 R 0.297 F 1.000][G loss: 1.271 acc: 0.047] 0:00:08.031191
88 [D loss: 0.418 R 0.004 F 0.831][D acc: 0.773 R 1.000 F 0.547][G loss: 1.368 acc: 0.016] 0:00:08.105510
89 [D loss: 0.481 R 0.053 F 0.908][D acc: 0.648 R 0.969 F 0.328][G loss: 1.678 acc: 0.000] 0:00:08.178031
90 [D loss: 0.407 R 0.272 F 0.543][D acc: 0.844 R 0.906 F 0.781][G loss: 1.728 acc: 0.000] 0:00:08.258194
91 [D loss: 0.561 R 0.347 F 0.776][D acc: 0.680 R 0.844 F 0.516][G loss: 2.044 acc: 0.000] 0:00:08.331403
92 [D loss: 0.496 R 0.697 F 0.295][D acc: 0.781 R 0.562 F 1.000][G loss: 1.759 acc: 0.000] 0:00:08.402922
93 [D loss: 0.414 R 0.189 F 0.639][D acc: 0.844 R 0.984 F 0.703][G loss: 2.053 acc: 0.000] 0:00:08.485194
94 [D loss: 0.375 R 0.312 F 0.439][D acc: 0.859 R 0.859 F 0.859][G loss: 1.888 acc: 0.016] 0:00:08.560134
95 [D loss: 0.311 R 0.259 F 0.364][D acc: 0.922 R 0.906 F 0.938][G loss: 1.357 acc: 0.188] 0:00:08.633112
96 [D loss: 2.089 R 0.274 F 3.903][D acc: 0.461 R 0.891 F 0.031][G loss: 7.056 acc: 0.000] 0:00:08.715767
97 [D loss: 0.587 R 0.877 F 0.298][D acc: 0.773 R 0.547 F 1.000][G loss: 0.678 acc: 0.531] 0:00:08.794403
98 [D loss: 0.328 R 0.178 F 0.479][D acc: 0.898 R 0.984 F 0.812][G loss: 0.715 acc: 0.594] 0:00:08.873206
99 [D loss: 1.069 R 0.323 F 1.815][D acc: 0.453 R 0.875 F 0.031][G loss: 1.352 acc: 0.031] 0:00:08.948090
100 [D loss: 0.853 R 0.849 F 0.858][D acc: 0.367 R 0.500 F 0.234][G loss: 0.785 acc: 0.203] 0:00:09.020536
In [31]:
# Training in addition
# 追加で training する。

gan_work.train(
    x_train,
    batch_size = BATCH_SIZE,
    epochs = 500,
    run_folder = save_path1,
    print_every_n_batches = 2000
)
101 [D loss: 0.650 R 0.543 F 0.756][D acc: 0.664 R 0.828 F 0.500][G loss: 0.880 acc: 0.109] 0:00:00.094852
102 [D loss: 0.624 R 0.522 F 0.727][D acc: 0.664 R 0.844 F 0.484][G loss: 0.899 acc: 0.141] 0:00:00.171586
103 [D loss: 0.592 R 0.451 F 0.732][D acc: 0.688 R 0.906 F 0.469][G loss: 0.900 acc: 0.172] 0:00:00.253105
104 [D loss: 0.665 R 0.565 F 0.765][D acc: 0.602 R 0.797 F 0.406][G loss: 0.902 acc: 0.031] 0:00:00.328818
105 [D loss: 0.577 R 0.450 F 0.703][D acc: 0.680 R 0.828 F 0.531][G loss: 1.014 acc: 0.047] 0:00:00.402697
106 [D loss: 0.670 R 0.560 F 0.781][D acc: 0.594 R 0.797 F 0.391][G loss: 0.989 acc: 0.000] 0:00:00.475427
107 [D loss: 0.674 R 0.570 F 0.778][D acc: 0.562 R 0.734 F 0.391][G loss: 0.968 acc: 0.031] 0:00:00.556540
108 [D loss: 0.683 R 0.569 F 0.797][D acc: 0.547 R 0.719 F 0.375][G loss: 0.989 acc: 0.016] 0:00:00.628548
109 [D loss: 0.678 R 0.649 F 0.706][D acc: 0.594 R 0.703 F 0.484][G loss: 0.959 acc: 0.047] 0:00:00.706406
110 [D loss: 0.629 R 0.588 F 0.670][D acc: 0.672 R 0.719 F 0.625][G loss: 1.004 acc: 0.000] 0:00:00.780564
111 [D loss: 0.719 R 0.632 F 0.806][D acc: 0.445 R 0.625 F 0.266][G loss: 0.885 acc: 0.078] 0:00:00.855843
112 [D loss: 0.708 R 0.681 F 0.736][D acc: 0.492 R 0.547 F 0.438][G loss: 0.795 acc: 0.234] 0:00:00.927096
113 [D loss: 0.682 R 0.638 F 0.725][D acc: 0.570 R 0.719 F 0.422][G loss: 0.785 acc: 0.188] 0:00:01.008001
114 [D loss: 0.680 R 0.578 F 0.782][D acc: 0.578 R 0.812 F 0.344][G loss: 0.763 acc: 0.375] 0:00:01.087455
115 [D loss: 0.657 R 0.578 F 0.736][D acc: 0.602 R 0.812 F 0.391][G loss: 0.788 acc: 0.266] 0:00:01.165658
116 [D loss: 0.668 R 0.592 F 0.744][D acc: 0.586 R 0.672 F 0.500][G loss: 0.729 acc: 0.453] 0:00:01.247448
117 [D loss: 0.619 R 0.523 F 0.715][D acc: 0.656 R 0.844 F 0.469][G loss: 0.756 acc: 0.297] 0:00:01.320741
118 [D loss: 0.687 R 0.541 F 0.833][D acc: 0.516 R 0.812 F 0.219][G loss: 0.795 acc: 0.250] 0:00:01.393282
119 [D loss: 0.646 R 0.547 F 0.745][D acc: 0.648 R 0.828 F 0.469][G loss: 0.896 acc: 0.125] 0:00:01.480339
120 [D loss: 0.657 R 0.480 F 0.835][D acc: 0.602 R 0.891 F 0.312][G loss: 0.958 acc: 0.016] 0:00:01.552717
121 [D loss: 0.696 R 0.609 F 0.782][D acc: 0.484 R 0.625 F 0.344][G loss: 0.909 acc: 0.031] 0:00:01.623468
122 [D loss: 0.706 R 0.634 F 0.779][D acc: 0.484 R 0.625 F 0.344][G loss: 0.851 acc: 0.062] 0:00:01.702258
123 [D loss: 0.664 R 0.645 F 0.683][D acc: 0.633 R 0.656 F 0.609][G loss: 0.851 acc: 0.062] 0:00:01.790175
124 [D loss: 0.651 R 0.563 F 0.740][D acc: 0.617 R 0.688 F 0.547][G loss: 0.829 acc: 0.031] 0:00:01.866548
125 [D loss: 0.645 R 0.670 F 0.621][D acc: 0.656 R 0.469 F 0.844][G loss: 0.865 acc: 0.078] 0:00:01.946660
126 [D loss: 0.626 R 0.542 F 0.710][D acc: 0.656 R 0.781 F 0.531][G loss: 0.846 acc: 0.094] 0:00:02.042157
127 [D loss: 0.663 R 0.579 F 0.746][D acc: 0.594 R 0.734 F 0.453][G loss: 0.871 acc: 0.109] 0:00:02.118976
128 [D loss: 0.607 R 0.610 F 0.604][D acc: 0.734 R 0.672 F 0.797][G loss: 1.054 acc: 0.016] 0:00:02.195400
129 [D loss: 0.617 R 0.548 F 0.686][D acc: 0.617 R 0.703 F 0.531][G loss: 0.965 acc: 0.125] 0:00:02.266906
130 [D loss: 0.662 R 0.489 F 0.836][D acc: 0.602 R 0.797 F 0.406][G loss: 1.048 acc: 0.000] 0:00:02.341456
131 [D loss: 0.627 R 0.597 F 0.657][D acc: 0.664 R 0.625 F 0.703][G loss: 0.896 acc: 0.000] 0:00:02.417616
132 [D loss: 0.540 R 0.421 F 0.658][D acc: 0.734 R 0.781 F 0.688][G loss: 1.009 acc: 0.016] 0:00:02.491718
133 [D loss: 0.511 R 0.325 F 0.696][D acc: 0.781 R 0.859 F 0.703][G loss: 1.162 acc: 0.000] 0:00:02.567913
134 [D loss: 0.543 R 0.399 F 0.687][D acc: 0.719 R 0.797 F 0.641][G loss: 1.185 acc: 0.000] 0:00:02.651503
135 [D loss: 0.572 R 0.536 F 0.607][D acc: 0.711 R 0.656 F 0.766][G loss: 1.141 acc: 0.000] 0:00:02.725706
136 [D loss: 0.475 R 0.350 F 0.600][D acc: 0.820 R 0.859 F 0.781][G loss: 1.271 acc: 0.000] 0:00:02.801431
137 [D loss: 0.646 R 0.526 F 0.767][D acc: 0.664 R 0.703 F 0.625][G loss: 0.983 acc: 0.031] 0:00:02.877976
138 [D loss: 0.602 R 0.598 F 0.607][D acc: 0.727 R 0.688 F 0.766][G loss: 1.171 acc: 0.016] 0:00:02.951717
139 [D loss: 0.635 R 0.446 F 0.825][D acc: 0.594 R 0.797 F 0.391][G loss: 1.039 acc: 0.016] 0:00:03.055956
140 [D loss: 0.799 R 0.614 F 0.984][D acc: 0.508 R 0.656 F 0.359][G loss: 1.018 acc: 0.000] 0:00:03.138119
141 [D loss: 0.674 R 0.672 F 0.677][D acc: 0.602 R 0.609 F 0.594][G loss: 0.939 acc: 0.031] 0:00:03.215289
142 [D loss: 0.646 R 0.542 F 0.749][D acc: 0.633 R 0.703 F 0.562][G loss: 0.939 acc: 0.031] 0:00:03.299759
143 [D loss: 0.644 R 0.527 F 0.760][D acc: 0.656 R 0.734 F 0.578][G loss: 0.922 acc: 0.109] 0:00:03.389522
144 [D loss: 0.665 R 0.566 F 0.764][D acc: 0.609 R 0.688 F 0.531][G loss: 0.850 acc: 0.203] 0:00:03.467650
145 [D loss: 0.678 R 0.580 F 0.775][D acc: 0.547 R 0.672 F 0.422][G loss: 0.831 acc: 0.312] 0:00:03.545199
146 [D loss: 0.924 R 0.599 F 1.249][D acc: 0.430 R 0.609 F 0.250][G loss: 0.904 acc: 0.078] 0:00:03.618377
147 [D loss: 0.707 R 0.723 F 0.692][D acc: 0.523 R 0.422 F 0.625][G loss: 0.827 acc: 0.125] 0:00:03.690434
148 [D loss: 0.706 R 0.712 F 0.700][D acc: 0.508 R 0.422 F 0.594][G loss: 0.843 acc: 0.094] 0:00:03.761683
149 [D loss: 0.706 R 0.712 F 0.700][D acc: 0.492 R 0.422 F 0.562][G loss: 0.779 acc: 0.156] 0:00:03.838456
150 [D loss: 0.698 R 0.666 F 0.731][D acc: 0.523 R 0.578 F 0.469][G loss: 0.831 acc: 0.078] 0:00:03.923601
151 [D loss: 0.677 R 0.690 F 0.664][D acc: 0.578 R 0.516 F 0.641][G loss: 0.780 acc: 0.125] 0:00:03.996135
152 [D loss: 0.674 R 0.676 F 0.673][D acc: 0.586 R 0.516 F 0.656][G loss: 0.816 acc: 0.156] 0:00:04.087542
153 [D loss: 0.705 R 0.710 F 0.699][D acc: 0.477 R 0.422 F 0.531][G loss: 0.806 acc: 0.047] 0:00:04.175716
154 [D loss: 0.682 R 0.684 F 0.681][D acc: 0.570 R 0.609 F 0.531][G loss: 0.835 acc: 0.109] 0:00:04.248179
155 [D loss: 0.702 R 0.711 F 0.693][D acc: 0.477 R 0.406 F 0.547][G loss: 0.828 acc: 0.188] 0:00:04.337122
156 [D loss: 0.696 R 0.737 F 0.655][D acc: 0.523 R 0.328 F 0.719][G loss: 0.817 acc: 0.062] 0:00:04.423425
157 [D loss: 0.708 R 0.717 F 0.698][D acc: 0.477 R 0.438 F 0.516][G loss: 0.758 acc: 0.172] 0:00:04.497650
158 [D loss: 0.696 R 0.680 F 0.712][D acc: 0.461 R 0.484 F 0.438][G loss: 0.772 acc: 0.062] 0:00:04.584704
159 [D loss: 0.686 R 0.682 F 0.690][D acc: 0.531 R 0.500 F 0.562][G loss: 0.794 acc: 0.031] 0:00:04.670597
160 [D loss: 0.704 R 0.716 F 0.692][D acc: 0.484 R 0.406 F 0.562][G loss: 0.774 acc: 0.047] 0:00:04.743695
161 [D loss: 0.673 R 0.676 F 0.671][D acc: 0.617 R 0.562 F 0.672][G loss: 0.806 acc: 0.047] 0:00:04.839447
162 [D loss: 0.686 R 0.698 F 0.673][D acc: 0.555 R 0.453 F 0.656][G loss: 0.800 acc: 0.062] 0:00:04.918681
163 [D loss: 0.681 R 0.683 F 0.679][D acc: 0.586 R 0.562 F 0.609][G loss: 0.823 acc: 0.031] 0:00:04.990308
164 [D loss: 0.684 R 0.706 F 0.662][D acc: 0.586 R 0.438 F 0.734][G loss: 0.805 acc: 0.109] 0:00:05.074145
165 [D loss: 0.716 R 0.740 F 0.693][D acc: 0.492 R 0.391 F 0.594][G loss: 0.823 acc: 0.078] 0:00:05.147662
166 [D loss: 0.701 R 0.701 F 0.701][D acc: 0.500 R 0.469 F 0.531][G loss: 0.759 acc: 0.125] 0:00:05.240304
167 [D loss: 0.671 R 0.618 F 0.725][D acc: 0.570 R 0.719 F 0.422][G loss: 0.790 acc: 0.109] 0:00:05.367012
168 [D loss: 0.669 R 0.631 F 0.708][D acc: 0.617 R 0.719 F 0.516][G loss: 0.813 acc: 0.109] 0:00:05.454408
169 [D loss: 0.682 R 0.674 F 0.691][D acc: 0.531 R 0.531 F 0.531][G loss: 0.784 acc: 0.109] 0:00:05.535328
170 [D loss: 0.682 R 0.624 F 0.740][D acc: 0.562 R 0.734 F 0.391][G loss: 0.812 acc: 0.062] 0:00:05.609919
171 [D loss: 0.659 R 0.625 F 0.692][D acc: 0.648 R 0.703 F 0.594][G loss: 0.827 acc: 0.078] 0:00:05.685636
172 [D loss: 0.692 R 0.617 F 0.767][D acc: 0.562 R 0.656 F 0.469][G loss: 0.852 acc: 0.016] 0:00:05.761281
173 [D loss: 0.692 R 0.704 F 0.679][D acc: 0.531 R 0.406 F 0.656][G loss: 0.796 acc: 0.062] 0:00:05.835500
174 [D loss: 0.682 R 0.687 F 0.678][D acc: 0.609 R 0.531 F 0.688][G loss: 0.796 acc: 0.109] 0:00:05.910987
175 [D loss: 0.691 R 0.641 F 0.740][D acc: 0.523 R 0.609 F 0.438][G loss: 0.820 acc: 0.016] 0:00:05.983477
176 [D loss: 0.675 R 0.664 F 0.686][D acc: 0.617 R 0.562 F 0.672][G loss: 0.810 acc: 0.016] 0:00:06.072156
177 [D loss: 0.709 R 0.653 F 0.764][D acc: 0.531 R 0.641 F 0.422][G loss: 0.784 acc: 0.141] 0:00:06.145358
178 [D loss: 0.663 R 0.656 F 0.671][D acc: 0.578 R 0.531 F 0.625][G loss: 0.795 acc: 0.141] 0:00:06.216689
179 [D loss: 0.685 R 0.649 F 0.720][D acc: 0.586 R 0.625 F 0.547][G loss: 0.974 acc: 0.016] 0:00:06.292013
180 [D loss: 0.726 R 0.771 F 0.682][D acc: 0.461 R 0.266 F 0.656][G loss: 0.825 acc: 0.000] 0:00:06.364637
181 [D loss: 0.695 R 0.666 F 0.724][D acc: 0.500 R 0.500 F 0.500][G loss: 0.767 acc: 0.109] 0:00:06.439132
182 [D loss: 0.687 R 0.657 F 0.717][D acc: 0.547 R 0.547 F 0.547][G loss: 0.772 acc: 0.047] 0:00:06.517163
183 [D loss: 0.691 R 0.672 F 0.709][D acc: 0.523 R 0.531 F 0.516][G loss: 0.773 acc: 0.109] 0:00:06.594004
184 [D loss: 0.690 R 0.691 F 0.689][D acc: 0.547 R 0.500 F 0.594][G loss: 0.769 acc: 0.078] 0:00:06.670396
185 [D loss: 0.704 R 0.692 F 0.716][D acc: 0.477 R 0.406 F 0.547][G loss: 0.751 acc: 0.062] 0:00:06.750916
186 [D loss: 0.697 R 0.707 F 0.687][D acc: 0.492 R 0.359 F 0.625][G loss: 0.746 acc: 0.141] 0:00:06.824790
187 [D loss: 0.684 R 0.689 F 0.680][D acc: 0.562 R 0.438 F 0.688][G loss: 0.768 acc: 0.016] 0:00:06.920766
188 [D loss: 0.702 R 0.715 F 0.690][D acc: 0.562 R 0.453 F 0.672][G loss: 0.763 acc: 0.078] 0:00:06.995319
189 [D loss: 0.685 R 0.677 F 0.694][D acc: 0.570 R 0.578 F 0.562][G loss: 0.767 acc: 0.078] 0:00:07.073661
190 [D loss: 0.697 R 0.688 F 0.706][D acc: 0.492 R 0.469 F 0.516][G loss: 0.765 acc: 0.125] 0:00:07.149165
191 [D loss: 0.691 R 0.710 F 0.672][D acc: 0.523 R 0.375 F 0.672][G loss: 0.759 acc: 0.141] 0:00:07.224052
192 [D loss: 0.681 R 0.693 F 0.670][D acc: 0.539 R 0.500 F 0.578][G loss: 0.764 acc: 0.078] 0:00:07.297199
193 [D loss: 0.692 R 0.701 F 0.682][D acc: 0.477 R 0.359 F 0.594][G loss: 0.770 acc: 0.078] 0:00:07.370811
194 [D loss: 0.692 R 0.688 F 0.695][D acc: 0.508 R 0.500 F 0.516][G loss: 0.754 acc: 0.125] 0:00:07.451899
195 [D loss: 0.685 R 0.698 F 0.672][D acc: 0.539 R 0.406 F 0.672][G loss: 0.749 acc: 0.094] 0:00:07.531832
196 [D loss: 0.703 R 0.693 F 0.713][D acc: 0.477 R 0.453 F 0.500][G loss: 0.746 acc: 0.078] 0:00:07.603594
197 [D loss: 0.676 R 0.691 F 0.662][D acc: 0.547 R 0.453 F 0.641][G loss: 0.807 acc: 0.109] 0:00:07.679901
198 [D loss: 0.704 R 0.753 F 0.655][D acc: 0.578 R 0.297 F 0.859][G loss: 0.855 acc: 0.000] 0:00:07.752699
199 [D loss: 0.701 R 0.722 F 0.681][D acc: 0.531 R 0.391 F 0.672][G loss: 0.763 acc: 0.031] 0:00:07.826332
200 [D loss: 0.676 R 0.584 F 0.769][D acc: 0.633 R 0.844 F 0.422][G loss: 0.780 acc: 0.016] 0:00:07.906555
201 [D loss: 0.681 R 0.642 F 0.720][D acc: 0.625 R 0.672 F 0.578][G loss: 0.764 acc: 0.109] 0:00:07.979738
202 [D loss: 0.697 R 0.623 F 0.772][D acc: 0.539 R 0.703 F 0.375][G loss: 0.753 acc: 0.125] 0:00:08.063090
203 [D loss: 0.683 R 0.633 F 0.732][D acc: 0.555 R 0.688 F 0.422][G loss: 0.758 acc: 0.094] 0:00:08.153004
204 [D loss: 0.676 R 0.602 F 0.750][D acc: 0.602 R 0.859 F 0.344][G loss: 0.760 acc: 0.125] 0:00:08.225718
205 [D loss: 0.677 R 0.653 F 0.701][D acc: 0.562 R 0.578 F 0.547][G loss: 0.798 acc: 0.078] 0:00:08.297979
206 [D loss: 0.712 R 0.647 F 0.777][D acc: 0.492 R 0.656 F 0.328][G loss: 0.755 acc: 0.094] 0:00:08.381560
207 [D loss: 0.669 R 0.670 F 0.667][D acc: 0.617 R 0.547 F 0.688][G loss: 0.769 acc: 0.156] 0:00:08.457808
208 [D loss: 0.669 R 0.625 F 0.713][D acc: 0.570 R 0.656 F 0.484][G loss: 0.840 acc: 0.016] 0:00:08.530934
209 [D loss: 0.647 R 0.672 F 0.622][D acc: 0.688 R 0.547 F 0.828][G loss: 0.963 acc: 0.078] 0:00:08.604990
210 [D loss: 0.694 R 0.659 F 0.729][D acc: 0.539 R 0.531 F 0.547][G loss: 0.786 acc: 0.109] 0:00:08.680431
211 [D loss: 0.685 R 0.644 F 0.726][D acc: 0.547 R 0.625 F 0.469][G loss: 0.861 acc: 0.078] 0:00:08.757318
212 [D loss: 0.611 R 0.680 F 0.542][D acc: 0.711 R 0.500 F 0.922][G loss: 1.057 acc: 0.078] 0:00:08.830936
213 [D loss: 0.712 R 0.651 F 0.773][D acc: 0.547 R 0.656 F 0.438][G loss: 0.936 acc: 0.031] 0:00:08.908412
214 [D loss: 0.698 R 0.662 F 0.734][D acc: 0.594 R 0.594 F 0.594][G loss: 0.852 acc: 0.062] 0:00:08.980039
215 [D loss: 0.677 R 0.636 F 0.718][D acc: 0.578 R 0.672 F 0.484][G loss: 0.789 acc: 0.141] 0:00:09.056025
216 [D loss: 0.679 R 0.647 F 0.711][D acc: 0.609 R 0.641 F 0.578][G loss: 0.797 acc: 0.203] 0:00:09.136810
217 [D loss: 0.669 R 0.619 F 0.719][D acc: 0.617 R 0.734 F 0.500][G loss: 0.793 acc: 0.188] 0:00:09.212839
218 [D loss: 0.685 R 0.643 F 0.727][D acc: 0.578 R 0.703 F 0.453][G loss: 0.780 acc: 0.188] 0:00:09.289696
219 [D loss: 0.679 R 0.633 F 0.724][D acc: 0.625 R 0.734 F 0.516][G loss: 0.823 acc: 0.172] 0:00:09.363290
220 [D loss: 0.678 R 0.686 F 0.671][D acc: 0.586 R 0.562 F 0.609][G loss: 0.871 acc: 0.094] 0:00:09.445835
221 [D loss: 0.659 R 0.675 F 0.643][D acc: 0.641 R 0.562 F 0.719][G loss: 0.947 acc: 0.078] 0:00:09.523291
222 [D loss: 0.689 R 0.694 F 0.683][D acc: 0.570 R 0.516 F 0.625][G loss: 0.928 acc: 0.078] 0:00:09.598733
223 [D loss: 0.702 R 0.701 F 0.703][D acc: 0.461 R 0.469 F 0.453][G loss: 0.782 acc: 0.219] 0:00:09.670105
224 [D loss: 0.672 R 0.640 F 0.705][D acc: 0.594 R 0.672 F 0.516][G loss: 0.824 acc: 0.078] 0:00:09.745817
225 [D loss: 0.619 R 0.612 F 0.627][D acc: 0.766 R 0.828 F 0.703][G loss: 0.833 acc: 0.156] 0:00:09.818935
226 [D loss: 0.689 R 0.695 F 0.684][D acc: 0.602 R 0.594 F 0.609][G loss: 0.779 acc: 0.219] 0:00:09.891769
227 [D loss: 0.705 R 0.625 F 0.786][D acc: 0.484 R 0.672 F 0.297][G loss: 0.775 acc: 0.250] 0:00:09.969763
228 [D loss: 0.653 R 0.618 F 0.689][D acc: 0.633 R 0.672 F 0.594][G loss: 0.774 acc: 0.297] 0:00:10.048483
229 [D loss: 0.677 R 0.649 F 0.705][D acc: 0.562 R 0.609 F 0.516][G loss: 0.777 acc: 0.219] 0:00:10.123863
230 [D loss: 0.683 R 0.633 F 0.732][D acc: 0.586 R 0.625 F 0.547][G loss: 0.819 acc: 0.125] 0:00:10.202326
231 [D loss: 0.637 R 0.604 F 0.669][D acc: 0.680 R 0.734 F 0.625][G loss: 0.842 acc: 0.109] 0:00:10.273901
232 [D loss: 0.661 R 0.634 F 0.687][D acc: 0.602 R 0.609 F 0.594][G loss: 0.963 acc: 0.094] 0:00:10.344482
233 [D loss: 0.665 R 0.687 F 0.643][D acc: 0.594 R 0.500 F 0.688][G loss: 1.110 acc: 0.000] 0:00:10.420524
234 [D loss: 0.689 R 0.700 F 0.678][D acc: 0.531 R 0.531 F 0.531][G loss: 0.805 acc: 0.188] 0:00:10.495062
235 [D loss: 0.700 R 0.633 F 0.766][D acc: 0.539 R 0.656 F 0.422][G loss: 0.777 acc: 0.234] 0:00:10.568458
236 [D loss: 0.676 R 0.624 F 0.728][D acc: 0.531 R 0.641 F 0.422][G loss: 0.813 acc: 0.109] 0:00:10.649454
237 [D loss: 0.658 R 0.653 F 0.662][D acc: 0.617 R 0.578 F 0.656][G loss: 0.818 acc: 0.188] 0:00:10.726864
238 [D loss: 0.649 R 0.614 F 0.684][D acc: 0.656 R 0.688 F 0.625][G loss: 0.866 acc: 0.141] 0:00:10.797018
239 [D loss: 0.698 R 0.609 F 0.788][D acc: 0.531 R 0.703 F 0.359][G loss: 0.821 acc: 0.234] 0:00:10.879713
240 [D loss: 0.654 R 0.612 F 0.695][D acc: 0.617 R 0.625 F 0.609][G loss: 0.849 acc: 0.266] 0:00:10.953340
241 [D loss: 0.650 R 0.620 F 0.680][D acc: 0.664 R 0.656 F 0.672][G loss: 1.006 acc: 0.031] 0:00:11.027230
242 [D loss: 0.692 R 0.684 F 0.699][D acc: 0.547 R 0.469 F 0.625][G loss: 1.009 acc: 0.000] 0:00:11.105090
243 [D loss: 0.694 R 0.648 F 0.741][D acc: 0.562 R 0.625 F 0.500][G loss: 0.845 acc: 0.094] 0:00:11.200449
244 [D loss: 0.646 R 0.636 F 0.656][D acc: 0.672 R 0.672 F 0.672][G loss: 0.850 acc: 0.172] 0:00:11.274083
245 [D loss: 0.654 R 0.631 F 0.676][D acc: 0.609 R 0.609 F 0.609][G loss: 0.941 acc: 0.094] 0:00:11.347618
246 [D loss: 0.654 R 0.583 F 0.725][D acc: 0.688 R 0.703 F 0.672][G loss: 0.952 acc: 0.094] 0:00:11.450371
247 [D loss: 0.675 R 0.682 F 0.667][D acc: 0.562 R 0.562 F 0.562][G loss: 0.939 acc: 0.062] 0:00:11.523269
248 [D loss: 0.650 R 0.619 F 0.681][D acc: 0.656 R 0.672 F 0.641][G loss: 0.980 acc: 0.125] 0:00:11.597964
249 [D loss: 0.680 R 0.659 F 0.700][D acc: 0.586 R 0.562 F 0.609][G loss: 0.864 acc: 0.125] 0:00:11.671227
250 [D loss: 0.678 R 0.661 F 0.695][D acc: 0.602 R 0.625 F 0.578][G loss: 0.908 acc: 0.078] 0:00:11.742530
251 [D loss: 0.671 R 0.609 F 0.734][D acc: 0.617 R 0.703 F 0.531][G loss: 0.873 acc: 0.094] 0:00:11.817660
252 [D loss: 0.698 R 0.692 F 0.704][D acc: 0.531 R 0.547 F 0.516][G loss: 0.890 acc: 0.047] 0:00:11.893930
253 [D loss: 0.650 R 0.667 F 0.633][D acc: 0.656 R 0.562 F 0.750][G loss: 0.984 acc: 0.047] 0:00:11.964997
254 [D loss: 0.699 R 0.709 F 0.688][D acc: 0.562 R 0.500 F 0.625][G loss: 0.920 acc: 0.188] 0:00:12.046816
255 [D loss: 0.700 R 0.578 F 0.822][D acc: 0.602 R 0.734 F 0.469][G loss: 0.864 acc: 0.062] 0:00:12.133062
256 [D loss: 0.654 R 0.649 F 0.659][D acc: 0.633 R 0.594 F 0.672][G loss: 0.879 acc: 0.062] 0:00:12.208400
257 [D loss: 0.671 R 0.646 F 0.697][D acc: 0.602 R 0.625 F 0.578][G loss: 0.935 acc: 0.047] 0:00:12.281096
258 [D loss: 0.693 R 0.699 F 0.686][D acc: 0.602 R 0.547 F 0.656][G loss: 0.887 acc: 0.094] 0:00:12.371510
259 [D loss: 0.603 R 0.595 F 0.610][D acc: 0.750 R 0.750 F 0.750][G loss: 0.881 acc: 0.141] 0:00:12.446659
260 [D loss: 0.690 R 0.627 F 0.754][D acc: 0.531 R 0.609 F 0.453][G loss: 0.839 acc: 0.203] 0:00:12.522121
261 [D loss: 0.681 R 0.650 F 0.712][D acc: 0.625 R 0.656 F 0.594][G loss: 0.950 acc: 0.156] 0:00:12.592546
262 [D loss: 0.667 R 0.666 F 0.669][D acc: 0.672 R 0.625 F 0.719][G loss: 0.918 acc: 0.031] 0:00:12.681882
263 [D loss: 0.703 R 0.657 F 0.748][D acc: 0.516 R 0.547 F 0.484][G loss: 0.864 acc: 0.078] 0:00:12.763605
264 [D loss: 0.670 R 0.645 F 0.696][D acc: 0.602 R 0.656 F 0.547][G loss: 0.808 acc: 0.281] 0:00:12.837004
265 [D loss: 0.665 R 0.632 F 0.698][D acc: 0.641 R 0.719 F 0.562][G loss: 0.858 acc: 0.125] 0:00:12.929827
266 [D loss: 0.652 R 0.643 F 0.662][D acc: 0.609 R 0.609 F 0.609][G loss: 0.884 acc: 0.219] 0:00:13.007714
267 [D loss: 0.627 R 0.603 F 0.652][D acc: 0.609 R 0.656 F 0.562][G loss: 1.045 acc: 0.078] 0:00:13.079627
268 [D loss: 0.685 R 0.720 F 0.651][D acc: 0.586 R 0.516 F 0.656][G loss: 1.044 acc: 0.062] 0:00:13.164237
269 [D loss: 0.653 R 0.613 F 0.694][D acc: 0.617 R 0.672 F 0.562][G loss: 0.881 acc: 0.219] 0:00:13.259682
270 [D loss: 0.682 R 0.622 F 0.742][D acc: 0.617 R 0.656 F 0.578][G loss: 0.846 acc: 0.203] 0:00:13.330875
271 [D loss: 0.647 R 0.562 F 0.732][D acc: 0.680 R 0.844 F 0.516][G loss: 0.847 acc: 0.250] 0:00:13.400117
272 [D loss: 0.626 R 0.593 F 0.659][D acc: 0.625 R 0.641 F 0.609][G loss: 0.867 acc: 0.219] 0:00:13.480222
273 [D loss: 0.650 R 0.578 F 0.722][D acc: 0.617 R 0.734 F 0.500][G loss: 0.860 acc: 0.219] 0:00:13.564098
274 [D loss: 0.687 R 0.669 F 0.705][D acc: 0.547 R 0.562 F 0.531][G loss: 0.843 acc: 0.219] 0:00:13.639663
275 [D loss: 0.692 R 0.634 F 0.751][D acc: 0.555 R 0.578 F 0.531][G loss: 0.882 acc: 0.109] 0:00:13.715011
276 [D loss: 0.676 R 0.689 F 0.663][D acc: 0.500 R 0.438 F 0.562][G loss: 0.885 acc: 0.156] 0:00:13.793737
277 [D loss: 0.675 R 0.676 F 0.673][D acc: 0.586 R 0.547 F 0.625][G loss: 0.975 acc: 0.094] 0:00:13.866263
278 [D loss: 0.668 R 0.705 F 0.631][D acc: 0.602 R 0.531 F 0.672][G loss: 0.899 acc: 0.109] 0:00:13.939554
279 [D loss: 0.690 R 0.601 F 0.778][D acc: 0.531 R 0.719 F 0.344][G loss: 0.835 acc: 0.109] 0:00:14.020239
280 [D loss: 0.677 R 0.634 F 0.720][D acc: 0.555 R 0.625 F 0.484][G loss: 0.869 acc: 0.219] 0:00:14.100632
281 [D loss: 0.669 R 0.678 F 0.660][D acc: 0.594 R 0.578 F 0.609][G loss: 0.827 acc: 0.219] 0:00:14.181348
282 [D loss: 0.659 R 0.634 F 0.685][D acc: 0.695 R 0.766 F 0.625][G loss: 0.875 acc: 0.172] 0:00:14.256004
283 [D loss: 0.629 R 0.638 F 0.620][D acc: 0.664 R 0.688 F 0.641][G loss: 0.876 acc: 0.203] 0:00:14.328378
284 [D loss: 0.704 R 0.674 F 0.734][D acc: 0.594 R 0.625 F 0.562][G loss: 0.837 acc: 0.109] 0:00:14.404872
285 [D loss: 0.637 R 0.607 F 0.666][D acc: 0.656 R 0.688 F 0.625][G loss: 0.933 acc: 0.125] 0:00:14.482234
286 [D loss: 0.663 R 0.643 F 0.682][D acc: 0.609 R 0.625 F 0.594][G loss: 1.019 acc: 0.078] 0:00:14.555413
287 [D loss: 0.683 R 0.586 F 0.780][D acc: 0.594 R 0.734 F 0.453][G loss: 0.834 acc: 0.281] 0:00:14.628392
288 [D loss: 0.649 R 0.597 F 0.700][D acc: 0.641 R 0.688 F 0.594][G loss: 0.882 acc: 0.156] 0:00:14.699794
289 [D loss: 0.636 R 0.594 F 0.678][D acc: 0.656 R 0.719 F 0.594][G loss: 0.928 acc: 0.141] 0:00:14.781287
290 [D loss: 0.642 R 0.600 F 0.683][D acc: 0.617 R 0.625 F 0.609][G loss: 0.972 acc: 0.141] 0:00:14.860374
291 [D loss: 0.694 R 0.717 F 0.670][D acc: 0.570 R 0.516 F 0.625][G loss: 0.965 acc: 0.141] 0:00:14.954550
292 [D loss: 0.640 R 0.641 F 0.639][D acc: 0.633 R 0.578 F 0.688][G loss: 0.887 acc: 0.141] 0:00:15.052964
293 [D loss: 0.643 R 0.646 F 0.641][D acc: 0.680 R 0.641 F 0.719][G loss: 0.871 acc: 0.172] 0:00:15.138998
294 [D loss: 0.691 R 0.581 F 0.801][D acc: 0.508 R 0.688 F 0.328][G loss: 0.935 acc: 0.094] 0:00:15.239526
295 [D loss: 0.681 R 0.652 F 0.710][D acc: 0.570 R 0.578 F 0.562][G loss: 0.929 acc: 0.078] 0:00:15.319119
296 [D loss: 0.643 R 0.655 F 0.631][D acc: 0.617 R 0.562 F 0.672][G loss: 1.013 acc: 0.062] 0:00:15.415586
297 [D loss: 0.641 R 0.677 F 0.605][D acc: 0.633 R 0.547 F 0.719][G loss: 1.037 acc: 0.047] 0:00:15.490222
298 [D loss: 0.660 R 0.613 F 0.706][D acc: 0.586 R 0.609 F 0.562][G loss: 0.884 acc: 0.141] 0:00:15.574920
299 [D loss: 0.675 R 0.666 F 0.684][D acc: 0.555 R 0.562 F 0.547][G loss: 0.951 acc: 0.156] 0:00:15.657609
300 [D loss: 0.650 R 0.660 F 0.640][D acc: 0.641 R 0.609 F 0.672][G loss: 0.946 acc: 0.141] 0:00:15.737119
301 [D loss: 0.621 R 0.580 F 0.662][D acc: 0.641 R 0.641 F 0.641][G loss: 0.829 acc: 0.203] 0:00:15.816687
302 [D loss: 0.634 R 0.540 F 0.729][D acc: 0.617 R 0.734 F 0.500][G loss: 0.906 acc: 0.172] 0:00:15.912639
303 [D loss: 0.653 R 0.551 F 0.755][D acc: 0.625 R 0.750 F 0.500][G loss: 0.873 acc: 0.172] 0:00:15.984746
304 [D loss: 0.661 R 0.563 F 0.758][D acc: 0.594 R 0.688 F 0.500][G loss: 0.900 acc: 0.172] 0:00:16.058370
305 [D loss: 0.711 R 0.718 F 0.704][D acc: 0.555 R 0.484 F 0.625][G loss: 0.878 acc: 0.078] 0:00:16.134178
306 [D loss: 0.726 R 0.689 F 0.764][D acc: 0.492 R 0.531 F 0.453][G loss: 0.842 acc: 0.156] 0:00:16.228820
307 [D loss: 0.660 R 0.628 F 0.692][D acc: 0.570 R 0.625 F 0.516][G loss: 0.875 acc: 0.109] 0:00:16.506354
308 [D loss: 0.654 R 0.637 F 0.671][D acc: 0.633 R 0.625 F 0.641][G loss: 0.856 acc: 0.062] 0:00:16.587875
309 [D loss: 0.648 R 0.633 F 0.664][D acc: 0.648 R 0.609 F 0.688][G loss: 0.895 acc: 0.094] 0:00:16.659849
310 [D loss: 0.693 R 0.661 F 0.725][D acc: 0.586 R 0.547 F 0.625][G loss: 0.889 acc: 0.125] 0:00:16.732696
311 [D loss: 0.678 R 0.650 F 0.706][D acc: 0.578 R 0.625 F 0.531][G loss: 0.820 acc: 0.203] 0:00:16.805493
312 [D loss: 0.683 R 0.659 F 0.708][D acc: 0.578 R 0.578 F 0.578][G loss: 0.863 acc: 0.156] 0:00:16.882806
313 [D loss: 0.616 R 0.602 F 0.630][D acc: 0.688 R 0.641 F 0.734][G loss: 0.873 acc: 0.172] 0:00:16.958372
314 [D loss: 0.670 R 0.623 F 0.717][D acc: 0.633 R 0.656 F 0.609][G loss: 0.880 acc: 0.141] 0:00:17.031665
315 [D loss: 0.670 R 0.661 F 0.680][D acc: 0.594 R 0.609 F 0.578][G loss: 0.858 acc: 0.094] 0:00:17.108378
316 [D loss: 0.654 R 0.631 F 0.677][D acc: 0.625 R 0.688 F 0.562][G loss: 0.899 acc: 0.172] 0:00:17.197109
317 [D loss: 0.643 R 0.693 F 0.593][D acc: 0.641 R 0.500 F 0.781][G loss: 1.004 acc: 0.047] 0:00:17.271514
318 [D loss: 0.687 R 0.550 F 0.823][D acc: 0.555 R 0.781 F 0.328][G loss: 0.883 acc: 0.094] 0:00:17.343116
319 [D loss: 0.655 R 0.590 F 0.719][D acc: 0.602 R 0.641 F 0.562][G loss: 0.870 acc: 0.219] 0:00:17.422524
320 [D loss: 0.651 R 0.643 F 0.659][D acc: 0.641 R 0.625 F 0.656][G loss: 0.889 acc: 0.125] 0:00:17.499066
321 [D loss: 0.606 R 0.578 F 0.633][D acc: 0.703 R 0.734 F 0.672][G loss: 0.977 acc: 0.156] 0:00:17.570349
322 [D loss: 0.645 R 0.647 F 0.642][D acc: 0.594 R 0.562 F 0.625][G loss: 0.983 acc: 0.094] 0:00:17.647054
323 [D loss: 0.707 R 0.611 F 0.802][D acc: 0.492 R 0.641 F 0.344][G loss: 0.814 acc: 0.250] 0:00:17.719443
324 [D loss: 0.617 R 0.595 F 0.638][D acc: 0.695 R 0.703 F 0.688][G loss: 0.903 acc: 0.125] 0:00:17.795898
325 [D loss: 0.675 R 0.607 F 0.744][D acc: 0.609 R 0.672 F 0.547][G loss: 0.858 acc: 0.203] 0:00:17.889308
326 [D loss: 0.601 R 0.546 F 0.657][D acc: 0.688 R 0.734 F 0.641][G loss: 0.939 acc: 0.203] 0:00:17.962998
327 [D loss: 0.719 R 0.633 F 0.804][D acc: 0.578 R 0.719 F 0.438][G loss: 0.958 acc: 0.047] 0:00:18.037075
328 [D loss: 0.650 R 0.660 F 0.641][D acc: 0.602 R 0.547 F 0.656][G loss: 0.891 acc: 0.188] 0:00:18.122749
329 [D loss: 0.652 R 0.632 F 0.672][D acc: 0.570 R 0.578 F 0.562][G loss: 0.890 acc: 0.156] 0:00:18.227729
330 [D loss: 0.626 R 0.611 F 0.641][D acc: 0.688 R 0.672 F 0.703][G loss: 0.895 acc: 0.203] 0:00:18.305347
331 [D loss: 0.594 R 0.567 F 0.620][D acc: 0.711 R 0.766 F 0.656][G loss: 1.018 acc: 0.109] 0:00:18.380632
332 [D loss: 0.693 R 0.588 F 0.798][D acc: 0.602 R 0.672 F 0.531][G loss: 0.926 acc: 0.156] 0:00:18.455436
333 [D loss: 0.620 R 0.601 F 0.639][D acc: 0.688 R 0.656 F 0.719][G loss: 0.931 acc: 0.203] 0:00:18.532319
334 [D loss: 0.654 R 0.607 F 0.700][D acc: 0.633 R 0.688 F 0.578][G loss: 0.943 acc: 0.141] 0:00:18.627341
335 [D loss: 0.609 R 0.578 F 0.640][D acc: 0.695 R 0.688 F 0.703][G loss: 1.002 acc: 0.078] 0:00:18.715696
336 [D loss: 0.608 R 0.565 F 0.650][D acc: 0.711 R 0.781 F 0.641][G loss: 1.158 acc: 0.062] 0:00:18.795019
337 [D loss: 0.551 R 0.623 F 0.479][D acc: 0.734 R 0.641 F 0.828][G loss: 1.316 acc: 0.125] 0:00:18.888732
338 [D loss: 0.720 R 0.602 F 0.838][D acc: 0.531 R 0.688 F 0.375][G loss: 0.950 acc: 0.172] 0:00:18.980500
339 [D loss: 0.609 R 0.590 F 0.628][D acc: 0.695 R 0.672 F 0.719][G loss: 0.963 acc: 0.219] 0:00:19.060802
340 [D loss: 0.728 R 0.620 F 0.835][D acc: 0.562 R 0.719 F 0.406][G loss: 0.930 acc: 0.219] 0:00:19.149094
341 [D loss: 0.659 R 0.655 F 0.663][D acc: 0.656 R 0.641 F 0.672][G loss: 0.929 acc: 0.250] 0:00:19.233207
342 [D loss: 0.709 R 0.697 F 0.720][D acc: 0.578 R 0.562 F 0.594][G loss: 0.960 acc: 0.172] 0:00:19.305041
343 [D loss: 0.626 R 0.641 F 0.611][D acc: 0.695 R 0.688 F 0.703][G loss: 0.971 acc: 0.125] 0:00:19.384442
344 [D loss: 0.686 R 0.638 F 0.734][D acc: 0.547 R 0.609 F 0.484][G loss: 0.983 acc: 0.141] 0:00:19.458518
345 [D loss: 0.644 R 0.611 F 0.676][D acc: 0.625 R 0.656 F 0.594][G loss: 1.000 acc: 0.109] 0:00:19.531351
346 [D loss: 0.641 R 0.615 F 0.668][D acc: 0.625 R 0.641 F 0.609][G loss: 1.005 acc: 0.172] 0:00:19.610087
347 [D loss: 0.645 R 0.638 F 0.652][D acc: 0.648 R 0.656 F 0.641][G loss: 0.968 acc: 0.156] 0:00:19.685392
348 [D loss: 0.652 R 0.635 F 0.668][D acc: 0.641 R 0.656 F 0.625][G loss: 1.083 acc: 0.109] 0:00:19.760730
349 [D loss: 0.627 R 0.682 F 0.571][D acc: 0.695 R 0.594 F 0.797][G loss: 1.020 acc: 0.047] 0:00:19.836584
350 [D loss: 0.649 R 0.627 F 0.671][D acc: 0.633 R 0.703 F 0.562][G loss: 1.058 acc: 0.094] 0:00:19.922684
351 [D loss: 0.623 R 0.632 F 0.614][D acc: 0.672 R 0.609 F 0.734][G loss: 0.924 acc: 0.203] 0:00:20.000585
352 [D loss: 0.670 R 0.628 F 0.713][D acc: 0.586 R 0.594 F 0.578][G loss: 1.022 acc: 0.109] 0:00:20.076414
353 [D loss: 0.626 R 0.607 F 0.646][D acc: 0.633 R 0.656 F 0.609][G loss: 0.934 acc: 0.156] 0:00:20.154801
354 [D loss: 0.635 R 0.620 F 0.650][D acc: 0.656 R 0.688 F 0.625][G loss: 1.083 acc: 0.078] 0:00:20.237307
355 [D loss: 0.688 R 0.743 F 0.633][D acc: 0.609 R 0.547 F 0.672][G loss: 0.995 acc: 0.125] 0:00:20.318913
356 [D loss: 0.651 R 0.682 F 0.620][D acc: 0.625 R 0.547 F 0.703][G loss: 0.989 acc: 0.188] 0:00:20.398289
357 [D loss: 0.599 R 0.577 F 0.621][D acc: 0.703 R 0.672 F 0.734][G loss: 0.966 acc: 0.188] 0:00:20.474297
358 [D loss: 0.654 R 0.601 F 0.708][D acc: 0.625 R 0.672 F 0.578][G loss: 1.020 acc: 0.141] 0:00:20.555141
359 [D loss: 0.657 R 0.639 F 0.675][D acc: 0.602 R 0.594 F 0.609][G loss: 1.057 acc: 0.125] 0:00:20.632501
360 [D loss: 0.661 R 0.644 F 0.679][D acc: 0.617 R 0.641 F 0.594][G loss: 1.026 acc: 0.094] 0:00:20.712413
361 [D loss: 0.623 R 0.618 F 0.627][D acc: 0.680 R 0.688 F 0.672][G loss: 1.058 acc: 0.141] 0:00:20.798511
362 [D loss: 0.670 R 0.657 F 0.683][D acc: 0.586 R 0.625 F 0.547][G loss: 1.026 acc: 0.125] 0:00:20.875512
363 [D loss: 0.622 R 0.645 F 0.599][D acc: 0.703 R 0.625 F 0.781][G loss: 0.963 acc: 0.125] 0:00:20.948166
364 [D loss: 0.655 R 0.592 F 0.718][D acc: 0.633 R 0.703 F 0.562][G loss: 1.072 acc: 0.219] 0:00:21.024211
365 [D loss: 0.663 R 0.688 F 0.638][D acc: 0.562 R 0.453 F 0.672][G loss: 0.983 acc: 0.094] 0:00:21.102379
366 [D loss: 0.615 R 0.511 F 0.719][D acc: 0.703 R 0.812 F 0.594][G loss: 0.992 acc: 0.094] 0:00:21.177429
367 [D loss: 0.649 R 0.621 F 0.677][D acc: 0.633 R 0.641 F 0.625][G loss: 0.994 acc: 0.047] 0:00:21.262944
368 [D loss: 0.598 R 0.613 F 0.584][D acc: 0.688 R 0.641 F 0.734][G loss: 0.988 acc: 0.172] 0:00:21.336961
369 [D loss: 0.665 R 0.644 F 0.686][D acc: 0.609 R 0.562 F 0.656][G loss: 0.998 acc: 0.078] 0:00:21.411974
370 [D loss: 0.674 R 0.636 F 0.711][D acc: 0.633 R 0.625 F 0.641][G loss: 0.957 acc: 0.062] 0:00:21.489839
371 [D loss: 0.627 R 0.606 F 0.647][D acc: 0.688 R 0.672 F 0.703][G loss: 0.964 acc: 0.188] 0:00:21.563115
372 [D loss: 0.586 R 0.549 F 0.623][D acc: 0.727 R 0.734 F 0.719][G loss: 1.041 acc: 0.125] 0:00:21.635854
373 [D loss: 0.581 R 0.518 F 0.644][D acc: 0.703 R 0.734 F 0.672][G loss: 1.112 acc: 0.078] 0:00:21.711601
374 [D loss: 0.656 R 0.512 F 0.800][D acc: 0.609 R 0.719 F 0.500][G loss: 1.012 acc: 0.141] 0:00:21.783563
375 [D loss: 0.639 R 0.597 F 0.681][D acc: 0.586 R 0.578 F 0.594][G loss: 1.088 acc: 0.109] 0:00:21.859360
376 [D loss: 0.640 R 0.610 F 0.670][D acc: 0.641 R 0.609 F 0.672][G loss: 1.008 acc: 0.109] 0:00:21.939036
377 [D loss: 0.617 R 0.517 F 0.717][D acc: 0.672 R 0.750 F 0.594][G loss: 1.026 acc: 0.141] 0:00:22.015021
378 [D loss: 0.634 R 0.621 F 0.646][D acc: 0.633 R 0.578 F 0.688][G loss: 0.963 acc: 0.203] 0:00:22.089350
379 [D loss: 0.658 R 0.685 F 0.630][D acc: 0.609 R 0.516 F 0.703][G loss: 0.984 acc: 0.188] 0:00:22.165541
380 [D loss: 0.638 R 0.606 F 0.669][D acc: 0.672 R 0.688 F 0.656][G loss: 0.989 acc: 0.125] 0:00:22.237658
381 [D loss: 0.589 R 0.536 F 0.643][D acc: 0.750 R 0.797 F 0.703][G loss: 1.021 acc: 0.156] 0:00:22.315481
382 [D loss: 0.657 R 0.619 F 0.695][D acc: 0.617 R 0.688 F 0.547][G loss: 1.143 acc: 0.062] 0:00:22.396480
383 [D loss: 0.587 R 0.592 F 0.583][D acc: 0.742 R 0.672 F 0.812][G loss: 1.073 acc: 0.094] 0:00:22.472034
384 [D loss: 0.703 R 0.617 F 0.789][D acc: 0.562 R 0.672 F 0.453][G loss: 1.026 acc: 0.078] 0:00:22.544476
385 [D loss: 0.596 R 0.653 F 0.539][D acc: 0.719 R 0.594 F 0.844][G loss: 1.118 acc: 0.125] 0:00:22.647746
386 [D loss: 0.673 R 0.588 F 0.757][D acc: 0.594 R 0.672 F 0.516][G loss: 1.059 acc: 0.094] 0:00:22.722453
387 [D loss: 0.687 R 0.630 F 0.745][D acc: 0.586 R 0.625 F 0.547][G loss: 0.935 acc: 0.109] 0:00:22.800631
388 [D loss: 0.638 R 0.620 F 0.656][D acc: 0.633 R 0.625 F 0.641][G loss: 1.066 acc: 0.078] 0:00:22.899045
389 [D loss: 0.578 R 0.601 F 0.556][D acc: 0.742 R 0.688 F 0.797][G loss: 1.034 acc: 0.047] 0:00:22.977586
390 [D loss: 0.596 R 0.491 F 0.701][D acc: 0.719 R 0.812 F 0.625][G loss: 1.050 acc: 0.172] 0:00:23.055626
391 [D loss: 0.574 R 0.506 F 0.643][D acc: 0.695 R 0.734 F 0.656][G loss: 1.071 acc: 0.188] 0:00:23.151913
392 [D loss: 0.660 R 0.658 F 0.661][D acc: 0.594 R 0.609 F 0.578][G loss: 1.009 acc: 0.141] 0:00:23.234860
393 [D loss: 0.639 R 0.681 F 0.597][D acc: 0.633 R 0.547 F 0.719][G loss: 0.962 acc: 0.203] 0:00:23.331564
394 [D loss: 0.646 R 0.627 F 0.664][D acc: 0.625 R 0.625 F 0.625][G loss: 1.105 acc: 0.172] 0:00:23.409433
395 [D loss: 0.654 R 0.638 F 0.670][D acc: 0.625 R 0.578 F 0.672][G loss: 1.064 acc: 0.078] 0:00:23.487103
396 [D loss: 0.632 R 0.570 F 0.693][D acc: 0.680 R 0.703 F 0.656][G loss: 0.952 acc: 0.141] 0:00:23.583353
397 [D loss: 0.669 R 0.561 F 0.778][D acc: 0.586 R 0.641 F 0.531][G loss: 1.028 acc: 0.094] 0:00:23.678606
398 [D loss: 0.618 R 0.636 F 0.599][D acc: 0.656 R 0.594 F 0.719][G loss: 1.023 acc: 0.094] 0:00:23.756589
399 [D loss: 0.637 R 0.579 F 0.695][D acc: 0.633 R 0.688 F 0.578][G loss: 1.029 acc: 0.141] 0:00:23.831505
400 [D loss: 0.620 R 0.663 F 0.577][D acc: 0.695 R 0.594 F 0.797][G loss: 0.981 acc: 0.141] 0:00:23.926369
401 [D loss: 0.647 R 0.562 F 0.732][D acc: 0.664 R 0.688 F 0.641][G loss: 1.045 acc: 0.141] 0:00:24.002964
402 [D loss: 0.594 R 0.540 F 0.649][D acc: 0.727 R 0.734 F 0.719][G loss: 1.100 acc: 0.078] 0:00:24.083215
403 [D loss: 0.673 R 0.647 F 0.700][D acc: 0.586 R 0.578 F 0.594][G loss: 0.951 acc: 0.188] 0:00:24.160892
404 [D loss: 0.655 R 0.603 F 0.707][D acc: 0.625 R 0.703 F 0.547][G loss: 0.996 acc: 0.156] 0:00:24.237734
405 [D loss: 0.609 R 0.619 F 0.598][D acc: 0.672 R 0.672 F 0.672][G loss: 1.199 acc: 0.078] 0:00:24.316543
406 [D loss: 0.677 R 0.688 F 0.666][D acc: 0.586 R 0.562 F 0.609][G loss: 0.970 acc: 0.125] 0:00:24.394416
407 [D loss: 0.659 R 0.544 F 0.775][D acc: 0.594 R 0.688 F 0.500][G loss: 1.001 acc: 0.188] 0:00:24.471407
408 [D loss: 0.618 R 0.613 F 0.623][D acc: 0.695 R 0.672 F 0.719][G loss: 0.952 acc: 0.203] 0:00:24.548314
409 [D loss: 0.605 R 0.608 F 0.601][D acc: 0.641 R 0.562 F 0.719][G loss: 1.111 acc: 0.109] 0:00:24.628567
410 [D loss: 0.683 R 0.601 F 0.765][D acc: 0.570 R 0.625 F 0.516][G loss: 1.010 acc: 0.078] 0:00:24.701938
411 [D loss: 0.616 R 0.627 F 0.605][D acc: 0.727 R 0.703 F 0.750][G loss: 1.097 acc: 0.109] 0:00:24.781058
412 [D loss: 0.599 R 0.629 F 0.568][D acc: 0.672 R 0.547 F 0.797][G loss: 1.130 acc: 0.047] 0:00:24.858116
413 [D loss: 0.614 R 0.610 F 0.619][D acc: 0.633 R 0.594 F 0.672][G loss: 1.115 acc: 0.047] 0:00:24.950358
414 [D loss: 0.658 R 0.678 F 0.638][D acc: 0.609 R 0.562 F 0.656][G loss: 1.035 acc: 0.078] 0:00:25.025143
415 [D loss: 0.647 R 0.630 F 0.665][D acc: 0.633 R 0.656 F 0.609][G loss: 0.962 acc: 0.188] 0:00:25.102635
416 [D loss: 0.609 R 0.602 F 0.617][D acc: 0.648 R 0.609 F 0.688][G loss: 1.106 acc: 0.156] 0:00:25.184156
417 [D loss: 0.633 R 0.625 F 0.640][D acc: 0.625 R 0.578 F 0.672][G loss: 1.164 acc: 0.016] 0:00:25.257176
418 [D loss: 0.623 R 0.570 F 0.675][D acc: 0.617 R 0.688 F 0.547][G loss: 1.032 acc: 0.109] 0:00:25.348897
419 [D loss: 0.658 R 0.601 F 0.715][D acc: 0.609 R 0.641 F 0.578][G loss: 1.030 acc: 0.141] 0:00:25.430076
420 [D loss: 0.675 R 0.702 F 0.649][D acc: 0.570 R 0.516 F 0.625][G loss: 0.964 acc: 0.172] 0:00:25.504338
421 [D loss: 0.621 R 0.643 F 0.598][D acc: 0.688 R 0.594 F 0.781][G loss: 0.986 acc: 0.109] 0:00:25.580202
422 [D loss: 0.680 R 0.630 F 0.729][D acc: 0.539 R 0.578 F 0.500][G loss: 0.999 acc: 0.188] 0:00:25.670700
423 [D loss: 0.651 R 0.643 F 0.660][D acc: 0.609 R 0.578 F 0.641][G loss: 0.960 acc: 0.188] 0:00:25.748285
424 [D loss: 0.650 R 0.628 F 0.673][D acc: 0.625 R 0.578 F 0.672][G loss: 0.920 acc: 0.156] 0:00:25.825238
425 [D loss: 0.605 R 0.607 F 0.604][D acc: 0.719 R 0.703 F 0.734][G loss: 1.103 acc: 0.094] 0:00:25.900317
426 [D loss: 0.629 R 0.657 F 0.602][D acc: 0.664 R 0.562 F 0.766][G loss: 1.156 acc: 0.078] 0:00:25.975319
427 [D loss: 0.601 R 0.559 F 0.642][D acc: 0.664 R 0.688 F 0.641][G loss: 0.996 acc: 0.109] 0:00:26.052698
428 [D loss: 0.625 R 0.625 F 0.625][D acc: 0.617 R 0.578 F 0.656][G loss: 0.969 acc: 0.172] 0:00:26.133051
429 [D loss: 0.592 R 0.535 F 0.648][D acc: 0.672 R 0.719 F 0.625][G loss: 1.185 acc: 0.062] 0:00:26.204905
430 [D loss: 0.606 R 0.691 F 0.522][D acc: 0.672 R 0.500 F 0.844][G loss: 1.176 acc: 0.078] 0:00:26.282654
431 [D loss: 0.609 R 0.511 F 0.708][D acc: 0.680 R 0.766 F 0.594][G loss: 0.864 acc: 0.312] 0:00:26.360782
432 [D loss: 0.667 R 0.556 F 0.777][D acc: 0.594 R 0.641 F 0.547][G loss: 1.093 acc: 0.062] 0:00:26.434013
433 [D loss: 0.575 R 0.584 F 0.566][D acc: 0.695 R 0.594 F 0.797][G loss: 1.011 acc: 0.141] 0:00:26.512987
434 [D loss: 0.662 R 0.557 F 0.767][D acc: 0.602 R 0.641 F 0.562][G loss: 1.072 acc: 0.109] 0:00:26.587095
435 [D loss: 0.608 R 0.651 F 0.565][D acc: 0.688 R 0.641 F 0.734][G loss: 1.040 acc: 0.125] 0:00:26.658438
436 [D loss: 0.603 R 0.569 F 0.637][D acc: 0.648 R 0.688 F 0.609][G loss: 1.158 acc: 0.109] 0:00:26.740726
437 [D loss: 0.678 R 0.677 F 0.680][D acc: 0.570 R 0.531 F 0.609][G loss: 0.894 acc: 0.234] 0:00:26.822310
438 [D loss: 0.622 R 0.600 F 0.645][D acc: 0.625 R 0.656 F 0.594][G loss: 0.992 acc: 0.219] 0:00:26.903837
439 [D loss: 0.675 R 0.682 F 0.667][D acc: 0.570 R 0.516 F 0.625][G loss: 0.941 acc: 0.203] 0:00:26.986829
440 [D loss: 0.611 R 0.615 F 0.606][D acc: 0.719 R 0.672 F 0.766][G loss: 0.940 acc: 0.172] 0:00:27.061127
441 [D loss: 0.620 R 0.510 F 0.729][D acc: 0.625 R 0.703 F 0.547][G loss: 1.096 acc: 0.109] 0:00:27.136849
442 [D loss: 0.660 R 0.636 F 0.684][D acc: 0.570 R 0.625 F 0.516][G loss: 0.978 acc: 0.109] 0:00:27.212449
443 [D loss: 0.620 R 0.539 F 0.702][D acc: 0.672 R 0.719 F 0.625][G loss: 0.997 acc: 0.125] 0:00:27.287642
444 [D loss: 0.583 R 0.560 F 0.605][D acc: 0.695 R 0.641 F 0.750][G loss: 1.143 acc: 0.125] 0:00:27.364528
445 [D loss: 0.539 R 0.545 F 0.532][D acc: 0.758 R 0.766 F 0.750][G loss: 1.123 acc: 0.109] 0:00:27.449978
446 [D loss: 0.656 R 0.552 F 0.759][D acc: 0.602 R 0.641 F 0.562][G loss: 1.093 acc: 0.094] 0:00:27.525792
447 [D loss: 0.524 R 0.533 F 0.515][D acc: 0.734 R 0.656 F 0.812][G loss: 1.145 acc: 0.094] 0:00:27.598634
448 [D loss: 0.632 R 0.580 F 0.684][D acc: 0.633 R 0.641 F 0.625][G loss: 1.159 acc: 0.141] 0:00:27.675537
449 [D loss: 0.584 R 0.585 F 0.582][D acc: 0.680 R 0.641 F 0.719][G loss: 1.129 acc: 0.078] 0:00:27.748828
450 [D loss: 0.640 R 0.554 F 0.726][D acc: 0.578 R 0.656 F 0.500][G loss: 1.080 acc: 0.109] 0:00:27.822143
451 [D loss: 0.581 R 0.611 F 0.550][D acc: 0.719 R 0.641 F 0.797][G loss: 1.027 acc: 0.172] 0:00:27.920300
452 [D loss: 0.644 R 0.534 F 0.754][D acc: 0.594 R 0.703 F 0.484][G loss: 1.238 acc: 0.094] 0:00:27.995468
453 [D loss: 0.577 R 0.585 F 0.569][D acc: 0.719 R 0.625 F 0.812][G loss: 1.052 acc: 0.094] 0:00:28.066579
454 [D loss: 0.566 R 0.520 F 0.611][D acc: 0.750 R 0.750 F 0.750][G loss: 1.195 acc: 0.109] 0:00:28.148455
455 [D loss: 0.666 R 0.571 F 0.762][D acc: 0.578 R 0.625 F 0.531][G loss: 1.108 acc: 0.156] 0:00:28.225179
456 [D loss: 0.622 R 0.597 F 0.648][D acc: 0.680 R 0.641 F 0.719][G loss: 1.141 acc: 0.094] 0:00:28.300586
457 [D loss: 0.692 R 0.700 F 0.685][D acc: 0.562 R 0.547 F 0.578][G loss: 1.061 acc: 0.156] 0:00:28.401564
458 [D loss: 0.575 R 0.554 F 0.596][D acc: 0.688 R 0.656 F 0.719][G loss: 1.066 acc: 0.109] 0:00:28.486659
459 [D loss: 0.679 R 0.618 F 0.740][D acc: 0.570 R 0.578 F 0.562][G loss: 1.049 acc: 0.109] 0:00:28.561639
460 [D loss: 0.618 R 0.621 F 0.616][D acc: 0.641 R 0.641 F 0.641][G loss: 1.019 acc: 0.141] 0:00:28.652297
461 [D loss: 0.645 R 0.663 F 0.628][D acc: 0.633 R 0.547 F 0.719][G loss: 0.996 acc: 0.188] 0:00:28.752177
462 [D loss: 0.594 R 0.586 F 0.602][D acc: 0.711 R 0.703 F 0.719][G loss: 1.252 acc: 0.062] 0:00:28.828733
463 [D loss: 0.607 R 0.606 F 0.607][D acc: 0.680 R 0.672 F 0.688][G loss: 1.129 acc: 0.125] 0:00:28.918997
464 [D loss: 0.613 R 0.618 F 0.609][D acc: 0.594 R 0.578 F 0.609][G loss: 1.071 acc: 0.062] 0:00:28.996250
465 [D loss: 0.598 R 0.602 F 0.594][D acc: 0.641 R 0.594 F 0.688][G loss: 1.087 acc: 0.109] 0:00:29.092559
466 [D loss: 0.620 R 0.646 F 0.594][D acc: 0.680 R 0.625 F 0.734][G loss: 1.219 acc: 0.109] 0:00:29.169309
467 [D loss: 0.595 R 0.572 F 0.619][D acc: 0.672 R 0.672 F 0.672][G loss: 1.218 acc: 0.078] 0:00:29.241482
468 [D loss: 0.681 R 0.593 F 0.770][D acc: 0.609 R 0.625 F 0.594][G loss: 1.122 acc: 0.141] 0:00:29.317318
469 [D loss: 0.657 R 0.732 F 0.583][D acc: 0.617 R 0.484 F 0.750][G loss: 1.095 acc: 0.125] 0:00:29.395725
470 [D loss: 0.626 R 0.540 F 0.712][D acc: 0.609 R 0.641 F 0.578][G loss: 1.050 acc: 0.172] 0:00:29.468899
471 [D loss: 0.610 R 0.668 F 0.552][D acc: 0.680 R 0.578 F 0.781][G loss: 0.955 acc: 0.203] 0:00:29.544624
472 [D loss: 0.622 R 0.551 F 0.694][D acc: 0.688 R 0.750 F 0.625][G loss: 1.016 acc: 0.219] 0:00:29.626168
473 [D loss: 0.620 R 0.598 F 0.641][D acc: 0.633 R 0.578 F 0.688][G loss: 1.029 acc: 0.156] 0:00:29.697729
474 [D loss: 0.637 R 0.631 F 0.643][D acc: 0.641 R 0.578 F 0.703][G loss: 1.038 acc: 0.094] 0:00:29.774899
475 [D loss: 0.587 R 0.595 F 0.579][D acc: 0.703 R 0.641 F 0.766][G loss: 1.117 acc: 0.172] 0:00:29.852045
476 [D loss: 0.650 R 0.612 F 0.689][D acc: 0.578 R 0.609 F 0.547][G loss: 0.987 acc: 0.156] 0:00:29.925601
477 [D loss: 0.619 R 0.644 F 0.594][D acc: 0.664 R 0.594 F 0.734][G loss: 1.075 acc: 0.141] 0:00:30.010646
478 [D loss: 0.628 R 0.614 F 0.643][D acc: 0.609 R 0.594 F 0.625][G loss: 1.066 acc: 0.141] 0:00:30.087916
479 [D loss: 0.661 R 0.628 F 0.695][D acc: 0.641 R 0.609 F 0.672][G loss: 0.989 acc: 0.188] 0:00:30.160850
480 [D loss: 0.635 R 0.569 F 0.701][D acc: 0.625 R 0.672 F 0.578][G loss: 1.036 acc: 0.125] 0:00:30.237857
481 [D loss: 0.628 R 0.599 F 0.658][D acc: 0.664 R 0.656 F 0.672][G loss: 1.064 acc: 0.094] 0:00:30.312684
482 [D loss: 0.599 R 0.525 F 0.672][D acc: 0.695 R 0.750 F 0.641][G loss: 1.043 acc: 0.141] 0:00:30.392499
483 [D loss: 0.528 R 0.487 F 0.568][D acc: 0.781 R 0.781 F 0.781][G loss: 1.085 acc: 0.172] 0:00:30.470090
484 [D loss: 0.663 R 0.622 F 0.703][D acc: 0.656 R 0.703 F 0.609][G loss: 1.258 acc: 0.109] 0:00:30.549186
485 [D loss: 0.588 R 0.608 F 0.567][D acc: 0.742 R 0.672 F 0.812][G loss: 1.190 acc: 0.172] 0:00:30.638033
486 [D loss: 0.639 R 0.527 F 0.751][D acc: 0.695 R 0.781 F 0.609][G loss: 1.008 acc: 0.234] 0:00:30.709269
487 [D loss: 0.600 R 0.517 F 0.683][D acc: 0.672 R 0.750 F 0.594][G loss: 1.194 acc: 0.078] 0:00:30.781359
488 [D loss: 0.561 R 0.566 F 0.557][D acc: 0.719 R 0.672 F 0.766][G loss: 1.305 acc: 0.078] 0:00:30.858921
489 [D loss: 0.688 R 0.647 F 0.729][D acc: 0.625 R 0.578 F 0.672][G loss: 1.115 acc: 0.141] 0:00:30.946016
490 [D loss: 0.657 R 0.715 F 0.599][D acc: 0.641 R 0.500 F 0.781][G loss: 1.043 acc: 0.125] 0:00:31.022026
491 [D loss: 0.573 R 0.518 F 0.628][D acc: 0.695 R 0.688 F 0.703][G loss: 1.200 acc: 0.125] 0:00:31.094120
492 [D loss: 0.578 R 0.605 F 0.550][D acc: 0.711 R 0.594 F 0.828][G loss: 1.132 acc: 0.078] 0:00:31.185162
493 [D loss: 0.689 R 0.667 F 0.711][D acc: 0.602 R 0.641 F 0.562][G loss: 1.117 acc: 0.172] 0:00:31.259491
494 [D loss: 0.573 R 0.620 F 0.525][D acc: 0.758 R 0.656 F 0.859][G loss: 1.202 acc: 0.125] 0:00:31.331571
495 [D loss: 0.593 R 0.574 F 0.612][D acc: 0.625 R 0.641 F 0.609][G loss: 1.181 acc: 0.109] 0:00:31.422989
496 [D loss: 0.649 R 0.597 F 0.702][D acc: 0.641 R 0.641 F 0.641][G loss: 1.107 acc: 0.188] 0:00:31.500928
497 [D loss: 0.599 R 0.580 F 0.619][D acc: 0.711 R 0.703 F 0.719][G loss: 1.098 acc: 0.141] 0:00:31.578291
498 [D loss: 0.622 R 0.664 F 0.579][D acc: 0.680 R 0.594 F 0.766][G loss: 1.226 acc: 0.125] 0:00:31.661934
499 [D loss: 0.617 R 0.639 F 0.594][D acc: 0.703 R 0.625 F 0.781][G loss: 1.092 acc: 0.109] 0:00:31.750154
500 [D loss: 0.674 R 0.692 F 0.655][D acc: 0.586 R 0.547 F 0.625][G loss: 1.077 acc: 0.125] 0:00:31.849735
In [32]:
# Training in addition
# 追加で training する。

gan_work.train(
    x_train,
    batch_size = BATCH_SIZE,
    epochs = 1000,
    run_folder = save_path1
)
501 [D loss: 0.609 R 0.583 F 0.635][D acc: 0.617 R 0.578 F 0.656][G loss: 1.001 acc: 0.094] 0:00:00.087440
502 [D loss: 0.650 R 0.594 F 0.706][D acc: 0.555 R 0.578 F 0.531][G loss: 1.028 acc: 0.156] 0:00:00.184152
503 [D loss: 0.651 R 0.662 F 0.639][D acc: 0.586 R 0.562 F 0.609][G loss: 1.118 acc: 0.125] 0:00:00.261497
504 [D loss: 0.581 R 0.590 F 0.572][D acc: 0.672 R 0.609 F 0.734][G loss: 1.136 acc: 0.109] 0:00:00.341659
505 [D loss: 0.607 R 0.624 F 0.591][D acc: 0.703 R 0.625 F 0.781][G loss: 1.142 acc: 0.141] 0:00:00.413440
506 [D loss: 0.556 R 0.553 F 0.560][D acc: 0.711 R 0.719 F 0.703][G loss: 1.085 acc: 0.203] 0:00:00.498924
507 [D loss: 0.691 R 0.616 F 0.765][D acc: 0.586 R 0.609 F 0.562][G loss: 1.222 acc: 0.078] 0:00:00.580662
508 [D loss: 0.625 R 0.608 F 0.642][D acc: 0.641 R 0.594 F 0.688][G loss: 1.071 acc: 0.172] 0:00:00.662916
509 [D loss: 0.644 R 0.658 F 0.631][D acc: 0.625 R 0.562 F 0.688][G loss: 1.073 acc: 0.203] 0:00:00.741920
510 [D loss: 0.665 R 0.684 F 0.645][D acc: 0.570 R 0.516 F 0.625][G loss: 1.054 acc: 0.094] 0:00:00.816653
511 [D loss: 0.611 R 0.616 F 0.606][D acc: 0.703 R 0.688 F 0.719][G loss: 1.094 acc: 0.156] 0:00:00.892099
512 [D loss: 0.586 R 0.605 F 0.567][D acc: 0.703 R 0.672 F 0.734][G loss: 1.047 acc: 0.234] 0:00:00.967322
513 [D loss: 0.620 R 0.605 F 0.635][D acc: 0.695 R 0.750 F 0.641][G loss: 1.141 acc: 0.141] 0:00:01.047090
514 [D loss: 0.672 R 0.620 F 0.725][D acc: 0.625 R 0.609 F 0.641][G loss: 1.028 acc: 0.203] 0:00:01.119752
515 [D loss: 0.618 R 0.628 F 0.607][D acc: 0.664 R 0.594 F 0.734][G loss: 1.277 acc: 0.031] 0:00:01.225714
516 [D loss: 0.619 R 0.676 F 0.562][D acc: 0.672 R 0.547 F 0.797][G loss: 1.058 acc: 0.125] 0:00:01.305378
517 [D loss: 0.583 R 0.605 F 0.560][D acc: 0.695 R 0.672 F 0.719][G loss: 1.024 acc: 0.156] 0:00:01.381386
518 [D loss: 0.537 R 0.472 F 0.603][D acc: 0.750 R 0.797 F 0.703][G loss: 1.147 acc: 0.141] 0:00:01.473419
519 [D loss: 0.557 R 0.474 F 0.640][D acc: 0.719 R 0.781 F 0.656][G loss: 1.137 acc: 0.156] 0:00:01.548750
520 [D loss: 0.604 R 0.541 F 0.667][D acc: 0.656 R 0.750 F 0.562][G loss: 1.293 acc: 0.172] 0:00:01.621863
521 [D loss: 0.672 R 0.717 F 0.627][D acc: 0.586 R 0.531 F 0.641][G loss: 1.084 acc: 0.141] 0:00:01.696507
522 [D loss: 0.620 R 0.555 F 0.685][D acc: 0.656 R 0.672 F 0.641][G loss: 1.096 acc: 0.141] 0:00:01.771300
523 [D loss: 0.611 R 0.610 F 0.612][D acc: 0.664 R 0.641 F 0.688][G loss: 1.120 acc: 0.141] 0:00:01.844990
524 [D loss: 0.652 R 0.694 F 0.610][D acc: 0.648 R 0.562 F 0.734][G loss: 1.064 acc: 0.109] 0:00:01.927835
525 [D loss: 0.591 R 0.542 F 0.640][D acc: 0.664 R 0.641 F 0.688][G loss: 1.027 acc: 0.141] 0:00:02.004240
526 [D loss: 0.525 R 0.495 F 0.555][D acc: 0.750 R 0.750 F 0.750][G loss: 1.250 acc: 0.062] 0:00:02.099451
527 [D loss: 0.445 R 0.373 F 0.516][D acc: 0.820 R 0.828 F 0.812][G loss: 1.358 acc: 0.031] 0:00:02.172760
528 [D loss: 0.502 R 0.457 F 0.547][D acc: 0.719 R 0.734 F 0.703][G loss: 1.452 acc: 0.062] 0:00:02.246455
529 [D loss: 0.596 R 0.458 F 0.733][D acc: 0.711 R 0.797 F 0.625][G loss: 1.332 acc: 0.031] 0:00:02.321550
530 [D loss: 0.586 R 0.502 F 0.671][D acc: 0.664 R 0.750 F 0.578][G loss: 1.418 acc: 0.125] 0:00:02.393139
531 [D loss: 0.632 R 0.639 F 0.624][D acc: 0.617 R 0.594 F 0.641][G loss: 1.197 acc: 0.094] 0:00:02.468006
532 [D loss: 0.614 R 0.435 F 0.794][D acc: 0.656 R 0.766 F 0.547][G loss: 1.145 acc: 0.109] 0:00:02.552239
533 [D loss: 0.607 R 0.566 F 0.647][D acc: 0.633 R 0.672 F 0.594][G loss: 1.075 acc: 0.141] 0:00:02.632368
534 [D loss: 0.609 R 0.640 F 0.578][D acc: 0.641 R 0.578 F 0.703][G loss: 1.026 acc: 0.188] 0:00:02.709991
535 [D loss: 0.687 R 0.656 F 0.719][D acc: 0.539 R 0.531 F 0.547][G loss: 1.002 acc: 0.250] 0:00:02.789939
536 [D loss: 0.627 R 0.605 F 0.649][D acc: 0.672 R 0.625 F 0.719][G loss: 1.006 acc: 0.203] 0:00:02.861694
537 [D loss: 0.572 R 0.597 F 0.547][D acc: 0.734 R 0.688 F 0.781][G loss: 1.184 acc: 0.125] 0:00:02.954505
538 [D loss: 0.569 R 0.565 F 0.573][D acc: 0.727 R 0.672 F 0.781][G loss: 1.045 acc: 0.125] 0:00:03.050892
539 [D loss: 0.627 R 0.525 F 0.729][D acc: 0.656 R 0.719 F 0.594][G loss: 1.113 acc: 0.109] 0:00:03.127729
540 [D loss: 0.564 R 0.555 F 0.572][D acc: 0.656 R 0.641 F 0.672][G loss: 1.109 acc: 0.141] 0:00:03.201296
541 [D loss: 0.595 R 0.536 F 0.653][D acc: 0.703 R 0.734 F 0.672][G loss: 1.287 acc: 0.078] 0:00:03.283616
542 [D loss: 0.667 R 0.738 F 0.596][D acc: 0.633 R 0.516 F 0.750][G loss: 1.121 acc: 0.094] 0:00:03.354462
543 [D loss: 0.539 R 0.484 F 0.594][D acc: 0.742 R 0.719 F 0.766][G loss: 1.051 acc: 0.172] 0:00:03.428650
544 [D loss: 0.587 R 0.557 F 0.617][D acc: 0.703 R 0.672 F 0.734][G loss: 1.121 acc: 0.203] 0:00:03.504652
545 [D loss: 0.625 R 0.650 F 0.601][D acc: 0.664 R 0.594 F 0.734][G loss: 1.110 acc: 0.125] 0:00:03.582652
546 [D loss: 0.620 R 0.584 F 0.656][D acc: 0.703 R 0.703 F 0.703][G loss: 1.122 acc: 0.188] 0:00:03.661833
547 [D loss: 0.615 R 0.560 F 0.670][D acc: 0.688 R 0.719 F 0.656][G loss: 1.222 acc: 0.016] 0:00:03.748153
548 [D loss: 0.662 R 0.625 F 0.698][D acc: 0.578 R 0.531 F 0.625][G loss: 1.090 acc: 0.203] 0:00:03.822230
549 [D loss: 0.612 R 0.616 F 0.607][D acc: 0.664 R 0.656 F 0.672][G loss: 1.070 acc: 0.125] 0:00:03.898496
550 [D loss: 0.592 R 0.513 F 0.671][D acc: 0.734 R 0.766 F 0.703][G loss: 1.037 acc: 0.141] 0:00:03.980727
551 [D loss: 0.586 R 0.563 F 0.608][D acc: 0.664 R 0.672 F 0.656][G loss: 1.084 acc: 0.094] 0:00:04.051235
552 [D loss: 0.678 R 0.659 F 0.697][D acc: 0.648 R 0.625 F 0.672][G loss: 1.090 acc: 0.125] 0:00:04.173140
553 [D loss: 0.660 R 0.575 F 0.745][D acc: 0.625 R 0.672 F 0.578][G loss: 1.233 acc: 0.078] 0:00:04.245098
554 [D loss: 0.677 R 0.720 F 0.635][D acc: 0.633 R 0.547 F 0.719][G loss: 1.018 acc: 0.109] 0:00:04.314830
555 [D loss: 0.587 R 0.511 F 0.663][D acc: 0.680 R 0.688 F 0.672][G loss: 1.030 acc: 0.109] 0:00:04.404682
556 [D loss: 0.591 R 0.626 F 0.556][D acc: 0.703 R 0.609 F 0.797][G loss: 1.026 acc: 0.156] 0:00:04.480571
557 [D loss: 0.593 R 0.585 F 0.601][D acc: 0.664 R 0.625 F 0.703][G loss: 1.039 acc: 0.203] 0:00:04.555475
558 [D loss: 0.616 R 0.554 F 0.678][D acc: 0.648 R 0.719 F 0.578][G loss: 1.253 acc: 0.094] 0:00:04.652465
559 [D loss: 0.594 R 0.673 F 0.514][D acc: 0.680 R 0.547 F 0.812][G loss: 1.137 acc: 0.141] 0:00:04.724833
560 [D loss: 0.510 R 0.414 F 0.605][D acc: 0.734 R 0.797 F 0.672][G loss: 1.090 acc: 0.219] 0:00:04.796473
561 [D loss: 0.680 R 0.630 F 0.729][D acc: 0.609 R 0.609 F 0.609][G loss: 1.119 acc: 0.094] 0:00:04.879458
562 [D loss: 0.608 R 0.602 F 0.615][D acc: 0.680 R 0.625 F 0.734][G loss: 1.150 acc: 0.094] 0:00:04.953245
563 [D loss: 0.542 R 0.548 F 0.536][D acc: 0.734 R 0.672 F 0.797][G loss: 1.296 acc: 0.094] 0:00:05.027186
564 [D loss: 0.622 R 0.677 F 0.567][D acc: 0.664 R 0.578 F 0.750][G loss: 1.239 acc: 0.094] 0:00:05.112402
565 [D loss: 0.628 R 0.605 F 0.651][D acc: 0.617 R 0.578 F 0.656][G loss: 1.091 acc: 0.141] 0:00:05.203776
566 [D loss: 0.609 R 0.575 F 0.643][D acc: 0.695 R 0.688 F 0.703][G loss: 1.175 acc: 0.078] 0:00:05.274042
567 [D loss: 0.559 R 0.565 F 0.553][D acc: 0.703 R 0.625 F 0.781][G loss: 1.065 acc: 0.156] 0:00:05.367175
568 [D loss: 0.586 R 0.574 F 0.598][D acc: 0.734 R 0.703 F 0.766][G loss: 1.216 acc: 0.078] 0:00:05.439939
569 [D loss: 0.590 R 0.597 F 0.583][D acc: 0.680 R 0.641 F 0.719][G loss: 1.088 acc: 0.250] 0:00:05.521260
570 [D loss: 0.503 R 0.439 F 0.567][D acc: 0.719 R 0.734 F 0.703][G loss: 1.548 acc: 0.047] 0:00:05.610785
571 [D loss: 0.558 R 0.597 F 0.519][D acc: 0.734 R 0.625 F 0.844][G loss: 1.306 acc: 0.109] 0:00:05.685582
572 [D loss: 0.615 R 0.542 F 0.688][D acc: 0.664 R 0.734 F 0.594][G loss: 1.188 acc: 0.125] 0:00:05.777910
573 [D loss: 0.590 R 0.631 F 0.550][D acc: 0.680 R 0.641 F 0.719][G loss: 1.151 acc: 0.125] 0:00:05.864906
574 [D loss: 0.605 R 0.622 F 0.588][D acc: 0.711 R 0.656 F 0.766][G loss: 1.205 acc: 0.156] 0:00:05.941404
575 [D loss: 0.601 R 0.547 F 0.656][D acc: 0.656 R 0.641 F 0.672][G loss: 1.140 acc: 0.125] 0:00:06.018547
576 [D loss: 0.533 R 0.424 F 0.641][D acc: 0.781 R 0.828 F 0.734][G loss: 1.284 acc: 0.141] 0:00:06.104051
577 [D loss: 0.584 R 0.574 F 0.595][D acc: 0.680 R 0.656 F 0.703][G loss: 1.166 acc: 0.172] 0:00:06.182662
578 [D loss: 0.610 R 0.584 F 0.637][D acc: 0.648 R 0.609 F 0.688][G loss: 1.120 acc: 0.094] 0:00:06.257738
579 [D loss: 0.593 R 0.559 F 0.626][D acc: 0.695 R 0.766 F 0.625][G loss: 1.192 acc: 0.062] 0:00:06.340179
580 [D loss: 0.576 R 0.527 F 0.624][D acc: 0.750 R 0.688 F 0.812][G loss: 1.405 acc: 0.078] 0:00:06.421839
581 [D loss: 0.596 R 0.630 F 0.561][D acc: 0.672 R 0.609 F 0.734][G loss: 1.157 acc: 0.109] 0:00:06.499402
582 [D loss: 0.582 R 0.526 F 0.638][D acc: 0.734 R 0.734 F 0.734][G loss: 1.208 acc: 0.109] 0:00:06.574011
583 [D loss: 0.624 R 0.618 F 0.631][D acc: 0.680 R 0.641 F 0.719][G loss: 1.134 acc: 0.156] 0:00:06.648378
584 [D loss: 0.619 R 0.587 F 0.650][D acc: 0.633 R 0.625 F 0.641][G loss: 1.461 acc: 0.109] 0:00:06.728123
585 [D loss: 0.575 R 0.576 F 0.575][D acc: 0.734 R 0.656 F 0.812][G loss: 1.260 acc: 0.031] 0:00:06.808365
586 [D loss: 0.648 R 0.546 F 0.750][D acc: 0.641 R 0.672 F 0.609][G loss: 1.155 acc: 0.078] 0:00:06.902774
587 [D loss: 0.519 R 0.538 F 0.501][D acc: 0.773 R 0.688 F 0.859][G loss: 1.245 acc: 0.047] 0:00:06.982195
588 [D loss: 0.601 R 0.654 F 0.548][D acc: 0.703 R 0.578 F 0.828][G loss: 1.107 acc: 0.125] 0:00:07.060374
589 [D loss: 0.528 R 0.487 F 0.569][D acc: 0.734 R 0.734 F 0.734][G loss: 1.372 acc: 0.125] 0:00:07.137496
590 [D loss: 0.594 R 0.585 F 0.603][D acc: 0.742 R 0.703 F 0.781][G loss: 1.205 acc: 0.156] 0:00:07.213977
591 [D loss: 0.623 R 0.618 F 0.629][D acc: 0.672 R 0.656 F 0.688][G loss: 1.063 acc: 0.219] 0:00:07.292698
592 [D loss: 0.647 R 0.586 F 0.707][D acc: 0.688 R 0.688 F 0.688][G loss: 1.254 acc: 0.172] 0:00:07.364238
593 [D loss: 0.543 R 0.577 F 0.509][D acc: 0.719 R 0.656 F 0.781][G loss: 1.193 acc: 0.109] 0:00:07.442082
594 [D loss: 0.597 R 0.571 F 0.623][D acc: 0.688 R 0.656 F 0.719][G loss: 1.297 acc: 0.094] 0:00:07.525337
595 [D loss: 0.554 R 0.548 F 0.560][D acc: 0.727 R 0.703 F 0.750][G loss: 1.188 acc: 0.125] 0:00:07.598681
596 [D loss: 0.613 R 0.607 F 0.619][D acc: 0.680 R 0.609 F 0.750][G loss: 1.223 acc: 0.219] 0:00:07.670729
597 [D loss: 0.624 R 0.603 F 0.644][D acc: 0.664 R 0.625 F 0.703][G loss: 1.151 acc: 0.109] 0:00:07.755274
598 [D loss: 0.513 R 0.476 F 0.551][D acc: 0.719 R 0.766 F 0.672][G loss: 1.310 acc: 0.125] 0:00:07.835779
599 [D loss: 0.548 R 0.546 F 0.549][D acc: 0.750 R 0.719 F 0.781][G loss: 1.321 acc: 0.047] 0:00:07.909469
600 [D loss: 0.587 R 0.555 F 0.618][D acc: 0.672 R 0.656 F 0.688][G loss: 1.257 acc: 0.125] 0:00:07.987175
601 [D loss: 0.622 R 0.578 F 0.666][D acc: 0.641 R 0.641 F 0.641][G loss: 1.318 acc: 0.125] 0:00:08.058754
602 [D loss: 0.598 R 0.655 F 0.542][D acc: 0.719 R 0.594 F 0.844][G loss: 1.092 acc: 0.234] 0:00:08.146640
603 [D loss: 0.566 R 0.635 F 0.496][D acc: 0.680 R 0.578 F 0.781][G loss: 1.313 acc: 0.094] 0:00:08.222377
604 [D loss: 0.590 R 0.545 F 0.634][D acc: 0.742 R 0.750 F 0.734][G loss: 1.146 acc: 0.031] 0:00:08.294556
605 [D loss: 0.592 R 0.562 F 0.622][D acc: 0.703 R 0.672 F 0.734][G loss: 1.170 acc: 0.062] 0:00:08.371240
606 [D loss: 0.656 R 0.576 F 0.736][D acc: 0.617 R 0.641 F 0.594][G loss: 1.084 acc: 0.156] 0:00:08.449930
607 [D loss: 0.544 R 0.556 F 0.532][D acc: 0.789 R 0.734 F 0.844][G loss: 1.195 acc: 0.172] 0:00:08.527183
608 [D loss: 0.553 R 0.534 F 0.571][D acc: 0.734 R 0.703 F 0.766][G loss: 1.137 acc: 0.219] 0:00:08.599215
609 [D loss: 0.559 R 0.444 F 0.674][D acc: 0.695 R 0.797 F 0.594][G loss: 1.206 acc: 0.141] 0:00:08.672744
610 [D loss: 0.580 R 0.574 F 0.587][D acc: 0.711 R 0.688 F 0.734][G loss: 1.301 acc: 0.094] 0:00:08.751125
611 [D loss: 0.560 R 0.580 F 0.540][D acc: 0.719 R 0.625 F 0.812][G loss: 1.296 acc: 0.062] 0:00:08.823774
612 [D loss: 0.637 R 0.697 F 0.577][D acc: 0.641 R 0.516 F 0.766][G loss: 1.235 acc: 0.141] 0:00:08.897867
613 [D loss: 0.635 R 0.640 F 0.630][D acc: 0.641 R 0.578 F 0.703][G loss: 1.124 acc: 0.125] 0:00:08.971506
614 [D loss: 0.505 R 0.521 F 0.489][D acc: 0.742 R 0.672 F 0.812][G loss: 1.415 acc: 0.094] 0:00:09.053748
615 [D loss: 0.544 R 0.581 F 0.506][D acc: 0.766 R 0.672 F 0.859][G loss: 1.252 acc: 0.156] 0:00:09.132026
616 [D loss: 0.515 R 0.451 F 0.578][D acc: 0.773 R 0.781 F 0.766][G loss: 1.269 acc: 0.156] 0:00:09.205138
617 [D loss: 0.550 R 0.518 F 0.583][D acc: 0.672 R 0.719 F 0.625][G loss: 1.428 acc: 0.016] 0:00:09.275541
618 [D loss: 0.634 R 0.627 F 0.641][D acc: 0.641 R 0.609 F 0.672][G loss: 1.179 acc: 0.125] 0:00:09.353004
619 [D loss: 0.569 R 0.610 F 0.529][D acc: 0.719 R 0.656 F 0.781][G loss: 1.211 acc: 0.156] 0:00:09.433567
620 [D loss: 0.551 R 0.530 F 0.572][D acc: 0.719 R 0.703 F 0.734][G loss: 1.274 acc: 0.141] 0:00:09.513402
621 [D loss: 0.629 R 0.554 F 0.704][D acc: 0.656 R 0.672 F 0.641][G loss: 1.156 acc: 0.109] 0:00:09.589774
622 [D loss: 0.642 R 0.631 F 0.653][D acc: 0.664 R 0.703 F 0.625][G loss: 1.125 acc: 0.188] 0:00:09.681204
623 [D loss: 0.645 R 0.608 F 0.682][D acc: 0.609 R 0.562 F 0.656][G loss: 1.107 acc: 0.125] 0:00:09.752913
624 [D loss: 0.658 R 0.680 F 0.636][D acc: 0.633 R 0.562 F 0.703][G loss: 1.142 acc: 0.109] 0:00:09.826186
625 [D loss: 0.577 R 0.627 F 0.527][D acc: 0.656 R 0.562 F 0.750][G loss: 1.088 acc: 0.078] 0:00:09.897960
626 [D loss: 0.640 R 0.573 F 0.707][D acc: 0.672 R 0.641 F 0.703][G loss: 1.063 acc: 0.156] 0:00:09.970275
627 [D loss: 0.595 R 0.658 F 0.533][D acc: 0.703 R 0.578 F 0.828][G loss: 1.058 acc: 0.188] 0:00:10.041521
628 [D loss: 0.627 R 0.616 F 0.639][D acc: 0.664 R 0.656 F 0.672][G loss: 1.055 acc: 0.188] 0:00:10.122334
629 [D loss: 0.645 R 0.637 F 0.653][D acc: 0.656 R 0.625 F 0.688][G loss: 1.053 acc: 0.188] 0:00:10.199724
630 [D loss: 0.619 R 0.691 F 0.547][D acc: 0.703 R 0.531 F 0.875][G loss: 1.107 acc: 0.078] 0:00:10.275369
631 [D loss: 0.597 R 0.574 F 0.620][D acc: 0.703 R 0.703 F 0.703][G loss: 1.042 acc: 0.172] 0:00:10.349481
632 [D loss: 0.603 R 0.537 F 0.670][D acc: 0.641 R 0.719 F 0.562][G loss: 1.214 acc: 0.172] 0:00:10.420380
633 [D loss: 0.565 R 0.631 F 0.500][D acc: 0.688 R 0.594 F 0.781][G loss: 1.086 acc: 0.172] 0:00:10.499075
634 [D loss: 0.621 R 0.633 F 0.609][D acc: 0.641 R 0.531 F 0.750][G loss: 1.043 acc: 0.219] 0:00:10.572115
635 [D loss: 0.595 R 0.614 F 0.575][D acc: 0.688 R 0.641 F 0.734][G loss: 1.041 acc: 0.266] 0:00:10.655770
636 [D loss: 0.552 R 0.524 F 0.581][D acc: 0.703 R 0.672 F 0.734][G loss: 1.062 acc: 0.156] 0:00:10.744568
637 [D loss: 0.647 R 0.551 F 0.742][D acc: 0.633 R 0.672 F 0.594][G loss: 1.252 acc: 0.094] 0:00:10.824437
638 [D loss: 0.565 R 0.609 F 0.521][D acc: 0.711 R 0.656 F 0.766][G loss: 1.098 acc: 0.078] 0:00:10.901350
639 [D loss: 0.601 R 0.590 F 0.612][D acc: 0.617 R 0.547 F 0.688][G loss: 1.211 acc: 0.125] 0:00:10.976521
640 [D loss: 0.621 R 0.567 F 0.675][D acc: 0.664 R 0.688 F 0.641][G loss: 1.078 acc: 0.172] 0:00:11.050120
641 [D loss: 0.613 R 0.602 F 0.625][D acc: 0.672 R 0.656 F 0.688][G loss: 1.079 acc: 0.125] 0:00:11.125611
642 [D loss: 0.588 R 0.592 F 0.584][D acc: 0.742 R 0.688 F 0.797][G loss: 1.094 acc: 0.094] 0:00:11.205502
643 [D loss: 0.606 R 0.639 F 0.572][D acc: 0.695 R 0.609 F 0.781][G loss: 1.130 acc: 0.141] 0:00:11.276051
644 [D loss: 0.613 R 0.608 F 0.618][D acc: 0.648 R 0.594 F 0.703][G loss: 1.143 acc: 0.141] 0:00:11.347197
645 [D loss: 0.601 R 0.652 F 0.550][D acc: 0.680 R 0.609 F 0.750][G loss: 1.163 acc: 0.141] 0:00:11.432367
646 [D loss: 0.633 R 0.671 F 0.595][D acc: 0.617 R 0.531 F 0.703][G loss: 1.075 acc: 0.094] 0:00:11.507565
647 [D loss: 0.675 R 0.622 F 0.728][D acc: 0.570 R 0.578 F 0.562][G loss: 1.046 acc: 0.203] 0:00:11.578937
648 [D loss: 0.559 R 0.552 F 0.566][D acc: 0.727 R 0.719 F 0.734][G loss: 1.074 acc: 0.141] 0:00:11.674961
649 [D loss: 0.583 R 0.505 F 0.660][D acc: 0.742 R 0.781 F 0.703][G loss: 1.071 acc: 0.219] 0:00:11.752299
650 [D loss: 0.567 R 0.497 F 0.636][D acc: 0.727 R 0.781 F 0.672][G loss: 1.233 acc: 0.125] 0:00:11.828159
651 [D loss: 0.582 R 0.549 F 0.615][D acc: 0.734 R 0.703 F 0.766][G loss: 1.191 acc: 0.156] 0:00:11.932426
652 [D loss: 0.632 R 0.527 F 0.738][D acc: 0.625 R 0.734 F 0.516][G loss: 1.137 acc: 0.172] 0:00:12.008913
653 [D loss: 0.612 R 0.619 F 0.605][D acc: 0.664 R 0.609 F 0.719][G loss: 1.163 acc: 0.125] 0:00:12.080281
654 [D loss: 0.569 R 0.616 F 0.523][D acc: 0.656 R 0.516 F 0.797][G loss: 1.129 acc: 0.141] 0:00:12.171622
655 [D loss: 0.639 R 0.618 F 0.660][D acc: 0.594 R 0.562 F 0.625][G loss: 1.153 acc: 0.078] 0:00:12.245484
656 [D loss: 0.626 R 0.680 F 0.573][D acc: 0.664 R 0.547 F 0.781][G loss: 1.102 acc: 0.156] 0:00:12.316778
657 [D loss: 0.623 R 0.572 F 0.673][D acc: 0.672 R 0.656 F 0.688][G loss: 1.114 acc: 0.094] 0:00:12.394814
658 [D loss: 0.629 R 0.592 F 0.665][D acc: 0.648 R 0.578 F 0.719][G loss: 1.036 acc: 0.125] 0:00:12.470443
659 [D loss: 0.641 R 0.634 F 0.647][D acc: 0.602 R 0.516 F 0.688][G loss: 1.250 acc: 0.094] 0:00:12.545746
660 [D loss: 0.574 R 0.659 F 0.489][D acc: 0.766 R 0.609 F 0.922][G loss: 1.107 acc: 0.078] 0:00:12.622317
661 [D loss: 0.577 R 0.542 F 0.613][D acc: 0.711 R 0.672 F 0.750][G loss: 1.078 acc: 0.094] 0:00:12.695320
662 [D loss: 0.642 R 0.541 F 0.743][D acc: 0.633 R 0.641 F 0.625][G loss: 1.301 acc: 0.078] 0:00:12.773548
663 [D loss: 0.580 R 0.669 F 0.491][D acc: 0.680 R 0.516 F 0.844][G loss: 1.122 acc: 0.094] 0:00:12.847758
664 [D loss: 0.607 R 0.557 F 0.657][D acc: 0.648 R 0.656 F 0.641][G loss: 1.018 acc: 0.219] 0:00:12.941720
665 [D loss: 0.654 R 0.536 F 0.772][D acc: 0.664 R 0.719 F 0.609][G loss: 1.093 acc: 0.250] 0:00:13.033361
666 [D loss: 0.626 R 0.681 F 0.571][D acc: 0.711 R 0.594 F 0.828][G loss: 1.089 acc: 0.078] 0:00:13.110366
667 [D loss: 0.540 R 0.500 F 0.580][D acc: 0.766 R 0.750 F 0.781][G loss: 1.054 acc: 0.156] 0:00:13.187592
668 [D loss: 0.667 R 0.632 F 0.702][D acc: 0.609 R 0.578 F 0.641][G loss: 0.980 acc: 0.188] 0:00:13.261699
669 [D loss: 0.602 R 0.531 F 0.673][D acc: 0.703 R 0.672 F 0.734][G loss: 1.117 acc: 0.078] 0:00:13.334846
670 [D loss: 0.654 R 0.695 F 0.612][D acc: 0.648 R 0.578 F 0.719][G loss: 1.226 acc: 0.125] 0:00:13.405427
671 [D loss: 0.606 R 0.612 F 0.601][D acc: 0.641 R 0.609 F 0.672][G loss: 1.152 acc: 0.109] 0:00:13.497866
672 [D loss: 0.596 R 0.588 F 0.603][D acc: 0.695 R 0.656 F 0.734][G loss: 1.036 acc: 0.156] 0:00:13.572838
673 [D loss: 0.630 R 0.587 F 0.673][D acc: 0.609 R 0.641 F 0.578][G loss: 1.032 acc: 0.156] 0:00:13.644611
674 [D loss: 0.578 R 0.543 F 0.612][D acc: 0.695 R 0.672 F 0.719][G loss: 1.188 acc: 0.141] 0:00:13.715538
675 [D loss: 0.568 R 0.621 F 0.515][D acc: 0.734 R 0.594 F 0.875][G loss: 1.170 acc: 0.141] 0:00:13.801674
676 [D loss: 0.567 R 0.551 F 0.583][D acc: 0.695 R 0.656 F 0.734][G loss: 1.134 acc: 0.125] 0:00:13.881059
677 [D loss: 0.553 R 0.484 F 0.621][D acc: 0.711 R 0.719 F 0.703][G loss: 1.244 acc: 0.141] 0:00:13.955010
678 [D loss: 0.528 R 0.545 F 0.510][D acc: 0.719 R 0.641 F 0.797][G loss: 1.256 acc: 0.078] 0:00:14.033452
679 [D loss: 0.615 R 0.517 F 0.713][D acc: 0.703 R 0.750 F 0.656][G loss: 1.229 acc: 0.125] 0:00:14.104943
680 [D loss: 0.601 R 0.575 F 0.627][D acc: 0.672 R 0.625 F 0.719][G loss: 1.151 acc: 0.109] 0:00:14.191180
681 [D loss: 0.623 R 0.628 F 0.618][D acc: 0.633 R 0.656 F 0.609][G loss: 1.240 acc: 0.062] 0:00:14.267351
682 [D loss: 0.602 R 0.590 F 0.614][D acc: 0.688 R 0.656 F 0.719][G loss: 1.156 acc: 0.094] 0:00:14.337998
683 [D loss: 0.623 R 0.656 F 0.589][D acc: 0.641 R 0.547 F 0.734][G loss: 1.156 acc: 0.094] 0:00:14.410346
684 [D loss: 0.629 R 0.560 F 0.699][D acc: 0.672 R 0.719 F 0.625][G loss: 1.058 acc: 0.188] 0:00:14.490598
685 [D loss: 0.571 R 0.568 F 0.575][D acc: 0.719 R 0.688 F 0.750][G loss: 1.133 acc: 0.172] 0:00:14.562096
686 [D loss: 0.579 R 0.561 F 0.597][D acc: 0.656 R 0.656 F 0.656][G loss: 1.191 acc: 0.047] 0:00:14.633442
687 [D loss: 0.634 R 0.614 F 0.654][D acc: 0.648 R 0.625 F 0.672][G loss: 1.192 acc: 0.125] 0:00:14.710314
688 [D loss: 0.611 R 0.569 F 0.653][D acc: 0.680 R 0.688 F 0.672][G loss: 1.108 acc: 0.094] 0:00:14.783651
689 [D loss: 0.611 R 0.641 F 0.582][D acc: 0.695 R 0.594 F 0.797][G loss: 1.035 acc: 0.219] 0:00:14.859591
690 [D loss: 0.544 R 0.535 F 0.553][D acc: 0.742 R 0.719 F 0.766][G loss: 1.212 acc: 0.141] 0:00:14.935651
691 [D loss: 0.543 R 0.529 F 0.557][D acc: 0.734 R 0.734 F 0.734][G loss: 1.213 acc: 0.188] 0:00:15.008426
692 [D loss: 0.645 R 0.663 F 0.628][D acc: 0.648 R 0.594 F 0.703][G loss: 1.250 acc: 0.062] 0:00:15.080346
693 [D loss: 0.617 R 0.618 F 0.616][D acc: 0.664 R 0.641 F 0.688][G loss: 1.400 acc: 0.109] 0:00:15.169811
694 [D loss: 0.555 R 0.614 F 0.495][D acc: 0.742 R 0.625 F 0.859][G loss: 1.243 acc: 0.125] 0:00:15.252863
695 [D loss: 0.567 R 0.554 F 0.581][D acc: 0.750 R 0.688 F 0.812][G loss: 1.189 acc: 0.125] 0:00:15.325592
696 [D loss: 0.557 R 0.475 F 0.640][D acc: 0.742 R 0.766 F 0.719][G loss: 1.299 acc: 0.094] 0:00:15.400454
697 [D loss: 0.646 R 0.621 F 0.671][D acc: 0.664 R 0.641 F 0.688][G loss: 1.127 acc: 0.250] 0:00:15.480062
698 [D loss: 0.625 R 0.602 F 0.647][D acc: 0.672 R 0.625 F 0.719][G loss: 1.143 acc: 0.109] 0:00:15.562648
699 [D loss: 0.571 R 0.549 F 0.594][D acc: 0.734 R 0.703 F 0.766][G loss: 1.203 acc: 0.188] 0:00:15.637368
700 [D loss: 0.631 R 0.698 F 0.565][D acc: 0.695 R 0.625 F 0.766][G loss: 1.358 acc: 0.047] 0:00:15.710889
701 [D loss: 0.637 R 0.699 F 0.575][D acc: 0.641 R 0.547 F 0.734][G loss: 1.136 acc: 0.109] 0:00:15.787442
702 [D loss: 0.619 R 0.517 F 0.721][D acc: 0.656 R 0.672 F 0.641][G loss: 1.140 acc: 0.141] 0:00:15.862072
703 [D loss: 0.598 R 0.629 F 0.567][D acc: 0.695 R 0.625 F 0.766][G loss: 1.196 acc: 0.156] 0:00:15.933882
704 [D loss: 0.608 R 0.581 F 0.636][D acc: 0.688 R 0.688 F 0.688][G loss: 1.174 acc: 0.172] 0:00:16.008314
705 [D loss: 0.552 R 0.582 F 0.523][D acc: 0.734 R 0.641 F 0.828][G loss: 1.207 acc: 0.109] 0:00:16.083563
706 [D loss: 0.494 R 0.459 F 0.530][D acc: 0.781 R 0.766 F 0.797][G loss: 1.381 acc: 0.109] 0:00:16.155477
707 [D loss: 0.629 R 0.624 F 0.633][D acc: 0.648 R 0.625 F 0.672][G loss: 1.463 acc: 0.094] 0:00:16.243154
708 [D loss: 0.651 R 0.795 F 0.508][D acc: 0.641 R 0.453 F 0.828][G loss: 1.229 acc: 0.078] 0:00:16.319313
709 [D loss: 0.614 R 0.504 F 0.724][D acc: 0.688 R 0.719 F 0.656][G loss: 1.197 acc: 0.156] 0:00:16.390595
710 [D loss: 0.690 R 0.625 F 0.755][D acc: 0.617 R 0.609 F 0.625][G loss: 1.065 acc: 0.141] 0:00:16.466607
711 [D loss: 0.592 R 0.613 F 0.570][D acc: 0.656 R 0.547 F 0.766][G loss: 1.184 acc: 0.125] 0:00:16.543059
712 [D loss: 0.579 R 0.546 F 0.611][D acc: 0.695 R 0.672 F 0.719][G loss: 1.139 acc: 0.156] 0:00:16.619381
713 [D loss: 0.598 R 0.595 F 0.601][D acc: 0.695 R 0.688 F 0.703][G loss: 1.190 acc: 0.109] 0:00:16.689851
714 [D loss: 0.519 R 0.496 F 0.541][D acc: 0.734 R 0.719 F 0.750][G loss: 1.421 acc: 0.094] 0:00:16.775088
715 [D loss: 0.641 R 0.702 F 0.580][D acc: 0.672 R 0.578 F 0.766][G loss: 1.135 acc: 0.094] 0:00:16.856631
716 [D loss: 0.575 R 0.552 F 0.598][D acc: 0.680 R 0.656 F 0.703][G loss: 1.030 acc: 0.141] 0:00:16.930149
717 [D loss: 0.639 R 0.649 F 0.629][D acc: 0.664 R 0.641 F 0.688][G loss: 1.096 acc: 0.266] 0:00:17.008426
718 [D loss: 0.689 R 0.753 F 0.625][D acc: 0.562 R 0.453 F 0.672][G loss: 1.018 acc: 0.172] 0:00:17.080653
719 [D loss: 0.560 R 0.567 F 0.552][D acc: 0.711 R 0.672 F 0.750][G loss: 1.155 acc: 0.172] 0:00:17.151845
720 [D loss: 0.554 R 0.554 F 0.553][D acc: 0.695 R 0.625 F 0.766][G loss: 1.171 acc: 0.156] 0:00:17.232349
721 [D loss: 0.523 R 0.502 F 0.544][D acc: 0.797 R 0.812 F 0.781][G loss: 1.131 acc: 0.125] 0:00:17.320115
722 [D loss: 0.597 R 0.604 F 0.591][D acc: 0.641 R 0.578 F 0.703][G loss: 1.076 acc: 0.188] 0:00:17.394367
723 [D loss: 0.667 R 0.636 F 0.698][D acc: 0.617 R 0.625 F 0.609][G loss: 1.118 acc: 0.172] 0:00:17.476136
724 [D loss: 0.661 R 0.631 F 0.692][D acc: 0.547 R 0.516 F 0.578][G loss: 1.098 acc: 0.141] 0:00:17.559501
725 [D loss: 0.624 R 0.670 F 0.578][D acc: 0.625 R 0.562 F 0.688][G loss: 1.001 acc: 0.219] 0:00:17.652209
726 [D loss: 0.661 R 0.600 F 0.721][D acc: 0.648 R 0.594 F 0.703][G loss: 1.105 acc: 0.094] 0:00:17.746650
727 [D loss: 0.622 R 0.622 F 0.622][D acc: 0.625 R 0.594 F 0.656][G loss: 1.028 acc: 0.125] 0:00:17.820715
728 [D loss: 0.658 R 0.667 F 0.649][D acc: 0.586 R 0.562 F 0.609][G loss: 0.942 acc: 0.203] 0:00:17.891758
729 [D loss: 0.596 R 0.603 F 0.589][D acc: 0.672 R 0.625 F 0.719][G loss: 1.108 acc: 0.125] 0:00:17.970277
730 [D loss: 0.579 R 0.539 F 0.620][D acc: 0.719 R 0.656 F 0.781][G loss: 1.154 acc: 0.125] 0:00:18.043791
731 [D loss: 0.638 R 0.686 F 0.590][D acc: 0.648 R 0.531 F 0.766][G loss: 1.141 acc: 0.047] 0:00:18.121784
732 [D loss: 0.575 R 0.562 F 0.589][D acc: 0.656 R 0.578 F 0.734][G loss: 1.084 acc: 0.172] 0:00:18.194429
733 [D loss: 0.631 R 0.615 F 0.647][D acc: 0.648 R 0.609 F 0.688][G loss: 1.075 acc: 0.219] 0:00:18.284739
734 [D loss: 0.595 R 0.649 F 0.542][D acc: 0.680 R 0.562 F 0.797][G loss: 1.125 acc: 0.125] 0:00:18.357921
735 [D loss: 0.607 R 0.557 F 0.657][D acc: 0.656 R 0.672 F 0.641][G loss: 1.094 acc: 0.203] 0:00:18.430015
736 [D loss: 0.637 R 0.611 F 0.663][D acc: 0.633 R 0.594 F 0.672][G loss: 1.027 acc: 0.078] 0:00:18.523224
737 [D loss: 0.561 R 0.496 F 0.626][D acc: 0.719 R 0.734 F 0.703][G loss: 1.243 acc: 0.141] 0:00:18.595295
738 [D loss: 0.623 R 0.679 F 0.568][D acc: 0.641 R 0.516 F 0.766][G loss: 1.178 acc: 0.094] 0:00:18.680636
739 [D loss: 0.629 R 0.589 F 0.670][D acc: 0.633 R 0.688 F 0.578][G loss: 1.326 acc: 0.125] 0:00:18.758710
740 [D loss: 0.579 R 0.625 F 0.533][D acc: 0.703 R 0.609 F 0.797][G loss: 1.281 acc: 0.031] 0:00:18.836193
741 [D loss: 0.617 R 0.574 F 0.661][D acc: 0.656 R 0.625 F 0.688][G loss: 1.168 acc: 0.078] 0:00:18.922023
742 [D loss: 0.647 R 0.601 F 0.692][D acc: 0.656 R 0.656 F 0.656][G loss: 1.058 acc: 0.141] 0:00:18.997824
743 [D loss: 0.593 R 0.581 F 0.604][D acc: 0.641 R 0.562 F 0.719][G loss: 1.081 acc: 0.078] 0:00:19.069525
744 [D loss: 0.566 R 0.544 F 0.588][D acc: 0.742 R 0.688 F 0.797][G loss: 1.158 acc: 0.172] 0:00:19.144164
745 [D loss: 0.606 R 0.638 F 0.573][D acc: 0.656 R 0.578 F 0.734][G loss: 1.116 acc: 0.172] 0:00:19.216053
746 [D loss: 0.618 R 0.603 F 0.634][D acc: 0.688 R 0.672 F 0.703][G loss: 1.104 acc: 0.172] 0:00:19.293226
747 [D loss: 0.608 R 0.599 F 0.616][D acc: 0.672 R 0.625 F 0.719][G loss: 1.203 acc: 0.156] 0:00:19.368260
748 [D loss: 0.560 R 0.488 F 0.631][D acc: 0.734 R 0.719 F 0.750][G loss: 1.227 acc: 0.109] 0:00:19.440877
749 [D loss: 0.625 R 0.584 F 0.667][D acc: 0.680 R 0.672 F 0.688][G loss: 1.070 acc: 0.125] 0:00:19.514211
750 [D loss: 0.622 R 0.627 F 0.617][D acc: 0.633 R 0.578 F 0.688][G loss: 1.149 acc: 0.141] 0:00:19.593545
751 [D loss: 0.604 R 0.612 F 0.597][D acc: 0.641 R 0.562 F 0.719][G loss: 1.117 acc: 0.125] 0:00:19.669463
752 [D loss: 0.591 R 0.644 F 0.538][D acc: 0.680 R 0.578 F 0.781][G loss: 1.160 acc: 0.172] 0:00:19.744961
753 [D loss: 0.636 R 0.681 F 0.591][D acc: 0.625 R 0.562 F 0.688][G loss: 1.048 acc: 0.156] 0:00:19.822716
754 [D loss: 0.593 R 0.598 F 0.588][D acc: 0.672 R 0.641 F 0.703][G loss: 1.261 acc: 0.094] 0:00:19.898198
755 [D loss: 0.626 R 0.593 F 0.659][D acc: 0.664 R 0.641 F 0.688][G loss: 1.120 acc: 0.125] 0:00:19.969842
756 [D loss: 0.608 R 0.620 F 0.596][D acc: 0.656 R 0.625 F 0.688][G loss: 1.148 acc: 0.125] 0:00:20.044885
757 [D loss: 0.611 R 0.661 F 0.560][D acc: 0.680 R 0.594 F 0.766][G loss: 1.062 acc: 0.172] 0:00:20.116277
758 [D loss: 0.628 R 0.580 F 0.677][D acc: 0.664 R 0.703 F 0.625][G loss: 1.080 acc: 0.156] 0:00:20.188006
759 [D loss: 0.568 R 0.533 F 0.603][D acc: 0.695 R 0.672 F 0.719][G loss: 1.078 acc: 0.156] 0:00:20.270708
760 [D loss: 0.581 R 0.582 F 0.580][D acc: 0.625 R 0.594 F 0.656][G loss: 1.141 acc: 0.172] 0:00:20.342696
761 [D loss: 0.531 R 0.526 F 0.537][D acc: 0.773 R 0.734 F 0.812][G loss: 1.293 acc: 0.062] 0:00:20.417585
762 [D loss: 0.644 R 0.584 F 0.704][D acc: 0.625 R 0.625 F 0.625][G loss: 1.280 acc: 0.062] 0:00:20.495369
763 [D loss: 0.595 R 0.632 F 0.558][D acc: 0.719 R 0.578 F 0.859][G loss: 1.230 acc: 0.109] 0:00:20.567771
764 [D loss: 0.603 R 0.608 F 0.598][D acc: 0.648 R 0.594 F 0.703][G loss: 1.285 acc: 0.109] 0:00:20.642426
765 [D loss: 0.655 R 0.692 F 0.618][D acc: 0.656 R 0.578 F 0.734][G loss: 1.147 acc: 0.047] 0:00:20.720249
766 [D loss: 0.660 R 0.705 F 0.615][D acc: 0.617 R 0.531 F 0.703][G loss: 0.933 acc: 0.203] 0:00:20.796342
767 [D loss: 0.617 R 0.656 F 0.578][D acc: 0.641 R 0.500 F 0.781][G loss: 1.104 acc: 0.109] 0:00:20.875594
768 [D loss: 0.574 R 0.536 F 0.612][D acc: 0.695 R 0.625 F 0.766][G loss: 1.121 acc: 0.078] 0:00:20.948656
769 [D loss: 0.632 R 0.611 F 0.654][D acc: 0.617 R 0.562 F 0.672][G loss: 1.028 acc: 0.156] 0:00:21.022852
770 [D loss: 0.596 R 0.498 F 0.693][D acc: 0.672 R 0.672 F 0.672][G loss: 1.133 acc: 0.109] 0:00:21.100408
771 [D loss: 0.628 R 0.620 F 0.636][D acc: 0.625 R 0.594 F 0.656][G loss: 1.047 acc: 0.141] 0:00:21.173659
772 [D loss: 0.637 R 0.628 F 0.646][D acc: 0.609 R 0.578 F 0.641][G loss: 1.045 acc: 0.141] 0:00:21.244510
773 [D loss: 0.559 R 0.594 F 0.524][D acc: 0.711 R 0.578 F 0.844][G loss: 1.225 acc: 0.109] 0:00:21.340266
774 [D loss: 0.649 R 0.643 F 0.656][D acc: 0.633 R 0.578 F 0.688][G loss: 1.110 acc: 0.062] 0:00:21.417467
775 [D loss: 0.605 R 0.607 F 0.603][D acc: 0.680 R 0.641 F 0.719][G loss: 1.067 acc: 0.172] 0:00:21.489422
776 [D loss: 0.662 R 0.626 F 0.697][D acc: 0.648 R 0.609 F 0.688][G loss: 1.082 acc: 0.141] 0:00:21.565396
777 [D loss: 0.628 R 0.646 F 0.610][D acc: 0.641 R 0.578 F 0.703][G loss: 1.086 acc: 0.188] 0:00:21.644082
778 [D loss: 0.550 R 0.569 F 0.531][D acc: 0.672 R 0.594 F 0.750][G loss: 1.315 acc: 0.094] 0:00:21.735317
779 [D loss: 0.557 R 0.620 F 0.495][D acc: 0.711 R 0.562 F 0.859][G loss: 1.110 acc: 0.156] 0:00:21.807656
780 [D loss: 0.640 R 0.577 F 0.703][D acc: 0.609 R 0.641 F 0.578][G loss: 1.157 acc: 0.141] 0:00:21.886365
781 [D loss: 0.577 R 0.553 F 0.600][D acc: 0.703 R 0.672 F 0.734][G loss: 1.107 acc: 0.156] 0:00:21.959152
782 [D loss: 0.600 R 0.572 F 0.628][D acc: 0.656 R 0.641 F 0.672][G loss: 1.060 acc: 0.172] 0:00:22.037043
783 [D loss: 0.596 R 0.552 F 0.640][D acc: 0.672 R 0.625 F 0.719][G loss: 1.170 acc: 0.156] 0:00:22.116353
784 [D loss: 0.531 R 0.553 F 0.509][D acc: 0.742 R 0.641 F 0.844][G loss: 1.237 acc: 0.109] 0:00:22.189495
785 [D loss: 0.625 R 0.572 F 0.678][D acc: 0.641 R 0.719 F 0.562][G loss: 1.161 acc: 0.141] 0:00:22.265575
786 [D loss: 0.593 R 0.586 F 0.601][D acc: 0.680 R 0.609 F 0.750][G loss: 1.098 acc: 0.156] 0:00:22.348639
787 [D loss: 0.575 R 0.577 F 0.573][D acc: 0.641 R 0.609 F 0.672][G loss: 1.081 acc: 0.188] 0:00:22.421451
788 [D loss: 0.612 R 0.562 F 0.661][D acc: 0.625 R 0.594 F 0.656][G loss: 1.146 acc: 0.156] 0:00:22.493733
789 [D loss: 0.591 R 0.528 F 0.654][D acc: 0.680 R 0.656 F 0.703][G loss: 1.189 acc: 0.172] 0:00:22.568322
790 [D loss: 0.623 R 0.669 F 0.578][D acc: 0.641 R 0.516 F 0.766][G loss: 1.212 acc: 0.078] 0:00:22.645493
791 [D loss: 0.638 R 0.657 F 0.619][D acc: 0.633 R 0.578 F 0.688][G loss: 1.082 acc: 0.125] 0:00:22.734498
792 [D loss: 0.624 R 0.578 F 0.671][D acc: 0.656 R 0.656 F 0.656][G loss: 1.187 acc: 0.062] 0:00:22.809987
793 [D loss: 0.624 R 0.676 F 0.572][D acc: 0.656 R 0.547 F 0.766][G loss: 1.109 acc: 0.094] 0:00:22.888382
794 [D loss: 0.589 R 0.545 F 0.634][D acc: 0.633 R 0.641 F 0.625][G loss: 1.100 acc: 0.125] 0:00:22.967511
795 [D loss: 0.625 R 0.578 F 0.673][D acc: 0.656 R 0.641 F 0.672][G loss: 1.225 acc: 0.125] 0:00:23.042847
796 [D loss: 0.571 R 0.582 F 0.559][D acc: 0.688 R 0.625 F 0.750][G loss: 1.133 acc: 0.078] 0:00:23.116175
797 [D loss: 0.531 R 0.509 F 0.553][D acc: 0.727 R 0.734 F 0.719][G loss: 1.218 acc: 0.094] 0:00:23.187854
798 [D loss: 0.554 R 0.557 F 0.551][D acc: 0.727 R 0.641 F 0.812][G loss: 1.376 acc: 0.109] 0:00:23.271101
799 [D loss: 0.611 R 0.511 F 0.712][D acc: 0.641 R 0.688 F 0.594][G loss: 1.172 acc: 0.156] 0:00:23.351333
800 [D loss: 0.634 R 0.706 F 0.563][D acc: 0.602 R 0.469 F 0.734][G loss: 1.117 acc: 0.172] 0:00:23.422235
801 [D loss: 0.536 R 0.438 F 0.633][D acc: 0.734 R 0.812 F 0.656][G loss: 1.102 acc: 0.156] 0:00:23.496538
802 [D loss: 0.586 R 0.598 F 0.575][D acc: 0.711 R 0.641 F 0.781][G loss: 1.200 acc: 0.141] 0:00:23.575254
803 [D loss: 0.529 R 0.492 F 0.566][D acc: 0.688 R 0.656 F 0.719][G loss: 1.110 acc: 0.141] 0:00:23.646792
804 [D loss: 0.599 R 0.653 F 0.545][D acc: 0.680 R 0.609 F 0.750][G loss: 1.252 acc: 0.078] 0:00:23.719706
805 [D loss: 0.613 R 0.630 F 0.595][D acc: 0.641 R 0.594 F 0.688][G loss: 1.103 acc: 0.203] 0:00:23.794594
806 [D loss: 0.513 R 0.427 F 0.598][D acc: 0.688 R 0.766 F 0.609][G loss: 1.194 acc: 0.141] 0:00:23.866876
807 [D loss: 0.666 R 0.640 F 0.692][D acc: 0.602 R 0.547 F 0.656][G loss: 1.234 acc: 0.109] 0:00:23.942204
808 [D loss: 0.661 R 0.640 F 0.682][D acc: 0.633 R 0.594 F 0.672][G loss: 1.116 acc: 0.047] 0:00:24.012265
809 [D loss: 0.607 R 0.612 F 0.602][D acc: 0.680 R 0.609 F 0.750][G loss: 1.149 acc: 0.188] 0:00:24.082874
810 [D loss: 0.592 R 0.547 F 0.636][D acc: 0.695 R 0.656 F 0.734][G loss: 1.336 acc: 0.109] 0:00:24.158575
811 [D loss: 0.649 R 0.681 F 0.616][D acc: 0.648 R 0.547 F 0.750][G loss: 1.136 acc: 0.078] 0:00:24.236878
812 [D loss: 0.636 R 0.601 F 0.671][D acc: 0.656 R 0.609 F 0.703][G loss: 1.160 acc: 0.094] 0:00:24.313722
813 [D loss: 0.566 R 0.544 F 0.587][D acc: 0.742 R 0.734 F 0.750][G loss: 1.146 acc: 0.125] 0:00:24.391742
814 [D loss: 0.591 R 0.535 F 0.647][D acc: 0.672 R 0.656 F 0.688][G loss: 1.171 acc: 0.172] 0:00:24.464592
815 [D loss: 0.655 R 0.661 F 0.650][D acc: 0.602 R 0.531 F 0.672][G loss: 1.101 acc: 0.078] 0:00:24.535834
816 [D loss: 0.553 R 0.560 F 0.546][D acc: 0.727 R 0.641 F 0.812][G loss: 1.112 acc: 0.094] 0:00:24.613142
817 [D loss: 0.579 R 0.592 F 0.566][D acc: 0.648 R 0.547 F 0.750][G loss: 1.108 acc: 0.188] 0:00:24.683733
818 [D loss: 0.576 R 0.602 F 0.551][D acc: 0.703 R 0.641 F 0.766][G loss: 1.062 acc: 0.172] 0:00:24.754035
819 [D loss: 0.566 R 0.532 F 0.600][D acc: 0.734 R 0.719 F 0.750][G loss: 1.191 acc: 0.109] 0:00:24.833665
820 [D loss: 0.580 R 0.601 F 0.560][D acc: 0.734 R 0.672 F 0.797][G loss: 1.106 acc: 0.156] 0:00:24.911771
821 [D loss: 0.616 R 0.541 F 0.690][D acc: 0.695 R 0.688 F 0.703][G loss: 1.120 acc: 0.125] 0:00:24.984175
822 [D loss: 0.611 R 0.570 F 0.652][D acc: 0.617 R 0.578 F 0.656][G loss: 1.212 acc: 0.062] 0:00:25.062216
823 [D loss: 0.586 R 0.643 F 0.530][D acc: 0.672 R 0.516 F 0.828][G loss: 1.131 acc: 0.172] 0:00:25.132936
824 [D loss: 0.553 R 0.595 F 0.511][D acc: 0.734 R 0.656 F 0.812][G loss: 1.153 acc: 0.094] 0:00:25.203621
825 [D loss: 0.574 R 0.564 F 0.583][D acc: 0.742 R 0.672 F 0.812][G loss: 1.196 acc: 0.078] 0:00:25.278737
826 [D loss: 0.638 R 0.610 F 0.666][D acc: 0.672 R 0.609 F 0.734][G loss: 1.273 acc: 0.094] 0:00:25.365797
827 [D loss: 0.549 R 0.527 F 0.571][D acc: 0.734 R 0.703 F 0.766][G loss: 1.115 acc: 0.078] 0:00:25.458448
828 [D loss: 0.585 R 0.460 F 0.710][D acc: 0.711 R 0.750 F 0.672][G loss: 1.199 acc: 0.109] 0:00:25.541049
829 [D loss: 0.544 R 0.538 F 0.551][D acc: 0.703 R 0.656 F 0.750][G loss: 1.397 acc: 0.125] 0:00:25.621058
830 [D loss: 0.598 R 0.740 F 0.455][D acc: 0.703 R 0.531 F 0.875][G loss: 1.299 acc: 0.188] 0:00:25.693307
831 [D loss: 0.641 R 0.527 F 0.755][D acc: 0.703 R 0.719 F 0.688][G loss: 1.145 acc: 0.172] 0:00:25.777566
832 [D loss: 0.586 R 0.557 F 0.615][D acc: 0.633 R 0.641 F 0.625][G loss: 1.247 acc: 0.094] 0:00:25.870546
833 [D loss: 0.644 R 0.644 F 0.645][D acc: 0.648 R 0.609 F 0.688][G loss: 1.188 acc: 0.094] 0:00:25.943251
834 [D loss: 0.597 R 0.637 F 0.556][D acc: 0.648 R 0.547 F 0.750][G loss: 1.179 acc: 0.078] 0:00:26.030920
835 [D loss: 0.597 R 0.628 F 0.565][D acc: 0.648 R 0.594 F 0.703][G loss: 1.275 acc: 0.078] 0:00:26.102952
836 [D loss: 0.577 R 0.544 F 0.610][D acc: 0.703 R 0.703 F 0.703][G loss: 1.233 acc: 0.172] 0:00:26.172586
837 [D loss: 0.566 R 0.595 F 0.537][D acc: 0.672 R 0.578 F 0.766][G loss: 1.302 acc: 0.172] 0:00:26.258208
838 [D loss: 0.609 R 0.717 F 0.500][D acc: 0.680 R 0.500 F 0.859][G loss: 1.146 acc: 0.078] 0:00:26.337274
839 [D loss: 0.578 R 0.516 F 0.640][D acc: 0.680 R 0.672 F 0.688][G loss: 1.178 acc: 0.156] 0:00:26.408563
840 [D loss: 0.486 R 0.467 F 0.505][D acc: 0.789 R 0.750 F 0.828][G loss: 1.315 acc: 0.078] 0:00:26.487643
841 [D loss: 0.648 R 0.570 F 0.725][D acc: 0.641 R 0.594 F 0.688][G loss: 1.441 acc: 0.125] 0:00:26.562749
842 [D loss: 0.567 R 0.575 F 0.559][D acc: 0.750 R 0.703 F 0.797][G loss: 1.273 acc: 0.062] 0:00:26.653697
843 [D loss: 0.559 R 0.613 F 0.504][D acc: 0.703 R 0.562 F 0.844][G loss: 1.293 acc: 0.156] 0:00:26.731580
844 [D loss: 0.538 R 0.518 F 0.558][D acc: 0.703 R 0.656 F 0.750][G loss: 1.197 acc: 0.250] 0:00:26.829591
845 [D loss: 0.577 R 0.570 F 0.584][D acc: 0.703 R 0.688 F 0.719][G loss: 1.337 acc: 0.125] 0:00:26.907857
846 [D loss: 0.615 R 0.624 F 0.606][D acc: 0.656 R 0.594 F 0.719][G loss: 1.228 acc: 0.125] 0:00:26.997236
847 [D loss: 0.627 R 0.563 F 0.690][D acc: 0.648 R 0.641 F 0.656][G loss: 1.132 acc: 0.203] 0:00:27.072918
848 [D loss: 0.630 R 0.644 F 0.617][D acc: 0.641 R 0.531 F 0.750][G loss: 1.206 acc: 0.125] 0:00:27.146479
849 [D loss: 0.522 R 0.528 F 0.516][D acc: 0.758 R 0.734 F 0.781][G loss: 1.447 acc: 0.109] 0:00:27.223364
850 [D loss: 0.599 R 0.707 F 0.491][D acc: 0.641 R 0.516 F 0.766][G loss: 1.321 acc: 0.062] 0:00:27.301209
851 [D loss: 0.615 R 0.559 F 0.670][D acc: 0.680 R 0.688 F 0.672][G loss: 1.143 acc: 0.172] 0:00:27.378585
852 [D loss: 0.633 R 0.676 F 0.591][D acc: 0.664 R 0.594 F 0.734][G loss: 1.134 acc: 0.094] 0:00:27.452325
853 [D loss: 0.579 R 0.582 F 0.576][D acc: 0.664 R 0.594 F 0.734][G loss: 1.125 acc: 0.141] 0:00:27.528084
854 [D loss: 0.636 R 0.626 F 0.645][D acc: 0.641 R 0.625 F 0.656][G loss: 1.118 acc: 0.125] 0:00:27.599976
855 [D loss: 0.620 R 0.628 F 0.613][D acc: 0.641 R 0.672 F 0.609][G loss: 1.185 acc: 0.078] 0:00:27.686029
856 [D loss: 0.632 R 0.674 F 0.589][D acc: 0.641 R 0.547 F 0.734][G loss: 1.179 acc: 0.094] 0:00:27.774613
857 [D loss: 0.638 R 0.689 F 0.587][D acc: 0.633 R 0.594 F 0.672][G loss: 1.055 acc: 0.094] 0:00:27.847645
858 [D loss: 0.634 R 0.578 F 0.691][D acc: 0.656 R 0.609 F 0.703][G loss: 1.144 acc: 0.094] 0:00:27.930011
859 [D loss: 0.597 R 0.609 F 0.586][D acc: 0.680 R 0.609 F 0.750][G loss: 1.208 acc: 0.109] 0:00:28.008535
860 [D loss: 0.582 R 0.573 F 0.590][D acc: 0.695 R 0.625 F 0.766][G loss: 1.001 acc: 0.141] 0:00:28.090926
861 [D loss: 0.673 R 0.657 F 0.689][D acc: 0.609 R 0.594 F 0.625][G loss: 1.194 acc: 0.125] 0:00:28.164517
862 [D loss: 0.674 R 0.635 F 0.714][D acc: 0.578 R 0.562 F 0.594][G loss: 1.001 acc: 0.156] 0:00:28.242100
863 [D loss: 0.570 R 0.612 F 0.528][D acc: 0.656 R 0.516 F 0.797][G loss: 1.024 acc: 0.156] 0:00:28.316298
864 [D loss: 0.623 R 0.604 F 0.641][D acc: 0.641 R 0.562 F 0.719][G loss: 1.073 acc: 0.172] 0:00:28.399757
865 [D loss: 0.619 R 0.544 F 0.693][D acc: 0.664 R 0.656 F 0.672][G loss: 1.108 acc: 0.141] 0:00:28.475648
866 [D loss: 0.555 R 0.585 F 0.525][D acc: 0.719 R 0.625 F 0.812][G loss: 1.008 acc: 0.188] 0:00:28.547834
867 [D loss: 0.613 R 0.599 F 0.627][D acc: 0.672 R 0.688 F 0.656][G loss: 1.109 acc: 0.234] 0:00:28.622268
868 [D loss: 0.636 R 0.625 F 0.647][D acc: 0.609 R 0.578 F 0.641][G loss: 1.237 acc: 0.062] 0:00:28.693435
869 [D loss: 0.678 R 0.740 F 0.617][D acc: 0.609 R 0.516 F 0.703][G loss: 1.132 acc: 0.031] 0:00:28.766032
870 [D loss: 0.615 R 0.606 F 0.625][D acc: 0.680 R 0.656 F 0.703][G loss: 1.206 acc: 0.109] 0:00:28.842533
871 [D loss: 0.591 R 0.587 F 0.595][D acc: 0.688 R 0.656 F 0.719][G loss: 1.088 acc: 0.172] 0:00:28.928731
872 [D loss: 0.607 R 0.581 F 0.632][D acc: 0.695 R 0.703 F 0.688][G loss: 1.098 acc: 0.125] 0:00:29.007473
873 [D loss: 0.536 R 0.456 F 0.616][D acc: 0.758 R 0.766 F 0.750][G loss: 1.166 acc: 0.141] 0:00:29.082288
874 [D loss: 0.591 R 0.670 F 0.512][D acc: 0.672 R 0.531 F 0.812][G loss: 1.317 acc: 0.062] 0:00:29.152526
875 [D loss: 0.695 R 0.575 F 0.815][D acc: 0.586 R 0.594 F 0.578][G loss: 1.059 acc: 0.094] 0:00:29.230163
876 [D loss: 0.582 R 0.570 F 0.593][D acc: 0.727 R 0.656 F 0.797][G loss: 1.124 acc: 0.141] 0:00:29.325761
877 [D loss: 0.676 R 0.676 F 0.676][D acc: 0.672 R 0.609 F 0.734][G loss: 1.134 acc: 0.062] 0:00:29.407660
878 [D loss: 0.580 R 0.602 F 0.558][D acc: 0.680 R 0.609 F 0.750][G loss: 1.056 acc: 0.078] 0:00:29.506710
879 [D loss: 0.597 R 0.528 F 0.666][D acc: 0.672 R 0.688 F 0.656][G loss: 1.052 acc: 0.188] 0:00:29.592470
880 [D loss: 0.616 R 0.607 F 0.625][D acc: 0.680 R 0.641 F 0.719][G loss: 1.143 acc: 0.141] 0:00:29.673690
881 [D loss: 0.658 R 0.701 F 0.615][D acc: 0.602 R 0.453 F 0.750][G loss: 1.091 acc: 0.094] 0:00:29.759441
882 [D loss: 0.600 R 0.553 F 0.646][D acc: 0.648 R 0.594 F 0.703][G loss: 1.112 acc: 0.094] 0:00:29.837126
883 [D loss: 0.577 R 0.505 F 0.649][D acc: 0.695 R 0.719 F 0.672][G loss: 1.072 acc: 0.125] 0:00:29.911017
884 [D loss: 0.631 R 0.628 F 0.635][D acc: 0.648 R 0.578 F 0.719][G loss: 1.136 acc: 0.078] 0:00:29.983625
885 [D loss: 0.605 R 0.648 F 0.561][D acc: 0.664 R 0.531 F 0.797][G loss: 1.103 acc: 0.156] 0:00:30.063161
886 [D loss: 0.562 R 0.588 F 0.535][D acc: 0.734 R 0.656 F 0.812][G loss: 1.020 acc: 0.172] 0:00:30.139181
887 [D loss: 0.627 R 0.642 F 0.611][D acc: 0.656 R 0.656 F 0.656][G loss: 1.102 acc: 0.125] 0:00:30.210830
888 [D loss: 0.573 R 0.571 F 0.575][D acc: 0.695 R 0.625 F 0.766][G loss: 1.148 acc: 0.141] 0:00:30.287735
889 [D loss: 0.561 R 0.533 F 0.589][D acc: 0.703 R 0.688 F 0.719][G loss: 1.256 acc: 0.172] 0:00:30.359745
890 [D loss: 0.548 R 0.589 F 0.506][D acc: 0.727 R 0.656 F 0.797][G loss: 1.236 acc: 0.062] 0:00:30.442791
891 [D loss: 0.615 R 0.674 F 0.556][D acc: 0.656 R 0.578 F 0.734][G loss: 1.181 acc: 0.203] 0:00:30.521548
892 [D loss: 0.597 R 0.556 F 0.639][D acc: 0.695 R 0.734 F 0.656][G loss: 1.146 acc: 0.188] 0:00:30.593431
893 [D loss: 0.619 R 0.605 F 0.633][D acc: 0.617 R 0.562 F 0.672][G loss: 1.169 acc: 0.109] 0:00:30.665074
894 [D loss: 0.590 R 0.662 F 0.518][D acc: 0.664 R 0.531 F 0.797][G loss: 1.138 acc: 0.156] 0:00:30.743514
895 [D loss: 0.589 R 0.557 F 0.622][D acc: 0.727 R 0.734 F 0.719][G loss: 1.174 acc: 0.141] 0:00:30.820584
896 [D loss: 0.583 R 0.630 F 0.535][D acc: 0.711 R 0.609 F 0.812][G loss: 1.279 acc: 0.094] 0:00:30.898135
897 [D loss: 0.612 R 0.525 F 0.699][D acc: 0.641 R 0.703 F 0.578][G loss: 1.250 acc: 0.125] 0:00:30.974391
898 [D loss: 0.573 R 0.513 F 0.633][D acc: 0.750 R 0.734 F 0.766][G loss: 1.279 acc: 0.094] 0:00:31.055812
899 [D loss: 0.563 R 0.597 F 0.530][D acc: 0.648 R 0.578 F 0.719][G loss: 1.177 acc: 0.078] 0:00:31.128240
900 [D loss: 0.558 R 0.510 F 0.607][D acc: 0.695 R 0.719 F 0.672][G loss: 1.138 acc: 0.109] 0:00:31.201457
901 [D loss: 0.544 R 0.546 F 0.543][D acc: 0.688 R 0.656 F 0.719][G loss: 1.178 acc: 0.109] 0:00:31.276309
902 [D loss: 0.570 R 0.543 F 0.597][D acc: 0.703 R 0.688 F 0.719][G loss: 1.411 acc: 0.062] 0:00:31.347816
903 [D loss: 0.538 R 0.536 F 0.540][D acc: 0.727 R 0.672 F 0.781][G loss: 1.240 acc: 0.047] 0:00:31.426424
904 [D loss: 0.637 R 0.672 F 0.601][D acc: 0.633 R 0.531 F 0.734][G loss: 1.310 acc: 0.031] 0:00:31.505400
905 [D loss: 0.583 R 0.601 F 0.565][D acc: 0.688 R 0.641 F 0.734][G loss: 1.096 acc: 0.141] 0:00:31.576833
906 [D loss: 0.534 R 0.534 F 0.535][D acc: 0.727 R 0.641 F 0.812][G loss: 1.127 acc: 0.156] 0:00:31.653482
907 [D loss: 0.504 R 0.491 F 0.517][D acc: 0.734 R 0.703 F 0.766][G loss: 1.316 acc: 0.172] 0:00:31.739300
908 [D loss: 0.558 R 0.624 F 0.492][D acc: 0.703 R 0.641 F 0.766][G loss: 1.217 acc: 0.141] 0:00:31.819095
909 [D loss: 0.556 R 0.518 F 0.595][D acc: 0.672 R 0.672 F 0.672][G loss: 1.430 acc: 0.109] 0:00:31.901026
910 [D loss: 0.629 R 0.637 F 0.622][D acc: 0.672 R 0.578 F 0.766][G loss: 1.235 acc: 0.078] 0:00:31.981684
911 [D loss: 0.605 R 0.580 F 0.630][D acc: 0.672 R 0.656 F 0.688][G loss: 1.299 acc: 0.078] 0:00:32.054009
912 [D loss: 0.475 R 0.419 F 0.530][D acc: 0.789 R 0.766 F 0.812][G loss: 1.255 acc: 0.125] 0:00:32.132116
913 [D loss: 0.622 R 0.591 F 0.653][D acc: 0.617 R 0.562 F 0.672][G loss: 1.269 acc: 0.109] 0:00:32.203121
914 [D loss: 0.618 R 0.651 F 0.586][D acc: 0.719 R 0.609 F 0.828][G loss: 1.242 acc: 0.047] 0:00:32.280883
915 [D loss: 0.531 R 0.482 F 0.581][D acc: 0.719 R 0.734 F 0.703][G loss: 1.238 acc: 0.031] 0:00:32.358367
916 [D loss: 0.572 R 0.558 F 0.587][D acc: 0.680 R 0.625 F 0.734][G loss: 1.275 acc: 0.078] 0:00:32.440843
917 [D loss: 0.547 R 0.570 F 0.523][D acc: 0.727 R 0.625 F 0.828][G loss: 1.411 acc: 0.031] 0:00:32.515827
918 [D loss: 0.599 R 0.610 F 0.588][D acc: 0.734 R 0.656 F 0.812][G loss: 1.341 acc: 0.016] 0:00:32.594839
919 [D loss: 0.536 R 0.580 F 0.491][D acc: 0.719 R 0.609 F 0.828][G loss: 1.205 acc: 0.109] 0:00:32.673315
920 [D loss: 0.665 R 0.643 F 0.686][D acc: 0.609 R 0.594 F 0.625][G loss: 1.185 acc: 0.094] 0:00:32.749022
921 [D loss: 0.599 R 0.583 F 0.615][D acc: 0.703 R 0.656 F 0.750][G loss: 1.153 acc: 0.156] 0:00:32.829683
922 [D loss: 0.613 R 0.666 F 0.559][D acc: 0.578 R 0.500 F 0.656][G loss: 1.124 acc: 0.156] 0:00:32.901586
923 [D loss: 0.608 R 0.646 F 0.569][D acc: 0.719 R 0.641 F 0.797][G loss: 1.224 acc: 0.078] 0:00:32.974462
924 [D loss: 0.594 R 0.566 F 0.621][D acc: 0.656 R 0.594 F 0.719][G loss: 1.055 acc: 0.109] 0:00:33.054887
925 [D loss: 0.667 R 0.712 F 0.622][D acc: 0.602 R 0.547 F 0.656][G loss: 1.242 acc: 0.062] 0:00:33.131333
926 [D loss: 0.578 R 0.564 F 0.592][D acc: 0.688 R 0.625 F 0.750][G loss: 1.119 acc: 0.078] 0:00:33.212673
927 [D loss: 0.600 R 0.599 F 0.601][D acc: 0.641 R 0.578 F 0.703][G loss: 1.115 acc: 0.094] 0:00:33.285452
928 [D loss: 0.595 R 0.606 F 0.583][D acc: 0.719 R 0.656 F 0.781][G loss: 1.120 acc: 0.078] 0:00:33.359338
929 [D loss: 0.605 R 0.680 F 0.531][D acc: 0.680 R 0.578 F 0.781][G loss: 1.118 acc: 0.125] 0:00:33.435171
930 [D loss: 0.627 R 0.604 F 0.651][D acc: 0.648 R 0.594 F 0.703][G loss: 1.150 acc: 0.125] 0:00:33.512025
931 [D loss: 0.547 R 0.496 F 0.598][D acc: 0.703 R 0.688 F 0.719][G loss: 1.230 acc: 0.094] 0:00:33.586135
932 [D loss: 0.621 R 0.625 F 0.617][D acc: 0.711 R 0.656 F 0.766][G loss: 1.153 acc: 0.078] 0:00:33.663544
933 [D loss: 0.588 R 0.583 F 0.594][D acc: 0.672 R 0.578 F 0.766][G loss: 1.268 acc: 0.109] 0:00:33.762985
934 [D loss: 0.566 R 0.563 F 0.570][D acc: 0.703 R 0.609 F 0.797][G loss: 1.244 acc: 0.047] 0:00:33.864288
935 [D loss: 0.583 R 0.536 F 0.630][D acc: 0.711 R 0.703 F 0.719][G loss: 1.191 acc: 0.156] 0:00:33.944150
936 [D loss: 0.581 R 0.521 F 0.640][D acc: 0.719 R 0.703 F 0.734][G loss: 1.082 acc: 0.141] 0:00:34.028085
937 [D loss: 0.526 R 0.503 F 0.548][D acc: 0.727 R 0.672 F 0.781][G loss: 1.237 acc: 0.141] 0:00:34.124558
938 [D loss: 0.549 R 0.568 F 0.530][D acc: 0.703 R 0.641 F 0.766][G loss: 1.318 acc: 0.062] 0:00:34.218165
939 [D loss: 0.563 R 0.604 F 0.523][D acc: 0.695 R 0.578 F 0.812][G loss: 1.276 acc: 0.109] 0:00:34.304372
940 [D loss: 0.592 R 0.629 F 0.555][D acc: 0.664 R 0.562 F 0.766][G loss: 1.198 acc: 0.125] 0:00:34.383256
941 [D loss: 0.609 R 0.642 F 0.575][D acc: 0.688 R 0.594 F 0.781][G loss: 1.119 acc: 0.141] 0:00:34.468149
942 [D loss: 0.580 R 0.532 F 0.627][D acc: 0.703 R 0.656 F 0.750][G loss: 1.116 acc: 0.172] 0:00:34.560267
943 [D loss: 0.591 R 0.512 F 0.671][D acc: 0.641 R 0.688 F 0.594][G loss: 1.215 acc: 0.172] 0:00:34.636924
944 [D loss: 0.612 R 0.709 F 0.515][D acc: 0.656 R 0.531 F 0.781][G loss: 1.096 acc: 0.156] 0:00:34.714386
945 [D loss: 0.572 R 0.544 F 0.600][D acc: 0.695 R 0.672 F 0.719][G loss: 1.210 acc: 0.156] 0:00:34.794438
946 [D loss: 0.634 R 0.566 F 0.702][D acc: 0.648 R 0.656 F 0.641][G loss: 0.999 acc: 0.172] 0:00:34.868317
947 [D loss: 0.606 R 0.593 F 0.620][D acc: 0.664 R 0.656 F 0.672][G loss: 1.350 acc: 0.078] 0:00:34.944035
948 [D loss: 0.647 R 0.692 F 0.601][D acc: 0.664 R 0.562 F 0.766][G loss: 1.134 acc: 0.047] 0:00:35.030141
949 [D loss: 0.634 R 0.625 F 0.644][D acc: 0.625 R 0.562 F 0.688][G loss: 1.132 acc: 0.125] 0:00:35.106593
950 [D loss: 0.518 R 0.546 F 0.489][D acc: 0.758 R 0.656 F 0.859][G loss: 1.178 acc: 0.078] 0:00:35.187789
951 [D loss: 0.589 R 0.571 F 0.607][D acc: 0.633 R 0.594 F 0.672][G loss: 1.161 acc: 0.109] 0:00:35.263349
952 [D loss: 0.563 R 0.500 F 0.626][D acc: 0.695 R 0.734 F 0.656][G loss: 1.175 acc: 0.109] 0:00:35.334317
953 [D loss: 0.630 R 0.632 F 0.627][D acc: 0.664 R 0.625 F 0.703][G loss: 1.128 acc: 0.094] 0:00:35.406047
954 [D loss: 0.573 R 0.646 F 0.500][D acc: 0.711 R 0.547 F 0.875][G loss: 1.013 acc: 0.188] 0:00:35.504111
955 [D loss: 0.600 R 0.552 F 0.649][D acc: 0.695 R 0.641 F 0.750][G loss: 1.207 acc: 0.172] 0:00:35.578055
956 [D loss: 0.581 R 0.617 F 0.545][D acc: 0.680 R 0.531 F 0.828][G loss: 1.168 acc: 0.125] 0:00:35.650241
957 [D loss: 0.588 R 0.613 F 0.563][D acc: 0.734 R 0.656 F 0.812][G loss: 1.147 acc: 0.125] 0:00:35.742481
958 [D loss: 0.605 R 0.580 F 0.630][D acc: 0.656 R 0.578 F 0.734][G loss: 1.139 acc: 0.141] 0:00:35.817703
959 [D loss: 0.507 R 0.481 F 0.533][D acc: 0.766 R 0.734 F 0.797][G loss: 1.201 acc: 0.094] 0:00:35.893782
960 [D loss: 0.591 R 0.575 F 0.606][D acc: 0.664 R 0.609 F 0.719][G loss: 1.214 acc: 0.109] 0:00:35.970577
961 [D loss: 0.524 R 0.490 F 0.558][D acc: 0.727 R 0.672 F 0.781][G loss: 1.270 acc: 0.094] 0:00:36.047082
962 [D loss: 0.525 R 0.573 F 0.476][D acc: 0.719 R 0.609 F 0.828][G loss: 1.376 acc: 0.141] 0:00:36.120365
963 [D loss: 0.593 R 0.573 F 0.613][D acc: 0.664 R 0.656 F 0.672][G loss: 1.166 acc: 0.172] 0:00:36.201926
964 [D loss: 0.515 R 0.495 F 0.536][D acc: 0.742 R 0.688 F 0.797][G loss: 1.429 acc: 0.094] 0:00:36.275649
965 [D loss: 0.601 R 0.664 F 0.538][D acc: 0.688 R 0.578 F 0.797][G loss: 1.206 acc: 0.125] 0:00:36.346102
966 [D loss: 0.599 R 0.509 F 0.690][D acc: 0.656 R 0.641 F 0.672][G loss: 1.069 acc: 0.219] 0:00:36.416936
967 [D loss: 0.648 R 0.534 F 0.763][D acc: 0.672 R 0.672 F 0.672][G loss: 1.321 acc: 0.047] 0:00:36.499731
968 [D loss: 0.631 R 0.670 F 0.592][D acc: 0.633 R 0.531 F 0.734][G loss: 1.204 acc: 0.094] 0:00:36.576612
969 [D loss: 0.590 R 0.515 F 0.666][D acc: 0.688 R 0.672 F 0.703][G loss: 1.118 acc: 0.141] 0:00:36.651812
970 [D loss: 0.588 R 0.570 F 0.607][D acc: 0.648 R 0.609 F 0.688][G loss: 1.148 acc: 0.141] 0:00:36.729055
971 [D loss: 0.569 R 0.586 F 0.553][D acc: 0.719 R 0.625 F 0.812][G loss: 1.223 acc: 0.125] 0:00:36.801911
972 [D loss: 0.575 R 0.601 F 0.549][D acc: 0.688 R 0.625 F 0.750][G loss: 1.212 acc: 0.094] 0:00:36.878253
973 [D loss: 0.618 R 0.622 F 0.613][D acc: 0.633 R 0.594 F 0.672][G loss: 1.565 acc: 0.047] 0:00:36.951022
974 [D loss: 0.581 R 0.634 F 0.528][D acc: 0.711 R 0.594 F 0.828][G loss: 1.128 acc: 0.094] 0:00:37.028059
975 [D loss: 0.516 R 0.554 F 0.478][D acc: 0.750 R 0.656 F 0.844][G loss: 1.187 acc: 0.094] 0:00:37.105767
976 [D loss: 0.582 R 0.536 F 0.628][D acc: 0.672 R 0.641 F 0.703][G loss: 1.225 acc: 0.125] 0:00:37.176662
977 [D loss: 0.651 R 0.610 F 0.693][D acc: 0.633 R 0.609 F 0.656][G loss: 1.170 acc: 0.078] 0:00:37.266108
978 [D loss: 0.596 R 0.694 F 0.499][D acc: 0.664 R 0.516 F 0.812][G loss: 1.143 acc: 0.156] 0:00:37.341583
979 [D loss: 0.573 R 0.525 F 0.621][D acc: 0.711 R 0.703 F 0.719][G loss: 1.133 acc: 0.109] 0:00:37.417538
980 [D loss: 0.514 R 0.499 F 0.530][D acc: 0.758 R 0.703 F 0.812][G loss: 1.215 acc: 0.188] 0:00:37.505690
981 [D loss: 0.624 R 0.573 F 0.675][D acc: 0.625 R 0.641 F 0.609][G loss: 1.258 acc: 0.078] 0:00:37.585857
982 [D loss: 0.549 R 0.526 F 0.572][D acc: 0.680 R 0.656 F 0.703][G loss: 1.178 acc: 0.141] 0:00:37.667454
983 [D loss: 0.518 R 0.473 F 0.562][D acc: 0.734 R 0.750 F 0.719][G loss: 1.209 acc: 0.156] 0:00:37.744129
984 [D loss: 0.628 R 0.648 F 0.608][D acc: 0.695 R 0.656 F 0.734][G loss: 1.162 acc: 0.172] 0:00:37.820766
985 [D loss: 0.554 R 0.565 F 0.543][D acc: 0.711 R 0.672 F 0.750][G loss: 1.300 acc: 0.125] 0:00:37.898077
986 [D loss: 0.503 R 0.503 F 0.504][D acc: 0.742 R 0.672 F 0.812][G loss: 1.403 acc: 0.047] 0:00:37.972437
987 [D loss: 0.563 R 0.515 F 0.611][D acc: 0.742 R 0.750 F 0.734][G loss: 1.299 acc: 0.109] 0:00:38.056012
988 [D loss: 0.506 R 0.526 F 0.487][D acc: 0.766 R 0.719 F 0.812][G loss: 1.272 acc: 0.188] 0:00:38.129380
989 [D loss: 0.645 R 0.687 F 0.603][D acc: 0.648 R 0.562 F 0.734][G loss: 1.199 acc: 0.172] 0:00:38.201618
990 [D loss: 0.520 R 0.528 F 0.513][D acc: 0.781 R 0.766 F 0.797][G loss: 1.391 acc: 0.047] 0:00:38.280989
991 [D loss: 0.525 R 0.525 F 0.524][D acc: 0.758 R 0.688 F 0.828][G loss: 1.368 acc: 0.125] 0:00:38.353164
992 [D loss: 0.616 R 0.519 F 0.714][D acc: 0.672 R 0.688 F 0.656][G loss: 1.330 acc: 0.078] 0:00:38.426707
993 [D loss: 0.527 R 0.517 F 0.537][D acc: 0.727 R 0.656 F 0.797][G loss: 1.308 acc: 0.094] 0:00:38.514814
994 [D loss: 0.481 R 0.443 F 0.519][D acc: 0.750 R 0.734 F 0.766][G loss: 1.441 acc: 0.078] 0:00:38.594917
995 [D loss: 0.620 R 0.637 F 0.602][D acc: 0.648 R 0.625 F 0.672][G loss: 1.360 acc: 0.047] 0:00:38.665991
996 [D loss: 0.582 R 0.557 F 0.607][D acc: 0.672 R 0.641 F 0.703][G loss: 1.320 acc: 0.078] 0:00:38.743300
997 [D loss: 0.606 R 0.737 F 0.476][D acc: 0.680 R 0.516 F 0.844][G loss: 1.160 acc: 0.109] 0:00:38.815179
998 [D loss: 0.561 R 0.544 F 0.578][D acc: 0.703 R 0.688 F 0.719][G loss: 1.294 acc: 0.172] 0:00:38.885824
999 [D loss: 0.521 R 0.543 F 0.499][D acc: 0.750 R 0.688 F 0.812][G loss: 1.239 acc: 0.156] 0:00:38.958551
1000 [D loss: 0.569 R 0.571 F 0.567][D acc: 0.695 R 0.609 F 0.781][G loss: 1.103 acc: 0.250] 0:00:39.030594
In [33]:
# Training in addition
# 追加で training する。

gan_work.train(
    x_train,
    batch_size = BATCH_SIZE,
    epochs = 6000,
    run_folder = save_path1,
    print_every_n_batches = 2000
)
1001 [D loss: 0.571 R 0.491 F 0.650][D acc: 0.664 R 0.688 F 0.641][G loss: 1.211 acc: 0.172] 0:00:00.080392
1002 [D loss: 0.559 R 0.579 F 0.539][D acc: 0.703 R 0.641 F 0.766][G loss: 1.292 acc: 0.125] 0:00:00.156964
1003 [D loss: 0.541 R 0.532 F 0.551][D acc: 0.750 R 0.688 F 0.812][G loss: 1.290 acc: 0.094] 0:00:00.234994
1004 [D loss: 0.537 R 0.446 F 0.628][D acc: 0.773 R 0.797 F 0.750][G loss: 1.198 acc: 0.047] 0:00:00.322648
1005 [D loss: 0.531 R 0.515 F 0.548][D acc: 0.734 R 0.734 F 0.734][G loss: 1.226 acc: 0.078] 0:00:00.414984
1006 [D loss: 0.567 R 0.574 F 0.560][D acc: 0.672 R 0.641 F 0.703][G loss: 1.338 acc: 0.109] 0:00:00.497695
1007 [D loss: 0.554 R 0.630 F 0.479][D acc: 0.695 R 0.562 F 0.828][G loss: 1.400 acc: 0.062] 0:00:00.574185
1008 [D loss: 0.614 R 0.623 F 0.605][D acc: 0.633 R 0.547 F 0.719][G loss: 1.261 acc: 0.094] 0:00:00.647186
1009 [D loss: 0.564 R 0.590 F 0.539][D acc: 0.719 R 0.625 F 0.812][G loss: 1.276 acc: 0.141] 0:00:00.737941
1010 [D loss: 0.603 R 0.555 F 0.652][D acc: 0.664 R 0.672 F 0.656][G loss: 1.289 acc: 0.141] 0:00:00.855188
1011 [D loss: 0.549 R 0.578 F 0.520][D acc: 0.695 R 0.656 F 0.734][G loss: 1.190 acc: 0.172] 0:00:00.934103
1012 [D loss: 0.477 R 0.422 F 0.532][D acc: 0.742 R 0.750 F 0.734][G loss: 1.508 acc: 0.031] 0:00:01.005894
1013 [D loss: 0.529 R 0.607 F 0.451][D acc: 0.711 R 0.609 F 0.812][G loss: 1.219 acc: 0.156] 0:00:01.083058
1014 [D loss: 0.506 R 0.463 F 0.548][D acc: 0.742 R 0.719 F 0.766][G loss: 1.253 acc: 0.141] 0:00:01.157425
1015 [D loss: 0.517 R 0.474 F 0.560][D acc: 0.727 R 0.734 F 0.719][G loss: 1.580 acc: 0.016] 0:00:01.230285
1016 [D loss: 0.540 R 0.530 F 0.550][D acc: 0.734 R 0.719 F 0.750][G loss: 1.438 acc: 0.109] 0:00:01.306623
1017 [D loss: 0.686 R 0.717 F 0.655][D acc: 0.633 R 0.547 F 0.719][G loss: 1.210 acc: 0.125] 0:00:01.380856
1018 [D loss: 0.637 R 0.646 F 0.628][D acc: 0.625 R 0.531 F 0.719][G loss: 1.240 acc: 0.141] 0:00:01.454937
1019 [D loss: 0.507 R 0.526 F 0.489][D acc: 0.719 R 0.656 F 0.781][G loss: 1.281 acc: 0.109] 0:00:01.531218
1020 [D loss: 0.552 R 0.488 F 0.616][D acc: 0.711 R 0.750 F 0.672][G loss: 1.345 acc: 0.078] 0:00:01.615696
1021 [D loss: 0.579 R 0.558 F 0.600][D acc: 0.711 R 0.672 F 0.750][G loss: 1.265 acc: 0.156] 0:00:01.694230
1022 [D loss: 0.579 R 0.581 F 0.577][D acc: 0.680 R 0.625 F 0.734][G loss: 1.293 acc: 0.125] 0:00:01.785686
1023 [D loss: 0.540 R 0.557 F 0.524][D acc: 0.695 R 0.672 F 0.719][G loss: 1.376 acc: 0.109] 0:00:01.863554
1024 [D loss: 0.536 R 0.571 F 0.500][D acc: 0.734 R 0.641 F 0.828][G loss: 1.367 acc: 0.156] 0:00:01.934621
1025 [D loss: 0.628 R 0.561 F 0.696][D acc: 0.656 R 0.656 F 0.656][G loss: 1.312 acc: 0.109] 0:00:02.014565
1026 [D loss: 0.567 R 0.575 F 0.559][D acc: 0.688 R 0.641 F 0.734][G loss: 1.388 acc: 0.078] 0:00:02.090686
1027 [D loss: 0.464 R 0.470 F 0.457][D acc: 0.797 R 0.750 F 0.844][G loss: 1.358 acc: 0.141] 0:00:02.162037
1028 [D loss: 0.587 R 0.477 F 0.697][D acc: 0.703 R 0.703 F 0.703][G loss: 1.324 acc: 0.109] 0:00:02.236087
1029 [D loss: 0.457 R 0.478 F 0.435][D acc: 0.820 R 0.734 F 0.906][G loss: 1.405 acc: 0.172] 0:00:02.323802
1030 [D loss: 0.514 R 0.518 F 0.510][D acc: 0.758 R 0.688 F 0.828][G loss: 1.400 acc: 0.125] 0:00:02.397883
1031 [D loss: 0.523 R 0.489 F 0.558][D acc: 0.742 R 0.734 F 0.750][G loss: 1.440 acc: 0.109] 0:00:02.472332
1032 [D loss: 0.577 R 0.592 F 0.561][D acc: 0.695 R 0.656 F 0.734][G loss: 1.459 acc: 0.047] 0:00:02.545119
1033 [D loss: 0.600 R 0.627 F 0.572][D acc: 0.641 R 0.578 F 0.703][G loss: 1.315 acc: 0.047] 0:00:02.616451
1034 [D loss: 0.516 R 0.472 F 0.560][D acc: 0.711 R 0.703 F 0.719][G loss: 1.352 acc: 0.078] 0:00:02.691956
1035 [D loss: 0.581 R 0.552 F 0.610][D acc: 0.625 R 0.578 F 0.672][G loss: 1.369 acc: 0.047] 0:00:02.762943
1036 [D loss: 0.586 R 0.616 F 0.556][D acc: 0.719 R 0.625 F 0.812][G loss: 1.295 acc: 0.109] 0:00:02.840681
1037 [D loss: 0.471 R 0.429 F 0.512][D acc: 0.781 R 0.734 F 0.828][G loss: 1.341 acc: 0.141] 0:00:02.923934
1038 [D loss: 0.541 R 0.545 F 0.538][D acc: 0.734 R 0.688 F 0.781][G loss: 1.310 acc: 0.078] 0:00:03.001680
1039 [D loss: 0.559 R 0.434 F 0.685][D acc: 0.680 R 0.734 F 0.625][G loss: 1.412 acc: 0.078] 0:00:03.073554
1040 [D loss: 0.574 R 0.610 F 0.539][D acc: 0.703 R 0.594 F 0.812][G loss: 1.364 acc: 0.078] 0:00:03.148074
1041 [D loss: 0.573 R 0.601 F 0.544][D acc: 0.664 R 0.594 F 0.734][G loss: 1.224 acc: 0.047] 0:00:03.232449
1042 [D loss: 0.556 R 0.609 F 0.502][D acc: 0.727 R 0.594 F 0.859][G loss: 1.402 acc: 0.047] 0:00:03.307365
1043 [D loss: 0.524 R 0.535 F 0.512][D acc: 0.719 R 0.672 F 0.766][G loss: 1.196 acc: 0.141] 0:00:03.384197
1044 [D loss: 0.622 R 0.654 F 0.590][D acc: 0.672 R 0.578 F 0.766][G loss: 1.270 acc: 0.047] 0:00:03.461745
1045 [D loss: 0.573 R 0.557 F 0.589][D acc: 0.703 R 0.672 F 0.734][G loss: 1.193 acc: 0.141] 0:00:03.539027
1046 [D loss: 0.592 R 0.594 F 0.590][D acc: 0.695 R 0.641 F 0.750][G loss: 1.289 acc: 0.062] 0:00:03.617216
1047 [D loss: 0.531 R 0.514 F 0.549][D acc: 0.734 R 0.672 F 0.797][G loss: 1.275 acc: 0.141] 0:00:03.693490
1048 [D loss: 0.586 R 0.546 F 0.625][D acc: 0.734 R 0.688 F 0.781][G loss: 1.231 acc: 0.125] 0:00:03.765779
1049 [D loss: 0.549 R 0.611 F 0.486][D acc: 0.711 R 0.625 F 0.797][G loss: 1.366 acc: 0.109] 0:00:03.861951
1050 [D loss: 0.602 R 0.667 F 0.537][D acc: 0.680 R 0.594 F 0.766][G loss: 1.313 acc: 0.078] 0:00:03.958234
1051 [D loss: 0.617 R 0.475 F 0.760][D acc: 0.664 R 0.672 F 0.656][G loss: 1.154 acc: 0.125] 0:00:04.031183
1052 [D loss: 0.562 R 0.513 F 0.610][D acc: 0.711 R 0.688 F 0.734][G loss: 1.161 acc: 0.109] 0:00:04.120389
1053 [D loss: 0.578 R 0.619 F 0.536][D acc: 0.719 R 0.578 F 0.859][G loss: 1.314 acc: 0.109] 0:00:04.198132
1054 [D loss: 0.499 R 0.572 F 0.427][D acc: 0.750 R 0.609 F 0.891][G loss: 1.269 acc: 0.047] 0:00:04.270551
1055 [D loss: 0.598 R 0.679 F 0.516][D acc: 0.703 R 0.578 F 0.828][G loss: 1.192 acc: 0.062] 0:00:04.353002
1056 [D loss: 0.616 R 0.522 F 0.710][D acc: 0.680 R 0.656 F 0.703][G loss: 1.210 acc: 0.047] 0:00:04.434281
1057 [D loss: 0.514 R 0.519 F 0.510][D acc: 0.727 R 0.609 F 0.844][G loss: 1.319 acc: 0.078] 0:00:04.506158
1058 [D loss: 0.592 R 0.524 F 0.660][D acc: 0.664 R 0.656 F 0.672][G loss: 1.311 acc: 0.078] 0:00:04.578844
1059 [D loss: 0.551 R 0.564 F 0.538][D acc: 0.727 R 0.562 F 0.891][G loss: 1.192 acc: 0.094] 0:00:04.653592
1060 [D loss: 0.546 R 0.522 F 0.570][D acc: 0.773 R 0.703 F 0.844][G loss: 1.310 acc: 0.078] 0:00:04.733769
1061 [D loss: 0.605 R 0.614 F 0.595][D acc: 0.633 R 0.594 F 0.672][G loss: 1.166 acc: 0.047] 0:00:04.815022
1062 [D loss: 0.533 R 0.498 F 0.568][D acc: 0.711 R 0.688 F 0.734][G loss: 1.274 acc: 0.078] 0:00:04.893889
1063 [D loss: 0.724 R 0.691 F 0.756][D acc: 0.562 R 0.500 F 0.625][G loss: 1.093 acc: 0.078] 0:00:04.968761
1064 [D loss: 0.620 R 0.697 F 0.542][D acc: 0.656 R 0.500 F 0.812][G loss: 1.241 acc: 0.125] 0:00:05.048560
1065 [D loss: 0.550 R 0.573 F 0.526][D acc: 0.703 R 0.594 F 0.812][G loss: 1.248 acc: 0.125] 0:00:05.120888
1066 [D loss: 0.508 R 0.495 F 0.521][D acc: 0.734 R 0.641 F 0.828][G loss: 1.384 acc: 0.094] 0:00:05.196564
1067 [D loss: 0.570 R 0.557 F 0.583][D acc: 0.734 R 0.688 F 0.781][G loss: 1.238 acc: 0.047] 0:00:05.271739
1068 [D loss: 0.589 R 0.557 F 0.620][D acc: 0.695 R 0.625 F 0.766][G loss: 1.150 acc: 0.125] 0:00:05.355598
1069 [D loss: 0.596 R 0.610 F 0.582][D acc: 0.672 R 0.609 F 0.734][G loss: 1.195 acc: 0.156] 0:00:05.432240
1070 [D loss: 0.544 R 0.543 F 0.544][D acc: 0.727 R 0.672 F 0.781][G loss: 1.282 acc: 0.109] 0:00:05.506210
1071 [D loss: 0.504 R 0.500 F 0.507][D acc: 0.773 R 0.719 F 0.828][G loss: 1.350 acc: 0.125] 0:00:05.577631
1072 [D loss: 0.572 R 0.549 F 0.594][D acc: 0.656 R 0.672 F 0.641][G loss: 1.391 acc: 0.094] 0:00:05.647889
1073 [D loss: 0.605 R 0.721 F 0.489][D acc: 0.656 R 0.500 F 0.812][G loss: 1.081 acc: 0.094] 0:00:05.737519
1074 [D loss: 0.525 R 0.505 F 0.545][D acc: 0.711 R 0.719 F 0.703][G loss: 1.267 acc: 0.094] 0:00:05.810176
1075 [D loss: 0.563 R 0.563 F 0.563][D acc: 0.688 R 0.641 F 0.734][G loss: 1.195 acc: 0.109] 0:00:05.885331
1076 [D loss: 0.584 R 0.524 F 0.644][D acc: 0.688 R 0.688 F 0.688][G loss: 1.240 acc: 0.094] 0:00:05.981624
1077 [D loss: 0.586 R 0.577 F 0.595][D acc: 0.711 R 0.672 F 0.750][G loss: 1.254 acc: 0.172] 0:00:06.054862
1078 [D loss: 0.626 R 0.682 F 0.570][D acc: 0.641 R 0.531 F 0.750][G loss: 1.222 acc: 0.094] 0:00:06.126209
1079 [D loss: 0.648 R 0.646 F 0.649][D acc: 0.648 R 0.578 F 0.719][G loss: 1.308 acc: 0.062] 0:00:06.208260
1080 [D loss: 0.608 R 0.691 F 0.524][D acc: 0.633 R 0.484 F 0.781][G loss: 1.179 acc: 0.047] 0:00:06.281480
1081 [D loss: 0.510 R 0.463 F 0.557][D acc: 0.750 R 0.750 F 0.750][G loss: 1.261 acc: 0.125] 0:00:06.356690
1082 [D loss: 0.627 R 0.631 F 0.623][D acc: 0.695 R 0.625 F 0.766][G loss: 1.222 acc: 0.125] 0:00:06.433265
1083 [D loss: 0.502 R 0.551 F 0.454][D acc: 0.758 R 0.656 F 0.859][G loss: 1.226 acc: 0.156] 0:00:06.504687
1084 [D loss: 0.581 R 0.539 F 0.624][D acc: 0.688 R 0.672 F 0.703][G loss: 1.223 acc: 0.172] 0:00:06.576414
1085 [D loss: 0.549 R 0.601 F 0.497][D acc: 0.719 R 0.641 F 0.797][G loss: 1.228 acc: 0.156] 0:00:06.663537
1086 [D loss: 0.554 R 0.535 F 0.572][D acc: 0.719 R 0.703 F 0.734][G loss: 1.322 acc: 0.156] 0:00:06.799099
1087 [D loss: 0.562 R 0.647 F 0.478][D acc: 0.734 R 0.609 F 0.859][G loss: 1.284 acc: 0.062] 0:00:06.913828
1088 [D loss: 0.524 R 0.496 F 0.553][D acc: 0.711 R 0.688 F 0.734][G loss: 1.304 acc: 0.188] 0:00:07.009084
1089 [D loss: 0.602 R 0.647 F 0.557][D acc: 0.742 R 0.609 F 0.875][G loss: 1.198 acc: 0.062] 0:00:07.084545
1090 [D loss: 0.524 R 0.479 F 0.570][D acc: 0.727 R 0.703 F 0.750][G loss: 1.381 acc: 0.109] 0:00:07.167262
1091 [D loss: 0.549 R 0.532 F 0.567][D acc: 0.695 R 0.641 F 0.750][G loss: 1.190 acc: 0.141] 0:00:07.239905
1092 [D loss: 0.544 R 0.591 F 0.498][D acc: 0.719 R 0.625 F 0.812][G loss: 1.321 acc: 0.016] 0:00:07.333205
1093 [D loss: 0.557 R 0.560 F 0.555][D acc: 0.734 R 0.625 F 0.844][G loss: 1.217 acc: 0.094] 0:00:07.409986
1094 [D loss: 0.438 R 0.404 F 0.472][D acc: 0.852 R 0.781 F 0.922][G loss: 1.269 acc: 0.125] 0:00:07.481694
1095 [D loss: 0.567 R 0.533 F 0.601][D acc: 0.711 R 0.688 F 0.734][G loss: 1.367 acc: 0.062] 0:00:07.552747
1096 [D loss: 0.505 R 0.492 F 0.517][D acc: 0.742 R 0.672 F 0.812][G loss: 1.613 acc: 0.016] 0:00:07.633079
1097 [D loss: 0.543 R 0.588 F 0.499][D acc: 0.742 R 0.609 F 0.875][G loss: 1.266 acc: 0.094] 0:00:07.712075
1098 [D loss: 0.507 R 0.489 F 0.526][D acc: 0.766 R 0.703 F 0.828][G loss: 1.295 acc: 0.141] 0:00:07.788149
1099 [D loss: 0.510 R 0.513 F 0.507][D acc: 0.734 R 0.672 F 0.797][G loss: 1.290 acc: 0.125] 0:00:07.883438
1100 [D loss: 0.475 R 0.439 F 0.512][D acc: 0.789 R 0.750 F 0.828][G loss: 1.467 acc: 0.078] 0:00:08.212429
1101 [D loss: 0.558 R 0.503 F 0.614][D acc: 0.734 R 0.750 F 0.719][G loss: 1.437 acc: 0.031] 0:00:08.284771
1102 [D loss: 0.570 R 0.478 F 0.662][D acc: 0.719 R 0.719 F 0.719][G loss: 1.410 acc: 0.047] 0:00:08.372234
1103 [D loss: 0.448 R 0.472 F 0.423][D acc: 0.820 R 0.781 F 0.859][G loss: 1.508 acc: 0.078] 0:00:08.447833
1104 [D loss: 0.579 R 0.590 F 0.568][D acc: 0.680 R 0.594 F 0.766][G loss: 1.421 acc: 0.078] 0:00:08.520562
1105 [D loss: 0.496 R 0.533 F 0.458][D acc: 0.766 R 0.625 F 0.906][G loss: 1.510 acc: 0.031] 0:00:08.592050
1106 [D loss: 0.594 R 0.556 F 0.632][D acc: 0.680 R 0.625 F 0.734][G loss: 1.331 acc: 0.062] 0:00:08.671747
1107 [D loss: 0.470 R 0.490 F 0.450][D acc: 0.773 R 0.703 F 0.844][G loss: 1.412 acc: 0.078] 0:00:08.745601
1108 [D loss: 0.558 R 0.518 F 0.598][D acc: 0.711 R 0.641 F 0.781][G loss: 1.188 acc: 0.156] 0:00:08.827096
1109 [D loss: 0.538 R 0.554 F 0.522][D acc: 0.781 R 0.703 F 0.859][G loss: 1.241 acc: 0.109] 0:00:08.911744
1110 [D loss: 0.509 R 0.537 F 0.482][D acc: 0.766 R 0.656 F 0.875][G loss: 1.327 acc: 0.047] 0:00:08.987278
1111 [D loss: 0.628 R 0.500 F 0.756][D acc: 0.641 R 0.672 F 0.609][G loss: 1.360 acc: 0.062] 0:00:09.059992
1112 [D loss: 0.461 R 0.543 F 0.378][D acc: 0.781 R 0.625 F 0.938][G loss: 1.426 acc: 0.062] 0:00:09.136119
1113 [D loss: 0.500 R 0.493 F 0.507][D acc: 0.781 R 0.734 F 0.828][G loss: 1.401 acc: 0.094] 0:00:09.208856
1114 [D loss: 0.563 R 0.499 F 0.627][D acc: 0.719 R 0.719 F 0.719][G loss: 1.454 acc: 0.094] 0:00:09.304048
1115 [D loss: 0.580 R 0.511 F 0.649][D acc: 0.719 R 0.703 F 0.734][G loss: 1.442 acc: 0.078] 0:00:09.380998
1116 [D loss: 0.609 R 0.630 F 0.588][D acc: 0.695 R 0.594 F 0.797][G loss: 1.470 acc: 0.062] 0:00:09.454212
1117 [D loss: 0.558 R 0.644 F 0.473][D acc: 0.688 R 0.578 F 0.797][G loss: 1.439 acc: 0.156] 0:00:09.535646
1118 [D loss: 0.528 R 0.495 F 0.561][D acc: 0.727 R 0.688 F 0.766][G loss: 1.385 acc: 0.078] 0:00:09.615009
1119 [D loss: 0.514 R 0.581 F 0.447][D acc: 0.750 R 0.641 F 0.859][G loss: 1.504 acc: 0.078] 0:00:09.690659
1120 [D loss: 0.527 R 0.548 F 0.505][D acc: 0.742 R 0.656 F 0.828][G loss: 1.532 acc: 0.094] 0:00:09.765619
1121 [D loss: 0.591 R 0.665 F 0.518][D acc: 0.672 R 0.609 F 0.734][G loss: 1.645 acc: 0.047] 0:00:09.840458
1122 [D loss: 0.553 R 0.618 F 0.489][D acc: 0.750 R 0.656 F 0.844][G loss: 1.607 acc: 0.047] 0:00:09.921012
1123 [D loss: 0.463 R 0.456 F 0.471][D acc: 0.773 R 0.703 F 0.844][G loss: 1.466 acc: 0.094] 0:00:10.003923
1124 [D loss: 0.496 R 0.400 F 0.592][D acc: 0.742 R 0.781 F 0.703][G loss: 1.465 acc: 0.047] 0:00:10.095645
1125 [D loss: 0.496 R 0.568 F 0.424][D acc: 0.781 R 0.672 F 0.891][G loss: 1.352 acc: 0.109] 0:00:10.167630
1126 [D loss: 0.539 R 0.494 F 0.585][D acc: 0.703 R 0.688 F 0.719][G loss: 1.428 acc: 0.094] 0:00:10.246914
1127 [D loss: 0.530 R 0.531 F 0.530][D acc: 0.727 R 0.703 F 0.750][G loss: 1.331 acc: 0.125] 0:00:10.320797
1128 [D loss: 0.521 R 0.533 F 0.510][D acc: 0.766 R 0.672 F 0.859][G loss: 1.293 acc: 0.062] 0:00:10.391577
1129 [D loss: 0.620 R 0.592 F 0.647][D acc: 0.664 R 0.594 F 0.734][G loss: 1.319 acc: 0.141] 0:00:10.465852
1130 [D loss: 0.503 R 0.534 F 0.473][D acc: 0.789 R 0.688 F 0.891][G loss: 1.192 acc: 0.156] 0:00:10.545509
1131 [D loss: 0.473 R 0.447 F 0.498][D acc: 0.758 R 0.719 F 0.797][G loss: 1.482 acc: 0.062] 0:00:10.616953
1132 [D loss: 0.630 R 0.573 F 0.687][D acc: 0.648 R 0.625 F 0.672][G loss: 1.395 acc: 0.047] 0:00:10.695290
1133 [D loss: 0.567 R 0.608 F 0.527][D acc: 0.695 R 0.609 F 0.781][G loss: 1.420 acc: 0.031] 0:00:10.771860
1134 [D loss: 0.611 R 0.665 F 0.557][D acc: 0.664 R 0.562 F 0.766][G loss: 1.321 acc: 0.078] 0:00:10.852499
1135 [D loss: 0.459 R 0.449 F 0.469][D acc: 0.797 R 0.766 F 0.828][G loss: 1.354 acc: 0.094] 0:00:10.943727
1136 [D loss: 0.595 R 0.586 F 0.605][D acc: 0.672 R 0.656 F 0.688][G loss: 1.375 acc: 0.109] 0:00:11.038174
1137 [D loss: 0.673 R 0.682 F 0.663][D acc: 0.656 R 0.594 F 0.719][G loss: 1.128 acc: 0.078] 0:00:11.111218
1138 [D loss: 0.555 R 0.589 F 0.521][D acc: 0.688 R 0.594 F 0.781][G loss: 1.270 acc: 0.109] 0:00:11.184801
1139 [D loss: 0.538 R 0.464 F 0.612][D acc: 0.695 R 0.672 F 0.719][G loss: 1.383 acc: 0.031] 0:00:11.260435
1140 [D loss: 0.555 R 0.635 F 0.475][D acc: 0.750 R 0.625 F 0.875][G loss: 1.205 acc: 0.047] 0:00:11.331550
1141 [D loss: 0.520 R 0.481 F 0.560][D acc: 0.734 R 0.703 F 0.766][G loss: 1.321 acc: 0.047] 0:00:11.403582
1142 [D loss: 0.531 R 0.538 F 0.524][D acc: 0.750 R 0.688 F 0.812][G loss: 1.474 acc: 0.016] 0:00:11.480119
1143 [D loss: 0.551 R 0.541 F 0.561][D acc: 0.703 R 0.672 F 0.734][G loss: 1.338 acc: 0.078] 0:00:11.557772
1144 [D loss: 0.591 R 0.586 F 0.596][D acc: 0.656 R 0.609 F 0.703][G loss: 1.327 acc: 0.047] 0:00:11.632340
1145 [D loss: 0.487 R 0.456 F 0.519][D acc: 0.766 R 0.750 F 0.781][G loss: 1.356 acc: 0.109] 0:00:11.713999
1146 [D loss: 0.552 R 0.544 F 0.561][D acc: 0.719 R 0.625 F 0.812][G loss: 1.415 acc: 0.109] 0:00:11.807131
1147 [D loss: 0.618 R 0.600 F 0.636][D acc: 0.680 R 0.609 F 0.750][G loss: 1.216 acc: 0.156] 0:00:11.881167
1148 [D loss: 0.510 R 0.490 F 0.530][D acc: 0.742 R 0.750 F 0.734][G loss: 1.284 acc: 0.250] 0:00:11.965207
1149 [D loss: 0.542 R 0.543 F 0.541][D acc: 0.703 R 0.641 F 0.766][G loss: 1.342 acc: 0.172] 0:00:12.041962
1150 [D loss: 0.542 R 0.499 F 0.584][D acc: 0.719 R 0.703 F 0.734][G loss: 1.530 acc: 0.094] 0:00:12.114194
1151 [D loss: 0.541 R 0.571 F 0.512][D acc: 0.734 R 0.641 F 0.828][G loss: 1.455 acc: 0.047] 0:00:12.192784
1152 [D loss: 0.544 R 0.558 F 0.530][D acc: 0.695 R 0.656 F 0.734][G loss: 1.490 acc: 0.062] 0:00:12.278993
1153 [D loss: 0.556 R 0.505 F 0.607][D acc: 0.719 R 0.719 F 0.719][G loss: 1.589 acc: 0.062] 0:00:12.358326
1154 [D loss: 0.615 R 0.721 F 0.510][D acc: 0.680 R 0.531 F 0.828][G loss: 1.601 acc: 0.062] 0:00:12.434242
1155 [D loss: 0.526 R 0.628 F 0.425][D acc: 0.750 R 0.609 F 0.891][G loss: 1.385 acc: 0.141] 0:00:12.508672
1156 [D loss: 0.452 R 0.424 F 0.481][D acc: 0.820 R 0.797 F 0.844][G loss: 1.211 acc: 0.172] 0:00:12.580388
1157 [D loss: 0.626 R 0.474 F 0.779][D acc: 0.656 R 0.719 F 0.594][G loss: 1.255 acc: 0.125] 0:00:12.655493
1158 [D loss: 0.501 R 0.512 F 0.491][D acc: 0.750 R 0.656 F 0.844][G loss: 1.317 acc: 0.156] 0:00:12.745749
1159 [D loss: 0.527 R 0.623 F 0.431][D acc: 0.695 R 0.562 F 0.828][G loss: 1.480 acc: 0.109] 0:00:12.837516
1160 [D loss: 0.504 R 0.535 F 0.473][D acc: 0.773 R 0.672 F 0.875][G loss: 1.306 acc: 0.109] 0:00:12.925604
1161 [D loss: 0.570 R 0.566 F 0.573][D acc: 0.688 R 0.609 F 0.766][G loss: 1.702 acc: 0.062] 0:00:13.012476
1162 [D loss: 0.568 R 0.691 F 0.446][D acc: 0.727 R 0.594 F 0.859][G loss: 1.539 acc: 0.062] 0:00:13.087168
1163 [D loss: 0.600 R 0.540 F 0.659][D acc: 0.648 R 0.656 F 0.641][G loss: 1.264 acc: 0.125] 0:00:13.162711
1164 [D loss: 0.537 R 0.653 F 0.420][D acc: 0.727 R 0.547 F 0.906][G loss: 1.224 acc: 0.203] 0:00:13.240026
1165 [D loss: 0.619 R 0.607 F 0.631][D acc: 0.664 R 0.594 F 0.734][G loss: 1.261 acc: 0.062] 0:00:13.312611
1166 [D loss: 0.517 R 0.456 F 0.578][D acc: 0.750 R 0.703 F 0.797][G loss: 1.368 acc: 0.109] 0:00:13.398741
1167 [D loss: 0.476 R 0.481 F 0.472][D acc: 0.789 R 0.719 F 0.859][G loss: 1.426 acc: 0.078] 0:00:13.475029
1168 [D loss: 0.491 R 0.416 F 0.567][D acc: 0.758 R 0.750 F 0.766][G loss: 1.343 acc: 0.094] 0:00:13.547215
1169 [D loss: 0.485 R 0.420 F 0.550][D acc: 0.773 R 0.812 F 0.734][G loss: 1.512 acc: 0.109] 0:00:13.628170
1170 [D loss: 0.462 R 0.516 F 0.409][D acc: 0.773 R 0.656 F 0.891][G loss: 1.480 acc: 0.172] 0:00:13.707767
1171 [D loss: 0.613 R 0.564 F 0.662][D acc: 0.664 R 0.641 F 0.688][G loss: 1.436 acc: 0.078] 0:00:13.789254
1172 [D loss: 0.499 R 0.553 F 0.446][D acc: 0.734 R 0.641 F 0.828][G loss: 1.640 acc: 0.062] 0:00:13.872564
1173 [D loss: 0.504 R 0.595 F 0.413][D acc: 0.812 R 0.672 F 0.953][G loss: 1.514 acc: 0.062] 0:00:13.981005
1174 [D loss: 0.522 R 0.420 F 0.624][D acc: 0.727 R 0.750 F 0.703][G loss: 1.567 acc: 0.078] 0:00:14.058497
1175 [D loss: 0.537 R 0.526 F 0.547][D acc: 0.727 R 0.672 F 0.781][G loss: 1.364 acc: 0.078] 0:00:14.133499
1176 [D loss: 0.574 R 0.648 F 0.499][D acc: 0.680 R 0.594 F 0.766][G loss: 1.502 acc: 0.109] 0:00:14.207547
1177 [D loss: 0.546 R 0.550 F 0.541][D acc: 0.711 R 0.656 F 0.766][G loss: 1.560 acc: 0.031] 0:00:14.278695
1178 [D loss: 0.515 R 0.594 F 0.437][D acc: 0.742 R 0.594 F 0.891][G loss: 1.365 acc: 0.125] 0:00:14.358756
1179 [D loss: 0.506 R 0.422 F 0.590][D acc: 0.758 R 0.734 F 0.781][G loss: 1.524 acc: 0.078] 0:00:14.435978
1180 [D loss: 0.604 R 0.658 F 0.549][D acc: 0.664 R 0.578 F 0.750][G loss: 1.526 acc: 0.062] 0:00:14.513277
1181 [D loss: 0.578 R 0.675 F 0.482][D acc: 0.688 R 0.609 F 0.766][G loss: 1.427 acc: 0.078] 0:00:14.584705
1182 [D loss: 0.581 R 0.527 F 0.635][D acc: 0.641 R 0.594 F 0.688][G loss: 1.336 acc: 0.047] 0:00:14.659238
1183 [D loss: 0.547 R 0.499 F 0.595][D acc: 0.703 R 0.656 F 0.750][G loss: 1.509 acc: 0.062] 0:00:14.738041
1184 [D loss: 0.585 R 0.671 F 0.498][D acc: 0.664 R 0.547 F 0.781][G loss: 1.467 acc: 0.078] 0:00:14.812142
1185 [D loss: 0.492 R 0.525 F 0.460][D acc: 0.758 R 0.641 F 0.875][G loss: 1.558 acc: 0.047] 0:00:14.885314
1186 [D loss: 0.487 R 0.477 F 0.496][D acc: 0.750 R 0.703 F 0.797][G loss: 1.514 acc: 0.047] 0:00:14.972554
1187 [D loss: 0.543 R 0.476 F 0.610][D acc: 0.719 R 0.734 F 0.703][G loss: 1.520 acc: 0.031] 0:00:15.046596
1188 [D loss: 0.662 R 0.632 F 0.692][D acc: 0.633 R 0.594 F 0.672][G loss: 1.326 acc: 0.078] 0:00:15.118753
1189 [D loss: 0.583 R 0.679 F 0.488][D acc: 0.664 R 0.531 F 0.797][G loss: 1.302 acc: 0.125] 0:00:15.196736
1190 [D loss: 0.586 R 0.601 F 0.571][D acc: 0.680 R 0.609 F 0.750][G loss: 1.204 acc: 0.141] 0:00:15.271384
1191 [D loss: 0.527 R 0.504 F 0.550][D acc: 0.711 R 0.688 F 0.734][G loss: 1.385 acc: 0.062] 0:00:15.346958
1192 [D loss: 0.578 R 0.613 F 0.542][D acc: 0.672 R 0.609 F 0.734][G loss: 1.311 acc: 0.156] 0:00:15.417821
1193 [D loss: 0.503 R 0.549 F 0.457][D acc: 0.781 R 0.703 F 0.859][G loss: 1.572 acc: 0.047] 0:00:15.494616
1194 [D loss: 0.490 R 0.455 F 0.525][D acc: 0.781 R 0.734 F 0.828][G loss: 1.392 acc: 0.047] 0:00:15.565873
1195 [D loss: 0.580 R 0.630 F 0.530][D acc: 0.727 R 0.672 F 0.781][G loss: 1.358 acc: 0.094] 0:00:15.643481
1196 [D loss: 0.671 R 0.657 F 0.685][D acc: 0.641 R 0.609 F 0.672][G loss: 1.344 acc: 0.031] 0:00:15.721985
1197 [D loss: 0.609 R 0.715 F 0.503][D acc: 0.648 R 0.547 F 0.750][G loss: 1.321 acc: 0.078] 0:00:15.801915
1198 [D loss: 0.531 R 0.547 F 0.515][D acc: 0.727 R 0.656 F 0.797][G loss: 1.248 acc: 0.125] 0:00:15.874869
1199 [D loss: 0.559 R 0.517 F 0.600][D acc: 0.711 R 0.719 F 0.703][G loss: 1.245 acc: 0.094] 0:00:15.948150
1200 [D loss: 0.492 R 0.444 F 0.540][D acc: 0.719 R 0.672 F 0.766][G loss: 1.439 acc: 0.062] 0:00:16.025349
1201 [D loss: 0.507 R 0.505 F 0.509][D acc: 0.758 R 0.719 F 0.797][G loss: 1.251 acc: 0.109] 0:00:16.099508
1202 [D loss: 0.543 R 0.501 F 0.586][D acc: 0.719 R 0.672 F 0.766][G loss: 1.296 acc: 0.125] 0:00:16.173824
1203 [D loss: 0.572 R 0.608 F 0.535][D acc: 0.703 R 0.641 F 0.766][G loss: 1.262 acc: 0.062] 0:00:16.256138
1204 [D loss: 0.484 R 0.520 F 0.448][D acc: 0.742 R 0.656 F 0.828][G loss: 1.339 acc: 0.109] 0:00:16.343993
1205 [D loss: 0.557 R 0.548 F 0.566][D acc: 0.664 R 0.641 F 0.688][G loss: 1.275 acc: 0.141] 0:00:16.416551
1206 [D loss: 0.554 R 0.457 F 0.650][D acc: 0.711 R 0.766 F 0.656][G loss: 1.483 acc: 0.094] 0:00:16.513014
1207 [D loss: 0.546 R 0.599 F 0.494][D acc: 0.758 R 0.719 F 0.797][G loss: 1.309 acc: 0.094] 0:00:16.589113
1208 [D loss: 0.585 R 0.586 F 0.584][D acc: 0.680 R 0.641 F 0.719][G loss: 1.300 acc: 0.047] 0:00:16.671396
1209 [D loss: 0.553 R 0.603 F 0.503][D acc: 0.758 R 0.625 F 0.891][G loss: 1.263 acc: 0.125] 0:00:16.751356
1210 [D loss: 0.617 R 0.572 F 0.663][D acc: 0.648 R 0.625 F 0.672][G loss: 1.177 acc: 0.172] 0:00:16.823868
1211 [D loss: 0.530 R 0.521 F 0.539][D acc: 0.664 R 0.594 F 0.734][G loss: 1.130 acc: 0.172] 0:00:16.908610
1212 [D loss: 0.601 R 0.463 F 0.739][D acc: 0.750 R 0.766 F 0.734][G loss: 1.308 acc: 0.062] 0:00:16.997083
1213 [D loss: 0.538 R 0.597 F 0.479][D acc: 0.750 R 0.625 F 0.875][G loss: 1.366 acc: 0.062] 0:00:17.076442
1214 [D loss: 0.536 R 0.558 F 0.513][D acc: 0.695 R 0.594 F 0.797][G loss: 1.268 acc: 0.188] 0:00:17.151405
1215 [D loss: 0.570 R 0.569 F 0.571][D acc: 0.711 R 0.609 F 0.812][G loss: 1.346 acc: 0.047] 0:00:17.227453
1216 [D loss: 0.510 R 0.530 F 0.491][D acc: 0.750 R 0.672 F 0.828][G loss: 1.336 acc: 0.125] 0:00:17.299887
1217 [D loss: 0.506 R 0.512 F 0.499][D acc: 0.750 R 0.688 F 0.812][G loss: 1.304 acc: 0.125] 0:00:17.378023
1218 [D loss: 0.601 R 0.588 F 0.614][D acc: 0.672 R 0.594 F 0.750][G loss: 1.394 acc: 0.094] 0:00:17.454485
1219 [D loss: 0.602 R 0.706 F 0.499][D acc: 0.734 R 0.625 F 0.844][G loss: 1.293 acc: 0.062] 0:00:17.528586
1220 [D loss: 0.617 R 0.603 F 0.630][D acc: 0.641 R 0.594 F 0.688][G loss: 1.188 acc: 0.094] 0:00:17.603545
1221 [D loss: 0.565 R 0.483 F 0.647][D acc: 0.711 R 0.719 F 0.703][G loss: 1.232 acc: 0.109] 0:00:17.680201
1222 [D loss: 0.524 R 0.504 F 0.544][D acc: 0.750 R 0.719 F 0.781][G loss: 1.303 acc: 0.094] 0:00:17.758759
1223 [D loss: 0.607 R 0.575 F 0.638][D acc: 0.672 R 0.594 F 0.750][G loss: 1.138 acc: 0.141] 0:00:17.834448
1224 [D loss: 0.562 R 0.620 F 0.505][D acc: 0.695 R 0.578 F 0.812][G loss: 1.221 acc: 0.109] 0:00:17.910438
1225 [D loss: 0.537 R 0.550 F 0.524][D acc: 0.742 R 0.672 F 0.812][G loss: 1.381 acc: 0.078] 0:00:17.983361
1226 [D loss: 0.554 R 0.555 F 0.552][D acc: 0.695 R 0.656 F 0.734][G loss: 1.360 acc: 0.078] 0:00:18.071703
1227 [D loss: 0.559 R 0.569 F 0.549][D acc: 0.742 R 0.688 F 0.797][G loss: 1.338 acc: 0.172] 0:00:18.153183
1228 [D loss: 0.525 R 0.518 F 0.531][D acc: 0.789 R 0.719 F 0.859][G loss: 1.332 acc: 0.078] 0:00:18.225066
1229 [D loss: 0.463 R 0.407 F 0.518][D acc: 0.781 R 0.781 F 0.781][G loss: 1.361 acc: 0.141] 0:00:18.304363
1230 [D loss: 0.550 R 0.493 F 0.607][D acc: 0.727 R 0.688 F 0.766][G loss: 1.320 acc: 0.156] 0:00:18.396931
1231 [D loss: 0.627 R 0.693 F 0.561][D acc: 0.625 R 0.516 F 0.734][G loss: 1.352 acc: 0.047] 0:00:18.472830
1232 [D loss: 0.540 R 0.568 F 0.512][D acc: 0.758 R 0.688 F 0.828][G loss: 1.203 acc: 0.141] 0:00:18.548017
1233 [D loss: 0.524 R 0.528 F 0.521][D acc: 0.734 R 0.672 F 0.797][G loss: 1.277 acc: 0.141] 0:00:18.619867
1234 [D loss: 0.526 R 0.543 F 0.509][D acc: 0.758 R 0.656 F 0.859][G loss: 1.189 acc: 0.109] 0:00:18.695506
1235 [D loss: 0.491 R 0.411 F 0.570][D acc: 0.711 R 0.766 F 0.656][G loss: 1.321 acc: 0.141] 0:00:18.774341
1236 [D loss: 0.595 R 0.549 F 0.642][D acc: 0.688 R 0.656 F 0.719][G loss: 1.331 acc: 0.094] 0:00:18.849265
1237 [D loss: 0.583 R 0.686 F 0.479][D acc: 0.641 R 0.453 F 0.828][G loss: 1.357 acc: 0.109] 0:00:18.925493
1238 [D loss: 0.577 R 0.548 F 0.607][D acc: 0.656 R 0.656 F 0.656][G loss: 1.274 acc: 0.156] 0:00:18.999701
1239 [D loss: 0.571 R 0.600 F 0.542][D acc: 0.719 R 0.609 F 0.828][G loss: 1.323 acc: 0.109] 0:00:19.082300
1240 [D loss: 0.567 R 0.519 F 0.614][D acc: 0.680 R 0.703 F 0.656][G loss: 1.320 acc: 0.078] 0:00:19.158333
1241 [D loss: 0.569 R 0.571 F 0.566][D acc: 0.703 R 0.641 F 0.766][G loss: 1.360 acc: 0.094] 0:00:19.251998
1242 [D loss: 0.543 R 0.565 F 0.522][D acc: 0.727 R 0.672 F 0.781][G loss: 1.240 acc: 0.156] 0:00:19.324744
1243 [D loss: 0.605 R 0.597 F 0.613][D acc: 0.688 R 0.562 F 0.812][G loss: 1.222 acc: 0.188] 0:00:19.402297
1244 [D loss: 0.586 R 0.598 F 0.574][D acc: 0.656 R 0.578 F 0.734][G loss: 1.185 acc: 0.156] 0:00:19.478074
1245 [D loss: 0.591 R 0.674 F 0.507][D acc: 0.633 R 0.500 F 0.766][G loss: 1.194 acc: 0.109] 0:00:19.553412
1246 [D loss: 0.537 R 0.498 F 0.575][D acc: 0.719 R 0.719 F 0.719][G loss: 1.448 acc: 0.062] 0:00:19.629383
1247 [D loss: 0.593 R 0.627 F 0.559][D acc: 0.680 R 0.609 F 0.750][G loss: 1.314 acc: 0.078] 0:00:19.711828
1248 [D loss: 0.548 R 0.491 F 0.605][D acc: 0.719 R 0.750 F 0.688][G loss: 1.151 acc: 0.156] 0:00:19.786371
1249 [D loss: 0.534 R 0.505 F 0.563][D acc: 0.758 R 0.703 F 0.812][G loss: 1.304 acc: 0.156] 0:00:19.876352
1250 [D loss: 0.593 R 0.565 F 0.621][D acc: 0.695 R 0.656 F 0.734][G loss: 1.248 acc: 0.125] 0:00:19.960006
1251 [D loss: 0.597 R 0.590 F 0.603][D acc: 0.688 R 0.594 F 0.781][G loss: 1.262 acc: 0.062] 0:00:20.059574
1252 [D loss: 0.551 R 0.511 F 0.592][D acc: 0.742 R 0.703 F 0.781][G loss: 1.315 acc: 0.109] 0:00:20.156723
1253 [D loss: 0.465 R 0.507 F 0.423][D acc: 0.766 R 0.656 F 0.875][G loss: 1.291 acc: 0.078] 0:00:20.234383
1254 [D loss: 0.598 R 0.573 F 0.623][D acc: 0.695 R 0.656 F 0.734][G loss: 1.271 acc: 0.078] 0:00:20.305993
1255 [D loss: 0.588 R 0.549 F 0.627][D acc: 0.680 R 0.641 F 0.719][G loss: 1.336 acc: 0.062] 0:00:20.381185
1256 [D loss: 0.611 R 0.687 F 0.535][D acc: 0.633 R 0.500 F 0.766][G loss: 1.311 acc: 0.078] 0:00:20.461628
1257 [D loss: 0.587 R 0.532 F 0.641][D acc: 0.719 R 0.703 F 0.734][G loss: 1.222 acc: 0.141] 0:00:20.535390
1258 [D loss: 0.581 R 0.635 F 0.527][D acc: 0.680 R 0.547 F 0.812][G loss: 1.408 acc: 0.125] 0:00:20.609413
1259 [D loss: 0.596 R 0.572 F 0.620][D acc: 0.711 R 0.656 F 0.766][G loss: 1.114 acc: 0.094] 0:00:20.685527
1260 [D loss: 0.490 R 0.508 F 0.471][D acc: 0.789 R 0.672 F 0.906][G loss: 1.295 acc: 0.141] 0:00:20.761618
1261 [D loss: 0.547 R 0.507 F 0.588][D acc: 0.719 R 0.703 F 0.734][G loss: 1.449 acc: 0.062] 0:00:20.837932
1262 [D loss: 0.488 R 0.471 F 0.506][D acc: 0.789 R 0.734 F 0.844][G loss: 1.516 acc: 0.047] 0:00:20.915777
1263 [D loss: 0.514 R 0.588 F 0.441][D acc: 0.719 R 0.578 F 0.859][G loss: 1.333 acc: 0.188] 0:00:20.996602
1264 [D loss: 0.585 R 0.572 F 0.598][D acc: 0.680 R 0.609 F 0.750][G loss: 1.434 acc: 0.062] 0:00:21.088616
1265 [D loss: 0.568 R 0.610 F 0.525][D acc: 0.695 R 0.641 F 0.750][G loss: 1.328 acc: 0.109] 0:00:21.193020
1266 [D loss: 0.587 R 0.576 F 0.599][D acc: 0.742 R 0.719 F 0.766][G loss: 1.402 acc: 0.125] 0:00:21.266230
1267 [D loss: 0.543 R 0.622 F 0.463][D acc: 0.742 R 0.625 F 0.859][G loss: 1.381 acc: 0.109] 0:00:21.343113
1268 [D loss: 0.544 R 0.522 F 0.566][D acc: 0.734 R 0.734 F 0.734][G loss: 1.298 acc: 0.078] 0:00:21.426011
1269 [D loss: 0.542 R 0.600 F 0.484][D acc: 0.742 R 0.656 F 0.828][G loss: 1.300 acc: 0.172] 0:00:21.500477
1270 [D loss: 0.508 R 0.532 F 0.483][D acc: 0.719 R 0.688 F 0.750][G loss: 1.390 acc: 0.094] 0:00:21.578017
1271 [D loss: 0.561 R 0.698 F 0.424][D acc: 0.719 R 0.547 F 0.891][G loss: 1.368 acc: 0.062] 0:00:21.659121
1272 [D loss: 0.640 R 0.530 F 0.751][D acc: 0.688 R 0.703 F 0.672][G loss: 1.316 acc: 0.125] 0:00:21.739270
1273 [D loss: 0.590 R 0.577 F 0.603][D acc: 0.703 R 0.625 F 0.781][G loss: 1.241 acc: 0.094] 0:00:21.818995
1274 [D loss: 0.564 R 0.627 F 0.501][D acc: 0.711 R 0.578 F 0.844][G loss: 1.176 acc: 0.141] 0:00:21.893058
1275 [D loss: 0.617 R 0.589 F 0.644][D acc: 0.656 R 0.594 F 0.719][G loss: 1.145 acc: 0.156] 0:00:21.963472
1276 [D loss: 0.589 R 0.539 F 0.639][D acc: 0.695 R 0.703 F 0.688][G loss: 1.299 acc: 0.062] 0:00:22.042848
1277 [D loss: 0.503 R 0.490 F 0.515][D acc: 0.758 R 0.703 F 0.812][G loss: 1.281 acc: 0.109] 0:00:22.126420
1278 [D loss: 0.594 R 0.584 F 0.605][D acc: 0.711 R 0.641 F 0.781][G loss: 1.444 acc: 0.047] 0:00:22.204651
1279 [D loss: 0.554 R 0.533 F 0.575][D acc: 0.750 R 0.703 F 0.797][G loss: 1.238 acc: 0.203] 0:00:22.286419
1280 [D loss: 0.554 R 0.580 F 0.528][D acc: 0.703 R 0.625 F 0.781][G loss: 1.361 acc: 0.078] 0:00:22.367949
1281 [D loss: 0.560 R 0.586 F 0.535][D acc: 0.664 R 0.562 F 0.766][G loss: 1.324 acc: 0.156] 0:00:22.462306
1282 [D loss: 0.557 R 0.517 F 0.596][D acc: 0.695 R 0.703 F 0.688][G loss: 1.271 acc: 0.031] 0:00:22.552583
1283 [D loss: 0.543 R 0.552 F 0.535][D acc: 0.711 R 0.625 F 0.797][G loss: 1.242 acc: 0.141] 0:00:22.635154
1284 [D loss: 0.491 R 0.415 F 0.567][D acc: 0.734 R 0.719 F 0.750][G loss: 1.191 acc: 0.172] 0:00:22.709764
1285 [D loss: 0.545 R 0.486 F 0.605][D acc: 0.734 R 0.734 F 0.734][G loss: 1.199 acc: 0.141] 0:00:22.788018
1286 [D loss: 0.522 R 0.499 F 0.545][D acc: 0.711 R 0.641 F 0.781][G loss: 1.530 acc: 0.047] 0:00:22.868764
1287 [D loss: 0.531 R 0.571 F 0.490][D acc: 0.727 R 0.641 F 0.812][G loss: 1.187 acc: 0.156] 0:00:22.944965
1288 [D loss: 0.518 R 0.585 F 0.451][D acc: 0.742 R 0.562 F 0.922][G loss: 1.297 acc: 0.156] 0:00:23.038849
1289 [D loss: 0.465 R 0.431 F 0.500][D acc: 0.812 R 0.781 F 0.844][G loss: 1.535 acc: 0.094] 0:00:23.131523
1290 [D loss: 0.508 R 0.436 F 0.579][D acc: 0.734 R 0.781 F 0.688][G loss: 1.575 acc: 0.078] 0:00:23.206721
1291 [D loss: 0.505 R 0.472 F 0.537][D acc: 0.758 R 0.750 F 0.766][G loss: 1.569 acc: 0.062] 0:00:23.284166
1292 [D loss: 0.581 R 0.635 F 0.528][D acc: 0.680 R 0.609 F 0.750][G loss: 1.224 acc: 0.078] 0:00:23.361594
1293 [D loss: 0.500 R 0.479 F 0.521][D acc: 0.773 R 0.734 F 0.812][G loss: 1.467 acc: 0.109] 0:00:23.434396
1294 [D loss: 0.519 R 0.584 F 0.453][D acc: 0.742 R 0.625 F 0.859][G loss: 1.422 acc: 0.109] 0:00:23.505086
1295 [D loss: 0.500 R 0.507 F 0.493][D acc: 0.703 R 0.656 F 0.750][G loss: 1.260 acc: 0.156] 0:00:23.584755
1296 [D loss: 0.714 R 0.570 F 0.858][D acc: 0.609 R 0.625 F 0.594][G loss: 1.243 acc: 0.094] 0:00:23.676010
1297 [D loss: 0.582 R 0.667 F 0.498][D acc: 0.703 R 0.625 F 0.781][G loss: 1.204 acc: 0.203] 0:00:23.748458
1298 [D loss: 0.543 R 0.587 F 0.500][D acc: 0.727 R 0.641 F 0.812][G loss: 1.482 acc: 0.047] 0:00:23.834887
1299 [D loss: 0.520 R 0.487 F 0.553][D acc: 0.766 R 0.750 F 0.781][G loss: 1.309 acc: 0.094] 0:00:23.926367
1300 [D loss: 0.568 R 0.585 F 0.552][D acc: 0.703 R 0.625 F 0.781][G loss: 1.431 acc: 0.062] 0:00:24.006831
1301 [D loss: 0.576 R 0.663 F 0.490][D acc: 0.680 R 0.594 F 0.766][G loss: 1.262 acc: 0.078] 0:00:24.107462
1302 [D loss: 0.472 R 0.420 F 0.523][D acc: 0.797 R 0.781 F 0.812][G loss: 1.570 acc: 0.078] 0:00:24.207912
1303 [D loss: 0.519 R 0.524 F 0.514][D acc: 0.750 R 0.656 F 0.844][G loss: 1.287 acc: 0.172] 0:00:24.290708
1304 [D loss: 0.598 R 0.552 F 0.644][D acc: 0.672 R 0.641 F 0.703][G loss: 1.283 acc: 0.109] 0:00:24.379505
1305 [D loss: 0.539 R 0.590 F 0.489][D acc: 0.742 R 0.625 F 0.859][G loss: 1.209 acc: 0.062] 0:00:24.453829
1306 [D loss: 0.619 R 0.485 F 0.753][D acc: 0.703 R 0.703 F 0.703][G loss: 1.253 acc: 0.078] 0:00:24.525831
1307 [D loss: 0.562 R 0.554 F 0.570][D acc: 0.703 R 0.594 F 0.812][G loss: 1.337 acc: 0.078] 0:00:24.604356
1308 [D loss: 0.524 R 0.466 F 0.583][D acc: 0.734 R 0.766 F 0.703][G loss: 1.349 acc: 0.094] 0:00:24.704013
1309 [D loss: 0.566 R 0.628 F 0.503][D acc: 0.719 R 0.656 F 0.781][G loss: 1.256 acc: 0.109] 0:00:24.779458
1310 [D loss: 0.535 R 0.523 F 0.546][D acc: 0.695 R 0.656 F 0.734][G loss: 1.407 acc: 0.094] 0:00:24.858513
1311 [D loss: 0.561 R 0.562 F 0.560][D acc: 0.734 R 0.656 F 0.812][G loss: 1.184 acc: 0.156] 0:00:24.934311
1312 [D loss: 0.545 R 0.495 F 0.595][D acc: 0.711 R 0.672 F 0.750][G loss: 1.331 acc: 0.047] 0:00:25.005245
1313 [D loss: 0.656 R 0.681 F 0.631][D acc: 0.602 R 0.547 F 0.656][G loss: 1.262 acc: 0.047] 0:00:25.087659
1314 [D loss: 0.501 R 0.522 F 0.480][D acc: 0.742 R 0.656 F 0.828][G loss: 1.380 acc: 0.141] 0:00:25.160862
1315 [D loss: 0.599 R 0.598 F 0.600][D acc: 0.703 R 0.625 F 0.781][G loss: 1.274 acc: 0.094] 0:00:25.232698
1316 [D loss: 0.507 R 0.475 F 0.538][D acc: 0.711 R 0.719 F 0.703][G loss: 1.224 acc: 0.141] 0:00:25.315742
1317 [D loss: 0.572 R 0.460 F 0.684][D acc: 0.758 R 0.750 F 0.766][G loss: 1.144 acc: 0.109] 0:00:25.392976
1318 [D loss: 0.653 R 0.543 F 0.762][D acc: 0.703 R 0.688 F 0.719][G loss: 1.244 acc: 0.125] 0:00:25.463188
1319 [D loss: 0.589 R 0.555 F 0.623][D acc: 0.688 R 0.625 F 0.750][G loss: 1.281 acc: 0.109] 0:00:25.536497
1320 [D loss: 0.540 R 0.585 F 0.496][D acc: 0.742 R 0.641 F 0.844][G loss: 1.373 acc: 0.047] 0:00:25.610373
1321 [D loss: 0.538 R 0.564 F 0.511][D acc: 0.766 R 0.688 F 0.844][G loss: 1.376 acc: 0.109] 0:00:25.680216
1322 [D loss: 0.628 R 0.596 F 0.661][D acc: 0.656 R 0.625 F 0.688][G loss: 1.339 acc: 0.062] 0:00:25.753640
1323 [D loss: 0.547 R 0.575 F 0.519][D acc: 0.719 R 0.594 F 0.844][G loss: 1.530 acc: 0.094] 0:00:25.828382
1324 [D loss: 0.581 R 0.676 F 0.487][D acc: 0.688 R 0.531 F 0.844][G loss: 1.371 acc: 0.062] 0:00:25.906426
1325 [D loss: 0.554 R 0.564 F 0.543][D acc: 0.742 R 0.688 F 0.797][G loss: 1.400 acc: 0.062] 0:00:25.991983
1326 [D loss: 0.565 R 0.591 F 0.539][D acc: 0.680 R 0.641 F 0.719][G loss: 1.509 acc: 0.094] 0:00:26.071872
1327 [D loss: 0.519 R 0.539 F 0.499][D acc: 0.750 R 0.688 F 0.812][G loss: 1.402 acc: 0.078] 0:00:26.150985
1328 [D loss: 0.631 R 0.678 F 0.585][D acc: 0.656 R 0.578 F 0.734][G loss: 1.302 acc: 0.125] 0:00:26.233775
1329 [D loss: 0.514 R 0.538 F 0.491][D acc: 0.773 R 0.734 F 0.812][G loss: 1.354 acc: 0.062] 0:00:26.310468
1330 [D loss: 0.624 R 0.655 F 0.593][D acc: 0.625 R 0.547 F 0.703][G loss: 1.080 acc: 0.250] 0:00:26.381166
1331 [D loss: 0.514 R 0.498 F 0.531][D acc: 0.766 R 0.734 F 0.797][G loss: 1.297 acc: 0.109] 0:00:26.453710
1332 [D loss: 0.594 R 0.504 F 0.684][D acc: 0.672 R 0.719 F 0.625][G loss: 1.196 acc: 0.141] 0:00:26.522963
1333 [D loss: 0.540 R 0.610 F 0.470][D acc: 0.703 R 0.547 F 0.859][G loss: 1.343 acc: 0.094] 0:00:26.598070
1334 [D loss: 0.561 R 0.559 F 0.563][D acc: 0.734 R 0.641 F 0.828][G loss: 1.205 acc: 0.156] 0:00:26.678962
1335 [D loss: 0.522 R 0.510 F 0.534][D acc: 0.727 R 0.672 F 0.781][G loss: 1.277 acc: 0.094] 0:00:26.769530
1336 [D loss: 0.608 R 0.524 F 0.692][D acc: 0.703 R 0.672 F 0.734][G loss: 1.300 acc: 0.109] 0:00:26.859804
1337 [D loss: 0.561 R 0.582 F 0.539][D acc: 0.727 R 0.609 F 0.844][G loss: 1.262 acc: 0.094] 0:00:26.938005
1338 [D loss: 0.515 R 0.538 F 0.491][D acc: 0.758 R 0.688 F 0.828][G loss: 1.394 acc: 0.109] 0:00:27.011559
1339 [D loss: 0.622 R 0.634 F 0.611][D acc: 0.680 R 0.594 F 0.766][G loss: 1.187 acc: 0.047] 0:00:27.103344
1340 [D loss: 0.499 R 0.485 F 0.513][D acc: 0.734 R 0.703 F 0.766][G loss: 1.443 acc: 0.109] 0:00:27.195323
1341 [D loss: 0.568 R 0.638 F 0.499][D acc: 0.703 R 0.609 F 0.797][G loss: 1.285 acc: 0.062] 0:00:27.272718
1342 [D loss: 0.535 R 0.530 F 0.539][D acc: 0.727 R 0.656 F 0.797][G loss: 1.138 acc: 0.141] 0:00:27.344360
1343 [D loss: 0.485 R 0.459 F 0.512][D acc: 0.719 R 0.625 F 0.812][G loss: 1.301 acc: 0.125] 0:00:27.428737
1344 [D loss: 0.512 R 0.458 F 0.567][D acc: 0.773 R 0.734 F 0.812][G loss: 1.347 acc: 0.047] 0:00:27.500789
1345 [D loss: 0.523 R 0.508 F 0.538][D acc: 0.711 R 0.656 F 0.766][G loss: 1.334 acc: 0.125] 0:00:27.577889
1346 [D loss: 0.555 R 0.577 F 0.532][D acc: 0.672 R 0.562 F 0.781][G loss: 1.143 acc: 0.172] 0:00:27.654791
1347 [D loss: 0.546 R 0.527 F 0.566][D acc: 0.734 R 0.656 F 0.812][G loss: 1.218 acc: 0.047] 0:00:27.751547
1348 [D loss: 0.599 R 0.634 F 0.564][D acc: 0.680 R 0.578 F 0.781][G loss: 1.295 acc: 0.125] 0:00:27.836131
1349 [D loss: 0.551 R 0.629 F 0.474][D acc: 0.719 R 0.531 F 0.906][G loss: 1.350 acc: 0.141] 0:00:27.921389
1350 [D loss: 0.511 R 0.574 F 0.449][D acc: 0.758 R 0.609 F 0.906][G loss: 1.327 acc: 0.078] 0:00:28.013124
1351 [D loss: 0.579 R 0.558 F 0.600][D acc: 0.758 R 0.688 F 0.828][G loss: 1.231 acc: 0.062] 0:00:28.101349
1352 [D loss: 0.593 R 0.620 F 0.565][D acc: 0.648 R 0.578 F 0.719][G loss: 1.305 acc: 0.141] 0:00:28.187983
1353 [D loss: 0.612 R 0.489 F 0.735][D acc: 0.641 R 0.672 F 0.609][G loss: 1.139 acc: 0.125] 0:00:28.263106
1354 [D loss: 0.516 R 0.480 F 0.552][D acc: 0.758 R 0.734 F 0.781][G loss: 1.348 acc: 0.109] 0:00:28.341850
1355 [D loss: 0.521 R 0.576 F 0.466][D acc: 0.750 R 0.656 F 0.844][G loss: 1.367 acc: 0.188] 0:00:28.418680
1356 [D loss: 0.495 R 0.483 F 0.507][D acc: 0.773 R 0.719 F 0.828][G loss: 1.226 acc: 0.141] 0:00:28.494735
1357 [D loss: 0.607 R 0.521 F 0.692][D acc: 0.648 R 0.609 F 0.688][G loss: 1.445 acc: 0.062] 0:00:28.576728
1358 [D loss: 0.565 R 0.608 F 0.523][D acc: 0.672 R 0.594 F 0.750][G loss: 1.364 acc: 0.109] 0:00:28.656776
1359 [D loss: 0.531 R 0.594 F 0.468][D acc: 0.734 R 0.641 F 0.828][G loss: 1.378 acc: 0.125] 0:00:28.733024
1360 [D loss: 0.617 R 0.469 F 0.764][D acc: 0.703 R 0.734 F 0.672][G loss: 1.421 acc: 0.172] 0:00:28.813610
1361 [D loss: 0.588 R 0.630 F 0.545][D acc: 0.742 R 0.703 F 0.781][G loss: 1.333 acc: 0.141] 0:00:28.890751
1362 [D loss: 0.556 R 0.534 F 0.578][D acc: 0.734 R 0.703 F 0.766][G loss: 1.391 acc: 0.109] 0:00:28.979286
1363 [D loss: 0.474 R 0.486 F 0.463][D acc: 0.734 R 0.656 F 0.812][G loss: 1.240 acc: 0.172] 0:00:29.049963
1364 [D loss: 0.583 R 0.567 F 0.600][D acc: 0.688 R 0.609 F 0.766][G loss: 1.342 acc: 0.062] 0:00:29.128009
1365 [D loss: 0.631 R 0.650 F 0.613][D acc: 0.672 R 0.625 F 0.719][G loss: 1.226 acc: 0.094] 0:00:29.213085
1366 [D loss: 0.527 R 0.491 F 0.563][D acc: 0.695 R 0.656 F 0.734][G loss: 1.255 acc: 0.141] 0:00:29.288586
1367 [D loss: 0.507 R 0.548 F 0.466][D acc: 0.750 R 0.688 F 0.812][G loss: 1.371 acc: 0.078] 0:00:29.364997
1368 [D loss: 0.560 R 0.482 F 0.638][D acc: 0.703 R 0.734 F 0.672][G loss: 1.394 acc: 0.062] 0:00:29.436753
1369 [D loss: 0.518 R 0.494 F 0.542][D acc: 0.711 R 0.672 F 0.750][G loss: 1.329 acc: 0.062] 0:00:29.513439
1370 [D loss: 0.503 R 0.528 F 0.478][D acc: 0.758 R 0.703 F 0.812][G loss: 1.453 acc: 0.016] 0:00:29.594511
1371 [D loss: 0.542 R 0.623 F 0.461][D acc: 0.664 R 0.562 F 0.766][G loss: 1.358 acc: 0.062] 0:00:29.692420
1372 [D loss: 0.646 R 0.583 F 0.710][D acc: 0.680 R 0.625 F 0.734][G loss: 1.259 acc: 0.172] 0:00:29.767147
1373 [D loss: 0.518 R 0.553 F 0.483][D acc: 0.750 R 0.641 F 0.859][G loss: 1.356 acc: 0.094] 0:00:29.848902
1374 [D loss: 0.546 R 0.593 F 0.500][D acc: 0.688 R 0.578 F 0.797][G loss: 1.225 acc: 0.141] 0:00:29.924912
1375 [D loss: 0.664 R 0.550 F 0.778][D acc: 0.656 R 0.672 F 0.641][G loss: 1.317 acc: 0.109] 0:00:30.001540
1376 [D loss: 0.509 R 0.540 F 0.479][D acc: 0.727 R 0.641 F 0.812][G loss: 1.388 acc: 0.078] 0:00:30.099697
1377 [D loss: 0.549 R 0.525 F 0.573][D acc: 0.750 R 0.672 F 0.828][G loss: 1.430 acc: 0.141] 0:00:30.194349
1378 [D loss: 0.521 R 0.541 F 0.501][D acc: 0.742 R 0.672 F 0.812][G loss: 1.293 acc: 0.125] 0:00:30.273447
1379 [D loss: 0.540 R 0.610 F 0.471][D acc: 0.672 R 0.625 F 0.719][G loss: 1.245 acc: 0.125] 0:00:30.349306
1380 [D loss: 0.583 R 0.586 F 0.580][D acc: 0.688 R 0.641 F 0.734][G loss: 1.417 acc: 0.078] 0:00:30.423229
1381 [D loss: 0.485 R 0.479 F 0.491][D acc: 0.797 R 0.766 F 0.828][G loss: 1.513 acc: 0.141] 0:00:30.494974
1382 [D loss: 0.601 R 0.609 F 0.592][D acc: 0.680 R 0.609 F 0.750][G loss: 1.337 acc: 0.078] 0:00:30.575513
1383 [D loss: 0.497 R 0.508 F 0.487][D acc: 0.734 R 0.703 F 0.766][G loss: 1.297 acc: 0.125] 0:00:30.649230
1384 [D loss: 0.486 R 0.500 F 0.473][D acc: 0.766 R 0.719 F 0.812][G loss: 1.442 acc: 0.109] 0:00:30.724075
1385 [D loss: 0.564 R 0.557 F 0.571][D acc: 0.672 R 0.625 F 0.719][G loss: 1.523 acc: 0.031] 0:00:30.800604
1386 [D loss: 0.604 R 0.676 F 0.532][D acc: 0.688 R 0.547 F 0.828][G loss: 1.446 acc: 0.062] 0:00:30.881115
1387 [D loss: 0.571 R 0.535 F 0.606][D acc: 0.688 R 0.625 F 0.750][G loss: 1.217 acc: 0.094] 0:00:30.957981
1388 [D loss: 0.564 R 0.629 F 0.499][D acc: 0.680 R 0.562 F 0.797][G loss: 1.140 acc: 0.141] 0:00:31.034955
1389 [D loss: 0.575 R 0.586 F 0.563][D acc: 0.703 R 0.625 F 0.781][G loss: 1.247 acc: 0.141] 0:00:31.111558
1390 [D loss: 0.593 R 0.629 F 0.556][D acc: 0.695 R 0.609 F 0.781][G loss: 1.397 acc: 0.062] 0:00:31.187277
1391 [D loss: 0.563 R 0.685 F 0.441][D acc: 0.711 R 0.578 F 0.844][G loss: 1.207 acc: 0.125] 0:00:31.277146
1392 [D loss: 0.560 R 0.527 F 0.593][D acc: 0.680 R 0.688 F 0.672][G loss: 1.210 acc: 0.125] 0:00:31.353319
1393 [D loss: 0.483 R 0.390 F 0.576][D acc: 0.789 R 0.797 F 0.781][G loss: 1.375 acc: 0.109] 0:00:31.425287
1394 [D loss: 0.529 R 0.595 F 0.464][D acc: 0.727 R 0.594 F 0.859][G loss: 1.280 acc: 0.062] 0:00:31.499192
1395 [D loss: 0.474 R 0.458 F 0.491][D acc: 0.805 R 0.750 F 0.859][G loss: 1.187 acc: 0.234] 0:00:31.593770
1396 [D loss: 0.538 R 0.569 F 0.507][D acc: 0.711 R 0.625 F 0.797][G loss: 1.234 acc: 0.188] 0:00:31.668635
1397 [D loss: 0.594 R 0.575 F 0.614][D acc: 0.711 R 0.672 F 0.750][G loss: 1.437 acc: 0.125] 0:00:31.750824
1398 [D loss: 0.461 R 0.472 F 0.451][D acc: 0.797 R 0.750 F 0.844][G loss: 1.416 acc: 0.094] 0:00:31.827359
1399 [D loss: 0.522 R 0.522 F 0.522][D acc: 0.750 R 0.672 F 0.828][G loss: 1.351 acc: 0.062] 0:00:31.898068
1400 [D loss: 0.555 R 0.451 F 0.660][D acc: 0.688 R 0.703 F 0.672][G loss: 1.516 acc: 0.109] 0:00:31.976222
1401 [D loss: 0.566 R 0.490 F 0.643][D acc: 0.703 R 0.688 F 0.719][G loss: 1.439 acc: 0.109] 0:00:32.047260
1402 [D loss: 0.552 R 0.644 F 0.459][D acc: 0.680 R 0.578 F 0.781][G loss: 1.413 acc: 0.062] 0:00:32.121750
1403 [D loss: 0.504 R 0.501 F 0.507][D acc: 0.727 R 0.672 F 0.781][G loss: 1.350 acc: 0.141] 0:00:32.224958
1404 [D loss: 0.528 R 0.569 F 0.487][D acc: 0.703 R 0.656 F 0.750][G loss: 1.400 acc: 0.172] 0:00:32.311319
1405 [D loss: 0.595 R 0.533 F 0.658][D acc: 0.719 R 0.703 F 0.734][G loss: 1.329 acc: 0.125] 0:00:32.388412
1406 [D loss: 0.558 R 0.644 F 0.472][D acc: 0.742 R 0.641 F 0.844][G loss: 1.272 acc: 0.078] 0:00:32.462259
1407 [D loss: 0.496 R 0.522 F 0.470][D acc: 0.727 R 0.625 F 0.828][G loss: 1.572 acc: 0.141] 0:00:32.536419
1408 [D loss: 0.519 R 0.555 F 0.483][D acc: 0.734 R 0.672 F 0.797][G loss: 1.195 acc: 0.156] 0:00:32.611404
1409 [D loss: 0.552 R 0.508 F 0.596][D acc: 0.742 R 0.688 F 0.797][G loss: 1.369 acc: 0.141] 0:00:32.692015
1410 [D loss: 0.495 R 0.475 F 0.515][D acc: 0.789 R 0.734 F 0.844][G loss: 1.478 acc: 0.047] 0:00:32.763258
1411 [D loss: 0.552 R 0.540 F 0.565][D acc: 0.734 R 0.656 F 0.812][G loss: 1.472 acc: 0.031] 0:00:32.837645
1412 [D loss: 0.511 R 0.571 F 0.450][D acc: 0.766 R 0.688 F 0.844][G loss: 1.501 acc: 0.109] 0:00:32.921331
1413 [D loss: 0.473 R 0.506 F 0.439][D acc: 0.789 R 0.734 F 0.844][G loss: 1.761 acc: 0.109] 0:00:32.996026
1414 [D loss: 0.515 R 0.560 F 0.470][D acc: 0.727 R 0.656 F 0.797][G loss: 1.565 acc: 0.047] 0:00:33.072934
1415 [D loss: 0.441 R 0.420 F 0.463][D acc: 0.789 R 0.766 F 0.812][G loss: 1.482 acc: 0.125] 0:00:33.152257
1416 [D loss: 0.576 R 0.601 F 0.551][D acc: 0.727 R 0.656 F 0.797][G loss: 1.496 acc: 0.094] 0:00:33.235592
1417 [D loss: 0.448 R 0.396 F 0.500][D acc: 0.805 R 0.781 F 0.828][G loss: 1.408 acc: 0.141] 0:00:33.312155
1418 [D loss: 0.582 R 0.490 F 0.674][D acc: 0.711 R 0.734 F 0.688][G loss: 1.363 acc: 0.141] 0:00:33.391518
1419 [D loss: 0.583 R 0.548 F 0.617][D acc: 0.695 R 0.656 F 0.734][G loss: 1.415 acc: 0.094] 0:00:33.466322
1420 [D loss: 0.619 R 0.606 F 0.632][D acc: 0.703 R 0.594 F 0.812][G loss: 1.424 acc: 0.062] 0:00:33.537995
1421 [D loss: 0.521 R 0.493 F 0.549][D acc: 0.719 R 0.688 F 0.750][G loss: 1.524 acc: 0.062] 0:00:33.619485
1422 [D loss: 0.483 R 0.507 F 0.458][D acc: 0.773 R 0.703 F 0.844][G loss: 1.283 acc: 0.156] 0:00:33.709585
1423 [D loss: 0.431 R 0.405 F 0.457][D acc: 0.797 R 0.750 F 0.844][G loss: 1.389 acc: 0.188] 0:00:33.781208
1424 [D loss: 0.584 R 0.511 F 0.656][D acc: 0.680 R 0.703 F 0.656][G loss: 1.498 acc: 0.062] 0:00:33.862446
1425 [D loss: 0.551 R 0.669 F 0.432][D acc: 0.719 R 0.516 F 0.922][G loss: 1.421 acc: 0.062] 0:00:33.936619
1426 [D loss: 0.475 R 0.452 F 0.498][D acc: 0.805 R 0.734 F 0.875][G loss: 1.329 acc: 0.203] 0:00:34.008242
1427 [D loss: 0.536 R 0.543 F 0.530][D acc: 0.750 R 0.688 F 0.812][G loss: 1.409 acc: 0.125] 0:00:34.088075
1428 [D loss: 0.496 R 0.439 F 0.552][D acc: 0.750 R 0.734 F 0.766][G loss: 1.343 acc: 0.078] 0:00:34.160861
1429 [D loss: 0.535 R 0.574 F 0.496][D acc: 0.773 R 0.703 F 0.844][G loss: 1.571 acc: 0.078] 0:00:34.238720
1430 [D loss: 0.474 R 0.518 F 0.429][D acc: 0.742 R 0.656 F 0.828][G loss: 1.622 acc: 0.125] 0:00:34.322224
1431 [D loss: 0.643 R 0.558 F 0.728][D acc: 0.672 R 0.641 F 0.703][G loss: 1.293 acc: 0.062] 0:00:34.394888
1432 [D loss: 0.537 R 0.554 F 0.521][D acc: 0.734 R 0.688 F 0.781][G loss: 1.331 acc: 0.078] 0:00:34.469623
1433 [D loss: 0.588 R 0.560 F 0.617][D acc: 0.664 R 0.625 F 0.703][G loss: 1.376 acc: 0.062] 0:00:34.566342
1434 [D loss: 0.546 R 0.658 F 0.434][D acc: 0.742 R 0.609 F 0.875][G loss: 1.373 acc: 0.156] 0:00:34.643437
1435 [D loss: 0.598 R 0.552 F 0.643][D acc: 0.734 R 0.672 F 0.797][G loss: 1.326 acc: 0.078] 0:00:34.719612
1436 [D loss: 0.636 R 0.654 F 0.619][D acc: 0.648 R 0.578 F 0.719][G loss: 1.145 acc: 0.125] 0:00:34.794271
1437 [D loss: 0.579 R 0.551 F 0.606][D acc: 0.664 R 0.656 F 0.672][G loss: 1.277 acc: 0.094] 0:00:34.877245
1438 [D loss: 0.560 R 0.605 F 0.514][D acc: 0.703 R 0.594 F 0.812][G loss: 1.195 acc: 0.141] 0:00:34.963012
1439 [D loss: 0.594 R 0.600 F 0.588][D acc: 0.656 R 0.562 F 0.750][G loss: 1.189 acc: 0.094] 0:00:35.041973
1440 [D loss: 0.569 R 0.547 F 0.591][D acc: 0.727 R 0.688 F 0.766][G loss: 1.329 acc: 0.109] 0:00:35.136025
1441 [D loss: 0.555 R 0.577 F 0.533][D acc: 0.719 R 0.656 F 0.781][G loss: 1.227 acc: 0.078] 0:00:35.214798
1442 [D loss: 0.594 R 0.580 F 0.609][D acc: 0.664 R 0.625 F 0.703][G loss: 1.248 acc: 0.141] 0:00:35.311186
1443 [D loss: 0.589 R 0.573 F 0.605][D acc: 0.703 R 0.672 F 0.734][G loss: 1.189 acc: 0.094] 0:00:35.392115
1444 [D loss: 0.563 R 0.573 F 0.553][D acc: 0.711 R 0.641 F 0.781][G loss: 1.198 acc: 0.094] 0:00:35.481994
1445 [D loss: 0.507 R 0.484 F 0.531][D acc: 0.750 R 0.672 F 0.828][G loss: 1.236 acc: 0.047] 0:00:35.559706
1446 [D loss: 0.509 R 0.533 F 0.485][D acc: 0.758 R 0.641 F 0.875][G loss: 1.433 acc: 0.016] 0:00:35.658374
1447 [D loss: 0.469 R 0.449 F 0.489][D acc: 0.828 R 0.797 F 0.859][G loss: 1.286 acc: 0.203] 0:00:35.742133
1448 [D loss: 0.492 R 0.525 F 0.459][D acc: 0.750 R 0.656 F 0.844][G loss: 1.565 acc: 0.062] 0:00:35.820247
1449 [D loss: 0.567 R 0.648 F 0.486][D acc: 0.688 R 0.562 F 0.812][G loss: 1.497 acc: 0.094] 0:00:35.898690
1450 [D loss: 0.549 R 0.668 F 0.429][D acc: 0.719 R 0.594 F 0.844][G loss: 1.463 acc: 0.094] 0:00:35.974534
1451 [D loss: 0.562 R 0.400 F 0.725][D acc: 0.703 R 0.766 F 0.641][G loss: 1.367 acc: 0.109] 0:00:36.052730
1452 [D loss: 0.489 R 0.504 F 0.474][D acc: 0.727 R 0.656 F 0.797][G loss: 1.326 acc: 0.141] 0:00:36.132162
1453 [D loss: 0.601 R 0.596 F 0.605][D acc: 0.711 R 0.688 F 0.734][G loss: 1.330 acc: 0.156] 0:00:36.206131
1454 [D loss: 0.532 R 0.428 F 0.637][D acc: 0.750 R 0.781 F 0.719][G loss: 1.522 acc: 0.094] 0:00:36.286573
1455 [D loss: 0.592 R 0.587 F 0.596][D acc: 0.688 R 0.656 F 0.719][G loss: 1.490 acc: 0.047] 0:00:36.358943
1456 [D loss: 0.570 R 0.619 F 0.521][D acc: 0.695 R 0.594 F 0.797][G loss: 1.217 acc: 0.188] 0:00:36.437623
1457 [D loss: 0.549 R 0.475 F 0.623][D acc: 0.719 R 0.734 F 0.703][G loss: 1.404 acc: 0.141] 0:00:36.521424
1458 [D loss: 0.562 R 0.607 F 0.517][D acc: 0.688 R 0.625 F 0.750][G loss: 1.414 acc: 0.109] 0:00:36.597684
1459 [D loss: 0.529 R 0.517 F 0.541][D acc: 0.734 R 0.688 F 0.781][G loss: 1.685 acc: 0.094] 0:00:36.670691
1460 [D loss: 0.518 R 0.659 F 0.377][D acc: 0.789 R 0.609 F 0.969][G loss: 1.541 acc: 0.094] 0:00:36.753508
1461 [D loss: 0.561 R 0.567 F 0.556][D acc: 0.711 R 0.672 F 0.750][G loss: 1.239 acc: 0.172] 0:00:36.825650
1462 [D loss: 0.601 R 0.553 F 0.649][D acc: 0.664 R 0.672 F 0.656][G loss: 1.400 acc: 0.109] 0:00:36.902283
1463 [D loss: 0.540 R 0.466 F 0.614][D acc: 0.766 R 0.734 F 0.797][G loss: 1.395 acc: 0.047] 0:00:36.976956
1464 [D loss: 0.543 R 0.592 F 0.494][D acc: 0.711 R 0.625 F 0.797][G loss: 1.543 acc: 0.078] 0:00:37.060273
1465 [D loss: 0.596 R 0.647 F 0.546][D acc: 0.719 R 0.609 F 0.828][G loss: 1.423 acc: 0.047] 0:00:37.132498
1466 [D loss: 0.504 R 0.492 F 0.516][D acc: 0.766 R 0.734 F 0.797][G loss: 1.246 acc: 0.109] 0:00:37.215324
1467 [D loss: 0.523 R 0.576 F 0.470][D acc: 0.695 R 0.594 F 0.797][G loss: 1.311 acc: 0.125] 0:00:37.297150
1468 [D loss: 0.542 R 0.502 F 0.581][D acc: 0.719 R 0.688 F 0.750][G loss: 1.339 acc: 0.156] 0:00:37.369520
1469 [D loss: 0.529 R 0.550 F 0.508][D acc: 0.719 R 0.641 F 0.797][G loss: 1.283 acc: 0.156] 0:00:37.447111
1470 [D loss: 0.583 R 0.562 F 0.604][D acc: 0.695 R 0.656 F 0.734][G loss: 1.363 acc: 0.094] 0:00:37.523266
1471 [D loss: 0.522 R 0.531 F 0.513][D acc: 0.750 R 0.672 F 0.828][G loss: 1.327 acc: 0.109] 0:00:37.605571
1472 [D loss: 0.554 R 0.640 F 0.468][D acc: 0.727 R 0.641 F 0.812][G loss: 1.322 acc: 0.219] 0:00:37.682032
1473 [D loss: 0.463 R 0.361 F 0.565][D acc: 0.781 R 0.828 F 0.734][G loss: 1.533 acc: 0.016] 0:00:37.761018
1474 [D loss: 0.547 R 0.601 F 0.494][D acc: 0.758 R 0.656 F 0.859][G loss: 1.515 acc: 0.078] 0:00:37.832608
1475 [D loss: 0.525 R 0.542 F 0.508][D acc: 0.711 R 0.625 F 0.797][G loss: 1.385 acc: 0.125] 0:00:37.917110
1476 [D loss: 0.542 R 0.572 F 0.513][D acc: 0.719 R 0.641 F 0.797][G loss: 1.470 acc: 0.109] 0:00:37.993800
1477 [D loss: 0.565 R 0.604 F 0.525][D acc: 0.734 R 0.625 F 0.844][G loss: 1.296 acc: 0.219] 0:00:38.066503
1478 [D loss: 0.544 R 0.381 F 0.706][D acc: 0.734 R 0.781 F 0.688][G loss: 1.330 acc: 0.094] 0:00:38.152067
1479 [D loss: 0.500 R 0.599 F 0.402][D acc: 0.781 R 0.641 F 0.922][G loss: 1.456 acc: 0.125] 0:00:38.225645
1480 [D loss: 0.472 R 0.474 F 0.471][D acc: 0.758 R 0.719 F 0.797][G loss: 1.547 acc: 0.047] 0:00:38.305588
1481 [D loss: 0.457 R 0.433 F 0.481][D acc: 0.766 R 0.750 F 0.781][G loss: 1.658 acc: 0.047] 0:00:38.383863
1482 [D loss: 0.581 R 0.582 F 0.580][D acc: 0.727 R 0.672 F 0.781][G loss: 1.356 acc: 0.109] 0:00:38.462368
1483 [D loss: 0.502 R 0.581 F 0.423][D acc: 0.750 R 0.641 F 0.859][G loss: 1.493 acc: 0.094] 0:00:38.533251
1484 [D loss: 0.549 R 0.581 F 0.518][D acc: 0.711 R 0.656 F 0.766][G loss: 1.462 acc: 0.078] 0:00:38.611767
1485 [D loss: 0.609 R 0.523 F 0.696][D acc: 0.609 R 0.656 F 0.562][G loss: 1.384 acc: 0.125] 0:00:38.689797
1486 [D loss: 0.553 R 0.639 F 0.468][D acc: 0.711 R 0.594 F 0.828][G loss: 1.429 acc: 0.109] 0:00:38.762040
1487 [D loss: 0.536 R 0.596 F 0.476][D acc: 0.727 R 0.609 F 0.844][G loss: 1.360 acc: 0.078] 0:00:38.836735
1488 [D loss: 0.535 R 0.542 F 0.528][D acc: 0.711 R 0.641 F 0.781][G loss: 1.381 acc: 0.047] 0:00:38.938050
1489 [D loss: 0.497 R 0.420 F 0.573][D acc: 0.766 R 0.797 F 0.734][G loss: 1.244 acc: 0.141] 0:00:39.011570
1490 [D loss: 0.686 R 0.724 F 0.647][D acc: 0.633 R 0.578 F 0.688][G loss: 1.265 acc: 0.125] 0:00:39.087250
1491 [D loss: 0.575 R 0.635 F 0.515][D acc: 0.711 R 0.609 F 0.812][G loss: 1.334 acc: 0.078] 0:00:39.170462
1492 [D loss: 0.566 R 0.618 F 0.514][D acc: 0.664 R 0.547 F 0.781][G loss: 1.396 acc: 0.062] 0:00:39.241704
1493 [D loss: 0.540 R 0.553 F 0.526][D acc: 0.688 R 0.609 F 0.766][G loss: 1.354 acc: 0.109] 0:00:39.320724
1494 [D loss: 0.488 R 0.523 F 0.452][D acc: 0.750 R 0.625 F 0.875][G loss: 1.302 acc: 0.125] 0:00:39.395768
1495 [D loss: 0.549 R 0.589 F 0.509][D acc: 0.742 R 0.656 F 0.828][G loss: 1.496 acc: 0.125] 0:00:39.467255
1496 [D loss: 0.543 R 0.542 F 0.544][D acc: 0.711 R 0.656 F 0.766][G loss: 1.345 acc: 0.109] 0:00:39.540855
1497 [D loss: 0.614 R 0.590 F 0.637][D acc: 0.672 R 0.625 F 0.719][G loss: 1.220 acc: 0.141] 0:00:39.612618
1498 [D loss: 0.526 R 0.561 F 0.491][D acc: 0.766 R 0.688 F 0.844][G loss: 1.275 acc: 0.188] 0:00:39.683771
1499 [D loss: 0.637 R 0.635 F 0.638][D acc: 0.680 R 0.578 F 0.781][G loss: 1.264 acc: 0.109] 0:00:39.780605
1500 [D loss: 0.557 R 0.535 F 0.578][D acc: 0.727 R 0.750 F 0.703][G loss: 1.222 acc: 0.172] 0:00:39.852909
1501 [D loss: 0.575 R 0.562 F 0.588][D acc: 0.719 R 0.656 F 0.781][G loss: 1.252 acc: 0.094] 0:00:39.925975
1502 [D loss: 0.504 R 0.551 F 0.458][D acc: 0.727 R 0.609 F 0.844][G loss: 1.411 acc: 0.062] 0:00:40.007289
1503 [D loss: 0.481 R 0.529 F 0.433][D acc: 0.734 R 0.672 F 0.797][G loss: 1.379 acc: 0.125] 0:00:40.084201
1504 [D loss: 0.532 R 0.454 F 0.611][D acc: 0.719 R 0.719 F 0.719][G loss: 1.402 acc: 0.031] 0:00:40.163774
1505 [D loss: 0.602 R 0.722 F 0.483][D acc: 0.695 R 0.547 F 0.844][G loss: 1.343 acc: 0.094] 0:00:40.254452
1506 [D loss: 0.537 R 0.596 F 0.478][D acc: 0.703 R 0.562 F 0.844][G loss: 1.400 acc: 0.156] 0:00:40.330531
1507 [D loss: 0.677 R 0.717 F 0.637][D acc: 0.609 R 0.516 F 0.703][G loss: 1.222 acc: 0.094] 0:00:40.411638
1508 [D loss: 0.581 R 0.527 F 0.635][D acc: 0.656 R 0.609 F 0.703][G loss: 1.180 acc: 0.172] 0:00:40.491170
1509 [D loss: 0.528 R 0.559 F 0.497][D acc: 0.758 R 0.656 F 0.859][G loss: 1.271 acc: 0.078] 0:00:40.562988
1510 [D loss: 0.503 R 0.450 F 0.556][D acc: 0.797 R 0.766 F 0.828][G loss: 1.322 acc: 0.172] 0:00:40.637403
1511 [D loss: 0.535 R 0.570 F 0.501][D acc: 0.734 R 0.656 F 0.812][G loss: 1.202 acc: 0.188] 0:00:40.716561
1512 [D loss: 0.578 R 0.554 F 0.602][D acc: 0.703 R 0.672 F 0.734][G loss: 1.243 acc: 0.203] 0:00:40.789094
1513 [D loss: 0.551 R 0.500 F 0.602][D acc: 0.703 R 0.703 F 0.703][G loss: 1.362 acc: 0.078] 0:00:40.867507
1514 [D loss: 0.549 R 0.603 F 0.494][D acc: 0.742 R 0.656 F 0.828][G loss: 1.295 acc: 0.125] 0:00:40.963277
1515 [D loss: 0.538 R 0.545 F 0.530][D acc: 0.695 R 0.609 F 0.781][G loss: 1.475 acc: 0.078] 0:00:41.042636
1516 [D loss: 0.563 R 0.516 F 0.610][D acc: 0.695 R 0.703 F 0.688][G loss: 1.382 acc: 0.031] 0:00:41.117323
1517 [D loss: 0.602 R 0.647 F 0.556][D acc: 0.641 R 0.562 F 0.719][G loss: 1.299 acc: 0.062] 0:00:41.211694
1518 [D loss: 0.502 R 0.516 F 0.487][D acc: 0.797 R 0.703 F 0.891][G loss: 1.381 acc: 0.047] 0:00:41.287574
1519 [D loss: 0.540 R 0.550 F 0.529][D acc: 0.695 R 0.625 F 0.766][G loss: 1.366 acc: 0.047] 0:00:41.369323
1520 [D loss: 0.582 R 0.638 F 0.527][D acc: 0.734 R 0.609 F 0.859][G loss: 1.259 acc: 0.094] 0:00:41.455103
1521 [D loss: 0.560 R 0.607 F 0.514][D acc: 0.727 R 0.594 F 0.859][G loss: 1.126 acc: 0.172] 0:00:41.530700
1522 [D loss: 0.532 R 0.497 F 0.566][D acc: 0.695 R 0.656 F 0.734][G loss: 1.236 acc: 0.125] 0:00:41.604858
1523 [D loss: 0.528 R 0.531 F 0.525][D acc: 0.742 R 0.719 F 0.766][G loss: 1.265 acc: 0.094] 0:00:41.680024
1524 [D loss: 0.432 R 0.350 F 0.513][D acc: 0.773 R 0.766 F 0.781][G loss: 1.394 acc: 0.109] 0:00:41.751012
1525 [D loss: 0.555 R 0.525 F 0.585][D acc: 0.742 R 0.656 F 0.828][G loss: 1.249 acc: 0.109] 0:00:41.824863
1526 [D loss: 0.524 R 0.489 F 0.560][D acc: 0.719 R 0.672 F 0.766][G loss: 1.379 acc: 0.062] 0:00:41.913659
1527 [D loss: 0.566 R 0.481 F 0.651][D acc: 0.727 R 0.656 F 0.797][G loss: 1.180 acc: 0.125] 0:00:41.990542
1528 [D loss: 0.540 R 0.572 F 0.508][D acc: 0.750 R 0.672 F 0.828][G loss: 1.243 acc: 0.141] 0:00:42.061484
1529 [D loss: 0.491 R 0.454 F 0.529][D acc: 0.781 R 0.750 F 0.812][G loss: 1.269 acc: 0.172] 0:00:42.140363
1530 [D loss: 0.529 R 0.450 F 0.609][D acc: 0.727 R 0.719 F 0.734][G loss: 1.498 acc: 0.078] 0:00:42.212394
1531 [D loss: 0.568 R 0.496 F 0.640][D acc: 0.695 R 0.719 F 0.672][G loss: 1.426 acc: 0.078] 0:00:42.283858
1532 [D loss: 0.569 R 0.610 F 0.527][D acc: 0.734 R 0.672 F 0.797][G loss: 1.309 acc: 0.078] 0:00:42.365347
1533 [D loss: 0.590 R 0.587 F 0.593][D acc: 0.672 R 0.625 F 0.719][G loss: 1.305 acc: 0.078] 0:00:42.437005
1534 [D loss: 0.519 R 0.552 F 0.486][D acc: 0.750 R 0.688 F 0.812][G loss: 1.383 acc: 0.078] 0:00:42.514791
1535 [D loss: 0.455 R 0.448 F 0.462][D acc: 0.789 R 0.734 F 0.844][G loss: 1.380 acc: 0.141] 0:00:42.592111
1536 [D loss: 0.499 R 0.569 F 0.430][D acc: 0.742 R 0.641 F 0.844][G loss: 1.551 acc: 0.031] 0:00:42.681120
1537 [D loss: 0.506 R 0.521 F 0.491][D acc: 0.766 R 0.688 F 0.844][G loss: 1.537 acc: 0.109] 0:00:42.753083
1538 [D loss: 0.547 R 0.550 F 0.545][D acc: 0.703 R 0.656 F 0.750][G loss: 1.692 acc: 0.016] 0:00:42.832068
1539 [D loss: 0.581 R 0.597 F 0.566][D acc: 0.719 R 0.625 F 0.812][G loss: 1.570 acc: 0.062] 0:00:42.924709
1540 [D loss: 0.522 R 0.604 F 0.441][D acc: 0.719 R 0.625 F 0.812][G loss: 1.307 acc: 0.125] 0:00:43.016123
1541 [D loss: 0.556 R 0.587 F 0.525][D acc: 0.734 R 0.641 F 0.828][G loss: 1.341 acc: 0.109] 0:00:43.103312
1542 [D loss: 0.535 R 0.555 F 0.515][D acc: 0.703 R 0.641 F 0.766][G loss: 1.380 acc: 0.078] 0:00:43.176948
1543 [D loss: 0.499 R 0.448 F 0.550][D acc: 0.781 R 0.750 F 0.812][G loss: 1.463 acc: 0.156] 0:00:43.254647
1544 [D loss: 0.601 R 0.635 F 0.568][D acc: 0.648 R 0.594 F 0.703][G loss: 1.239 acc: 0.141] 0:00:43.356219
1545 [D loss: 0.490 R 0.533 F 0.447][D acc: 0.781 R 0.656 F 0.906][G loss: 1.512 acc: 0.031] 0:00:43.438691
1546 [D loss: 0.505 R 0.503 F 0.508][D acc: 0.758 R 0.734 F 0.781][G loss: 1.431 acc: 0.172] 0:00:43.517577
1547 [D loss: 0.485 R 0.421 F 0.550][D acc: 0.773 R 0.766 F 0.781][G loss: 1.446 acc: 0.125] 0:00:43.593561
1548 [D loss: 0.494 R 0.462 F 0.527][D acc: 0.766 R 0.719 F 0.812][G loss: 1.492 acc: 0.062] 0:00:43.667257
1549 [D loss: 0.504 R 0.513 F 0.496][D acc: 0.773 R 0.719 F 0.828][G loss: 1.609 acc: 0.016] 0:00:43.745420
1550 [D loss: 0.543 R 0.581 F 0.504][D acc: 0.773 R 0.688 F 0.859][G loss: 1.297 acc: 0.094] 0:00:43.820667
1551 [D loss: 0.567 R 0.573 F 0.561][D acc: 0.695 R 0.609 F 0.781][G loss: 1.293 acc: 0.047] 0:00:43.914127
1552 [D loss: 0.526 R 0.567 F 0.486][D acc: 0.727 R 0.609 F 0.844][G loss: 1.363 acc: 0.109] 0:00:43.998277
1553 [D loss: 0.564 R 0.517 F 0.611][D acc: 0.711 R 0.703 F 0.719][G loss: 1.442 acc: 0.062] 0:00:44.082261
1554 [D loss: 0.547 R 0.519 F 0.576][D acc: 0.695 R 0.703 F 0.688][G loss: 1.447 acc: 0.078] 0:00:44.161536
1555 [D loss: 0.513 R 0.457 F 0.569][D acc: 0.758 R 0.750 F 0.766][G loss: 1.326 acc: 0.125] 0:00:44.235079
1556 [D loss: 0.450 R 0.465 F 0.435][D acc: 0.789 R 0.734 F 0.844][G loss: 1.538 acc: 0.062] 0:00:44.313525
1557 [D loss: 0.524 R 0.463 F 0.585][D acc: 0.773 R 0.797 F 0.750][G loss: 1.596 acc: 0.047] 0:00:44.406378
1558 [D loss: 0.536 R 0.576 F 0.495][D acc: 0.703 R 0.609 F 0.797][G loss: 1.615 acc: 0.062] 0:00:44.478471
1559 [D loss: 0.512 R 0.479 F 0.546][D acc: 0.719 R 0.672 F 0.766][G loss: 1.554 acc: 0.062] 0:00:44.555552
1560 [D loss: 0.458 R 0.566 F 0.351][D acc: 0.766 R 0.625 F 0.906][G loss: 1.465 acc: 0.141] 0:00:44.633589
1561 [D loss: 0.514 R 0.522 F 0.507][D acc: 0.695 R 0.656 F 0.734][G loss: 1.528 acc: 0.047] 0:00:44.711119
1562 [D loss: 0.523 R 0.542 F 0.504][D acc: 0.734 R 0.688 F 0.781][G loss: 1.751 acc: 0.031] 0:00:44.807901
1563 [D loss: 0.574 R 0.646 F 0.502][D acc: 0.695 R 0.578 F 0.812][G loss: 1.500 acc: 0.109] 0:00:44.882950
1564 [D loss: 0.548 R 0.488 F 0.608][D acc: 0.695 R 0.703 F 0.688][G loss: 1.387 acc: 0.156] 0:00:44.956291
1565 [D loss: 0.491 R 0.539 F 0.443][D acc: 0.773 R 0.688 F 0.859][G loss: 1.436 acc: 0.125] 0:00:45.039098
1566 [D loss: 0.580 R 0.624 F 0.535][D acc: 0.688 R 0.562 F 0.812][G loss: 1.385 acc: 0.078] 0:00:45.115013
1567 [D loss: 0.556 R 0.534 F 0.578][D acc: 0.727 R 0.688 F 0.766][G loss: 1.254 acc: 0.172] 0:00:45.186650
1568 [D loss: 0.520 R 0.424 F 0.616][D acc: 0.789 R 0.828 F 0.750][G loss: 1.389 acc: 0.109] 0:00:45.260721
1569 [D loss: 0.485 R 0.576 F 0.395][D acc: 0.781 R 0.656 F 0.906][G loss: 1.274 acc: 0.125] 0:00:45.340632
1570 [D loss: 0.559 R 0.440 F 0.678][D acc: 0.750 R 0.750 F 0.750][G loss: 1.502 acc: 0.047] 0:00:45.418032
1571 [D loss: 0.576 R 0.548 F 0.603][D acc: 0.680 R 0.656 F 0.703][G loss: 1.428 acc: 0.125] 0:00:45.494784
1572 [D loss: 0.595 R 0.660 F 0.530][D acc: 0.695 R 0.562 F 0.828][G loss: 1.341 acc: 0.094] 0:00:45.570678
1573 [D loss: 0.474 R 0.481 F 0.466][D acc: 0.789 R 0.734 F 0.844][G loss: 1.310 acc: 0.125] 0:00:45.644920
1574 [D loss: 0.516 R 0.593 F 0.439][D acc: 0.781 R 0.656 F 0.906][G loss: 1.433 acc: 0.109] 0:00:45.721391
1575 [D loss: 0.561 R 0.514 F 0.608][D acc: 0.773 R 0.734 F 0.812][G loss: 1.401 acc: 0.125] 0:00:45.796237
1576 [D loss: 0.604 R 0.655 F 0.552][D acc: 0.703 R 0.641 F 0.766][G loss: 1.253 acc: 0.094] 0:00:45.868417
1577 [D loss: 0.605 R 0.473 F 0.736][D acc: 0.656 R 0.688 F 0.625][G loss: 1.426 acc: 0.094] 0:00:45.942509
1578 [D loss: 0.536 R 0.642 F 0.429][D acc: 0.703 R 0.531 F 0.875][G loss: 1.363 acc: 0.078] 0:00:46.022825
1579 [D loss: 0.434 R 0.404 F 0.465][D acc: 0.797 R 0.781 F 0.812][G loss: 1.340 acc: 0.125] 0:00:46.093904
1580 [D loss: 0.658 R 0.705 F 0.611][D acc: 0.672 R 0.578 F 0.766][G loss: 1.308 acc: 0.094] 0:00:46.168625
1581 [D loss: 0.590 R 0.527 F 0.653][D acc: 0.703 R 0.672 F 0.734][G loss: 1.236 acc: 0.016] 0:00:46.244058
1582 [D loss: 0.583 R 0.516 F 0.649][D acc: 0.703 R 0.672 F 0.734][G loss: 1.270 acc: 0.094] 0:00:46.316756
1583 [D loss: 0.577 R 0.644 F 0.509][D acc: 0.688 R 0.531 F 0.844][G loss: 1.438 acc: 0.047] 0:00:46.397087
1584 [D loss: 0.532 R 0.557 F 0.508][D acc: 0.766 R 0.703 F 0.828][G loss: 1.379 acc: 0.125] 0:00:46.471605
1585 [D loss: 0.485 R 0.413 F 0.557][D acc: 0.781 R 0.781 F 0.781][G loss: 1.296 acc: 0.188] 0:00:46.542740
1586 [D loss: 0.609 R 0.657 F 0.561][D acc: 0.656 R 0.531 F 0.781][G loss: 1.435 acc: 0.031] 0:00:46.618144
1587 [D loss: 0.515 R 0.574 F 0.456][D acc: 0.773 R 0.641 F 0.906][G loss: 1.427 acc: 0.094] 0:00:46.697510
1588 [D loss: 0.606 R 0.585 F 0.628][D acc: 0.703 R 0.656 F 0.750][G loss: 1.409 acc: 0.062] 0:00:46.775013
1589 [D loss: 0.572 R 0.652 F 0.492][D acc: 0.695 R 0.609 F 0.781][G loss: 1.238 acc: 0.188] 0:00:46.851101
1590 [D loss: 0.514 R 0.512 F 0.515][D acc: 0.727 R 0.703 F 0.750][G loss: 1.439 acc: 0.078] 0:00:46.922146
1591 [D loss: 0.641 R 0.646 F 0.637][D acc: 0.633 R 0.516 F 0.750][G loss: 1.370 acc: 0.062] 0:00:46.996003
1592 [D loss: 0.526 R 0.500 F 0.552][D acc: 0.680 R 0.625 F 0.734][G loss: 1.436 acc: 0.078] 0:00:47.078284
1593 [D loss: 0.547 R 0.612 F 0.482][D acc: 0.688 R 0.609 F 0.766][G loss: 1.237 acc: 0.125] 0:00:47.153488
1594 [D loss: 0.554 R 0.475 F 0.633][D acc: 0.727 R 0.750 F 0.703][G loss: 1.287 acc: 0.156] 0:00:47.229039
1595 [D loss: 0.577 R 0.594 F 0.559][D acc: 0.703 R 0.641 F 0.766][G loss: 1.221 acc: 0.109] 0:00:47.310921
1596 [D loss: 0.568 R 0.557 F 0.578][D acc: 0.672 R 0.625 F 0.719][G loss: 1.335 acc: 0.078] 0:00:47.390021
1597 [D loss: 0.595 R 0.612 F 0.579][D acc: 0.641 R 0.578 F 0.703][G loss: 1.369 acc: 0.016] 0:00:47.461231
1598 [D loss: 0.453 R 0.455 F 0.451][D acc: 0.805 R 0.719 F 0.891][G loss: 1.536 acc: 0.062] 0:00:47.538683
1599 [D loss: 0.521 R 0.521 F 0.522][D acc: 0.797 R 0.750 F 0.844][G loss: 1.384 acc: 0.125] 0:00:47.613571
1600 [D loss: 0.518 R 0.460 F 0.576][D acc: 0.758 R 0.766 F 0.750][G loss: 1.491 acc: 0.094] 0:00:47.684700
1601 [D loss: 0.436 R 0.482 F 0.390][D acc: 0.797 R 0.719 F 0.875][G loss: 1.450 acc: 0.078] 0:00:47.774871
1602 [D loss: 0.586 R 0.574 F 0.598][D acc: 0.680 R 0.625 F 0.734][G loss: 1.293 acc: 0.141] 0:00:47.856726
1603 [D loss: 0.496 R 0.493 F 0.499][D acc: 0.758 R 0.688 F 0.828][G loss: 1.439 acc: 0.109] 0:00:47.931118
1604 [D loss: 0.612 R 0.618 F 0.606][D acc: 0.680 R 0.672 F 0.688][G loss: 1.399 acc: 0.062] 0:00:48.012731
1605 [D loss: 0.518 R 0.542 F 0.494][D acc: 0.750 R 0.703 F 0.797][G loss: 1.456 acc: 0.047] 0:00:48.086596
1606 [D loss: 0.589 R 0.561 F 0.617][D acc: 0.680 R 0.656 F 0.703][G loss: 1.231 acc: 0.141] 0:00:48.164129
1607 [D loss: 0.559 R 0.437 F 0.681][D acc: 0.727 R 0.688 F 0.766][G loss: 1.381 acc: 0.094] 0:00:48.238495
1608 [D loss: 0.503 R 0.552 F 0.455][D acc: 0.773 R 0.688 F 0.859][G loss: 1.388 acc: 0.094] 0:00:48.309491
1609 [D loss: 0.527 R 0.531 F 0.522][D acc: 0.742 R 0.656 F 0.828][G loss: 1.230 acc: 0.188] 0:00:48.379011
1610 [D loss: 0.560 R 0.598 F 0.522][D acc: 0.719 R 0.641 F 0.797][G loss: 1.385 acc: 0.047] 0:00:48.459777
1611 [D loss: 0.531 R 0.447 F 0.614][D acc: 0.695 R 0.641 F 0.750][G loss: 1.321 acc: 0.141] 0:00:48.530012
1612 [D loss: 0.594 R 0.598 F 0.590][D acc: 0.711 R 0.609 F 0.812][G loss: 1.300 acc: 0.078] 0:00:48.601445
1613 [D loss: 0.542 R 0.545 F 0.540][D acc: 0.742 R 0.688 F 0.797][G loss: 1.292 acc: 0.062] 0:00:48.683841
1614 [D loss: 0.642 R 0.652 F 0.632][D acc: 0.633 R 0.547 F 0.719][G loss: 1.283 acc: 0.062] 0:00:48.769742
1615 [D loss: 0.596 R 0.665 F 0.528][D acc: 0.695 R 0.578 F 0.812][G loss: 1.251 acc: 0.094] 0:00:48.843121
1616 [D loss: 0.539 R 0.548 F 0.530][D acc: 0.672 R 0.609 F 0.734][G loss: 1.181 acc: 0.109] 0:00:48.924065
1617 [D loss: 0.566 R 0.542 F 0.589][D acc: 0.703 R 0.688 F 0.719][G loss: 1.190 acc: 0.156] 0:00:49.000288
1618 [D loss: 0.552 R 0.560 F 0.544][D acc: 0.758 R 0.734 F 0.781][G loss: 1.351 acc: 0.062] 0:00:49.071600
1619 [D loss: 0.554 R 0.656 F 0.453][D acc: 0.734 R 0.578 F 0.891][G loss: 1.332 acc: 0.094] 0:00:49.150184
1620 [D loss: 0.596 R 0.636 F 0.555][D acc: 0.672 R 0.547 F 0.797][G loss: 1.497 acc: 0.078] 0:00:49.223717
1621 [D loss: 0.537 R 0.499 F 0.575][D acc: 0.695 R 0.656 F 0.734][G loss: 1.320 acc: 0.125] 0:00:49.301233
1622 [D loss: 0.619 R 0.639 F 0.599][D acc: 0.672 R 0.594 F 0.750][G loss: 1.481 acc: 0.047] 0:00:49.378690
1623 [D loss: 0.478 R 0.520 F 0.437][D acc: 0.812 R 0.703 F 0.922][G loss: 1.308 acc: 0.109] 0:00:49.462770
1624 [D loss: 0.539 R 0.577 F 0.501][D acc: 0.711 R 0.609 F 0.812][G loss: 1.376 acc: 0.047] 0:00:49.535187
1625 [D loss: 0.525 R 0.546 F 0.504][D acc: 0.734 R 0.672 F 0.797][G loss: 1.220 acc: 0.156] 0:00:49.609205
1626 [D loss: 0.449 R 0.338 F 0.561][D acc: 0.758 R 0.828 F 0.688][G loss: 1.584 acc: 0.078] 0:00:49.682461
1627 [D loss: 0.615 R 0.678 F 0.552][D acc: 0.656 R 0.531 F 0.781][G loss: 1.419 acc: 0.031] 0:00:49.754899
1628 [D loss: 0.519 R 0.580 F 0.459][D acc: 0.742 R 0.625 F 0.859][G loss: 1.498 acc: 0.047] 0:00:49.830692
1629 [D loss: 0.486 R 0.488 F 0.485][D acc: 0.758 R 0.734 F 0.781][G loss: 1.393 acc: 0.109] 0:00:49.905471
1630 [D loss: 0.574 R 0.582 F 0.566][D acc: 0.750 R 0.641 F 0.859][G loss: 1.454 acc: 0.125] 0:00:49.982102
1631 [D loss: 0.499 R 0.570 F 0.427][D acc: 0.805 R 0.703 F 0.906][G loss: 1.338 acc: 0.125] 0:00:50.058754
1632 [D loss: 0.578 R 0.551 F 0.605][D acc: 0.695 R 0.625 F 0.766][G loss: 1.608 acc: 0.078] 0:00:50.131735
1633 [D loss: 0.589 R 0.614 F 0.565][D acc: 0.680 R 0.609 F 0.750][G loss: 1.489 acc: 0.047] 0:00:50.202181
1634 [D loss: 0.510 R 0.546 F 0.473][D acc: 0.742 R 0.625 F 0.859][G loss: 1.404 acc: 0.078] 0:00:50.279648
1635 [D loss: 0.585 R 0.572 F 0.598][D acc: 0.703 R 0.656 F 0.750][G loss: 1.404 acc: 0.094] 0:00:50.353575
1636 [D loss: 0.545 R 0.574 F 0.516][D acc: 0.750 R 0.656 F 0.844][G loss: 1.379 acc: 0.125] 0:00:50.425107
1637 [D loss: 0.476 R 0.502 F 0.451][D acc: 0.773 R 0.656 F 0.891][G loss: 1.423 acc: 0.125] 0:00:50.506677
1638 [D loss: 0.561 R 0.552 F 0.569][D acc: 0.719 R 0.734 F 0.703][G loss: 1.496 acc: 0.016] 0:00:50.579713
1639 [D loss: 0.511 R 0.501 F 0.522][D acc: 0.711 R 0.656 F 0.766][G loss: 1.403 acc: 0.094] 0:00:50.659329
1640 [D loss: 0.486 R 0.455 F 0.518][D acc: 0.766 R 0.703 F 0.828][G loss: 1.534 acc: 0.078] 0:00:50.740605
1641 [D loss: 0.463 R 0.535 F 0.391][D acc: 0.797 R 0.703 F 0.891][G loss: 1.456 acc: 0.094] 0:00:50.815080
1642 [D loss: 0.510 R 0.530 F 0.489][D acc: 0.758 R 0.688 F 0.828][G loss: 1.406 acc: 0.141] 0:00:50.887662
1643 [D loss: 0.501 R 0.471 F 0.532][D acc: 0.711 R 0.656 F 0.766][G loss: 1.412 acc: 0.094] 0:00:50.962533
1644 [D loss: 0.536 R 0.552 F 0.521][D acc: 0.719 R 0.672 F 0.766][G loss: 1.583 acc: 0.156] 0:00:51.035177
1645 [D loss: 0.578 R 0.542 F 0.613][D acc: 0.672 R 0.641 F 0.703][G loss: 1.471 acc: 0.062] 0:00:51.107251
1646 [D loss: 0.535 R 0.538 F 0.532][D acc: 0.742 R 0.672 F 0.812][G loss: 1.523 acc: 0.062] 0:00:51.182649
1647 [D loss: 0.600 R 0.762 F 0.437][D acc: 0.742 R 0.562 F 0.922][G loss: 1.340 acc: 0.109] 0:00:51.266583
1648 [D loss: 0.442 R 0.349 F 0.534][D acc: 0.797 R 0.797 F 0.797][G loss: 1.409 acc: 0.141] 0:00:51.338295
1649 [D loss: 0.460 R 0.413 F 0.508][D acc: 0.797 R 0.734 F 0.859][G loss: 1.562 acc: 0.094] 0:00:51.412662
1650 [D loss: 0.599 R 0.613 F 0.586][D acc: 0.688 R 0.641 F 0.734][G loss: 1.395 acc: 0.125] 0:00:51.504765
1651 [D loss: 0.562 R 0.566 F 0.558][D acc: 0.734 R 0.688 F 0.781][G loss: 1.374 acc: 0.109] 0:00:51.577885
1652 [D loss: 0.495 R 0.534 F 0.455][D acc: 0.789 R 0.719 F 0.859][G loss: 1.364 acc: 0.125] 0:00:51.656021
1653 [D loss: 0.647 R 0.655 F 0.640][D acc: 0.633 R 0.562 F 0.703][G loss: 1.410 acc: 0.094] 0:00:51.729468
1654 [D loss: 0.560 R 0.553 F 0.567][D acc: 0.703 R 0.625 F 0.781][G loss: 1.476 acc: 0.047] 0:00:51.801876
1655 [D loss: 0.512 R 0.520 F 0.504][D acc: 0.695 R 0.656 F 0.734][G loss: 1.465 acc: 0.047] 0:00:51.877564
1656 [D loss: 0.486 R 0.487 F 0.486][D acc: 0.805 R 0.703 F 0.906][G loss: 1.408 acc: 0.078] 0:00:51.954326
1657 [D loss: 0.535 R 0.469 F 0.600][D acc: 0.719 R 0.703 F 0.734][G loss: 1.196 acc: 0.188] 0:00:52.031278
1658 [D loss: 0.556 R 0.559 F 0.554][D acc: 0.711 R 0.641 F 0.781][G loss: 1.420 acc: 0.094] 0:00:52.109278
1659 [D loss: 0.538 R 0.613 F 0.463][D acc: 0.719 R 0.641 F 0.797][G loss: 1.320 acc: 0.125] 0:00:52.182526
1660 [D loss: 0.476 R 0.390 F 0.562][D acc: 0.789 R 0.781 F 0.797][G loss: 1.428 acc: 0.094] 0:00:52.271114
1661 [D loss: 0.590 R 0.503 F 0.677][D acc: 0.703 R 0.641 F 0.766][G loss: 1.547 acc: 0.062] 0:00:52.347191
1662 [D loss: 0.498 R 0.633 F 0.364][D acc: 0.766 R 0.609 F 0.922][G loss: 1.450 acc: 0.188] 0:00:52.418228
1663 [D loss: 0.558 R 0.585 F 0.531][D acc: 0.711 R 0.609 F 0.812][G loss: 1.353 acc: 0.094] 0:00:52.505953
1664 [D loss: 0.493 R 0.466 F 0.519][D acc: 0.758 R 0.719 F 0.797][G loss: 1.489 acc: 0.078] 0:00:52.582150
1665 [D loss: 0.543 R 0.560 F 0.525][D acc: 0.742 R 0.672 F 0.812][G loss: 1.350 acc: 0.156] 0:00:52.660862
1666 [D loss: 0.522 R 0.455 F 0.590][D acc: 0.758 R 0.734 F 0.781][G loss: 1.408 acc: 0.078] 0:00:52.739822
1667 [D loss: 0.535 R 0.456 F 0.613][D acc: 0.703 R 0.719 F 0.688][G loss: 1.270 acc: 0.188] 0:00:52.823052
1668 [D loss: 0.548 R 0.624 F 0.472][D acc: 0.719 R 0.641 F 0.797][G loss: 1.274 acc: 0.172] 0:00:52.900145
1669 [D loss: 0.639 R 0.626 F 0.651][D acc: 0.664 R 0.578 F 0.750][G loss: 1.418 acc: 0.062] 0:00:52.979544
1670 [D loss: 0.567 R 0.635 F 0.500][D acc: 0.719 R 0.625 F 0.812][G loss: 1.299 acc: 0.125] 0:00:53.055273
1671 [D loss: 0.557 R 0.598 F 0.516][D acc: 0.703 R 0.609 F 0.797][G loss: 1.239 acc: 0.141] 0:00:53.127958
1672 [D loss: 0.542 R 0.582 F 0.502][D acc: 0.703 R 0.578 F 0.828][G loss: 1.359 acc: 0.125] 0:00:53.205516
1673 [D loss: 0.525 R 0.501 F 0.549][D acc: 0.742 R 0.703 F 0.781][G loss: 1.419 acc: 0.125] 0:00:53.296376
1674 [D loss: 0.545 R 0.510 F 0.581][D acc: 0.766 R 0.703 F 0.828][G loss: 1.334 acc: 0.094] 0:00:53.386221
1675 [D loss: 0.487 R 0.478 F 0.496][D acc: 0.758 R 0.688 F 0.828][G loss: 1.428 acc: 0.125] 0:00:53.486220
1676 [D loss: 0.484 R 0.402 F 0.567][D acc: 0.758 R 0.766 F 0.750][G loss: 1.526 acc: 0.031] 0:00:53.561964
1677 [D loss: 0.493 R 0.539 F 0.447][D acc: 0.758 R 0.656 F 0.859][G loss: 1.532 acc: 0.031] 0:00:53.633796
1678 [D loss: 0.601 R 0.613 F 0.588][D acc: 0.633 R 0.562 F 0.703][G loss: 1.588 acc: 0.078] 0:00:53.721182
1679 [D loss: 0.506 R 0.627 F 0.386][D acc: 0.766 R 0.609 F 0.922][G loss: 1.443 acc: 0.094] 0:00:53.797260
1680 [D loss: 0.573 R 0.624 F 0.523][D acc: 0.758 R 0.688 F 0.828][G loss: 1.229 acc: 0.219] 0:00:53.871971
1681 [D loss: 0.477 R 0.433 F 0.520][D acc: 0.750 R 0.734 F 0.766][G loss: 1.419 acc: 0.156] 0:00:53.945670
1682 [D loss: 0.596 R 0.641 F 0.551][D acc: 0.656 R 0.609 F 0.703][G loss: 1.417 acc: 0.031] 0:00:54.025777
1683 [D loss: 0.583 R 0.560 F 0.607][D acc: 0.688 R 0.625 F 0.750][G loss: 1.344 acc: 0.109] 0:00:54.098482
1684 [D loss: 0.504 R 0.503 F 0.505][D acc: 0.766 R 0.734 F 0.797][G loss: 1.375 acc: 0.188] 0:00:54.172318
1685 [D loss: 0.584 R 0.683 F 0.485][D acc: 0.656 R 0.562 F 0.750][G loss: 1.255 acc: 0.141] 0:00:54.255703
1686 [D loss: 0.531 R 0.462 F 0.600][D acc: 0.750 R 0.734 F 0.766][G loss: 1.396 acc: 0.109] 0:00:54.329331
1687 [D loss: 0.518 R 0.526 F 0.510][D acc: 0.750 R 0.703 F 0.797][G loss: 1.272 acc: 0.141] 0:00:54.402676
1688 [D loss: 0.597 R 0.480 F 0.715][D acc: 0.742 R 0.734 F 0.750][G loss: 1.379 acc: 0.125] 0:00:54.482392
1689 [D loss: 0.529 R 0.607 F 0.451][D acc: 0.734 R 0.656 F 0.812][G loss: 1.436 acc: 0.188] 0:00:54.555259
1690 [D loss: 0.479 R 0.515 F 0.442][D acc: 0.773 R 0.641 F 0.906][G loss: 1.488 acc: 0.047] 0:00:54.626247
1691 [D loss: 0.551 R 0.464 F 0.638][D acc: 0.703 R 0.734 F 0.672][G loss: 1.313 acc: 0.109] 0:00:54.717645
1692 [D loss: 0.474 R 0.455 F 0.494][D acc: 0.773 R 0.766 F 0.781][G loss: 1.419 acc: 0.156] 0:00:54.810118
1693 [D loss: 0.491 R 0.605 F 0.378][D acc: 0.750 R 0.609 F 0.891][G loss: 1.398 acc: 0.125] 0:00:54.884331
1694 [D loss: 0.559 R 0.548 F 0.569][D acc: 0.750 R 0.703 F 0.797][G loss: 1.424 acc: 0.078] 0:00:54.979758
1695 [D loss: 0.558 R 0.559 F 0.557][D acc: 0.703 R 0.656 F 0.750][G loss: 1.372 acc: 0.141] 0:00:55.052331
1696 [D loss: 0.498 R 0.534 F 0.462][D acc: 0.773 R 0.719 F 0.828][G loss: 1.455 acc: 0.141] 0:00:55.124856
1697 [D loss: 0.552 R 0.542 F 0.561][D acc: 0.688 R 0.578 F 0.797][G loss: 1.167 acc: 0.172] 0:00:55.204530
1698 [D loss: 0.490 R 0.439 F 0.541][D acc: 0.758 R 0.781 F 0.734][G loss: 1.195 acc: 0.188] 0:00:55.276766
1699 [D loss: 0.518 R 0.490 F 0.547][D acc: 0.773 R 0.750 F 0.797][G loss: 1.335 acc: 0.141] 0:00:55.354529
1700 [D loss: 0.578 R 0.552 F 0.605][D acc: 0.758 R 0.672 F 0.844][G loss: 1.322 acc: 0.125] 0:00:55.430613
1701 [D loss: 0.597 R 0.530 F 0.663][D acc: 0.703 R 0.703 F 0.703][G loss: 1.311 acc: 0.125] 0:00:55.514564
1702 [D loss: 0.554 R 0.616 F 0.493][D acc: 0.695 R 0.609 F 0.781][G loss: 1.305 acc: 0.156] 0:00:55.586802
1703 [D loss: 0.551 R 0.560 F 0.542][D acc: 0.727 R 0.625 F 0.828][G loss: 1.417 acc: 0.141] 0:00:55.664049
1704 [D loss: 0.569 R 0.542 F 0.597][D acc: 0.742 R 0.656 F 0.828][G loss: 1.319 acc: 0.109] 0:00:55.757265
1705 [D loss: 0.604 R 0.662 F 0.545][D acc: 0.703 R 0.625 F 0.781][G loss: 1.251 acc: 0.125] 0:00:55.832312
1706 [D loss: 0.577 R 0.623 F 0.531][D acc: 0.727 R 0.625 F 0.828][G loss: 1.315 acc: 0.078] 0:00:55.909226
1707 [D loss: 0.525 R 0.523 F 0.526][D acc: 0.695 R 0.656 F 0.734][G loss: 1.404 acc: 0.047] 0:00:55.983332
1708 [D loss: 0.539 R 0.608 F 0.470][D acc: 0.781 R 0.672 F 0.891][G loss: 1.298 acc: 0.109] 0:00:56.066566
1709 [D loss: 0.580 R 0.555 F 0.605][D acc: 0.719 R 0.656 F 0.781][G loss: 1.250 acc: 0.125] 0:00:56.164514
1710 [D loss: 0.528 R 0.541 F 0.515][D acc: 0.711 R 0.688 F 0.734][G loss: 1.223 acc: 0.141] 0:00:56.249279
1711 [D loss: 0.501 R 0.518 F 0.484][D acc: 0.719 R 0.656 F 0.781][G loss: 1.309 acc: 0.047] 0:00:56.327105
1712 [D loss: 0.531 R 0.492 F 0.570][D acc: 0.672 R 0.672 F 0.672][G loss: 1.333 acc: 0.094] 0:00:56.410147
1713 [D loss: 0.619 R 0.532 F 0.706][D acc: 0.719 R 0.703 F 0.734][G loss: 1.377 acc: 0.125] 0:00:56.506913
1714 [D loss: 0.476 R 0.501 F 0.451][D acc: 0.750 R 0.719 F 0.781][G loss: 1.381 acc: 0.094] 0:00:56.589982
1715 [D loss: 0.511 R 0.485 F 0.538][D acc: 0.727 R 0.734 F 0.719][G loss: 1.429 acc: 0.062] 0:00:56.675589
1716 [D loss: 0.674 R 0.648 F 0.701][D acc: 0.633 R 0.578 F 0.688][G loss: 1.603 acc: 0.109] 0:00:56.750771
1717 [D loss: 0.581 R 0.682 F 0.480][D acc: 0.711 R 0.562 F 0.859][G loss: 1.342 acc: 0.094] 0:00:56.828945
1718 [D loss: 0.522 R 0.578 F 0.466][D acc: 0.742 R 0.672 F 0.812][G loss: 1.351 acc: 0.078] 0:00:56.903714
1719 [D loss: 0.523 R 0.536 F 0.510][D acc: 0.758 R 0.672 F 0.844][G loss: 1.270 acc: 0.156] 0:00:56.978898
1720 [D loss: 0.611 R 0.572 F 0.650][D acc: 0.664 R 0.641 F 0.688][G loss: 1.328 acc: 0.094] 0:00:57.051516
1721 [D loss: 0.583 R 0.683 F 0.483][D acc: 0.703 R 0.578 F 0.828][G loss: 1.393 acc: 0.031] 0:00:57.126212
1722 [D loss: 0.567 R 0.506 F 0.627][D acc: 0.688 R 0.672 F 0.703][G loss: 1.393 acc: 0.016] 0:00:57.199634
1723 [D loss: 0.540 R 0.566 F 0.514][D acc: 0.703 R 0.609 F 0.797][G loss: 1.333 acc: 0.172] 0:00:57.273001
1724 [D loss: 0.528 R 0.487 F 0.570][D acc: 0.789 R 0.750 F 0.828][G loss: 1.409 acc: 0.047] 0:00:57.349881
1725 [D loss: 0.595 R 0.660 F 0.531][D acc: 0.711 R 0.594 F 0.828][G loss: 1.236 acc: 0.141] 0:00:57.426097
1726 [D loss: 0.565 R 0.633 F 0.498][D acc: 0.773 R 0.703 F 0.844][G loss: 1.371 acc: 0.172] 0:00:57.500544
1727 [D loss: 0.531 R 0.557 F 0.505][D acc: 0.742 R 0.672 F 0.812][G loss: 1.342 acc: 0.078] 0:00:57.583189
1728 [D loss: 0.522 R 0.578 F 0.465][D acc: 0.734 R 0.594 F 0.875][G loss: 1.278 acc: 0.109] 0:00:57.657125
1729 [D loss: 0.601 R 0.613 F 0.589][D acc: 0.664 R 0.516 F 0.812][G loss: 1.237 acc: 0.094] 0:00:57.737290
1730 [D loss: 0.592 R 0.655 F 0.528][D acc: 0.719 R 0.625 F 0.812][G loss: 1.241 acc: 0.156] 0:00:57.813567
1731 [D loss: 0.520 R 0.464 F 0.576][D acc: 0.742 R 0.703 F 0.781][G loss: 1.238 acc: 0.078] 0:00:57.886936
1732 [D loss: 0.475 R 0.449 F 0.501][D acc: 0.750 R 0.734 F 0.766][G loss: 1.376 acc: 0.062] 0:00:57.958398
1733 [D loss: 0.462 R 0.477 F 0.447][D acc: 0.758 R 0.688 F 0.828][G loss: 1.441 acc: 0.078] 0:00:58.034056
1734 [D loss: 0.656 R 0.475 F 0.836][D acc: 0.719 R 0.703 F 0.734][G loss: 1.363 acc: 0.047] 0:00:58.125695
1735 [D loss: 0.535 R 0.548 F 0.522][D acc: 0.766 R 0.703 F 0.828][G loss: 1.295 acc: 0.188] 0:00:58.202797
1736 [D loss: 0.608 R 0.578 F 0.638][D acc: 0.680 R 0.641 F 0.719][G loss: 1.231 acc: 0.188] 0:00:58.287343
1737 [D loss: 0.527 R 0.517 F 0.536][D acc: 0.758 R 0.766 F 0.750][G loss: 1.314 acc: 0.078] 0:00:58.362869
1738 [D loss: 0.526 R 0.513 F 0.538][D acc: 0.711 R 0.656 F 0.766][G loss: 1.261 acc: 0.125] 0:00:58.437785
1739 [D loss: 0.569 R 0.549 F 0.588][D acc: 0.758 R 0.719 F 0.797][G loss: 1.370 acc: 0.109] 0:00:58.517989
1740 [D loss: 0.523 R 0.525 F 0.521][D acc: 0.711 R 0.703 F 0.719][G loss: 1.407 acc: 0.062] 0:00:58.593995
1741 [D loss: 0.620 R 0.743 F 0.497][D acc: 0.680 R 0.531 F 0.828][G loss: 1.259 acc: 0.172] 0:00:58.664224
1742 [D loss: 0.479 R 0.410 F 0.548][D acc: 0.742 R 0.797 F 0.688][G loss: 1.295 acc: 0.156] 0:00:58.744116
1743 [D loss: 0.508 R 0.466 F 0.550][D acc: 0.750 R 0.719 F 0.781][G loss: 1.579 acc: 0.109] 0:00:58.824830
1744 [D loss: 0.467 R 0.466 F 0.468][D acc: 0.766 R 0.703 F 0.828][G loss: 1.506 acc: 0.016] 0:00:58.900268
1745 [D loss: 0.584 R 0.662 F 0.506][D acc: 0.727 R 0.609 F 0.844][G loss: 1.351 acc: 0.156] 0:00:58.984560
1746 [D loss: 0.623 R 0.619 F 0.627][D acc: 0.727 R 0.656 F 0.797][G loss: 1.399 acc: 0.047] 0:00:59.062032
1747 [D loss: 0.675 R 0.702 F 0.649][D acc: 0.609 R 0.516 F 0.703][G loss: 1.170 acc: 0.172] 0:00:59.142205
1748 [D loss: 0.576 R 0.553 F 0.599][D acc: 0.672 R 0.656 F 0.688][G loss: 1.250 acc: 0.109] 0:00:59.229902
1749 [D loss: 0.526 R 0.573 F 0.478][D acc: 0.773 R 0.672 F 0.875][G loss: 1.259 acc: 0.125] 0:00:59.306713
1750 [D loss: 0.586 R 0.563 F 0.609][D acc: 0.719 R 0.656 F 0.781][G loss: 1.197 acc: 0.172] 0:00:59.378864
1751 [D loss: 0.475 R 0.494 F 0.455][D acc: 0.750 R 0.656 F 0.844][G loss: 1.282 acc: 0.078] 0:00:59.455660
1752 [D loss: 0.506 R 0.517 F 0.495][D acc: 0.727 R 0.672 F 0.781][G loss: 1.469 acc: 0.141] 0:00:59.532755
1753 [D loss: 0.589 R 0.582 F 0.596][D acc: 0.703 R 0.672 F 0.734][G loss: 1.377 acc: 0.078] 0:00:59.607705
1754 [D loss: 0.476 R 0.470 F 0.483][D acc: 0.773 R 0.719 F 0.828][G loss: 1.531 acc: 0.125] 0:00:59.685864
1755 [D loss: 0.669 R 0.614 F 0.724][D acc: 0.602 R 0.594 F 0.609][G loss: 1.498 acc: 0.094] 0:00:59.763466
1756 [D loss: 0.619 R 0.687 F 0.551][D acc: 0.641 R 0.516 F 0.766][G loss: 1.331 acc: 0.062] 0:00:59.840343
1757 [D loss: 0.565 R 0.566 F 0.564][D acc: 0.688 R 0.641 F 0.734][G loss: 1.206 acc: 0.094] 0:00:59.917106
1758 [D loss: 0.591 R 0.627 F 0.555][D acc: 0.695 R 0.641 F 0.750][G loss: 1.251 acc: 0.141] 0:00:59.989952
1759 [D loss: 0.547 R 0.585 F 0.509][D acc: 0.695 R 0.578 F 0.812][G loss: 1.317 acc: 0.062] 0:01:00.060737
1760 [D loss: 0.507 R 0.480 F 0.535][D acc: 0.742 R 0.688 F 0.797][G loss: 1.380 acc: 0.125] 0:01:00.142368
1761 [D loss: 0.515 R 0.450 F 0.579][D acc: 0.758 R 0.781 F 0.734][G loss: 1.534 acc: 0.078] 0:01:00.214420
1762 [D loss: 0.523 R 0.603 F 0.443][D acc: 0.758 R 0.641 F 0.875][G loss: 1.275 acc: 0.094] 0:01:00.285167
1763 [D loss: 0.570 R 0.547 F 0.592][D acc: 0.688 R 0.688 F 0.688][G loss: 1.339 acc: 0.062] 0:01:00.366078
1764 [D loss: 0.537 R 0.564 F 0.510][D acc: 0.719 R 0.625 F 0.812][G loss: 1.311 acc: 0.125] 0:01:00.438590
1765 [D loss: 0.618 R 0.660 F 0.576][D acc: 0.695 R 0.609 F 0.781][G loss: 1.241 acc: 0.141] 0:01:00.509681
1766 [D loss: 0.516 R 0.515 F 0.517][D acc: 0.719 R 0.688 F 0.750][G loss: 1.386 acc: 0.094] 0:01:00.589131
1767 [D loss: 0.495 R 0.535 F 0.455][D acc: 0.750 R 0.656 F 0.844][G loss: 1.314 acc: 0.078] 0:01:00.664480
1768 [D loss: 0.459 R 0.472 F 0.446][D acc: 0.797 R 0.734 F 0.859][G loss: 1.380 acc: 0.094] 0:01:00.737861
1769 [D loss: 0.536 R 0.430 F 0.643][D acc: 0.750 R 0.734 F 0.766][G loss: 1.363 acc: 0.078] 0:01:00.824137
1770 [D loss: 0.541 R 0.646 F 0.436][D acc: 0.711 R 0.594 F 0.828][G loss: 1.426 acc: 0.078] 0:01:00.902123
1771 [D loss: 0.516 R 0.581 F 0.451][D acc: 0.758 R 0.625 F 0.891][G loss: 1.457 acc: 0.109] 0:01:00.977017
1772 [D loss: 0.502 R 0.471 F 0.534][D acc: 0.750 R 0.719 F 0.781][G loss: 1.220 acc: 0.109] 0:01:01.051297
1773 [D loss: 0.633 R 0.529 F 0.737][D acc: 0.727 R 0.750 F 0.703][G loss: 1.304 acc: 0.109] 0:01:01.121876
1774 [D loss: 0.518 R 0.535 F 0.501][D acc: 0.766 R 0.656 F 0.875][G loss: 1.280 acc: 0.141] 0:01:01.197610
1775 [D loss: 0.470 R 0.503 F 0.437][D acc: 0.742 R 0.672 F 0.812][G loss: 1.459 acc: 0.031] 0:01:01.273853
1776 [D loss: 0.512 R 0.484 F 0.541][D acc: 0.773 R 0.734 F 0.812][G loss: 1.462 acc: 0.109] 0:01:01.345276
1777 [D loss: 0.522 R 0.508 F 0.535][D acc: 0.719 R 0.688 F 0.750][G loss: 1.388 acc: 0.094] 0:01:01.414892
1778 [D loss: 0.586 R 0.610 F 0.562][D acc: 0.680 R 0.641 F 0.719][G loss: 1.517 acc: 0.078] 0:01:01.495768
1779 [D loss: 0.405 R 0.436 F 0.373][D acc: 0.859 R 0.812 F 0.906][G loss: 1.432 acc: 0.125] 0:01:01.568983
1780 [D loss: 0.503 R 0.452 F 0.554][D acc: 0.758 R 0.719 F 0.797][G loss: 1.741 acc: 0.047] 0:01:01.643819
1781 [D loss: 0.523 R 0.582 F 0.464][D acc: 0.727 R 0.609 F 0.844][G loss: 1.605 acc: 0.125] 0:01:01.722977
1782 [D loss: 0.504 R 0.515 F 0.492][D acc: 0.773 R 0.719 F 0.828][G loss: 1.418 acc: 0.141] 0:01:01.797786
1783 [D loss: 0.519 R 0.464 F 0.574][D acc: 0.719 R 0.688 F 0.750][G loss: 1.497 acc: 0.062] 0:01:01.889557
1784 [D loss: 0.637 R 0.667 F 0.606][D acc: 0.625 R 0.562 F 0.688][G loss: 1.493 acc: 0.078] 0:01:01.980930
1785 [D loss: 0.519 R 0.568 F 0.470][D acc: 0.758 R 0.656 F 0.859][G loss: 1.436 acc: 0.031] 0:01:02.058298
1786 [D loss: 0.576 R 0.581 F 0.570][D acc: 0.719 R 0.703 F 0.734][G loss: 1.423 acc: 0.031] 0:01:02.131254
1787 [D loss: 0.593 R 0.602 F 0.584][D acc: 0.680 R 0.594 F 0.766][G loss: 1.419 acc: 0.094] 0:01:02.219015
1788 [D loss: 0.592 R 0.574 F 0.610][D acc: 0.688 R 0.594 F 0.781][G loss: 1.418 acc: 0.156] 0:01:02.313944
1789 [D loss: 0.512 R 0.527 F 0.496][D acc: 0.766 R 0.688 F 0.844][G loss: 1.474 acc: 0.125] 0:01:02.392931
1790 [D loss: 0.487 R 0.509 F 0.465][D acc: 0.773 R 0.703 F 0.844][G loss: 1.540 acc: 0.062] 0:01:02.472050
1791 [D loss: 0.529 R 0.556 F 0.503][D acc: 0.703 R 0.641 F 0.766][G loss: 1.373 acc: 0.109] 0:01:02.551853
1792 [D loss: 0.490 R 0.532 F 0.447][D acc: 0.742 R 0.641 F 0.844][G loss: 1.482 acc: 0.109] 0:01:02.629363
1793 [D loss: 0.567 R 0.664 F 0.470][D acc: 0.711 R 0.609 F 0.812][G loss: 1.284 acc: 0.094] 0:01:02.708543
1794 [D loss: 0.545 R 0.546 F 0.544][D acc: 0.688 R 0.672 F 0.703][G loss: 1.482 acc: 0.094] 0:01:02.782480
1795 [D loss: 0.501 R 0.508 F 0.494][D acc: 0.766 R 0.719 F 0.812][G loss: 1.331 acc: 0.188] 0:01:02.861570
1796 [D loss: 0.576 R 0.603 F 0.549][D acc: 0.695 R 0.594 F 0.797][G loss: 1.371 acc: 0.062] 0:01:02.938848
1797 [D loss: 0.532 R 0.517 F 0.546][D acc: 0.734 R 0.688 F 0.781][G loss: 1.406 acc: 0.047] 0:01:03.012668
1798 [D loss: 0.478 R 0.516 F 0.439][D acc: 0.773 R 0.672 F 0.875][G loss: 1.494 acc: 0.141] 0:01:03.084278
1799 [D loss: 0.601 R 0.645 F 0.557][D acc: 0.695 R 0.625 F 0.766][G loss: 1.260 acc: 0.188] 0:01:03.159760
1800 [D loss: 0.574 R 0.495 F 0.653][D acc: 0.719 R 0.672 F 0.766][G loss: 1.403 acc: 0.016] 0:01:03.235445
1801 [D loss: 0.480 R 0.531 F 0.429][D acc: 0.820 R 0.750 F 0.891][G loss: 1.426 acc: 0.094] 0:01:03.311557
1802 [D loss: 0.466 R 0.448 F 0.485][D acc: 0.758 R 0.688 F 0.828][G loss: 1.421 acc: 0.141] 0:01:03.387292
1803 [D loss: 0.511 R 0.512 F 0.510][D acc: 0.727 R 0.719 F 0.734][G loss: 1.357 acc: 0.062] 0:01:03.463565
1804 [D loss: 0.500 R 0.523 F 0.478][D acc: 0.758 R 0.703 F 0.812][G loss: 1.452 acc: 0.109] 0:01:03.544108
1805 [D loss: 0.532 R 0.548 F 0.516][D acc: 0.688 R 0.625 F 0.750][G loss: 1.378 acc: 0.141] 0:01:03.626552
1806 [D loss: 0.511 R 0.541 F 0.481][D acc: 0.797 R 0.688 F 0.906][G loss: 1.499 acc: 0.062] 0:01:03.705043
1807 [D loss: 0.530 R 0.554 F 0.506][D acc: 0.773 R 0.719 F 0.828][G loss: 1.279 acc: 0.047] 0:01:03.797324
1808 [D loss: 0.545 R 0.430 F 0.660][D acc: 0.703 R 0.719 F 0.688][G loss: 1.448 acc: 0.062] 0:01:03.874966
1809 [D loss: 0.471 R 0.515 F 0.428][D acc: 0.781 R 0.703 F 0.859][G loss: 1.525 acc: 0.062] 0:01:03.950317
1810 [D loss: 0.515 R 0.492 F 0.539][D acc: 0.773 R 0.750 F 0.797][G loss: 1.339 acc: 0.156] 0:01:04.022910
1811 [D loss: 0.512 R 0.572 F 0.452][D acc: 0.758 R 0.703 F 0.812][G loss: 1.577 acc: 0.125] 0:01:04.097230
1812 [D loss: 0.538 R 0.464 F 0.612][D acc: 0.750 R 0.719 F 0.781][G loss: 1.394 acc: 0.078] 0:01:04.171519
1813 [D loss: 0.526 R 0.604 F 0.447][D acc: 0.734 R 0.641 F 0.828][G loss: 1.423 acc: 0.094] 0:01:04.252928
1814 [D loss: 0.537 R 0.500 F 0.573][D acc: 0.719 R 0.703 F 0.734][G loss: 1.387 acc: 0.125] 0:01:04.325591
1815 [D loss: 0.486 R 0.463 F 0.510][D acc: 0.781 R 0.750 F 0.812][G loss: 1.538 acc: 0.094] 0:01:04.396654
1816 [D loss: 0.548 R 0.560 F 0.535][D acc: 0.641 R 0.547 F 0.734][G loss: 1.351 acc: 0.094] 0:01:04.474855
1817 [D loss: 0.544 R 0.479 F 0.609][D acc: 0.695 R 0.641 F 0.750][G loss: 1.370 acc: 0.094] 0:01:04.552055
1818 [D loss: 0.541 R 0.636 F 0.447][D acc: 0.742 R 0.594 F 0.891][G loss: 1.429 acc: 0.109] 0:01:04.629588
1819 [D loss: 0.547 R 0.602 F 0.492][D acc: 0.680 R 0.578 F 0.781][G loss: 1.358 acc: 0.125] 0:01:04.726120
1820 [D loss: 0.529 R 0.614 F 0.445][D acc: 0.727 R 0.594 F 0.859][G loss: 1.442 acc: 0.062] 0:01:04.813990
1821 [D loss: 0.474 R 0.427 F 0.522][D acc: 0.773 R 0.734 F 0.812][G loss: 1.393 acc: 0.047] 0:01:04.894444
1822 [D loss: 0.561 R 0.552 F 0.570][D acc: 0.711 R 0.641 F 0.781][G loss: 1.307 acc: 0.156] 0:01:04.980358
1823 [D loss: 0.462 R 0.492 F 0.432][D acc: 0.734 R 0.656 F 0.812][G loss: 1.316 acc: 0.188] 0:01:05.056482
1824 [D loss: 0.478 R 0.467 F 0.488][D acc: 0.773 R 0.703 F 0.844][G loss: 1.565 acc: 0.078] 0:01:05.129833
1825 [D loss: 0.575 R 0.527 F 0.623][D acc: 0.727 R 0.672 F 0.781][G loss: 1.460 acc: 0.078] 0:01:05.217801
1826 [D loss: 0.636 R 0.562 F 0.710][D acc: 0.641 R 0.641 F 0.641][G loss: 1.344 acc: 0.094] 0:01:05.305347
1827 [D loss: 0.500 R 0.589 F 0.412][D acc: 0.750 R 0.594 F 0.906][G loss: 1.430 acc: 0.094] 0:01:05.380544
1828 [D loss: 0.508 R 0.543 F 0.473][D acc: 0.758 R 0.703 F 0.812][G loss: 1.432 acc: 0.109] 0:01:05.453399
1829 [D loss: 0.486 R 0.472 F 0.500][D acc: 0.789 R 0.781 F 0.797][G loss: 1.443 acc: 0.094] 0:01:05.530647
1830 [D loss: 0.645 R 0.812 F 0.477][D acc: 0.680 R 0.531 F 0.828][G loss: 1.370 acc: 0.156] 0:01:05.610664
1831 [D loss: 0.604 R 0.615 F 0.593][D acc: 0.664 R 0.594 F 0.734][G loss: 1.189 acc: 0.234] 0:01:05.692098
1832 [D loss: 0.521 R 0.462 F 0.581][D acc: 0.758 R 0.688 F 0.828][G loss: 1.354 acc: 0.109] 0:01:05.768110
1833 [D loss: 0.532 R 0.483 F 0.581][D acc: 0.734 R 0.719 F 0.750][G loss: 1.532 acc: 0.078] 0:01:05.841907
1834 [D loss: 0.643 R 0.709 F 0.577][D acc: 0.648 R 0.516 F 0.781][G loss: 1.312 acc: 0.109] 0:01:05.919699
1835 [D loss: 0.633 R 0.768 F 0.498][D acc: 0.609 R 0.375 F 0.844][G loss: 1.308 acc: 0.031] 0:01:06.002462
1836 [D loss: 0.652 R 0.693 F 0.611][D acc: 0.656 R 0.578 F 0.734][G loss: 1.152 acc: 0.156] 0:01:06.081150
1837 [D loss: 0.533 R 0.550 F 0.517][D acc: 0.750 R 0.656 F 0.844][G loss: 1.339 acc: 0.062] 0:01:06.156667
1838 [D loss: 0.543 R 0.607 F 0.479][D acc: 0.727 R 0.594 F 0.859][G loss: 1.256 acc: 0.078] 0:01:06.229364
1839 [D loss: 0.607 R 0.648 F 0.566][D acc: 0.695 R 0.625 F 0.766][G loss: 1.384 acc: 0.078] 0:01:06.313835
1840 [D loss: 0.548 R 0.488 F 0.607][D acc: 0.742 R 0.719 F 0.766][G loss: 1.485 acc: 0.047] 0:01:06.385102
1841 [D loss: 0.518 R 0.556 F 0.481][D acc: 0.750 R 0.641 F 0.859][G loss: 1.273 acc: 0.047] 0:01:06.462046
1842 [D loss: 0.452 R 0.412 F 0.493][D acc: 0.805 R 0.766 F 0.844][G loss: 1.228 acc: 0.125] 0:01:06.532767
1843 [D loss: 0.698 R 0.698 F 0.699][D acc: 0.602 R 0.562 F 0.641][G loss: 1.221 acc: 0.141] 0:01:06.608549
1844 [D loss: 0.635 R 0.736 F 0.533][D acc: 0.656 R 0.531 F 0.781][G loss: 1.306 acc: 0.109] 0:01:06.708189
1845 [D loss: 0.543 R 0.486 F 0.601][D acc: 0.719 R 0.719 F 0.719][G loss: 1.258 acc: 0.109] 0:01:06.780329
1846 [D loss: 0.535 R 0.529 F 0.542][D acc: 0.703 R 0.625 F 0.781][G loss: 1.387 acc: 0.047] 0:01:06.861799
1847 [D loss: 0.634 R 0.586 F 0.682][D acc: 0.688 R 0.625 F 0.750][G loss: 1.295 acc: 0.031] 0:01:06.947891
1848 [D loss: 0.534 R 0.608 F 0.460][D acc: 0.719 R 0.562 F 0.875][G loss: 1.217 acc: 0.078] 0:01:07.028554
1849 [D loss: 0.564 R 0.564 F 0.564][D acc: 0.711 R 0.688 F 0.734][G loss: 1.191 acc: 0.156] 0:01:07.107526
1850 [D loss: 0.551 R 0.505 F 0.597][D acc: 0.703 R 0.688 F 0.719][G loss: 1.307 acc: 0.047] 0:01:07.188689
1851 [D loss: 0.551 R 0.620 F 0.481][D acc: 0.688 R 0.562 F 0.812][G loss: 1.249 acc: 0.094] 0:01:07.265788
1852 [D loss: 0.669 R 0.577 F 0.762][D acc: 0.680 R 0.672 F 0.688][G loss: 1.352 acc: 0.047] 0:01:07.339370
1853 [D loss: 0.605 R 0.710 F 0.499][D acc: 0.734 R 0.641 F 0.828][G loss: 1.228 acc: 0.094] 0:01:07.415279
1854 [D loss: 0.614 R 0.598 F 0.631][D acc: 0.734 R 0.609 F 0.859][G loss: 1.249 acc: 0.062] 0:01:07.487053
1855 [D loss: 0.540 R 0.596 F 0.484][D acc: 0.742 R 0.609 F 0.875][G loss: 1.262 acc: 0.094] 0:01:07.564586
1856 [D loss: 0.565 R 0.598 F 0.533][D acc: 0.695 R 0.578 F 0.812][G loss: 1.197 acc: 0.125] 0:01:07.642293
1857 [D loss: 0.462 R 0.422 F 0.503][D acc: 0.797 R 0.750 F 0.844][G loss: 1.251 acc: 0.125] 0:01:07.727361
1858 [D loss: 0.608 R 0.610 F 0.605][D acc: 0.633 R 0.578 F 0.688][G loss: 1.288 acc: 0.078] 0:01:07.825128
1859 [D loss: 0.540 R 0.518 F 0.561][D acc: 0.680 R 0.656 F 0.703][G loss: 1.392 acc: 0.078] 0:01:07.908744
1860 [D loss: 0.578 R 0.605 F 0.550][D acc: 0.695 R 0.578 F 0.812][G loss: 1.397 acc: 0.047] 0:01:07.982321
1861 [D loss: 0.479 R 0.469 F 0.488][D acc: 0.781 R 0.688 F 0.875][G loss: 1.351 acc: 0.094] 0:01:08.073637
1862 [D loss: 0.491 R 0.434 F 0.548][D acc: 0.766 R 0.781 F 0.750][G loss: 1.283 acc: 0.094] 0:01:08.153327
1863 [D loss: 0.487 R 0.497 F 0.477][D acc: 0.742 R 0.641 F 0.844][G loss: 1.305 acc: 0.062] 0:01:08.224784
1864 [D loss: 0.563 R 0.493 F 0.633][D acc: 0.680 R 0.656 F 0.703][G loss: 1.400 acc: 0.078] 0:01:08.299155
1865 [D loss: 0.525 R 0.512 F 0.538][D acc: 0.773 R 0.734 F 0.812][G loss: 1.487 acc: 0.094] 0:01:08.379372
1866 [D loss: 0.525 R 0.574 F 0.477][D acc: 0.766 R 0.641 F 0.891][G loss: 1.381 acc: 0.109] 0:01:08.476850
1867 [D loss: 0.580 R 0.623 F 0.536][D acc: 0.703 R 0.641 F 0.766][G loss: 1.192 acc: 0.156] 0:01:08.553052
1868 [D loss: 0.533 R 0.486 F 0.579][D acc: 0.695 R 0.719 F 0.672][G loss: 1.290 acc: 0.109] 0:01:08.628690
1869 [D loss: 0.535 R 0.481 F 0.589][D acc: 0.711 R 0.641 F 0.781][G loss: 1.443 acc: 0.016] 0:01:08.722152
1870 [D loss: 0.566 R 0.669 F 0.463][D acc: 0.742 R 0.578 F 0.906][G loss: 1.386 acc: 0.125] 0:01:08.797797
1871 [D loss: 0.502 R 0.452 F 0.552][D acc: 0.758 R 0.750 F 0.766][G loss: 1.315 acc: 0.094] 0:01:08.885879
1872 [D loss: 0.459 R 0.511 F 0.408][D acc: 0.766 R 0.641 F 0.891][G loss: 1.653 acc: 0.094] 0:01:08.960007
1873 [D loss: 0.651 R 0.572 F 0.730][D acc: 0.688 R 0.641 F 0.734][G loss: 1.482 acc: 0.078] 0:01:09.031431
1874 [D loss: 0.621 R 0.786 F 0.455][D acc: 0.648 R 0.438 F 0.859][G loss: 1.213 acc: 0.125] 0:01:09.120020
1875 [D loss: 0.526 R 0.526 F 0.525][D acc: 0.711 R 0.688 F 0.734][G loss: 1.275 acc: 0.125] 0:01:09.193544
1876 [D loss: 0.522 R 0.533 F 0.512][D acc: 0.727 R 0.641 F 0.812][G loss: 1.355 acc: 0.156] 0:01:09.264672
1877 [D loss: 0.518 R 0.555 F 0.481][D acc: 0.781 R 0.719 F 0.844][G loss: 1.378 acc: 0.156] 0:01:09.345186
1878 [D loss: 0.506 R 0.502 F 0.509][D acc: 0.758 R 0.688 F 0.828][G loss: 1.501 acc: 0.031] 0:01:09.416692
1879 [D loss: 0.564 R 0.556 F 0.571][D acc: 0.727 R 0.641 F 0.812][G loss: 1.361 acc: 0.062] 0:01:09.487941
1880 [D loss: 0.566 R 0.611 F 0.520][D acc: 0.688 R 0.609 F 0.766][G loss: 1.468 acc: 0.047] 0:01:09.570369
1881 [D loss: 0.450 R 0.502 F 0.399][D acc: 0.812 R 0.688 F 0.938][G loss: 1.375 acc: 0.125] 0:01:09.642649
1882 [D loss: 0.451 R 0.399 F 0.503][D acc: 0.773 R 0.719 F 0.828][G loss: 1.682 acc: 0.094] 0:01:09.718514
1883 [D loss: 0.504 R 0.560 F 0.448][D acc: 0.758 R 0.641 F 0.875][G loss: 1.498 acc: 0.109] 0:01:09.805512
1884 [D loss: 0.512 R 0.498 F 0.526][D acc: 0.695 R 0.656 F 0.734][G loss: 1.648 acc: 0.031] 0:01:09.885060
1885 [D loss: 0.630 R 0.609 F 0.650][D acc: 0.688 R 0.625 F 0.750][G loss: 1.344 acc: 0.094] 0:01:09.960049
1886 [D loss: 0.483 R 0.496 F 0.471][D acc: 0.812 R 0.750 F 0.875][G loss: 1.318 acc: 0.172] 0:01:10.058185
1887 [D loss: 0.565 R 0.560 F 0.569][D acc: 0.695 R 0.625 F 0.766][G loss: 1.261 acc: 0.188] 0:01:10.138456
1888 [D loss: 0.581 R 0.619 F 0.543][D acc: 0.680 R 0.641 F 0.719][G loss: 1.382 acc: 0.109] 0:01:10.232630
1889 [D loss: 0.547 R 0.536 F 0.559][D acc: 0.750 R 0.703 F 0.797][G loss: 1.406 acc: 0.031] 0:01:10.331698
1890 [D loss: 0.577 R 0.548 F 0.606][D acc: 0.711 R 0.609 F 0.812][G loss: 1.314 acc: 0.094] 0:01:10.408446
1891 [D loss: 0.542 R 0.533 F 0.550][D acc: 0.711 R 0.625 F 0.797][G loss: 1.327 acc: 0.078] 0:01:10.484237
1892 [D loss: 0.667 R 0.558 F 0.776][D acc: 0.703 R 0.641 F 0.766][G loss: 1.413 acc: 0.047] 0:01:10.817588
1893 [D loss: 0.527 R 0.618 F 0.436][D acc: 0.758 R 0.625 F 0.891][G loss: 1.324 acc: 0.094] 0:01:10.890984
1894 [D loss: 0.486 R 0.505 F 0.467][D acc: 0.773 R 0.719 F 0.828][G loss: 1.364 acc: 0.094] 0:01:10.967407
1895 [D loss: 0.560 R 0.579 F 0.540][D acc: 0.742 R 0.641 F 0.844][G loss: 1.380 acc: 0.094] 0:01:11.043616
1896 [D loss: 0.502 R 0.481 F 0.523][D acc: 0.781 R 0.688 F 0.875][G loss: 1.590 acc: 0.062] 0:01:11.116307
1897 [D loss: 0.532 R 0.603 F 0.462][D acc: 0.734 R 0.609 F 0.859][G loss: 1.327 acc: 0.078] 0:01:11.191210
1898 [D loss: 0.502 R 0.489 F 0.515][D acc: 0.773 R 0.734 F 0.812][G loss: 1.367 acc: 0.094] 0:01:11.268359
1899 [D loss: 0.526 R 0.524 F 0.528][D acc: 0.758 R 0.672 F 0.844][G loss: 1.299 acc: 0.172] 0:01:11.347150
1900 [D loss: 0.440 R 0.464 F 0.416][D acc: 0.789 R 0.703 F 0.875][G loss: 1.424 acc: 0.109] 0:01:11.426076
1901 [D loss: 0.577 R 0.491 F 0.662][D acc: 0.742 R 0.688 F 0.797][G loss: 1.314 acc: 0.062] 0:01:11.503000
1902 [D loss: 0.487 R 0.485 F 0.489][D acc: 0.766 R 0.703 F 0.828][G loss: 1.469 acc: 0.094] 0:01:11.575629
1903 [D loss: 0.477 R 0.440 F 0.515][D acc: 0.781 R 0.703 F 0.859][G loss: 1.600 acc: 0.031] 0:01:11.648207
1904 [D loss: 0.505 R 0.562 F 0.447][D acc: 0.758 R 0.656 F 0.859][G loss: 1.431 acc: 0.094] 0:01:11.732799
1905 [D loss: 0.451 R 0.341 F 0.560][D acc: 0.836 R 0.844 F 0.828][G loss: 1.548 acc: 0.172] 0:01:11.807332
1906 [D loss: 0.495 R 0.565 F 0.425][D acc: 0.766 R 0.703 F 0.828][G loss: 1.561 acc: 0.094] 0:01:11.880317
1907 [D loss: 0.485 R 0.541 F 0.430][D acc: 0.719 R 0.656 F 0.781][G loss: 1.627 acc: 0.094] 0:01:11.962301
1908 [D loss: 0.538 R 0.540 F 0.535][D acc: 0.750 R 0.688 F 0.812][G loss: 1.683 acc: 0.062] 0:01:12.034032
1909 [D loss: 0.497 R 0.580 F 0.413][D acc: 0.750 R 0.641 F 0.859][G loss: 1.439 acc: 0.109] 0:01:12.111556
1910 [D loss: 0.562 R 0.550 F 0.574][D acc: 0.734 R 0.719 F 0.750][G loss: 1.424 acc: 0.062] 0:01:12.195878
1911 [D loss: 0.507 R 0.540 F 0.474][D acc: 0.758 R 0.734 F 0.781][G loss: 1.551 acc: 0.062] 0:01:12.269542
1912 [D loss: 0.585 R 0.581 F 0.589][D acc: 0.703 R 0.625 F 0.781][G loss: 1.466 acc: 0.062] 0:01:12.339972
1913 [D loss: 0.478 R 0.476 F 0.480][D acc: 0.750 R 0.641 F 0.859][G loss: 1.356 acc: 0.125] 0:01:12.413621
1914 [D loss: 0.552 R 0.494 F 0.609][D acc: 0.734 R 0.750 F 0.719][G loss: 1.439 acc: 0.125] 0:01:12.490020
1915 [D loss: 0.442 R 0.443 F 0.441][D acc: 0.789 R 0.750 F 0.828][G loss: 1.488 acc: 0.094] 0:01:12.561731
1916 [D loss: 0.536 R 0.571 F 0.501][D acc: 0.680 R 0.594 F 0.766][G loss: 1.516 acc: 0.094] 0:01:12.637018
1917 [D loss: 0.565 R 0.611 F 0.519][D acc: 0.695 R 0.656 F 0.734][G loss: 1.285 acc: 0.109] 0:01:12.715486
1918 [D loss: 0.452 R 0.411 F 0.493][D acc: 0.789 R 0.781 F 0.797][G loss: 1.449 acc: 0.062] 0:01:12.822081
1919 [D loss: 0.519 R 0.590 F 0.447][D acc: 0.789 R 0.688 F 0.891][G loss: 1.510 acc: 0.047] 0:01:12.898989
1920 [D loss: 0.528 R 0.515 F 0.541][D acc: 0.750 R 0.672 F 0.828][G loss: 1.438 acc: 0.109] 0:01:12.970598
1921 [D loss: 0.576 R 0.568 F 0.584][D acc: 0.703 R 0.672 F 0.734][G loss: 1.280 acc: 0.156] 0:01:13.045371
1922 [D loss: 0.544 R 0.532 F 0.555][D acc: 0.758 R 0.719 F 0.797][G loss: 1.423 acc: 0.156] 0:01:13.122503
1923 [D loss: 0.537 R 0.457 F 0.617][D acc: 0.766 R 0.750 F 0.781][G loss: 1.329 acc: 0.172] 0:01:13.196399
1924 [D loss: 0.587 R 0.643 F 0.531][D acc: 0.672 R 0.578 F 0.766][G loss: 1.343 acc: 0.062] 0:01:13.271004
1925 [D loss: 0.604 R 0.679 F 0.529][D acc: 0.672 R 0.562 F 0.781][G loss: 1.305 acc: 0.094] 0:01:13.351548
1926 [D loss: 0.532 R 0.453 F 0.612][D acc: 0.773 R 0.750 F 0.797][G loss: 1.357 acc: 0.125] 0:01:13.440388
1927 [D loss: 0.588 R 0.593 F 0.582][D acc: 0.672 R 0.609 F 0.734][G loss: 1.222 acc: 0.188] 0:01:13.513955
1928 [D loss: 0.540 R 0.540 F 0.540][D acc: 0.742 R 0.688 F 0.797][G loss: 1.286 acc: 0.094] 0:01:13.590102
1929 [D loss: 0.475 R 0.486 F 0.463][D acc: 0.781 R 0.719 F 0.844][G loss: 1.530 acc: 0.047] 0:01:13.663757
1930 [D loss: 0.628 R 0.689 F 0.568][D acc: 0.664 R 0.531 F 0.797][G loss: 1.262 acc: 0.047] 0:01:13.743186
1931 [D loss: 0.585 R 0.590 F 0.581][D acc: 0.664 R 0.641 F 0.688][G loss: 1.298 acc: 0.031] 0:01:13.826297
1932 [D loss: 0.466 R 0.403 F 0.529][D acc: 0.797 R 0.797 F 0.797][G loss: 1.387 acc: 0.125] 0:01:13.903711
1933 [D loss: 0.637 R 0.829 F 0.445][D acc: 0.695 R 0.469 F 0.922][G loss: 1.287 acc: 0.078] 0:01:13.978721
1934 [D loss: 0.555 R 0.575 F 0.536][D acc: 0.656 R 0.562 F 0.750][G loss: 1.308 acc: 0.094] 0:01:14.059202
1935 [D loss: 0.439 R 0.426 F 0.451][D acc: 0.805 R 0.719 F 0.891][G loss: 1.367 acc: 0.141] 0:01:14.137508
1936 [D loss: 0.611 R 0.525 F 0.696][D acc: 0.672 R 0.688 F 0.656][G loss: 1.407 acc: 0.031] 0:01:14.210575
1937 [D loss: 0.504 R 0.454 F 0.554][D acc: 0.766 R 0.781 F 0.750][G loss: 1.421 acc: 0.047] 0:01:14.294902
1938 [D loss: 0.493 R 0.491 F 0.496][D acc: 0.711 R 0.641 F 0.781][G loss: 1.426 acc: 0.094] 0:01:14.383499
1939 [D loss: 0.511 R 0.535 F 0.487][D acc: 0.750 R 0.672 F 0.828][G loss: 1.462 acc: 0.047] 0:01:14.457194
1940 [D loss: 0.562 R 0.618 F 0.507][D acc: 0.703 R 0.641 F 0.766][G loss: 1.411 acc: 0.031] 0:01:14.545075
1941 [D loss: 0.545 R 0.610 F 0.481][D acc: 0.703 R 0.562 F 0.844][G loss: 1.389 acc: 0.094] 0:01:14.635839
1942 [D loss: 0.574 R 0.581 F 0.567][D acc: 0.680 R 0.562 F 0.797][G loss: 1.459 acc: 0.078] 0:01:14.712481
1943 [D loss: 0.517 R 0.522 F 0.512][D acc: 0.750 R 0.719 F 0.781][G loss: 1.356 acc: 0.094] 0:01:14.806446
1944 [D loss: 0.607 R 0.631 F 0.583][D acc: 0.680 R 0.625 F 0.734][G loss: 1.151 acc: 0.156] 0:01:14.886638
1945 [D loss: 0.551 R 0.539 F 0.564][D acc: 0.711 R 0.703 F 0.719][G loss: 1.442 acc: 0.094] 0:01:14.957466
1946 [D loss: 0.594 R 0.636 F 0.552][D acc: 0.711 R 0.656 F 0.766][G loss: 1.452 acc: 0.062] 0:01:15.040028
1947 [D loss: 0.516 R 0.456 F 0.577][D acc: 0.750 R 0.719 F 0.781][G loss: 1.488 acc: 0.031] 0:01:15.115415
1948 [D loss: 0.510 R 0.597 F 0.424][D acc: 0.758 R 0.594 F 0.922][G loss: 1.288 acc: 0.109] 0:01:15.189922
1949 [D loss: 0.558 R 0.564 F 0.552][D acc: 0.734 R 0.719 F 0.750][G loss: 1.366 acc: 0.141] 0:01:15.269289
1950 [D loss: 0.478 R 0.459 F 0.496][D acc: 0.773 R 0.734 F 0.812][G loss: 1.330 acc: 0.094] 0:01:15.341261
1951 [D loss: 0.532 R 0.558 F 0.505][D acc: 0.727 R 0.656 F 0.797][G loss: 1.431 acc: 0.094] 0:01:15.412576
1952 [D loss: 0.647 R 0.612 F 0.682][D acc: 0.664 R 0.594 F 0.734][G loss: 1.381 acc: 0.078] 0:01:15.493966
1953 [D loss: 0.468 R 0.389 F 0.547][D acc: 0.766 R 0.797 F 0.734][G loss: 1.396 acc: 0.094] 0:01:15.572806
1954 [D loss: 0.548 R 0.481 F 0.616][D acc: 0.727 R 0.688 F 0.766][G loss: 1.637 acc: 0.047] 0:01:15.645345
1955 [D loss: 0.516 R 0.576 F 0.455][D acc: 0.750 R 0.625 F 0.875][G loss: 1.433 acc: 0.016] 0:01:15.739938
1956 [D loss: 0.552 R 0.520 F 0.584][D acc: 0.711 R 0.703 F 0.719][G loss: 1.269 acc: 0.156] 0:01:15.818447
1957 [D loss: 0.554 R 0.516 F 0.591][D acc: 0.734 R 0.719 F 0.750][G loss: 1.395 acc: 0.078] 0:01:15.898026
1958 [D loss: 0.580 R 0.602 F 0.559][D acc: 0.680 R 0.547 F 0.812][G loss: 1.460 acc: 0.062] 0:01:15.982349
1959 [D loss: 0.603 R 0.760 F 0.446][D acc: 0.695 R 0.500 F 0.891][G loss: 1.480 acc: 0.047] 0:01:16.060012
1960 [D loss: 0.521 R 0.505 F 0.538][D acc: 0.734 R 0.688 F 0.781][G loss: 1.298 acc: 0.062] 0:01:16.137891
1961 [D loss: 0.574 R 0.556 F 0.592][D acc: 0.688 R 0.641 F 0.734][G loss: 1.369 acc: 0.125] 0:01:16.223044
1962 [D loss: 0.554 R 0.549 F 0.560][D acc: 0.719 R 0.688 F 0.750][G loss: 1.310 acc: 0.094] 0:01:16.304565
1963 [D loss: 0.523 R 0.516 F 0.529][D acc: 0.734 R 0.672 F 0.797][G loss: 1.371 acc: 0.078] 0:01:16.377788
1964 [D loss: 0.538 R 0.548 F 0.529][D acc: 0.711 R 0.672 F 0.750][G loss: 1.356 acc: 0.047] 0:01:16.463866
1965 [D loss: 0.593 R 0.606 F 0.580][D acc: 0.703 R 0.641 F 0.766][G loss: 1.375 acc: 0.016] 0:01:16.540526
1966 [D loss: 0.488 R 0.471 F 0.506][D acc: 0.789 R 0.719 F 0.859][G loss: 1.279 acc: 0.078] 0:01:16.614158
1967 [D loss: 0.558 R 0.505 F 0.612][D acc: 0.750 R 0.734 F 0.766][G loss: 1.432 acc: 0.078] 0:01:16.691556
1968 [D loss: 0.525 R 0.543 F 0.508][D acc: 0.742 R 0.656 F 0.828][G loss: 1.373 acc: 0.062] 0:01:16.763551
1969 [D loss: 0.471 R 0.511 F 0.432][D acc: 0.773 R 0.688 F 0.859][G loss: 1.222 acc: 0.172] 0:01:16.840098
1970 [D loss: 0.559 R 0.541 F 0.577][D acc: 0.711 R 0.625 F 0.797][G loss: 1.476 acc: 0.094] 0:01:16.931982
1971 [D loss: 0.541 R 0.576 F 0.506][D acc: 0.734 R 0.672 F 0.797][G loss: 1.390 acc: 0.172] 0:01:17.007737
1972 [D loss: 0.502 R 0.477 F 0.527][D acc: 0.781 R 0.781 F 0.781][G loss: 1.341 acc: 0.156] 0:01:17.079986
1973 [D loss: 0.460 R 0.432 F 0.489][D acc: 0.773 R 0.734 F 0.812][G loss: 1.539 acc: 0.094] 0:01:17.158698
1974 [D loss: 0.549 R 0.506 F 0.591][D acc: 0.766 R 0.703 F 0.828][G loss: 1.469 acc: 0.094] 0:01:17.231609
1975 [D loss: 0.616 R 0.627 F 0.604][D acc: 0.625 R 0.594 F 0.656][G loss: 1.389 acc: 0.062] 0:01:17.304174
1976 [D loss: 0.465 R 0.479 F 0.451][D acc: 0.789 R 0.719 F 0.859][G loss: 1.368 acc: 0.125] 0:01:17.387878
1977 [D loss: 0.494 R 0.502 F 0.487][D acc: 0.781 R 0.719 F 0.844][G loss: 1.501 acc: 0.062] 0:01:17.459950
1978 [D loss: 0.466 R 0.451 F 0.481][D acc: 0.750 R 0.719 F 0.781][G loss: 1.483 acc: 0.078] 0:01:17.531610
1979 [D loss: 0.572 R 0.622 F 0.522][D acc: 0.711 R 0.656 F 0.766][G loss: 1.450 acc: 0.125] 0:01:17.612736
1980 [D loss: 0.493 R 0.448 F 0.539][D acc: 0.758 R 0.734 F 0.781][G loss: 1.669 acc: 0.062] 0:01:17.688712
1981 [D loss: 0.533 R 0.602 F 0.465][D acc: 0.719 R 0.594 F 0.844][G loss: 1.675 acc: 0.078] 0:01:17.761163
1982 [D loss: 0.504 R 0.514 F 0.493][D acc: 0.727 R 0.672 F 0.781][G loss: 1.524 acc: 0.062] 0:01:17.840529
1983 [D loss: 0.573 R 0.516 F 0.629][D acc: 0.711 R 0.703 F 0.719][G loss: 1.319 acc: 0.125] 0:01:17.916133
1984 [D loss: 0.535 R 0.546 F 0.523][D acc: 0.727 R 0.656 F 0.797][G loss: 1.502 acc: 0.062] 0:01:17.988530
1985 [D loss: 0.497 R 0.530 F 0.464][D acc: 0.750 R 0.703 F 0.797][G loss: 1.450 acc: 0.094] 0:01:18.064643
1986 [D loss: 0.511 R 0.466 F 0.557][D acc: 0.750 R 0.688 F 0.812][G loss: 1.355 acc: 0.156] 0:01:18.154004
1987 [D loss: 0.560 R 0.518 F 0.602][D acc: 0.742 R 0.688 F 0.797][G loss: 1.516 acc: 0.109] 0:01:18.233673
1988 [D loss: 0.511 R 0.493 F 0.529][D acc: 0.781 R 0.703 F 0.859][G loss: 1.365 acc: 0.109] 0:01:18.315361
1989 [D loss: 0.534 R 0.455 F 0.612][D acc: 0.758 R 0.781 F 0.734][G loss: 1.487 acc: 0.109] 0:01:18.389668
1990 [D loss: 0.548 R 0.676 F 0.421][D acc: 0.719 R 0.578 F 0.859][G loss: 1.407 acc: 0.094] 0:01:18.461986
1991 [D loss: 0.534 R 0.576 F 0.491][D acc: 0.703 R 0.656 F 0.750][G loss: 1.484 acc: 0.062] 0:01:18.536984
1992 [D loss: 0.618 R 0.549 F 0.687][D acc: 0.633 R 0.672 F 0.594][G loss: 1.389 acc: 0.109] 0:01:18.608917
1993 [D loss: 0.625 R 0.687 F 0.564][D acc: 0.688 R 0.578 F 0.797][G loss: 1.290 acc: 0.109] 0:01:18.682310
1994 [D loss: 0.499 R 0.518 F 0.479][D acc: 0.773 R 0.688 F 0.859][G loss: 1.347 acc: 0.141] 0:01:18.760066
1995 [D loss: 0.496 R 0.466 F 0.525][D acc: 0.758 R 0.766 F 0.750][G loss: 1.479 acc: 0.078] 0:01:18.843893
1996 [D loss: 0.587 R 0.547 F 0.627][D acc: 0.664 R 0.656 F 0.672][G loss: 1.373 acc: 0.109] 0:01:18.925896
1997 [D loss: 0.556 R 0.641 F 0.471][D acc: 0.688 R 0.578 F 0.797][G loss: 1.747 acc: 0.047] 0:01:19.002964
1998 [D loss: 0.537 R 0.590 F 0.484][D acc: 0.703 R 0.641 F 0.766][G loss: 1.384 acc: 0.109] 0:01:19.076644
1999 [D loss: 0.585 R 0.572 F 0.599][D acc: 0.711 R 0.719 F 0.703][G loss: 1.446 acc: 0.062] 0:01:19.154545
2000 [D loss: 0.570 R 0.605 F 0.535][D acc: 0.742 R 0.656 F 0.828][G loss: 1.254 acc: 0.109] 0:01:19.233754
2001 [D loss: 0.632 R 0.654 F 0.610][D acc: 0.664 R 0.562 F 0.766][G loss: 1.234 acc: 0.094] 0:01:22.624243
2002 [D loss: 0.542 R 0.487 F 0.596][D acc: 0.719 R 0.719 F 0.719][G loss: 1.351 acc: 0.109] 0:01:22.713149
2003 [D loss: 0.567 R 0.590 F 0.543][D acc: 0.727 R 0.609 F 0.844][G loss: 1.350 acc: 0.078] 0:01:22.788799
2004 [D loss: 0.489 R 0.514 F 0.464][D acc: 0.773 R 0.656 F 0.891][G loss: 1.418 acc: 0.094] 0:01:22.891798
2005 [D loss: 0.609 R 0.640 F 0.578][D acc: 0.656 R 0.547 F 0.766][G loss: 1.241 acc: 0.188] 0:01:22.974439
2006 [D loss: 0.493 R 0.434 F 0.552][D acc: 0.781 R 0.766 F 0.797][G loss: 1.228 acc: 0.141] 0:01:23.049996
2007 [D loss: 0.561 R 0.552 F 0.571][D acc: 0.688 R 0.594 F 0.781][G loss: 1.384 acc: 0.156] 0:01:23.145413
2008 [D loss: 0.574 R 0.590 F 0.558][D acc: 0.688 R 0.594 F 0.781][G loss: 1.348 acc: 0.078] 0:01:23.225490
2009 [D loss: 0.503 R 0.502 F 0.504][D acc: 0.758 R 0.688 F 0.828][G loss: 1.435 acc: 0.078] 0:01:23.302941
2010 [D loss: 0.609 R 0.563 F 0.655][D acc: 0.672 R 0.656 F 0.688][G loss: 1.474 acc: 0.062] 0:01:23.381205
2011 [D loss: 0.570 R 0.582 F 0.558][D acc: 0.703 R 0.594 F 0.812][G loss: 1.304 acc: 0.188] 0:01:23.457093
2012 [D loss: 0.492 R 0.520 F 0.465][D acc: 0.742 R 0.641 F 0.844][G loss: 1.509 acc: 0.094] 0:01:23.534593
2013 [D loss: 0.583 R 0.630 F 0.537][D acc: 0.695 R 0.578 F 0.812][G loss: 1.302 acc: 0.047] 0:01:23.632019
2014 [D loss: 0.555 R 0.490 F 0.621][D acc: 0.703 R 0.719 F 0.688][G loss: 1.401 acc: 0.078] 0:01:23.714325
2015 [D loss: 0.541 R 0.576 F 0.507][D acc: 0.773 R 0.703 F 0.844][G loss: 1.296 acc: 0.109] 0:01:23.789289
2016 [D loss: 0.426 R 0.439 F 0.412][D acc: 0.812 R 0.719 F 0.906][G loss: 1.459 acc: 0.094] 0:01:23.873763
2017 [D loss: 0.530 R 0.571 F 0.489][D acc: 0.734 R 0.656 F 0.812][G loss: 1.341 acc: 0.078] 0:01:23.952139
2018 [D loss: 0.455 R 0.404 F 0.506][D acc: 0.805 R 0.750 F 0.859][G loss: 1.360 acc: 0.047] 0:01:24.025501
2019 [D loss: 0.533 R 0.568 F 0.498][D acc: 0.688 R 0.609 F 0.766][G loss: 1.307 acc: 0.141] 0:01:24.100965
2020 [D loss: 0.586 R 0.507 F 0.665][D acc: 0.703 R 0.703 F 0.703][G loss: 1.397 acc: 0.062] 0:01:24.177710
2021 [D loss: 0.555 R 0.628 F 0.481][D acc: 0.734 R 0.594 F 0.875][G loss: 1.289 acc: 0.141] 0:01:24.251034
2022 [D loss: 0.630 R 0.589 F 0.672][D acc: 0.648 R 0.578 F 0.719][G loss: 1.327 acc: 0.078] 0:01:24.338055
2023 [D loss: 0.512 R 0.547 F 0.476][D acc: 0.758 R 0.625 F 0.891][G loss: 1.278 acc: 0.078] 0:01:24.414040
2024 [D loss: 0.532 R 0.636 F 0.428][D acc: 0.734 R 0.594 F 0.875][G loss: 1.218 acc: 0.141] 0:01:24.486135
2025 [D loss: 0.435 R 0.424 F 0.446][D acc: 0.797 R 0.766 F 0.828][G loss: 1.438 acc: 0.109] 0:01:24.559975
2026 [D loss: 0.628 R 0.628 F 0.628][D acc: 0.625 R 0.562 F 0.688][G loss: 1.253 acc: 0.141] 0:01:24.633650
2027 [D loss: 0.612 R 0.606 F 0.618][D acc: 0.680 R 0.672 F 0.688][G loss: 1.360 acc: 0.062] 0:01:24.711199
2028 [D loss: 0.462 R 0.464 F 0.459][D acc: 0.742 R 0.703 F 0.781][G loss: 1.500 acc: 0.094] 0:01:24.788883
2029 [D loss: 0.541 R 0.497 F 0.585][D acc: 0.758 R 0.719 F 0.797][G loss: 1.286 acc: 0.094] 0:01:24.864932
2030 [D loss: 0.524 R 0.480 F 0.569][D acc: 0.758 R 0.766 F 0.750][G loss: 1.405 acc: 0.141] 0:01:24.937444
2031 [D loss: 0.506 R 0.571 F 0.441][D acc: 0.758 R 0.656 F 0.859][G loss: 1.478 acc: 0.125] 0:01:25.020736
2032 [D loss: 0.539 R 0.562 F 0.517][D acc: 0.727 R 0.656 F 0.797][G loss: 1.505 acc: 0.062] 0:01:25.097805
2033 [D loss: 0.542 R 0.595 F 0.489][D acc: 0.695 R 0.609 F 0.781][G loss: 1.229 acc: 0.188] 0:01:25.173730
2034 [D loss: 0.591 R 0.514 F 0.668][D acc: 0.680 R 0.672 F 0.688][G loss: 1.453 acc: 0.156] 0:01:25.256238
2035 [D loss: 0.506 R 0.572 F 0.440][D acc: 0.734 R 0.625 F 0.844][G loss: 1.203 acc: 0.188] 0:01:25.332171
2036 [D loss: 0.550 R 0.525 F 0.575][D acc: 0.703 R 0.656 F 0.750][G loss: 1.249 acc: 0.156] 0:01:25.408479
2037 [D loss: 0.512 R 0.496 F 0.527][D acc: 0.789 R 0.766 F 0.812][G loss: 1.473 acc: 0.078] 0:01:25.482704
2038 [D loss: 0.498 R 0.520 F 0.476][D acc: 0.719 R 0.609 F 0.828][G loss: 1.498 acc: 0.125] 0:01:25.557550
2039 [D loss: 0.481 R 0.532 F 0.429][D acc: 0.742 R 0.656 F 0.828][G loss: 1.403 acc: 0.125] 0:01:25.632577
2040 [D loss: 0.613 R 0.542 F 0.684][D acc: 0.703 R 0.734 F 0.672][G loss: 1.368 acc: 0.125] 0:01:25.717123
2041 [D loss: 0.517 R 0.465 F 0.570][D acc: 0.734 R 0.688 F 0.781][G loss: 1.362 acc: 0.078] 0:01:25.810997
2042 [D loss: 0.602 R 0.554 F 0.649][D acc: 0.680 R 0.625 F 0.734][G loss: 1.534 acc: 0.062] 0:01:25.910261
2043 [D loss: 0.490 R 0.561 F 0.418][D acc: 0.758 R 0.641 F 0.875][G loss: 1.400 acc: 0.203] 0:01:25.987096
2044 [D loss: 0.490 R 0.441 F 0.539][D acc: 0.758 R 0.734 F 0.781][G loss: 1.393 acc: 0.094] 0:01:26.058562
2045 [D loss: 0.552 R 0.544 F 0.561][D acc: 0.719 R 0.641 F 0.797][G loss: 1.715 acc: 0.094] 0:01:26.132012
2046 [D loss: 0.591 R 0.647 F 0.536][D acc: 0.703 R 0.625 F 0.781][G loss: 1.414 acc: 0.094] 0:01:26.217678
2047 [D loss: 0.549 R 0.426 F 0.672][D acc: 0.734 R 0.734 F 0.734][G loss: 1.472 acc: 0.094] 0:01:26.291642
2048 [D loss: 0.557 R 0.600 F 0.515][D acc: 0.703 R 0.625 F 0.781][G loss: 1.523 acc: 0.062] 0:01:26.383911
2049 [D loss: 0.546 R 0.575 F 0.516][D acc: 0.742 R 0.688 F 0.797][G loss: 1.411 acc: 0.125] 0:01:26.467583
2050 [D loss: 0.668 R 0.695 F 0.641][D acc: 0.648 R 0.562 F 0.734][G loss: 1.317 acc: 0.172] 0:01:26.540588
2051 [D loss: 0.519 R 0.485 F 0.552][D acc: 0.734 R 0.719 F 0.750][G loss: 1.412 acc: 0.062] 0:01:26.619106
2052 [D loss: 0.548 R 0.551 F 0.546][D acc: 0.734 R 0.703 F 0.766][G loss: 1.343 acc: 0.141] 0:01:26.703237
2053 [D loss: 0.590 R 0.622 F 0.557][D acc: 0.727 R 0.656 F 0.797][G loss: 1.191 acc: 0.109] 0:01:26.780088
2054 [D loss: 0.504 R 0.474 F 0.534][D acc: 0.727 R 0.656 F 0.797][G loss: 1.315 acc: 0.094] 0:01:26.861900
2055 [D loss: 0.439 R 0.425 F 0.454][D acc: 0.812 R 0.812 F 0.812][G loss: 1.512 acc: 0.062] 0:01:26.944760
2056 [D loss: 0.547 R 0.606 F 0.489][D acc: 0.727 R 0.641 F 0.812][G loss: 1.474 acc: 0.094] 0:01:27.024992
2057 [D loss: 0.502 R 0.485 F 0.519][D acc: 0.820 R 0.781 F 0.859][G loss: 1.323 acc: 0.109] 0:01:27.132303
2058 [D loss: 0.539 R 0.515 F 0.564][D acc: 0.695 R 0.688 F 0.703][G loss: 1.419 acc: 0.094] 0:01:27.234588
2059 [D loss: 0.509 R 0.461 F 0.558][D acc: 0.766 R 0.766 F 0.766][G loss: 1.549 acc: 0.031] 0:01:27.316370
2060 [D loss: 0.552 R 0.625 F 0.479][D acc: 0.719 R 0.609 F 0.828][G loss: 1.376 acc: 0.062] 0:01:27.411781
2061 [D loss: 0.660 R 0.608 F 0.712][D acc: 0.656 R 0.672 F 0.641][G loss: 1.224 acc: 0.156] 0:01:27.487464
2062 [D loss: 0.492 R 0.503 F 0.480][D acc: 0.781 R 0.688 F 0.875][G loss: 1.421 acc: 0.062] 0:01:27.561609
2063 [D loss: 0.487 R 0.461 F 0.512][D acc: 0.727 R 0.734 F 0.719][G loss: 1.479 acc: 0.062] 0:01:27.637030
2064 [D loss: 0.496 R 0.456 F 0.537][D acc: 0.797 R 0.797 F 0.797][G loss: 1.578 acc: 0.078] 0:01:27.719679
2065 [D loss: 0.483 R 0.498 F 0.468][D acc: 0.711 R 0.656 F 0.766][G loss: 1.540 acc: 0.109] 0:01:27.813652
2066 [D loss: 0.521 R 0.533 F 0.509][D acc: 0.758 R 0.688 F 0.828][G loss: 1.544 acc: 0.047] 0:01:27.908486
2067 [D loss: 0.519 R 0.532 F 0.506][D acc: 0.695 R 0.656 F 0.734][G loss: 1.599 acc: 0.109] 0:01:28.002593
2068 [D loss: 0.503 R 0.635 F 0.371][D acc: 0.797 R 0.703 F 0.891][G loss: 1.640 acc: 0.094] 0:01:28.094538
2069 [D loss: 0.555 R 0.579 F 0.532][D acc: 0.773 R 0.734 F 0.812][G loss: 1.586 acc: 0.125] 0:01:28.169407
2070 [D loss: 0.700 R 0.539 F 0.862][D acc: 0.648 R 0.703 F 0.594][G loss: 1.482 acc: 0.062] 0:01:28.261941
2071 [D loss: 0.607 R 0.668 F 0.547][D acc: 0.688 R 0.609 F 0.766][G loss: 1.381 acc: 0.094] 0:01:28.341981
2072 [D loss: 0.581 R 0.653 F 0.509][D acc: 0.688 R 0.594 F 0.781][G loss: 1.376 acc: 0.094] 0:01:28.413832
2073 [D loss: 0.461 R 0.489 F 0.433][D acc: 0.758 R 0.703 F 0.812][G loss: 1.309 acc: 0.203] 0:01:28.486967
2074 [D loss: 0.571 R 0.540 F 0.602][D acc: 0.703 R 0.672 F 0.734][G loss: 1.381 acc: 0.172] 0:01:28.558220
2075 [D loss: 0.567 R 0.536 F 0.598][D acc: 0.695 R 0.656 F 0.734][G loss: 1.349 acc: 0.141] 0:01:28.639013
2076 [D loss: 0.492 R 0.523 F 0.462][D acc: 0.812 R 0.703 F 0.922][G loss: 1.328 acc: 0.141] 0:01:28.728021
2077 [D loss: 0.538 R 0.545 F 0.530][D acc: 0.750 R 0.734 F 0.766][G loss: 1.422 acc: 0.109] 0:01:28.803076
2078 [D loss: 0.597 R 0.679 F 0.515][D acc: 0.711 R 0.609 F 0.812][G loss: 1.280 acc: 0.188] 0:01:28.878742
2079 [D loss: 0.514 R 0.490 F 0.537][D acc: 0.711 R 0.625 F 0.797][G loss: 1.312 acc: 0.078] 0:01:28.963207
2080 [D loss: 0.499 R 0.531 F 0.467][D acc: 0.789 R 0.703 F 0.875][G loss: 1.532 acc: 0.094] 0:01:29.034370
2081 [D loss: 0.542 R 0.477 F 0.606][D acc: 0.805 R 0.781 F 0.828][G loss: 1.443 acc: 0.094] 0:01:29.119379
2082 [D loss: 0.463 R 0.495 F 0.430][D acc: 0.812 R 0.750 F 0.875][G loss: 1.556 acc: 0.094] 0:01:29.215914
2083 [D loss: 0.535 R 0.497 F 0.573][D acc: 0.734 R 0.719 F 0.750][G loss: 1.716 acc: 0.062] 0:01:29.305856
2084 [D loss: 0.525 R 0.426 F 0.623][D acc: 0.758 R 0.734 F 0.781][G loss: 1.580 acc: 0.016] 0:01:29.378406
2085 [D loss: 0.642 R 0.821 F 0.463][D acc: 0.703 R 0.500 F 0.906][G loss: 1.550 acc: 0.062] 0:01:29.454581
2086 [D loss: 0.497 R 0.533 F 0.461][D acc: 0.773 R 0.703 F 0.844][G loss: 1.434 acc: 0.109] 0:01:29.526103
2087 [D loss: 0.624 R 0.614 F 0.634][D acc: 0.688 R 0.641 F 0.734][G loss: 1.310 acc: 0.141] 0:01:29.597610
2088 [D loss: 0.592 R 0.529 F 0.655][D acc: 0.680 R 0.672 F 0.688][G loss: 1.410 acc: 0.047] 0:01:29.679494
2089 [D loss: 0.565 R 0.580 F 0.550][D acc: 0.695 R 0.672 F 0.719][G loss: 1.338 acc: 0.125] 0:01:29.752005
2090 [D loss: 0.560 R 0.667 F 0.452][D acc: 0.711 R 0.547 F 0.875][G loss: 1.412 acc: 0.047] 0:01:29.825990
2091 [D loss: 0.556 R 0.591 F 0.522][D acc: 0.680 R 0.562 F 0.797][G loss: 1.368 acc: 0.109] 0:01:29.905799
2092 [D loss: 0.581 R 0.640 F 0.522][D acc: 0.695 R 0.578 F 0.812][G loss: 1.228 acc: 0.125] 0:01:29.993776
2093 [D loss: 0.613 R 0.645 F 0.582][D acc: 0.648 R 0.562 F 0.734][G loss: 1.397 acc: 0.094] 0:01:30.069001
2094 [D loss: 0.546 R 0.560 F 0.532][D acc: 0.727 R 0.609 F 0.844][G loss: 1.305 acc: 0.109] 0:01:30.154065
2095 [D loss: 0.592 R 0.468 F 0.715][D acc: 0.742 R 0.688 F 0.797][G loss: 1.236 acc: 0.156] 0:01:30.235566
2096 [D loss: 0.575 R 0.589 F 0.561][D acc: 0.664 R 0.562 F 0.766][G loss: 1.330 acc: 0.031] 0:01:30.340218
2097 [D loss: 0.550 R 0.516 F 0.585][D acc: 0.750 R 0.703 F 0.797][G loss: 1.257 acc: 0.172] 0:01:30.423242
2098 [D loss: 0.522 R 0.512 F 0.532][D acc: 0.750 R 0.656 F 0.844][G loss: 1.413 acc: 0.047] 0:01:30.495286
2099 [D loss: 0.558 R 0.618 F 0.499][D acc: 0.750 R 0.672 F 0.828][G loss: 1.419 acc: 0.094] 0:01:30.566685
2100 [D loss: 0.554 R 0.575 F 0.532][D acc: 0.727 R 0.656 F 0.797][G loss: 1.321 acc: 0.109] 0:01:30.639301
2101 [D loss: 0.546 R 0.638 F 0.453][D acc: 0.742 R 0.641 F 0.844][G loss: 1.354 acc: 0.094] 0:01:30.727938
2102 [D loss: 0.578 R 0.645 F 0.511][D acc: 0.711 R 0.625 F 0.797][G loss: 1.292 acc: 0.078] 0:01:30.801428
2103 [D loss: 0.514 R 0.566 F 0.463][D acc: 0.758 R 0.672 F 0.844][G loss: 1.303 acc: 0.109] 0:01:30.895910
2104 [D loss: 0.498 R 0.466 F 0.531][D acc: 0.773 R 0.719 F 0.828][G loss: 1.397 acc: 0.078] 0:01:30.990481
2105 [D loss: 0.611 R 0.574 F 0.649][D acc: 0.727 R 0.688 F 0.766][G loss: 1.329 acc: 0.047] 0:01:31.062242
2106 [D loss: 0.450 R 0.429 F 0.470][D acc: 0.766 R 0.750 F 0.781][G loss: 1.480 acc: 0.078] 0:01:31.137894
2107 [D loss: 0.534 R 0.448 F 0.620][D acc: 0.742 R 0.719 F 0.766][G loss: 1.337 acc: 0.094] 0:01:31.215392
2108 [D loss: 0.474 R 0.523 F 0.424][D acc: 0.781 R 0.703 F 0.859][G loss: 1.397 acc: 0.125] 0:01:31.296628
2109 [D loss: 0.453 R 0.450 F 0.456][D acc: 0.789 R 0.750 F 0.828][G loss: 1.367 acc: 0.125] 0:01:31.374682
2110 [D loss: 0.543 R 0.547 F 0.539][D acc: 0.703 R 0.641 F 0.766][G loss: 1.460 acc: 0.062] 0:01:31.448763
2111 [D loss: 0.524 R 0.630 F 0.417][D acc: 0.781 R 0.641 F 0.922][G loss: 1.330 acc: 0.188] 0:01:31.522388
2112 [D loss: 0.552 R 0.546 F 0.559][D acc: 0.703 R 0.703 F 0.703][G loss: 1.465 acc: 0.062] 0:01:31.599481
2113 [D loss: 0.453 R 0.472 F 0.435][D acc: 0.812 R 0.750 F 0.875][G loss: 1.414 acc: 0.125] 0:01:31.682042
2114 [D loss: 0.695 R 0.610 F 0.781][D acc: 0.648 R 0.672 F 0.625][G loss: 1.466 acc: 0.047] 0:01:31.758867
2115 [D loss: 0.544 R 0.634 F 0.454][D acc: 0.742 R 0.609 F 0.875][G loss: 1.401 acc: 0.062] 0:01:31.835609
2116 [D loss: 0.476 R 0.539 F 0.412][D acc: 0.789 R 0.672 F 0.906][G loss: 1.548 acc: 0.125] 0:01:31.908850
2117 [D loss: 0.478 R 0.545 F 0.411][D acc: 0.797 R 0.734 F 0.859][G loss: 1.509 acc: 0.078] 0:01:31.984843
2118 [D loss: 0.556 R 0.573 F 0.539][D acc: 0.719 R 0.672 F 0.766][G loss: 1.524 acc: 0.141] 0:01:32.073522
2119 [D loss: 0.640 R 0.653 F 0.626][D acc: 0.617 R 0.562 F 0.672][G loss: 1.390 acc: 0.109] 0:01:32.150663
2120 [D loss: 0.593 R 0.662 F 0.524][D acc: 0.695 R 0.609 F 0.781][G loss: 1.388 acc: 0.156] 0:01:32.226330
2121 [D loss: 0.536 R 0.589 F 0.484][D acc: 0.711 R 0.609 F 0.812][G loss: 1.366 acc: 0.094] 0:01:32.306988
2122 [D loss: 0.496 R 0.457 F 0.536][D acc: 0.734 R 0.719 F 0.750][G loss: 1.374 acc: 0.203] 0:01:32.380047
2123 [D loss: 0.553 R 0.540 F 0.566][D acc: 0.719 R 0.672 F 0.766][G loss: 1.495 acc: 0.062] 0:01:32.453729
2124 [D loss: 0.559 R 0.605 F 0.514][D acc: 0.711 R 0.625 F 0.797][G loss: 1.411 acc: 0.062] 0:01:32.531088
2125 [D loss: 0.450 R 0.454 F 0.447][D acc: 0.797 R 0.719 F 0.875][G loss: 1.366 acc: 0.078] 0:01:32.603163
2126 [D loss: 0.523 R 0.492 F 0.553][D acc: 0.742 R 0.688 F 0.797][G loss: 1.620 acc: 0.109] 0:01:32.675345
2127 [D loss: 0.535 R 0.646 F 0.424][D acc: 0.719 R 0.594 F 0.844][G loss: 1.501 acc: 0.078] 0:01:32.757617
2128 [D loss: 0.514 R 0.513 F 0.515][D acc: 0.758 R 0.703 F 0.812][G loss: 1.457 acc: 0.078] 0:01:32.830063
2129 [D loss: 0.526 R 0.551 F 0.501][D acc: 0.773 R 0.719 F 0.828][G loss: 1.334 acc: 0.125] 0:01:32.903762
2130 [D loss: 0.424 R 0.450 F 0.398][D acc: 0.828 R 0.781 F 0.875][G loss: 1.505 acc: 0.062] 0:01:32.990159
2131 [D loss: 0.543 R 0.462 F 0.624][D acc: 0.742 R 0.734 F 0.750][G loss: 1.526 acc: 0.109] 0:01:33.064074
2132 [D loss: 0.571 R 0.555 F 0.588][D acc: 0.727 R 0.672 F 0.781][G loss: 1.469 acc: 0.047] 0:01:33.137143
2133 [D loss: 0.500 R 0.525 F 0.475][D acc: 0.750 R 0.672 F 0.828][G loss: 1.466 acc: 0.078] 0:01:33.222420
2134 [D loss: 0.519 R 0.510 F 0.529][D acc: 0.711 R 0.688 F 0.734][G loss: 1.393 acc: 0.141] 0:01:33.298647
2135 [D loss: 0.608 R 0.634 F 0.583][D acc: 0.688 R 0.641 F 0.734][G loss: 1.498 acc: 0.094] 0:01:33.381632
2136 [D loss: 0.523 R 0.556 F 0.491][D acc: 0.711 R 0.625 F 0.797][G loss: 1.381 acc: 0.094] 0:01:33.464783
2137 [D loss: 0.577 R 0.653 F 0.501][D acc: 0.648 R 0.516 F 0.781][G loss: 1.457 acc: 0.078] 0:01:33.536551
2138 [D loss: 0.524 R 0.503 F 0.546][D acc: 0.742 R 0.656 F 0.828][G loss: 1.361 acc: 0.125] 0:01:33.609064
2139 [D loss: 0.449 R 0.500 F 0.398][D acc: 0.805 R 0.672 F 0.938][G loss: 1.345 acc: 0.172] 0:01:33.704806
2140 [D loss: 0.462 R 0.539 F 0.385][D acc: 0.805 R 0.703 F 0.906][G loss: 1.381 acc: 0.078] 0:01:33.780523
2141 [D loss: 0.392 R 0.297 F 0.487][D acc: 0.836 R 0.844 F 0.828][G loss: 1.512 acc: 0.109] 0:01:33.855718
2142 [D loss: 0.478 R 0.461 F 0.494][D acc: 0.758 R 0.734 F 0.781][G loss: 1.500 acc: 0.094] 0:01:33.939442
2143 [D loss: 0.466 R 0.316 F 0.616][D acc: 0.758 R 0.828 F 0.688][G loss: 1.574 acc: 0.094] 0:01:34.017513
2144 [D loss: 0.547 R 0.666 F 0.427][D acc: 0.719 R 0.547 F 0.891][G loss: 1.697 acc: 0.078] 0:01:34.113534
2145 [D loss: 0.582 R 0.640 F 0.524][D acc: 0.703 R 0.656 F 0.750][G loss: 1.357 acc: 0.109] 0:01:34.189791
2146 [D loss: 0.514 R 0.478 F 0.551][D acc: 0.727 R 0.734 F 0.719][G loss: 1.488 acc: 0.094] 0:01:34.264659
2147 [D loss: 0.576 R 0.630 F 0.521][D acc: 0.719 R 0.656 F 0.781][G loss: 1.422 acc: 0.156] 0:01:34.340882
2148 [D loss: 0.555 R 0.541 F 0.569][D acc: 0.688 R 0.672 F 0.703][G loss: 1.402 acc: 0.094] 0:01:34.418396
2149 [D loss: 0.474 R 0.469 F 0.478][D acc: 0.758 R 0.734 F 0.781][G loss: 1.454 acc: 0.094] 0:01:34.490880
2150 [D loss: 0.584 R 0.664 F 0.504][D acc: 0.727 R 0.656 F 0.797][G loss: 1.450 acc: 0.094] 0:01:34.564197
2151 [D loss: 0.480 R 0.504 F 0.456][D acc: 0.781 R 0.719 F 0.844][G loss: 1.362 acc: 0.078] 0:01:34.656926
2152 [D loss: 0.530 R 0.522 F 0.537][D acc: 0.695 R 0.625 F 0.766][G loss: 1.548 acc: 0.062] 0:01:34.735210
2153 [D loss: 0.610 R 0.545 F 0.675][D acc: 0.672 R 0.688 F 0.656][G loss: 1.437 acc: 0.094] 0:01:34.829763
2154 [D loss: 0.582 R 0.549 F 0.615][D acc: 0.648 R 0.609 F 0.688][G loss: 1.315 acc: 0.078] 0:01:34.912286
2155 [D loss: 0.457 R 0.486 F 0.428][D acc: 0.828 R 0.750 F 0.906][G loss: 1.429 acc: 0.094] 0:01:34.985684
2156 [D loss: 0.469 R 0.439 F 0.500][D acc: 0.766 R 0.766 F 0.766][G loss: 1.470 acc: 0.094] 0:01:35.060475
2157 [D loss: 0.562 R 0.588 F 0.536][D acc: 0.648 R 0.594 F 0.703][G loss: 1.436 acc: 0.125] 0:01:35.137597
2158 [D loss: 0.540 R 0.585 F 0.496][D acc: 0.750 R 0.672 F 0.828][G loss: 1.392 acc: 0.094] 0:01:35.210325
2159 [D loss: 0.540 R 0.613 F 0.467][D acc: 0.719 R 0.625 F 0.812][G loss: 1.395 acc: 0.156] 0:01:35.281549
2160 [D loss: 0.579 R 0.536 F 0.623][D acc: 0.734 R 0.672 F 0.797][G loss: 1.452 acc: 0.094] 0:01:35.374599
2161 [D loss: 0.655 R 0.645 F 0.666][D acc: 0.688 R 0.672 F 0.703][G loss: 1.394 acc: 0.078] 0:01:35.451584
2162 [D loss: 0.533 R 0.480 F 0.585][D acc: 0.703 R 0.703 F 0.703][G loss: 1.328 acc: 0.172] 0:01:35.532379
2163 [D loss: 0.504 R 0.516 F 0.492][D acc: 0.719 R 0.641 F 0.797][G loss: 1.355 acc: 0.062] 0:01:35.610197
2164 [D loss: 0.485 R 0.524 F 0.445][D acc: 0.742 R 0.672 F 0.812][G loss: 1.417 acc: 0.125] 0:01:35.688431
2165 [D loss: 0.448 R 0.445 F 0.451][D acc: 0.797 R 0.750 F 0.844][G loss: 1.363 acc: 0.109] 0:01:35.761108
2166 [D loss: 0.618 R 0.599 F 0.638][D acc: 0.656 R 0.609 F 0.703][G loss: 1.347 acc: 0.062] 0:01:35.836709
2167 [D loss: 0.576 R 0.611 F 0.542][D acc: 0.680 R 0.562 F 0.797][G loss: 1.299 acc: 0.094] 0:01:35.909710
2168 [D loss: 0.478 R 0.461 F 0.494][D acc: 0.773 R 0.766 F 0.781][G loss: 1.158 acc: 0.156] 0:01:35.984537
2169 [D loss: 0.522 R 0.528 F 0.515][D acc: 0.758 R 0.672 F 0.844][G loss: 1.277 acc: 0.156] 0:01:36.071723
2170 [D loss: 0.539 R 0.563 F 0.514][D acc: 0.695 R 0.641 F 0.750][G loss: 1.404 acc: 0.141] 0:01:36.145395
2171 [D loss: 0.591 R 0.472 F 0.709][D acc: 0.711 R 0.703 F 0.719][G loss: 1.394 acc: 0.078] 0:01:36.224555
2172 [D loss: 0.533 R 0.566 F 0.500][D acc: 0.680 R 0.594 F 0.766][G loss: 1.411 acc: 0.125] 0:01:36.300713
2173 [D loss: 0.463 R 0.420 F 0.507][D acc: 0.758 R 0.734 F 0.781][G loss: 1.409 acc: 0.094] 0:01:36.382670
2174 [D loss: 0.510 R 0.542 F 0.478][D acc: 0.711 R 0.625 F 0.797][G loss: 1.390 acc: 0.109] 0:01:36.456600
2175 [D loss: 0.506 R 0.561 F 0.452][D acc: 0.750 R 0.656 F 0.844][G loss: 1.311 acc: 0.125] 0:01:36.532435
2176 [D loss: 0.487 R 0.462 F 0.513][D acc: 0.758 R 0.703 F 0.812][G loss: 1.454 acc: 0.109] 0:01:36.611447
2177 [D loss: 0.596 R 0.506 F 0.685][D acc: 0.742 R 0.750 F 0.734][G loss: 1.456 acc: 0.094] 0:01:36.692647
2178 [D loss: 0.585 R 0.671 F 0.498][D acc: 0.664 R 0.531 F 0.797][G loss: 1.413 acc: 0.141] 0:01:36.768732
2179 [D loss: 0.543 R 0.461 F 0.624][D acc: 0.727 R 0.719 F 0.734][G loss: 1.468 acc: 0.078] 0:01:36.852186
2180 [D loss: 0.469 R 0.556 F 0.382][D acc: 0.742 R 0.594 F 0.891][G loss: 1.575 acc: 0.109] 0:01:36.926951
2181 [D loss: 0.484 R 0.349 F 0.620][D acc: 0.742 R 0.781 F 0.703][G loss: 1.366 acc: 0.078] 0:01:37.007877
2182 [D loss: 0.520 R 0.561 F 0.479][D acc: 0.758 R 0.656 F 0.859][G loss: 1.372 acc: 0.062] 0:01:37.089824
2183 [D loss: 0.605 R 0.646 F 0.565][D acc: 0.719 R 0.641 F 0.797][G loss: 1.491 acc: 0.109] 0:01:37.164265
2184 [D loss: 0.444 R 0.445 F 0.442][D acc: 0.789 R 0.719 F 0.859][G loss: 1.620 acc: 0.047] 0:01:37.241926
2185 [D loss: 0.514 R 0.452 F 0.575][D acc: 0.703 R 0.672 F 0.734][G loss: 1.454 acc: 0.078] 0:01:37.320981
2186 [D loss: 0.600 R 0.557 F 0.643][D acc: 0.656 R 0.594 F 0.719][G loss: 1.467 acc: 0.078] 0:01:37.397915
2187 [D loss: 0.553 R 0.533 F 0.573][D acc: 0.742 R 0.734 F 0.750][G loss: 1.319 acc: 0.156] 0:01:37.476973
2188 [D loss: 0.536 R 0.604 F 0.468][D acc: 0.664 R 0.547 F 0.781][G loss: 1.527 acc: 0.047] 0:01:37.555604
2189 [D loss: 0.578 R 0.602 F 0.554][D acc: 0.727 R 0.656 F 0.797][G loss: 1.460 acc: 0.094] 0:01:37.627438
2190 [D loss: 0.552 R 0.627 F 0.477][D acc: 0.711 R 0.641 F 0.781][G loss: 1.381 acc: 0.031] 0:01:37.706030
2191 [D loss: 0.524 R 0.561 F 0.486][D acc: 0.727 R 0.625 F 0.828][G loss: 1.450 acc: 0.109] 0:01:37.786349
2192 [D loss: 0.622 R 0.789 F 0.454][D acc: 0.711 R 0.547 F 0.875][G loss: 1.492 acc: 0.094] 0:01:37.860578
2193 [D loss: 0.573 R 0.638 F 0.508][D acc: 0.719 R 0.609 F 0.828][G loss: 1.521 acc: 0.109] 0:01:37.935741
2194 [D loss: 0.578 R 0.597 F 0.559][D acc: 0.727 R 0.625 F 0.828][G loss: 1.418 acc: 0.094] 0:01:38.007668
2195 [D loss: 0.605 R 0.543 F 0.667][D acc: 0.719 R 0.656 F 0.781][G loss: 1.214 acc: 0.109] 0:01:38.088426
2196 [D loss: 0.545 R 0.520 F 0.570][D acc: 0.766 R 0.734 F 0.797][G loss: 1.292 acc: 0.141] 0:01:38.167077
2197 [D loss: 0.546 R 0.573 F 0.519][D acc: 0.750 R 0.656 F 0.844][G loss: 1.465 acc: 0.078] 0:01:38.247317
2198 [D loss: 0.574 R 0.598 F 0.550][D acc: 0.734 R 0.656 F 0.812][G loss: 1.357 acc: 0.047] 0:01:38.322826
2199 [D loss: 0.556 R 0.596 F 0.516][D acc: 0.727 R 0.641 F 0.812][G loss: 1.293 acc: 0.078] 0:01:38.400260
2200 [D loss: 0.460 R 0.423 F 0.498][D acc: 0.766 R 0.766 F 0.766][G loss: 1.436 acc: 0.125] 0:01:38.475245
2201 [D loss: 0.596 R 0.681 F 0.511][D acc: 0.695 R 0.531 F 0.859][G loss: 1.329 acc: 0.031] 0:01:38.551561
2202 [D loss: 0.566 R 0.540 F 0.593][D acc: 0.656 R 0.625 F 0.688][G loss: 1.415 acc: 0.062] 0:01:38.626660
2203 [D loss: 0.559 R 0.519 F 0.599][D acc: 0.742 R 0.672 F 0.812][G loss: 1.425 acc: 0.078] 0:01:38.699883
2204 [D loss: 0.552 R 0.616 F 0.489][D acc: 0.711 R 0.562 F 0.859][G loss: 1.361 acc: 0.047] 0:01:38.771493
2205 [D loss: 0.482 R 0.459 F 0.506][D acc: 0.766 R 0.719 F 0.812][G loss: 1.282 acc: 0.094] 0:01:38.853856
2206 [D loss: 0.565 R 0.564 F 0.566][D acc: 0.688 R 0.625 F 0.750][G loss: 1.333 acc: 0.078] 0:01:38.946400
2207 [D loss: 0.575 R 0.564 F 0.586][D acc: 0.695 R 0.625 F 0.766][G loss: 1.351 acc: 0.094] 0:01:39.018408
2208 [D loss: 0.525 R 0.509 F 0.540][D acc: 0.773 R 0.734 F 0.812][G loss: 1.315 acc: 0.094] 0:01:39.101426
2209 [D loss: 0.618 R 0.606 F 0.630][D acc: 0.625 R 0.578 F 0.672][G loss: 1.435 acc: 0.062] 0:01:39.174801
2210 [D loss: 0.658 R 0.761 F 0.556][D acc: 0.633 R 0.500 F 0.766][G loss: 1.245 acc: 0.078] 0:01:39.247629
2211 [D loss: 0.617 R 0.678 F 0.555][D acc: 0.672 R 0.531 F 0.812][G loss: 1.184 acc: 0.156] 0:01:39.343889
2212 [D loss: 0.559 R 0.490 F 0.628][D acc: 0.727 R 0.703 F 0.750][G loss: 1.269 acc: 0.094] 0:01:39.419827
2213 [D loss: 0.560 R 0.491 F 0.628][D acc: 0.703 R 0.719 F 0.688][G loss: 1.302 acc: 0.172] 0:01:39.501312
2214 [D loss: 0.492 R 0.499 F 0.486][D acc: 0.773 R 0.719 F 0.828][G loss: 1.478 acc: 0.141] 0:01:39.584992
2215 [D loss: 0.532 R 0.456 F 0.607][D acc: 0.719 R 0.719 F 0.719][G loss: 1.406 acc: 0.125] 0:01:39.655523
2216 [D loss: 0.568 R 0.632 F 0.504][D acc: 0.734 R 0.641 F 0.828][G loss: 1.309 acc: 0.156] 0:01:39.728393
2217 [D loss: 0.467 R 0.519 F 0.415][D acc: 0.805 R 0.719 F 0.891][G loss: 1.452 acc: 0.094] 0:01:39.800043
2218 [D loss: 0.510 R 0.487 F 0.532][D acc: 0.734 R 0.688 F 0.781][G loss: 1.269 acc: 0.141] 0:01:39.872795
2219 [D loss: 0.521 R 0.530 F 0.511][D acc: 0.719 R 0.625 F 0.812][G loss: 1.455 acc: 0.109] 0:01:39.944767
2220 [D loss: 0.490 R 0.506 F 0.474][D acc: 0.781 R 0.703 F 0.859][G loss: 1.405 acc: 0.094] 0:01:40.019122
2221 [D loss: 0.472 R 0.403 F 0.541][D acc: 0.812 R 0.750 F 0.875][G loss: 1.431 acc: 0.094] 0:01:40.114602
2222 [D loss: 0.592 R 0.634 F 0.550][D acc: 0.633 R 0.547 F 0.719][G loss: 1.533 acc: 0.078] 0:01:40.186997
2223 [D loss: 0.476 R 0.465 F 0.488][D acc: 0.758 R 0.719 F 0.797][G loss: 1.434 acc: 0.156] 0:01:40.268394
2224 [D loss: 0.588 R 0.619 F 0.557][D acc: 0.711 R 0.609 F 0.812][G loss: 1.476 acc: 0.094] 0:01:40.346524
2225 [D loss: 0.610 R 0.514 F 0.706][D acc: 0.664 R 0.688 F 0.641][G loss: 1.371 acc: 0.125] 0:01:40.418395
2226 [D loss: 0.582 R 0.699 F 0.465][D acc: 0.719 R 0.547 F 0.891][G loss: 1.384 acc: 0.078] 0:01:40.494460
2227 [D loss: 0.568 R 0.604 F 0.533][D acc: 0.695 R 0.609 F 0.781][G loss: 1.469 acc: 0.094] 0:01:40.565866
2228 [D loss: 0.547 R 0.540 F 0.554][D acc: 0.727 R 0.672 F 0.781][G loss: 1.321 acc: 0.094] 0:01:40.640902
2229 [D loss: 0.507 R 0.495 F 0.519][D acc: 0.742 R 0.703 F 0.781][G loss: 1.440 acc: 0.062] 0:01:40.734051
2230 [D loss: 0.504 R 0.491 F 0.518][D acc: 0.781 R 0.719 F 0.844][G loss: 1.509 acc: 0.062] 0:01:40.812528
2231 [D loss: 0.552 R 0.600 F 0.504][D acc: 0.734 R 0.641 F 0.828][G loss: 1.537 acc: 0.078] 0:01:40.895197
2232 [D loss: 0.545 R 0.480 F 0.611][D acc: 0.734 R 0.688 F 0.781][G loss: 1.365 acc: 0.094] 0:01:40.972333
2233 [D loss: 0.538 R 0.535 F 0.540][D acc: 0.758 R 0.703 F 0.812][G loss: 1.440 acc: 0.031] 0:01:41.043559
2234 [D loss: 0.550 R 0.670 F 0.430][D acc: 0.688 R 0.531 F 0.844][G loss: 1.253 acc: 0.156] 0:01:41.119754
2235 [D loss: 0.562 R 0.462 F 0.663][D acc: 0.703 R 0.719 F 0.688][G loss: 1.517 acc: 0.141] 0:01:41.198525
2236 [D loss: 0.564 R 0.632 F 0.496][D acc: 0.719 R 0.594 F 0.844][G loss: 1.397 acc: 0.078] 0:01:41.279396
2237 [D loss: 0.563 R 0.689 F 0.438][D acc: 0.742 R 0.578 F 0.906][G loss: 1.353 acc: 0.109] 0:01:41.355035
2238 [D loss: 0.450 R 0.406 F 0.493][D acc: 0.773 R 0.734 F 0.812][G loss: 1.368 acc: 0.125] 0:01:41.430967
2239 [D loss: 0.602 R 0.593 F 0.611][D acc: 0.664 R 0.625 F 0.703][G loss: 1.346 acc: 0.125] 0:01:41.510211
2240 [D loss: 0.567 R 0.525 F 0.608][D acc: 0.672 R 0.656 F 0.688][G loss: 1.455 acc: 0.141] 0:01:41.591128
2241 [D loss: 0.569 R 0.656 F 0.482][D acc: 0.727 R 0.562 F 0.891][G loss: 1.404 acc: 0.062] 0:01:41.671718
2242 [D loss: 0.505 R 0.533 F 0.477][D acc: 0.766 R 0.719 F 0.812][G loss: 1.269 acc: 0.234] 0:01:41.765687
2243 [D loss: 0.539 R 0.492 F 0.585][D acc: 0.742 R 0.688 F 0.797][G loss: 1.457 acc: 0.109] 0:01:41.837949
2244 [D loss: 0.555 R 0.596 F 0.513][D acc: 0.742 R 0.656 F 0.828][G loss: 1.352 acc: 0.172] 0:01:41.914651
2245 [D loss: 0.548 R 0.462 F 0.634][D acc: 0.695 R 0.766 F 0.625][G loss: 1.300 acc: 0.125] 0:01:42.004209
2246 [D loss: 0.556 R 0.578 F 0.534][D acc: 0.688 R 0.656 F 0.719][G loss: 1.490 acc: 0.078] 0:01:42.078521
2247 [D loss: 0.526 R 0.520 F 0.532][D acc: 0.789 R 0.734 F 0.844][G loss: 1.177 acc: 0.203] 0:01:42.155686
2248 [D loss: 0.541 R 0.581 F 0.500][D acc: 0.719 R 0.641 F 0.797][G loss: 1.315 acc: 0.125] 0:01:42.231722
2249 [D loss: 0.627 R 0.523 F 0.731][D acc: 0.703 R 0.703 F 0.703][G loss: 1.363 acc: 0.125] 0:01:42.308546
2250 [D loss: 0.599 R 0.682 F 0.515][D acc: 0.703 R 0.625 F 0.781][G loss: 1.293 acc: 0.188] 0:01:42.392898
2251 [D loss: 0.511 R 0.508 F 0.514][D acc: 0.805 R 0.750 F 0.859][G loss: 1.474 acc: 0.062] 0:01:42.467252
2252 [D loss: 0.526 R 0.487 F 0.565][D acc: 0.750 R 0.734 F 0.766][G loss: 1.542 acc: 0.047] 0:01:42.539740
2253 [D loss: 0.484 R 0.545 F 0.423][D acc: 0.766 R 0.688 F 0.844][G loss: 1.451 acc: 0.078] 0:01:42.615098
2254 [D loss: 0.542 R 0.494 F 0.590][D acc: 0.703 R 0.688 F 0.719][G loss: 1.448 acc: 0.094] 0:01:42.688804
2255 [D loss: 0.496 R 0.535 F 0.456][D acc: 0.727 R 0.641 F 0.812][G loss: 1.437 acc: 0.047] 0:01:42.762458
2256 [D loss: 0.500 R 0.499 F 0.501][D acc: 0.734 R 0.703 F 0.766][G loss: 1.329 acc: 0.109] 0:01:42.837098
2257 [D loss: 0.474 R 0.505 F 0.444][D acc: 0.797 R 0.734 F 0.859][G loss: 1.546 acc: 0.062] 0:01:42.919308
2258 [D loss: 0.533 R 0.587 F 0.479][D acc: 0.672 R 0.562 F 0.781][G loss: 1.285 acc: 0.109] 0:01:42.995839
2259 [D loss: 0.522 R 0.437 F 0.606][D acc: 0.781 R 0.781 F 0.781][G loss: 1.357 acc: 0.094] 0:01:43.087224
2260 [D loss: 0.457 R 0.492 F 0.423][D acc: 0.812 R 0.719 F 0.906][G loss: 1.490 acc: 0.078] 0:01:43.161514
2261 [D loss: 0.598 R 0.624 F 0.571][D acc: 0.734 R 0.656 F 0.812][G loss: 1.342 acc: 0.094] 0:01:43.234270
2262 [D loss: 0.477 R 0.505 F 0.449][D acc: 0.750 R 0.672 F 0.828][G loss: 1.459 acc: 0.156] 0:01:43.317435
2263 [D loss: 0.500 R 0.454 F 0.546][D acc: 0.781 R 0.781 F 0.781][G loss: 1.401 acc: 0.094] 0:01:43.391174
2264 [D loss: 0.471 R 0.468 F 0.474][D acc: 0.742 R 0.672 F 0.812][G loss: 1.488 acc: 0.094] 0:01:43.463823
2265 [D loss: 0.439 R 0.449 F 0.429][D acc: 0.812 R 0.703 F 0.922][G loss: 1.627 acc: 0.109] 0:01:43.543742
2266 [D loss: 0.618 R 0.694 F 0.543][D acc: 0.711 R 0.609 F 0.812][G loss: 1.536 acc: 0.047] 0:01:43.620399
2267 [D loss: 0.679 R 0.776 F 0.582][D acc: 0.656 R 0.531 F 0.781][G loss: 1.465 acc: 0.031] 0:01:43.691685
2268 [D loss: 0.545 R 0.590 F 0.500][D acc: 0.703 R 0.594 F 0.812][G loss: 1.389 acc: 0.094] 0:01:43.767100
2269 [D loss: 0.549 R 0.443 F 0.654][D acc: 0.805 R 0.766 F 0.844][G loss: 1.349 acc: 0.078] 0:01:43.839298
2270 [D loss: 0.510 R 0.521 F 0.500][D acc: 0.820 R 0.766 F 0.875][G loss: 1.391 acc: 0.141] 0:01:43.912775
2271 [D loss: 0.543 R 0.558 F 0.529][D acc: 0.727 R 0.625 F 0.828][G loss: 1.464 acc: 0.094] 0:01:43.994468
2272 [D loss: 0.540 R 0.599 F 0.481][D acc: 0.727 R 0.688 F 0.766][G loss: 1.309 acc: 0.125] 0:01:44.068997
2273 [D loss: 0.559 R 0.575 F 0.544][D acc: 0.719 R 0.672 F 0.766][G loss: 1.291 acc: 0.141] 0:01:44.159559
2274 [D loss: 0.477 R 0.331 F 0.623][D acc: 0.781 R 0.812 F 0.750][G loss: 1.513 acc: 0.156] 0:01:44.238791
2275 [D loss: 0.576 R 0.606 F 0.545][D acc: 0.703 R 0.656 F 0.750][G loss: 1.303 acc: 0.109] 0:01:44.321440
2276 [D loss: 0.464 R 0.507 F 0.421][D acc: 0.773 R 0.656 F 0.891][G loss: 1.334 acc: 0.125] 0:01:44.393701
2277 [D loss: 0.637 R 0.585 F 0.689][D acc: 0.633 R 0.594 F 0.672][G loss: 1.307 acc: 0.172] 0:01:44.469426
2278 [D loss: 0.577 R 0.616 F 0.538][D acc: 0.711 R 0.672 F 0.750][G loss: 1.437 acc: 0.094] 0:01:44.541523
2279 [D loss: 0.502 R 0.513 F 0.492][D acc: 0.758 R 0.719 F 0.797][G loss: 1.560 acc: 0.062] 0:01:44.617411
2280 [D loss: 0.482 R 0.491 F 0.472][D acc: 0.734 R 0.625 F 0.844][G loss: 1.450 acc: 0.047] 0:01:44.713978
2281 [D loss: 0.558 R 0.482 F 0.633][D acc: 0.719 R 0.703 F 0.734][G loss: 1.480 acc: 0.078] 0:01:44.789702
2282 [D loss: 0.493 R 0.607 F 0.378][D acc: 0.781 R 0.672 F 0.891][G loss: 1.393 acc: 0.031] 0:01:44.864679
2283 [D loss: 0.528 R 0.618 F 0.438][D acc: 0.773 R 0.641 F 0.906][G loss: 1.252 acc: 0.125] 0:01:44.955317
2284 [D loss: 0.539 R 0.474 F 0.604][D acc: 0.742 R 0.688 F 0.797][G loss: 1.455 acc: 0.094] 0:01:45.047504
2285 [D loss: 0.512 R 0.524 F 0.500][D acc: 0.742 R 0.688 F 0.797][G loss: 1.446 acc: 0.094] 0:01:45.146462
2286 [D loss: 0.487 R 0.428 F 0.546][D acc: 0.727 R 0.703 F 0.750][G loss: 1.552 acc: 0.031] 0:01:45.244286
2287 [D loss: 0.549 R 0.546 F 0.553][D acc: 0.734 R 0.641 F 0.828][G loss: 1.535 acc: 0.094] 0:01:45.320548
2288 [D loss: 0.530 R 0.583 F 0.477][D acc: 0.727 R 0.625 F 0.828][G loss: 1.409 acc: 0.141] 0:01:45.390723
2289 [D loss: 0.540 R 0.615 F 0.466][D acc: 0.727 R 0.609 F 0.844][G loss: 1.385 acc: 0.141] 0:01:45.468018
2290 [D loss: 0.558 R 0.623 F 0.493][D acc: 0.719 R 0.609 F 0.828][G loss: 1.443 acc: 0.078] 0:01:45.537518
2291 [D loss: 0.526 R 0.499 F 0.554][D acc: 0.742 R 0.703 F 0.781][G loss: 1.453 acc: 0.109] 0:01:45.606798
2292 [D loss: 0.490 R 0.517 F 0.463][D acc: 0.758 R 0.703 F 0.812][G loss: 1.509 acc: 0.094] 0:01:45.689678
2293 [D loss: 0.544 R 0.527 F 0.561][D acc: 0.742 R 0.734 F 0.750][G loss: 1.530 acc: 0.031] 0:01:45.762711
2294 [D loss: 0.491 R 0.409 F 0.573][D acc: 0.805 R 0.766 F 0.844][G loss: 1.728 acc: 0.047] 0:01:45.835433
2295 [D loss: 0.494 R 0.537 F 0.451][D acc: 0.789 R 0.703 F 0.875][G loss: 1.658 acc: 0.047] 0:01:45.916733
2296 [D loss: 0.455 R 0.450 F 0.461][D acc: 0.812 R 0.734 F 0.891][G loss: 1.783 acc: 0.047] 0:01:45.992621
2297 [D loss: 0.467 R 0.543 F 0.390][D acc: 0.773 R 0.672 F 0.875][G loss: 1.713 acc: 0.062] 0:01:46.064903
2298 [D loss: 0.601 R 0.613 F 0.590][D acc: 0.773 R 0.719 F 0.828][G loss: 1.594 acc: 0.078] 0:01:46.146016
2299 [D loss: 0.536 R 0.518 F 0.554][D acc: 0.758 R 0.703 F 0.812][G loss: 1.543 acc: 0.125] 0:01:46.222668
2300 [D loss: 0.609 R 0.600 F 0.618][D acc: 0.711 R 0.656 F 0.766][G loss: 1.355 acc: 0.141] 0:01:46.295580
2301 [D loss: 0.556 R 0.480 F 0.631][D acc: 0.766 R 0.734 F 0.797][G loss: 1.563 acc: 0.047] 0:01:46.383532
2302 [D loss: 0.514 R 0.593 F 0.435][D acc: 0.750 R 0.656 F 0.844][G loss: 1.363 acc: 0.062] 0:01:46.477770
2303 [D loss: 0.612 R 0.658 F 0.565][D acc: 0.719 R 0.656 F 0.781][G loss: 1.372 acc: 0.094] 0:01:46.552576
2304 [D loss: 0.567 R 0.665 F 0.469][D acc: 0.688 R 0.594 F 0.781][G loss: 1.391 acc: 0.109] 0:01:46.633481
2305 [D loss: 0.556 R 0.616 F 0.497][D acc: 0.719 R 0.641 F 0.797][G loss: 1.360 acc: 0.094] 0:01:46.706418
2306 [D loss: 0.525 R 0.531 F 0.519][D acc: 0.766 R 0.766 F 0.766][G loss: 1.339 acc: 0.156] 0:01:46.779139
2307 [D loss: 0.561 R 0.544 F 0.578][D acc: 0.688 R 0.641 F 0.734][G loss: 1.517 acc: 0.125] 0:01:46.860636
2308 [D loss: 0.472 R 0.479 F 0.464][D acc: 0.742 R 0.641 F 0.844][G loss: 1.211 acc: 0.094] 0:01:46.934253
2309 [D loss: 0.535 R 0.547 F 0.522][D acc: 0.758 R 0.688 F 0.828][G loss: 1.397 acc: 0.062] 0:01:47.022532
2310 [D loss: 0.621 R 0.672 F 0.569][D acc: 0.672 R 0.594 F 0.750][G loss: 1.254 acc: 0.078] 0:01:47.099025
2311 [D loss: 0.492 R 0.497 F 0.488][D acc: 0.766 R 0.703 F 0.828][G loss: 1.312 acc: 0.062] 0:01:47.188993
2312 [D loss: 0.497 R 0.510 F 0.485][D acc: 0.750 R 0.688 F 0.812][G loss: 1.314 acc: 0.125] 0:01:47.267415
2313 [D loss: 0.575 R 0.573 F 0.576][D acc: 0.672 R 0.609 F 0.734][G loss: 1.228 acc: 0.141] 0:01:47.341753
2314 [D loss: 0.485 R 0.463 F 0.508][D acc: 0.742 R 0.688 F 0.797][G loss: 1.395 acc: 0.156] 0:01:47.415802
2315 [D loss: 0.581 R 0.563 F 0.598][D acc: 0.695 R 0.672 F 0.719][G loss: 1.388 acc: 0.094] 0:01:47.491983
2316 [D loss: 0.505 R 0.542 F 0.468][D acc: 0.727 R 0.625 F 0.828][G loss: 1.366 acc: 0.062] 0:01:47.568007
2317 [D loss: 0.515 R 0.517 F 0.514][D acc: 0.711 R 0.625 F 0.797][G loss: 1.514 acc: 0.078] 0:01:47.639571
2318 [D loss: 0.512 R 0.590 F 0.434][D acc: 0.750 R 0.672 F 0.828][G loss: 1.485 acc: 0.047] 0:01:47.719140
2319 [D loss: 0.515 R 0.499 F 0.531][D acc: 0.789 R 0.750 F 0.828][G loss: 1.428 acc: 0.125] 0:01:47.795862
2320 [D loss: 0.483 R 0.461 F 0.504][D acc: 0.750 R 0.672 F 0.828][G loss: 1.418 acc: 0.094] 0:01:47.868465
2321 [D loss: 0.496 R 0.511 F 0.482][D acc: 0.750 R 0.688 F 0.812][G loss: 1.555 acc: 0.094] 0:01:47.950921
2322 [D loss: 0.477 R 0.528 F 0.426][D acc: 0.766 R 0.703 F 0.828][G loss: 1.570 acc: 0.094] 0:01:48.049144
2323 [D loss: 0.539 R 0.555 F 0.523][D acc: 0.758 R 0.688 F 0.828][G loss: 1.356 acc: 0.125] 0:01:48.125056
2324 [D loss: 0.633 R 0.597 F 0.669][D acc: 0.680 R 0.625 F 0.734][G loss: 1.208 acc: 0.172] 0:01:48.210336
2325 [D loss: 0.511 R 0.533 F 0.488][D acc: 0.742 R 0.656 F 0.828][G loss: 1.658 acc: 0.062] 0:01:48.288523
2326 [D loss: 0.508 R 0.539 F 0.476][D acc: 0.789 R 0.719 F 0.859][G loss: 1.390 acc: 0.141] 0:01:48.367578
2327 [D loss: 0.564 R 0.546 F 0.582][D acc: 0.680 R 0.625 F 0.734][G loss: 1.234 acc: 0.109] 0:01:48.451274
2328 [D loss: 0.592 R 0.536 F 0.648][D acc: 0.711 R 0.672 F 0.750][G loss: 1.255 acc: 0.125] 0:01:48.524231
2329 [D loss: 0.562 R 0.624 F 0.501][D acc: 0.688 R 0.516 F 0.859][G loss: 1.325 acc: 0.031] 0:01:48.595662
2330 [D loss: 0.557 R 0.481 F 0.633][D acc: 0.711 R 0.703 F 0.719][G loss: 1.327 acc: 0.141] 0:01:48.666257
2331 [D loss: 0.500 R 0.567 F 0.433][D acc: 0.766 R 0.688 F 0.844][G loss: 1.447 acc: 0.109] 0:01:48.742434
2332 [D loss: 0.549 R 0.551 F 0.546][D acc: 0.703 R 0.672 F 0.734][G loss: 1.585 acc: 0.047] 0:01:48.816724
2333 [D loss: 0.506 R 0.530 F 0.481][D acc: 0.742 R 0.672 F 0.812][G loss: 1.451 acc: 0.047] 0:01:48.894436
2334 [D loss: 0.558 R 0.612 F 0.504][D acc: 0.711 R 0.625 F 0.797][G loss: 1.529 acc: 0.062] 0:01:48.969710
2335 [D loss: 0.456 R 0.504 F 0.407][D acc: 0.812 R 0.703 F 0.922][G loss: 1.342 acc: 0.219] 0:01:49.047861
2336 [D loss: 0.578 R 0.500 F 0.655][D acc: 0.750 R 0.750 F 0.750][G loss: 1.441 acc: 0.047] 0:01:49.118557
2337 [D loss: 0.439 R 0.451 F 0.427][D acc: 0.812 R 0.734 F 0.891][G loss: 1.775 acc: 0.016] 0:01:49.196899
2338 [D loss: 0.557 R 0.540 F 0.575][D acc: 0.711 R 0.672 F 0.750][G loss: 1.459 acc: 0.078] 0:01:49.276886
2339 [D loss: 0.517 R 0.492 F 0.543][D acc: 0.711 R 0.703 F 0.719][G loss: 1.507 acc: 0.062] 0:01:49.352308
2340 [D loss: 0.529 R 0.564 F 0.494][D acc: 0.695 R 0.609 F 0.781][G loss: 1.516 acc: 0.078] 0:01:49.442988
2341 [D loss: 0.566 R 0.618 F 0.513][D acc: 0.680 R 0.609 F 0.750][G loss: 1.395 acc: 0.109] 0:01:49.517247
2342 [D loss: 0.471 R 0.521 F 0.420][D acc: 0.758 R 0.641 F 0.875][G loss: 1.447 acc: 0.047] 0:01:49.590231
2343 [D loss: 0.567 R 0.506 F 0.627][D acc: 0.758 R 0.734 F 0.781][G loss: 1.610 acc: 0.062] 0:01:49.682982
2344 [D loss: 0.520 R 0.631 F 0.410][D acc: 0.758 R 0.656 F 0.859][G loss: 1.635 acc: 0.062] 0:01:49.767582
2345 [D loss: 0.535 R 0.556 F 0.514][D acc: 0.758 R 0.703 F 0.812][G loss: 1.561 acc: 0.094] 0:01:49.846348
2346 [D loss: 0.632 R 0.663 F 0.600][D acc: 0.648 R 0.578 F 0.719][G loss: 1.415 acc: 0.062] 0:01:49.938260
2347 [D loss: 0.449 R 0.474 F 0.424][D acc: 0.789 R 0.719 F 0.859][G loss: 1.436 acc: 0.062] 0:01:50.013921
2348 [D loss: 0.564 R 0.660 F 0.469][D acc: 0.695 R 0.562 F 0.828][G loss: 1.247 acc: 0.172] 0:01:50.087478
2349 [D loss: 0.533 R 0.537 F 0.529][D acc: 0.734 R 0.656 F 0.812][G loss: 1.421 acc: 0.109] 0:01:50.174992
2350 [D loss: 0.510 R 0.462 F 0.559][D acc: 0.742 R 0.719 F 0.766][G loss: 1.399 acc: 0.125] 0:01:50.252127
2351 [D loss: 0.448 R 0.506 F 0.390][D acc: 0.820 R 0.688 F 0.953][G loss: 1.445 acc: 0.125] 0:01:50.323367
2352 [D loss: 0.378 R 0.378 F 0.379][D acc: 0.844 R 0.797 F 0.891][G loss: 1.515 acc: 0.062] 0:01:50.396558
2353 [D loss: 0.554 R 0.481 F 0.626][D acc: 0.719 R 0.688 F 0.750][G loss: 1.704 acc: 0.031] 0:01:50.475432
2354 [D loss: 0.537 R 0.641 F 0.433][D acc: 0.695 R 0.547 F 0.844][G loss: 1.373 acc: 0.172] 0:01:50.551379
2355 [D loss: 0.481 R 0.445 F 0.517][D acc: 0.812 R 0.797 F 0.828][G loss: 1.469 acc: 0.078] 0:01:50.627652
2356 [D loss: 0.523 R 0.496 F 0.550][D acc: 0.703 R 0.656 F 0.750][G loss: 1.399 acc: 0.109] 0:01:50.705642
2357 [D loss: 0.448 R 0.380 F 0.516][D acc: 0.805 R 0.859 F 0.750][G loss: 1.526 acc: 0.078] 0:01:50.775717
2358 [D loss: 0.540 R 0.566 F 0.513][D acc: 0.711 R 0.656 F 0.766][G loss: 1.454 acc: 0.078] 0:01:50.851239
2359 [D loss: 0.558 R 0.625 F 0.490][D acc: 0.695 R 0.594 F 0.797][G loss: 1.441 acc: 0.141] 0:01:50.928286
2360 [D loss: 0.524 R 0.537 F 0.512][D acc: 0.711 R 0.672 F 0.750][G loss: 1.452 acc: 0.125] 0:01:51.001906
2361 [D loss: 0.509 R 0.550 F 0.468][D acc: 0.719 R 0.641 F 0.797][G loss: 1.524 acc: 0.062] 0:01:51.081984
2362 [D loss: 0.549 R 0.435 F 0.664][D acc: 0.734 R 0.688 F 0.781][G loss: 1.327 acc: 0.125] 0:01:51.164984
2363 [D loss: 0.568 R 0.678 F 0.457][D acc: 0.727 R 0.578 F 0.875][G loss: 1.356 acc: 0.062] 0:01:51.241014
2364 [D loss: 0.618 R 0.617 F 0.619][D acc: 0.695 R 0.641 F 0.750][G loss: 1.269 acc: 0.188] 0:01:51.317110
2365 [D loss: 0.543 R 0.573 F 0.514][D acc: 0.734 R 0.641 F 0.828][G loss: 1.376 acc: 0.094] 0:01:51.388293
2366 [D loss: 0.524 R 0.443 F 0.605][D acc: 0.820 R 0.797 F 0.844][G loss: 1.471 acc: 0.141] 0:01:51.462025
2367 [D loss: 0.479 R 0.448 F 0.510][D acc: 0.805 R 0.750 F 0.859][G loss: 1.504 acc: 0.078] 0:01:51.539804
2368 [D loss: 0.529 R 0.620 F 0.438][D acc: 0.727 R 0.625 F 0.828][G loss: 1.619 acc: 0.000] 0:01:51.613258
2369 [D loss: 0.567 R 0.583 F 0.551][D acc: 0.742 R 0.688 F 0.797][G loss: 1.383 acc: 0.109] 0:01:51.695419
2370 [D loss: 0.497 R 0.507 F 0.486][D acc: 0.758 R 0.703 F 0.812][G loss: 1.404 acc: 0.188] 0:01:51.783783
2371 [D loss: 0.536 R 0.417 F 0.655][D acc: 0.781 R 0.797 F 0.766][G loss: 1.508 acc: 0.125] 0:01:51.855479
2372 [D loss: 0.465 R 0.425 F 0.505][D acc: 0.805 R 0.781 F 0.828][G loss: 1.552 acc: 0.078] 0:01:51.929926
2373 [D loss: 0.583 R 0.654 F 0.511][D acc: 0.688 R 0.578 F 0.797][G loss: 1.426 acc: 0.156] 0:01:52.009431
2374 [D loss: 0.555 R 0.617 F 0.492][D acc: 0.750 R 0.609 F 0.891][G loss: 1.622 acc: 0.094] 0:01:52.102970
2375 [D loss: 0.598 R 0.592 F 0.604][D acc: 0.711 R 0.641 F 0.781][G loss: 1.503 acc: 0.094] 0:01:52.180908
2376 [D loss: 0.616 R 0.726 F 0.507][D acc: 0.664 R 0.562 F 0.766][G loss: 1.339 acc: 0.109] 0:01:52.260219
2377 [D loss: 0.534 R 0.597 F 0.470][D acc: 0.711 R 0.609 F 0.812][G loss: 1.425 acc: 0.141] 0:01:52.330929
2378 [D loss: 0.469 R 0.360 F 0.578][D acc: 0.805 R 0.812 F 0.797][G loss: 1.333 acc: 0.172] 0:01:52.401201
2379 [D loss: 0.583 R 0.628 F 0.537][D acc: 0.727 R 0.609 F 0.844][G loss: 1.549 acc: 0.156] 0:01:52.483070
2380 [D loss: 0.449 R 0.443 F 0.456][D acc: 0.805 R 0.766 F 0.844][G loss: 1.504 acc: 0.141] 0:01:52.557831
2381 [D loss: 0.522 R 0.565 F 0.480][D acc: 0.742 R 0.734 F 0.750][G loss: 1.431 acc: 0.078] 0:01:52.630848
2382 [D loss: 0.518 R 0.506 F 0.530][D acc: 0.727 R 0.656 F 0.797][G loss: 1.415 acc: 0.109] 0:01:52.711761
2383 [D loss: 0.472 R 0.450 F 0.494][D acc: 0.766 R 0.719 F 0.812][G loss: 1.434 acc: 0.109] 0:01:52.787707
2384 [D loss: 0.556 R 0.592 F 0.519][D acc: 0.734 R 0.656 F 0.812][G loss: 1.464 acc: 0.094] 0:01:52.874285
2385 [D loss: 0.597 R 0.571 F 0.623][D acc: 0.742 R 0.672 F 0.812][G loss: 1.306 acc: 0.141] 0:01:52.958250
2386 [D loss: 0.591 R 0.577 F 0.606][D acc: 0.727 R 0.656 F 0.797][G loss: 1.295 acc: 0.094] 0:01:53.029638
2387 [D loss: 0.480 R 0.569 F 0.391][D acc: 0.781 R 0.672 F 0.891][G loss: 1.455 acc: 0.188] 0:01:53.100411
2388 [D loss: 0.613 R 0.689 F 0.537][D acc: 0.633 R 0.531 F 0.734][G loss: 1.451 acc: 0.125] 0:01:53.182051
2389 [D loss: 0.445 R 0.455 F 0.434][D acc: 0.797 R 0.734 F 0.859][G loss: 1.298 acc: 0.203] 0:01:53.259048
2390 [D loss: 0.527 R 0.480 F 0.573][D acc: 0.758 R 0.688 F 0.828][G loss: 1.327 acc: 0.156] 0:01:53.329716
2391 [D loss: 0.530 R 0.583 F 0.477][D acc: 0.742 R 0.656 F 0.828][G loss: 1.333 acc: 0.062] 0:01:53.405503
2392 [D loss: 0.534 R 0.529 F 0.538][D acc: 0.773 R 0.672 F 0.875][G loss: 1.413 acc: 0.094] 0:01:53.480222
2393 [D loss: 0.568 R 0.612 F 0.524][D acc: 0.727 R 0.609 F 0.844][G loss: 1.389 acc: 0.141] 0:01:53.569824
2394 [D loss: 0.496 R 0.467 F 0.525][D acc: 0.773 R 0.750 F 0.797][G loss: 1.401 acc: 0.156] 0:01:53.642745
2395 [D loss: 0.482 R 0.488 F 0.475][D acc: 0.758 R 0.672 F 0.844][G loss: 1.327 acc: 0.047] 0:01:53.733453
2396 [D loss: 0.482 R 0.442 F 0.522][D acc: 0.789 R 0.797 F 0.781][G loss: 1.417 acc: 0.078] 0:01:53.805532
2397 [D loss: 0.533 R 0.543 F 0.522][D acc: 0.781 R 0.734 F 0.828][G loss: 1.444 acc: 0.062] 0:01:53.888297
2398 [D loss: 0.517 R 0.410 F 0.624][D acc: 0.781 R 0.781 F 0.781][G loss: 1.476 acc: 0.078] 0:01:53.961662
2399 [D loss: 0.475 R 0.520 F 0.430][D acc: 0.805 R 0.703 F 0.906][G loss: 1.387 acc: 0.094] 0:01:54.032105
2400 [D loss: 0.570 R 0.611 F 0.529][D acc: 0.680 R 0.656 F 0.703][G loss: 1.501 acc: 0.094] 0:01:54.104329
2401 [D loss: 0.455 R 0.344 F 0.567][D acc: 0.820 R 0.828 F 0.812][G loss: 1.470 acc: 0.062] 0:01:54.189523
2402 [D loss: 0.573 R 0.591 F 0.554][D acc: 0.703 R 0.656 F 0.750][G loss: 1.519 acc: 0.062] 0:01:54.280939
2403 [D loss: 0.558 R 0.611 F 0.505][D acc: 0.719 R 0.625 F 0.812][G loss: 1.510 acc: 0.125] 0:01:54.363676
2404 [D loss: 0.552 R 0.493 F 0.612][D acc: 0.742 R 0.734 F 0.750][G loss: 1.551 acc: 0.031] 0:01:54.438280
2405 [D loss: 0.538 R 0.552 F 0.524][D acc: 0.766 R 0.703 F 0.828][G loss: 1.505 acc: 0.125] 0:01:54.517483
2406 [D loss: 0.527 R 0.559 F 0.495][D acc: 0.734 R 0.656 F 0.812][G loss: 1.402 acc: 0.188] 0:01:54.591050
2407 [D loss: 0.628 R 0.669 F 0.586][D acc: 0.648 R 0.562 F 0.734][G loss: 1.388 acc: 0.109] 0:01:54.665127
2408 [D loss: 0.536 R 0.546 F 0.526][D acc: 0.680 R 0.625 F 0.734][G loss: 1.477 acc: 0.078] 0:01:54.737718
2409 [D loss: 0.749 R 0.751 F 0.746][D acc: 0.656 R 0.578 F 0.734][G loss: 1.417 acc: 0.062] 0:01:54.813058
2410 [D loss: 0.570 R 0.609 F 0.531][D acc: 0.703 R 0.594 F 0.812][G loss: 1.363 acc: 0.047] 0:01:54.889216
2411 [D loss: 0.496 R 0.495 F 0.496][D acc: 0.781 R 0.719 F 0.844][G loss: 1.214 acc: 0.188] 0:01:54.961241
2412 [D loss: 0.491 R 0.487 F 0.496][D acc: 0.742 R 0.719 F 0.766][G loss: 1.371 acc: 0.188] 0:01:55.040264
2413 [D loss: 0.645 R 0.580 F 0.710][D acc: 0.656 R 0.688 F 0.625][G loss: 1.447 acc: 0.062] 0:01:55.134018
2414 [D loss: 0.550 R 0.587 F 0.512][D acc: 0.680 R 0.594 F 0.766][G loss: 1.317 acc: 0.125] 0:01:55.219400
2415 [D loss: 0.550 R 0.540 F 0.559][D acc: 0.703 R 0.656 F 0.750][G loss: 1.438 acc: 0.062] 0:01:55.316255
2416 [D loss: 0.541 R 0.592 F 0.489][D acc: 0.734 R 0.656 F 0.812][G loss: 1.352 acc: 0.172] 0:01:55.389847
2417 [D loss: 0.509 R 0.428 F 0.589][D acc: 0.797 R 0.828 F 0.766][G loss: 1.410 acc: 0.156] 0:01:55.460708
2418 [D loss: 0.624 R 0.640 F 0.609][D acc: 0.648 R 0.562 F 0.734][G loss: 1.320 acc: 0.109] 0:01:55.540792
2419 [D loss: 0.546 R 0.612 F 0.480][D acc: 0.750 R 0.656 F 0.844][G loss: 1.379 acc: 0.062] 0:01:55.614679
2420 [D loss: 0.606 R 0.699 F 0.513][D acc: 0.711 R 0.625 F 0.797][G loss: 1.451 acc: 0.031] 0:01:55.688683
2421 [D loss: 0.658 R 0.617 F 0.698][D acc: 0.633 R 0.578 F 0.688][G loss: 1.360 acc: 0.047] 0:01:55.763560
2422 [D loss: 0.524 R 0.551 F 0.498][D acc: 0.719 R 0.656 F 0.781][G loss: 1.323 acc: 0.094] 0:01:55.840431
2423 [D loss: 0.473 R 0.423 F 0.523][D acc: 0.766 R 0.781 F 0.750][G loss: 1.419 acc: 0.094] 0:01:55.935452
2424 [D loss: 0.540 R 0.537 F 0.543][D acc: 0.719 R 0.703 F 0.734][G loss: 1.439 acc: 0.062] 0:01:56.012364
2425 [D loss: 0.519 R 0.562 F 0.477][D acc: 0.695 R 0.609 F 0.781][G loss: 1.428 acc: 0.125] 0:01:56.082873
2426 [D loss: 0.498 R 0.547 F 0.450][D acc: 0.766 R 0.641 F 0.891][G loss: 1.310 acc: 0.109] 0:01:56.154610
2427 [D loss: 0.484 R 0.471 F 0.496][D acc: 0.742 R 0.703 F 0.781][G loss: 1.268 acc: 0.156] 0:01:56.245037
2428 [D loss: 0.586 R 0.609 F 0.563][D acc: 0.727 R 0.641 F 0.812][G loss: 1.431 acc: 0.062] 0:01:56.323073
2429 [D loss: 0.556 R 0.638 F 0.474][D acc: 0.742 R 0.688 F 0.797][G loss: 1.514 acc: 0.125] 0:01:56.395231
2430 [D loss: 0.469 R 0.530 F 0.408][D acc: 0.805 R 0.688 F 0.922][G loss: 1.353 acc: 0.109] 0:01:56.471482
2431 [D loss: 0.537 R 0.461 F 0.613][D acc: 0.773 R 0.734 F 0.812][G loss: 1.490 acc: 0.109] 0:01:56.548134
2432 [D loss: 0.577 R 0.633 F 0.522][D acc: 0.695 R 0.625 F 0.766][G loss: 1.424 acc: 0.016] 0:01:56.619699
2433 [D loss: 0.467 R 0.525 F 0.409][D acc: 0.773 R 0.641 F 0.906][G loss: 1.365 acc: 0.156] 0:01:56.698596
2434 [D loss: 0.464 R 0.418 F 0.510][D acc: 0.766 R 0.797 F 0.734][G loss: 1.554 acc: 0.062] 0:01:56.770192
2435 [D loss: 0.532 R 0.468 F 0.595][D acc: 0.664 R 0.672 F 0.656][G loss: 1.451 acc: 0.109] 0:01:56.841152
2436 [D loss: 0.617 R 0.607 F 0.627][D acc: 0.664 R 0.594 F 0.734][G loss: 1.514 acc: 0.094] 0:01:56.916264
2437 [D loss: 0.619 R 0.711 F 0.528][D acc: 0.719 R 0.594 F 0.844][G loss: 1.366 acc: 0.156] 0:01:56.990984
2438 [D loss: 0.583 R 0.642 F 0.523][D acc: 0.672 R 0.562 F 0.781][G loss: 1.345 acc: 0.109] 0:01:57.063211
2439 [D loss: 0.462 R 0.397 F 0.526][D acc: 0.820 R 0.828 F 0.812][G loss: 1.412 acc: 0.125] 0:01:57.141004
2440 [D loss: 0.510 R 0.496 F 0.524][D acc: 0.734 R 0.734 F 0.734][G loss: 1.458 acc: 0.125] 0:01:57.222356
2441 [D loss: 0.545 R 0.549 F 0.541][D acc: 0.719 R 0.672 F 0.766][G loss: 1.368 acc: 0.125] 0:01:57.298901
2442 [D loss: 0.591 R 0.639 F 0.543][D acc: 0.688 R 0.594 F 0.781][G loss: 1.328 acc: 0.125] 0:01:57.381699
2443 [D loss: 0.514 R 0.536 F 0.493][D acc: 0.719 R 0.641 F 0.797][G loss: 1.272 acc: 0.062] 0:01:57.458291
2444 [D loss: 0.629 R 0.631 F 0.627][D acc: 0.703 R 0.609 F 0.797][G loss: 1.398 acc: 0.062] 0:01:57.532386
2445 [D loss: 0.545 R 0.517 F 0.573][D acc: 0.695 R 0.656 F 0.734][G loss: 1.231 acc: 0.172] 0:01:57.626338
2446 [D loss: 0.493 R 0.485 F 0.501][D acc: 0.742 R 0.656 F 0.828][G loss: 1.340 acc: 0.109] 0:01:57.700085
2447 [D loss: 0.569 R 0.522 F 0.616][D acc: 0.711 R 0.688 F 0.734][G loss: 1.372 acc: 0.141] 0:01:57.772594
2448 [D loss: 0.581 R 0.596 F 0.566][D acc: 0.695 R 0.625 F 0.766][G loss: 1.462 acc: 0.172] 0:01:57.850720
2449 [D loss: 0.516 R 0.537 F 0.495][D acc: 0.742 R 0.641 F 0.844][G loss: 1.409 acc: 0.094] 0:01:57.929020
2450 [D loss: 0.536 R 0.498 F 0.574][D acc: 0.695 R 0.656 F 0.734][G loss: 1.394 acc: 0.078] 0:01:58.007773
2451 [D loss: 0.568 R 0.638 F 0.499][D acc: 0.680 R 0.562 F 0.797][G loss: 1.271 acc: 0.156] 0:01:58.085496
2452 [D loss: 0.633 R 0.622 F 0.644][D acc: 0.680 R 0.641 F 0.719][G loss: 1.313 acc: 0.094] 0:01:58.157435
2453 [D loss: 0.601 R 0.728 F 0.473][D acc: 0.695 R 0.578 F 0.812][G loss: 1.288 acc: 0.062] 0:01:58.238957
2454 [D loss: 0.483 R 0.461 F 0.505][D acc: 0.773 R 0.734 F 0.812][G loss: 1.432 acc: 0.031] 0:01:58.328076
2455 [D loss: 0.541 R 0.525 F 0.556][D acc: 0.734 R 0.656 F 0.812][G loss: 1.333 acc: 0.078] 0:01:58.412845
2456 [D loss: 0.514 R 0.493 F 0.534][D acc: 0.750 R 0.672 F 0.828][G loss: 1.457 acc: 0.062] 0:01:58.491688
2457 [D loss: 0.514 R 0.478 F 0.549][D acc: 0.742 R 0.672 F 0.812][G loss: 1.351 acc: 0.156] 0:01:58.577117
2458 [D loss: 0.587 R 0.596 F 0.577][D acc: 0.656 R 0.562 F 0.750][G loss: 1.342 acc: 0.078] 0:01:58.668677
2459 [D loss: 0.508 R 0.466 F 0.551][D acc: 0.781 R 0.750 F 0.812][G loss: 1.363 acc: 0.109] 0:01:58.744799
2460 [D loss: 0.500 R 0.469 F 0.531][D acc: 0.719 R 0.688 F 0.750][G loss: 1.537 acc: 0.078] 0:01:58.825832
2461 [D loss: 0.523 R 0.567 F 0.478][D acc: 0.781 R 0.656 F 0.906][G loss: 1.316 acc: 0.125] 0:01:58.919169
2462 [D loss: 0.527 R 0.506 F 0.548][D acc: 0.750 R 0.719 F 0.781][G loss: 1.413 acc: 0.078] 0:01:58.992311
2463 [D loss: 0.622 R 0.716 F 0.529][D acc: 0.672 R 0.562 F 0.781][G loss: 1.495 acc: 0.078] 0:01:59.067922
2464 [D loss: 0.427 R 0.459 F 0.395][D acc: 0.789 R 0.719 F 0.859][G loss: 1.437 acc: 0.094] 0:01:59.139917
2465 [D loss: 0.566 R 0.470 F 0.661][D acc: 0.719 R 0.672 F 0.766][G loss: 1.478 acc: 0.094] 0:01:59.212567
2466 [D loss: 0.481 R 0.494 F 0.467][D acc: 0.766 R 0.734 F 0.797][G loss: 1.576 acc: 0.109] 0:01:59.302936
2467 [D loss: 0.560 R 0.593 F 0.527][D acc: 0.734 R 0.703 F 0.766][G loss: 1.441 acc: 0.125] 0:01:59.376341
2468 [D loss: 0.531 R 0.457 F 0.605][D acc: 0.734 R 0.703 F 0.766][G loss: 1.458 acc: 0.031] 0:01:59.466894
2469 [D loss: 0.529 R 0.623 F 0.436][D acc: 0.742 R 0.641 F 0.844][G loss: 1.565 acc: 0.078] 0:01:59.544012
2470 [D loss: 0.569 R 0.547 F 0.591][D acc: 0.742 R 0.672 F 0.812][G loss: 1.502 acc: 0.078] 0:01:59.616784
2471 [D loss: 0.489 R 0.473 F 0.504][D acc: 0.789 R 0.766 F 0.812][G loss: 1.467 acc: 0.047] 0:01:59.706823
2472 [D loss: 0.518 R 0.644 F 0.391][D acc: 0.758 R 0.578 F 0.938][G loss: 1.420 acc: 0.125] 0:01:59.784712
2473 [D loss: 0.565 R 0.511 F 0.619][D acc: 0.688 R 0.656 F 0.719][G loss: 1.360 acc: 0.125] 0:01:59.863749
2474 [D loss: 0.576 R 0.652 F 0.499][D acc: 0.719 R 0.609 F 0.828][G loss: 1.550 acc: 0.031] 0:01:59.941473
2475 [D loss: 0.539 R 0.576 F 0.501][D acc: 0.688 R 0.578 F 0.797][G loss: 1.417 acc: 0.062] 0:02:00.039169
2476 [D loss: 0.491 R 0.477 F 0.505][D acc: 0.750 R 0.750 F 0.750][G loss: 1.373 acc: 0.078] 0:02:00.113020
2477 [D loss: 0.484 R 0.538 F 0.430][D acc: 0.797 R 0.688 F 0.906][G loss: 1.354 acc: 0.078] 0:02:00.185661
2478 [D loss: 0.662 R 0.564 F 0.760][D acc: 0.703 R 0.672 F 0.734][G loss: 1.323 acc: 0.094] 0:02:00.263168
2479 [D loss: 0.476 R 0.510 F 0.443][D acc: 0.773 R 0.703 F 0.844][G loss: 1.467 acc: 0.062] 0:02:00.341339
2480 [D loss: 0.544 R 0.408 F 0.679][D acc: 0.781 R 0.828 F 0.734][G loss: 1.393 acc: 0.172] 0:02:00.416607
2481 [D loss: 0.462 R 0.522 F 0.402][D acc: 0.805 R 0.734 F 0.875][G loss: 1.442 acc: 0.109] 0:02:00.494597
2482 [D loss: 0.553 R 0.508 F 0.597][D acc: 0.734 R 0.734 F 0.734][G loss: 1.593 acc: 0.172] 0:02:00.565696
2483 [D loss: 0.571 R 0.596 F 0.546][D acc: 0.703 R 0.625 F 0.781][G loss: 1.536 acc: 0.047] 0:02:00.638993
2484 [D loss: 0.601 R 0.651 F 0.551][D acc: 0.695 R 0.625 F 0.766][G loss: 1.559 acc: 0.062] 0:02:00.747326
2485 [D loss: 0.545 R 0.611 F 0.479][D acc: 0.672 R 0.594 F 0.750][G loss: 1.535 acc: 0.047] 0:02:00.842044
2486 [D loss: 0.556 R 0.552 F 0.560][D acc: 0.703 R 0.688 F 0.719][G loss: 1.404 acc: 0.188] 0:02:00.920383
2487 [D loss: 0.631 R 0.639 F 0.622][D acc: 0.656 R 0.547 F 0.766][G loss: 1.560 acc: 0.094] 0:02:01.000953
2488 [D loss: 0.518 R 0.604 F 0.431][D acc: 0.719 R 0.625 F 0.812][G loss: 1.444 acc: 0.094] 0:02:01.077305
2489 [D loss: 0.541 R 0.503 F 0.579][D acc: 0.734 R 0.719 F 0.750][G loss: 1.378 acc: 0.125] 0:02:01.148404
2490 [D loss: 0.576 R 0.599 F 0.554][D acc: 0.688 R 0.641 F 0.734][G loss: 1.598 acc: 0.078] 0:02:01.226446
2491 [D loss: 0.647 R 0.755 F 0.539][D acc: 0.648 R 0.531 F 0.766][G loss: 1.306 acc: 0.156] 0:02:01.298325
2492 [D loss: 0.480 R 0.530 F 0.429][D acc: 0.750 R 0.672 F 0.828][G loss: 1.367 acc: 0.125] 0:02:01.397259
2493 [D loss: 0.584 R 0.552 F 0.617][D acc: 0.688 R 0.672 F 0.703][G loss: 1.324 acc: 0.094] 0:02:01.474275
2494 [D loss: 0.497 R 0.549 F 0.444][D acc: 0.789 R 0.703 F 0.875][G loss: 1.277 acc: 0.109] 0:02:01.546893
2495 [D loss: 0.559 R 0.622 F 0.496][D acc: 0.750 R 0.641 F 0.859][G loss: 1.363 acc: 0.125] 0:02:01.621005
2496 [D loss: 0.560 R 0.581 F 0.540][D acc: 0.703 R 0.625 F 0.781][G loss: 1.302 acc: 0.109] 0:02:01.716859
2497 [D loss: 0.572 R 0.679 F 0.465][D acc: 0.688 R 0.547 F 0.828][G loss: 1.320 acc: 0.094] 0:02:01.791793
2498 [D loss: 0.532 R 0.522 F 0.542][D acc: 0.750 R 0.656 F 0.844][G loss: 1.432 acc: 0.094] 0:02:01.863497
2499 [D loss: 0.472 R 0.367 F 0.578][D acc: 0.789 R 0.797 F 0.781][G loss: 1.480 acc: 0.094] 0:02:01.938997
2500 [D loss: 0.600 R 0.658 F 0.543][D acc: 0.633 R 0.531 F 0.734][G loss: 1.294 acc: 0.109] 0:02:02.010265
2501 [D loss: 0.543 R 0.578 F 0.507][D acc: 0.734 R 0.688 F 0.781][G loss: 1.230 acc: 0.125] 0:02:02.086909
2502 [D loss: 0.567 R 0.576 F 0.559][D acc: 0.734 R 0.625 F 0.844][G loss: 1.406 acc: 0.078] 0:02:02.167864
2503 [D loss: 0.492 R 0.437 F 0.548][D acc: 0.766 R 0.766 F 0.766][G loss: 1.622 acc: 0.109] 0:02:02.251589
2504 [D loss: 0.525 R 0.530 F 0.521][D acc: 0.750 R 0.719 F 0.781][G loss: 1.431 acc: 0.094] 0:02:02.347883
2505 [D loss: 0.583 R 0.587 F 0.579][D acc: 0.688 R 0.641 F 0.734][G loss: 1.483 acc: 0.078] 0:02:02.438061
2506 [D loss: 0.488 R 0.502 F 0.474][D acc: 0.719 R 0.641 F 0.797][G loss: 1.458 acc: 0.141] 0:02:02.520264
2507 [D loss: 0.532 R 0.530 F 0.534][D acc: 0.734 R 0.672 F 0.797][G loss: 1.407 acc: 0.188] 0:02:02.596593
2508 [D loss: 0.589 R 0.349 F 0.829][D acc: 0.750 R 0.844 F 0.656][G loss: 1.438 acc: 0.078] 0:02:02.694213
2509 [D loss: 0.605 R 0.790 F 0.419][D acc: 0.680 R 0.516 F 0.844][G loss: 1.488 acc: 0.109] 0:02:02.768306
2510 [D loss: 0.503 R 0.577 F 0.429][D acc: 0.727 R 0.609 F 0.844][G loss: 1.545 acc: 0.125] 0:02:02.848230
2511 [D loss: 0.568 R 0.599 F 0.537][D acc: 0.664 R 0.594 F 0.734][G loss: 1.341 acc: 0.125] 0:02:02.925684
2512 [D loss: 0.470 R 0.532 F 0.409][D acc: 0.758 R 0.656 F 0.859][G loss: 2.036 acc: 0.062] 0:02:03.005806
2513 [D loss: 0.690 R 0.866 F 0.513][D acc: 0.688 R 0.547 F 0.828][G loss: 1.466 acc: 0.141] 0:02:03.094019
2514 [D loss: 0.586 R 0.547 F 0.626][D acc: 0.711 R 0.672 F 0.750][G loss: 1.358 acc: 0.062] 0:02:03.171668
2515 [D loss: 0.591 R 0.677 F 0.506][D acc: 0.703 R 0.578 F 0.828][G loss: 1.373 acc: 0.109] 0:02:03.244021
2516 [D loss: 0.502 R 0.528 F 0.477][D acc: 0.734 R 0.656 F 0.812][G loss: 1.406 acc: 0.031] 0:02:03.318654
2517 [D loss: 0.528 R 0.506 F 0.551][D acc: 0.719 R 0.672 F 0.766][G loss: 1.315 acc: 0.125] 0:02:03.413962
2518 [D loss: 0.560 R 0.590 F 0.530][D acc: 0.688 R 0.547 F 0.828][G loss: 1.292 acc: 0.141] 0:02:03.485803
2519 [D loss: 0.558 R 0.530 F 0.587][D acc: 0.703 R 0.656 F 0.750][G loss: 1.274 acc: 0.094] 0:02:03.561697
2520 [D loss: 0.534 R 0.476 F 0.592][D acc: 0.773 R 0.750 F 0.797][G loss: 1.376 acc: 0.109] 0:02:03.636142
2521 [D loss: 0.525 R 0.510 F 0.539][D acc: 0.719 R 0.641 F 0.797][G loss: 1.298 acc: 0.141] 0:02:03.727457
2522 [D loss: 0.521 R 0.556 F 0.485][D acc: 0.758 R 0.688 F 0.828][G loss: 1.469 acc: 0.062] 0:02:03.800893
2523 [D loss: 0.476 R 0.498 F 0.453][D acc: 0.789 R 0.703 F 0.875][G loss: 1.421 acc: 0.156] 0:02:03.883329
2524 [D loss: 0.544 R 0.558 F 0.529][D acc: 0.703 R 0.656 F 0.750][G loss: 1.775 acc: 0.000] 0:02:03.962558
2525 [D loss: 0.600 R 0.777 F 0.424][D acc: 0.727 R 0.562 F 0.891][G loss: 1.443 acc: 0.094] 0:02:04.041485
2526 [D loss: 0.474 R 0.384 F 0.564][D acc: 0.781 R 0.781 F 0.781][G loss: 1.374 acc: 0.047] 0:02:04.118591
2527 [D loss: 0.577 R 0.670 F 0.484][D acc: 0.703 R 0.594 F 0.812][G loss: 1.439 acc: 0.094] 0:02:04.197713
2528 [D loss: 0.538 R 0.623 F 0.453][D acc: 0.727 R 0.594 F 0.859][G loss: 1.303 acc: 0.062] 0:02:04.270206
2529 [D loss: 0.504 R 0.483 F 0.525][D acc: 0.750 R 0.703 F 0.797][G loss: 1.321 acc: 0.062] 0:02:04.350751
2530 [D loss: 0.462 R 0.464 F 0.460][D acc: 0.805 R 0.719 F 0.891][G loss: 1.330 acc: 0.125] 0:02:04.438872
2531 [D loss: 0.523 R 0.529 F 0.518][D acc: 0.750 R 0.703 F 0.797][G loss: 1.320 acc: 0.094] 0:02:04.516052
2532 [D loss: 0.544 R 0.519 F 0.569][D acc: 0.727 R 0.672 F 0.781][G loss: 1.466 acc: 0.078] 0:02:04.595052
2533 [D loss: 0.556 R 0.537 F 0.575][D acc: 0.727 R 0.719 F 0.734][G loss: 1.383 acc: 0.078] 0:02:04.670788
2534 [D loss: 0.489 R 0.470 F 0.508][D acc: 0.797 R 0.703 F 0.891][G loss: 1.478 acc: 0.047] 0:02:04.746738
2535 [D loss: 0.514 R 0.554 F 0.474][D acc: 0.742 R 0.672 F 0.812][G loss: 1.454 acc: 0.094] 0:02:04.830266
2536 [D loss: 0.523 R 0.560 F 0.486][D acc: 0.734 R 0.672 F 0.797][G loss: 1.478 acc: 0.031] 0:02:04.932515
2537 [D loss: 0.560 R 0.590 F 0.530][D acc: 0.672 R 0.641 F 0.703][G loss: 1.283 acc: 0.109] 0:02:05.009024
2538 [D loss: 0.598 R 0.622 F 0.574][D acc: 0.633 R 0.547 F 0.719][G loss: 1.377 acc: 0.141] 0:02:05.087060
2539 [D loss: 0.439 R 0.466 F 0.412][D acc: 0.820 R 0.766 F 0.875][G loss: 1.426 acc: 0.141] 0:02:05.163889
2540 [D loss: 0.606 R 0.494 F 0.718][D acc: 0.664 R 0.688 F 0.641][G loss: 1.427 acc: 0.141] 0:02:05.235802
2541 [D loss: 0.510 R 0.479 F 0.540][D acc: 0.742 R 0.688 F 0.797][G loss: 1.492 acc: 0.078] 0:02:05.329686
2542 [D loss: 0.650 R 0.706 F 0.595][D acc: 0.633 R 0.516 F 0.750][G loss: 1.410 acc: 0.109] 0:02:05.407514
2543 [D loss: 0.495 R 0.482 F 0.509][D acc: 0.750 R 0.703 F 0.797][G loss: 1.385 acc: 0.094] 0:02:05.478261
2544 [D loss: 0.426 R 0.439 F 0.413][D acc: 0.758 R 0.672 F 0.844][G loss: 1.481 acc: 0.078] 0:02:05.550908
2545 [D loss: 0.531 R 0.623 F 0.439][D acc: 0.727 R 0.625 F 0.828][G loss: 1.509 acc: 0.062] 0:02:05.630315
2546 [D loss: 0.533 R 0.507 F 0.560][D acc: 0.719 R 0.703 F 0.734][G loss: 1.417 acc: 0.031] 0:02:05.705060
2547 [D loss: 0.571 R 0.580 F 0.562][D acc: 0.719 R 0.688 F 0.750][G loss: 1.406 acc: 0.109] 0:02:05.779858
2548 [D loss: 0.457 R 0.498 F 0.416][D acc: 0.820 R 0.734 F 0.906][G loss: 1.229 acc: 0.141] 0:02:05.854780
2549 [D loss: 0.573 R 0.539 F 0.607][D acc: 0.688 R 0.688 F 0.688][G loss: 1.451 acc: 0.109] 0:02:05.929652
2550 [D loss: 0.504 R 0.519 F 0.488][D acc: 0.758 R 0.703 F 0.812][G loss: 1.537 acc: 0.141] 0:02:06.011597
2551 [D loss: 0.514 R 0.561 F 0.468][D acc: 0.734 R 0.609 F 0.859][G loss: 1.469 acc: 0.094] 0:02:06.086511
2552 [D loss: 0.495 R 0.362 F 0.628][D acc: 0.805 R 0.844 F 0.766][G loss: 1.343 acc: 0.141] 0:02:06.157514
2553 [D loss: 0.564 R 0.595 F 0.532][D acc: 0.695 R 0.609 F 0.781][G loss: 1.219 acc: 0.172] 0:02:06.249823
2554 [D loss: 0.501 R 0.557 F 0.445][D acc: 0.719 R 0.625 F 0.812][G loss: 1.342 acc: 0.172] 0:02:06.332027
2555 [D loss: 0.514 R 0.573 F 0.456][D acc: 0.719 R 0.625 F 0.812][G loss: 1.218 acc: 0.141] 0:02:06.409689
2556 [D loss: 0.536 R 0.542 F 0.531][D acc: 0.727 R 0.672 F 0.781][G loss: 1.301 acc: 0.156] 0:02:06.489969
2557 [D loss: 0.605 R 0.566 F 0.644][D acc: 0.672 R 0.656 F 0.688][G loss: 1.312 acc: 0.125] 0:02:06.561723
2558 [D loss: 0.536 R 0.556 F 0.515][D acc: 0.719 R 0.625 F 0.812][G loss: 1.446 acc: 0.109] 0:02:06.634763
2559 [D loss: 0.447 R 0.472 F 0.421][D acc: 0.836 R 0.750 F 0.922][G loss: 1.302 acc: 0.203] 0:02:06.716241
2560 [D loss: 0.489 R 0.509 F 0.468][D acc: 0.742 R 0.703 F 0.781][G loss: 1.442 acc: 0.125] 0:02:06.789377
2561 [D loss: 0.536 R 0.604 F 0.469][D acc: 0.711 R 0.609 F 0.812][G loss: 1.314 acc: 0.141] 0:02:06.861594
2562 [D loss: 0.553 R 0.521 F 0.585][D acc: 0.727 R 0.719 F 0.734][G loss: 1.358 acc: 0.141] 0:02:06.962878
2563 [D loss: 0.560 R 0.528 F 0.592][D acc: 0.688 R 0.641 F 0.734][G loss: 1.380 acc: 0.156] 0:02:07.037769
2564 [D loss: 0.622 R 0.651 F 0.593][D acc: 0.656 R 0.531 F 0.781][G loss: 1.398 acc: 0.078] 0:02:07.112993
2565 [D loss: 0.513 R 0.472 F 0.554][D acc: 0.781 R 0.719 F 0.844][G loss: 1.529 acc: 0.078] 0:02:07.190325
2566 [D loss: 0.521 R 0.593 F 0.448][D acc: 0.773 R 0.656 F 0.891][G loss: 1.493 acc: 0.078] 0:02:07.262307
2567 [D loss: 0.479 R 0.527 F 0.430][D acc: 0.750 R 0.672 F 0.828][G loss: 1.418 acc: 0.062] 0:02:07.353435
2568 [D loss: 0.475 R 0.397 F 0.553][D acc: 0.781 R 0.797 F 0.766][G loss: 1.572 acc: 0.062] 0:02:07.442148
2569 [D loss: 0.575 R 0.540 F 0.610][D acc: 0.750 R 0.688 F 0.812][G loss: 1.447 acc: 0.078] 0:02:07.516073
2570 [D loss: 0.403 R 0.408 F 0.397][D acc: 0.852 R 0.828 F 0.875][G loss: 1.415 acc: 0.094] 0:02:07.592351
2571 [D loss: 0.594 R 0.526 F 0.661][D acc: 0.695 R 0.656 F 0.734][G loss: 1.393 acc: 0.125] 0:02:07.677443
2572 [D loss: 0.509 R 0.514 F 0.504][D acc: 0.766 R 0.719 F 0.812][G loss: 1.570 acc: 0.062] 0:02:07.750284
2573 [D loss: 0.576 R 0.566 F 0.586][D acc: 0.680 R 0.625 F 0.734][G loss: 1.501 acc: 0.109] 0:02:07.821010
2574 [D loss: 0.443 R 0.443 F 0.443][D acc: 0.805 R 0.766 F 0.844][G loss: 1.571 acc: 0.078] 0:02:07.893983
2575 [D loss: 0.523 R 0.603 F 0.443][D acc: 0.680 R 0.609 F 0.750][G loss: 1.532 acc: 0.109] 0:02:07.968121
2576 [D loss: 0.476 R 0.434 F 0.518][D acc: 0.742 R 0.750 F 0.734][G loss: 1.496 acc: 0.109] 0:02:08.040975
2577 [D loss: 0.584 R 0.494 F 0.674][D acc: 0.727 R 0.734 F 0.719][G loss: 1.506 acc: 0.109] 0:02:08.116920
2578 [D loss: 0.611 R 0.664 F 0.558][D acc: 0.727 R 0.672 F 0.781][G loss: 1.417 acc: 0.109] 0:02:08.191878
2579 [D loss: 0.551 R 0.632 F 0.469][D acc: 0.750 R 0.656 F 0.844][G loss: 1.367 acc: 0.156] 0:02:08.272744
2580 [D loss: 0.506 R 0.399 F 0.612][D acc: 0.742 R 0.750 F 0.734][G loss: 1.489 acc: 0.094] 0:02:08.352915
2581 [D loss: 0.565 R 0.617 F 0.513][D acc: 0.695 R 0.656 F 0.734][G loss: 1.716 acc: 0.062] 0:02:08.433874
2582 [D loss: 0.526 R 0.508 F 0.543][D acc: 0.727 R 0.750 F 0.703][G loss: 1.370 acc: 0.156] 0:02:08.522934
2583 [D loss: 0.478 R 0.486 F 0.470][D acc: 0.758 R 0.719 F 0.797][G loss: 1.489 acc: 0.094] 0:02:08.610018
2584 [D loss: 0.575 R 0.653 F 0.497][D acc: 0.664 R 0.578 F 0.750][G loss: 1.530 acc: 0.078] 0:02:08.690198
2585 [D loss: 0.571 R 0.537 F 0.605][D acc: 0.742 R 0.750 F 0.734][G loss: 1.471 acc: 0.109] 0:02:08.762754
2586 [D loss: 0.533 R 0.544 F 0.523][D acc: 0.727 R 0.641 F 0.812][G loss: 1.431 acc: 0.062] 0:02:08.839626
2587 [D loss: 0.533 R 0.581 F 0.485][D acc: 0.680 R 0.625 F 0.734][G loss: 1.428 acc: 0.062] 0:02:08.911554
2588 [D loss: 0.552 R 0.534 F 0.571][D acc: 0.789 R 0.750 F 0.828][G loss: 1.347 acc: 0.078] 0:02:08.995336
2589 [D loss: 0.570 R 0.674 F 0.465][D acc: 0.703 R 0.578 F 0.828][G loss: 1.244 acc: 0.078] 0:02:09.074252
2590 [D loss: 0.501 R 0.457 F 0.545][D acc: 0.727 R 0.688 F 0.766][G loss: 1.290 acc: 0.141] 0:02:09.149713
2591 [D loss: 0.631 R 0.562 F 0.701][D acc: 0.727 R 0.656 F 0.797][G loss: 1.388 acc: 0.062] 0:02:09.234319
2592 [D loss: 0.598 R 0.524 F 0.672][D acc: 0.695 R 0.703 F 0.688][G loss: 1.397 acc: 0.109] 0:02:09.310840
2593 [D loss: 0.519 R 0.592 F 0.447][D acc: 0.727 R 0.578 F 0.875][G loss: 1.383 acc: 0.094] 0:02:09.386760
2594 [D loss: 0.501 R 0.548 F 0.455][D acc: 0.773 R 0.719 F 0.828][G loss: 1.537 acc: 0.156] 0:02:09.471777
2595 [D loss: 0.569 R 0.477 F 0.662][D acc: 0.703 R 0.734 F 0.672][G loss: 1.435 acc: 0.078] 0:02:09.548112
2596 [D loss: 0.585 R 0.604 F 0.566][D acc: 0.703 R 0.594 F 0.812][G loss: 1.395 acc: 0.094] 0:02:09.624831
2597 [D loss: 0.520 R 0.624 F 0.415][D acc: 0.734 R 0.578 F 0.891][G loss: 1.309 acc: 0.188] 0:02:09.724454
2598 [D loss: 0.512 R 0.506 F 0.519][D acc: 0.727 R 0.641 F 0.812][G loss: 1.445 acc: 0.094] 0:02:09.804007
2599 [D loss: 0.437 R 0.437 F 0.437][D acc: 0.797 R 0.734 F 0.859][G loss: 1.533 acc: 0.125] 0:02:09.877987
2600 [D loss: 0.574 R 0.546 F 0.602][D acc: 0.773 R 0.703 F 0.844][G loss: 1.453 acc: 0.047] 0:02:09.966618
2601 [D loss: 0.516 R 0.521 F 0.511][D acc: 0.734 R 0.688 F 0.781][G loss: 1.301 acc: 0.125] 0:02:10.044881
2602 [D loss: 0.492 R 0.525 F 0.460][D acc: 0.766 R 0.703 F 0.828][G loss: 1.431 acc: 0.125] 0:02:10.117684
2603 [D loss: 0.430 R 0.384 F 0.476][D acc: 0.820 R 0.797 F 0.844][G loss: 1.449 acc: 0.109] 0:02:10.188040
2604 [D loss: 0.502 R 0.536 F 0.469][D acc: 0.719 R 0.625 F 0.812][G loss: 1.390 acc: 0.031] 0:02:10.264419
2605 [D loss: 0.525 R 0.463 F 0.586][D acc: 0.734 R 0.734 F 0.734][G loss: 1.529 acc: 0.094] 0:02:10.344171
2606 [D loss: 0.537 R 0.491 F 0.583][D acc: 0.727 R 0.719 F 0.734][G loss: 1.529 acc: 0.031] 0:02:10.418683
2607 [D loss: 0.662 R 0.686 F 0.639][D acc: 0.648 R 0.562 F 0.734][G loss: 1.406 acc: 0.031] 0:02:10.502369
2608 [D loss: 0.555 R 0.644 F 0.467][D acc: 0.711 R 0.609 F 0.812][G loss: 1.388 acc: 0.109] 0:02:10.576068
2609 [D loss: 0.508 R 0.602 F 0.415][D acc: 0.797 R 0.641 F 0.953][G loss: 1.386 acc: 0.109] 0:02:10.647997
2610 [D loss: 0.568 R 0.511 F 0.625][D acc: 0.719 R 0.719 F 0.719][G loss: 1.456 acc: 0.062] 0:02:10.728992
2611 [D loss: 0.586 R 0.572 F 0.601][D acc: 0.680 R 0.656 F 0.703][G loss: 1.558 acc: 0.062] 0:02:10.800992
2612 [D loss: 0.473 R 0.548 F 0.397][D acc: 0.781 R 0.688 F 0.875][G loss: 1.435 acc: 0.094] 0:02:10.877584
2613 [D loss: 0.586 R 0.534 F 0.638][D acc: 0.688 R 0.719 F 0.656][G loss: 1.354 acc: 0.062] 0:02:10.959354
2614 [D loss: 0.462 R 0.445 F 0.478][D acc: 0.797 R 0.734 F 0.859][G loss: 1.512 acc: 0.062] 0:02:11.064155
2615 [D loss: 0.542 R 0.499 F 0.584][D acc: 0.719 R 0.688 F 0.750][G loss: 1.415 acc: 0.125] 0:02:11.141451
2616 [D loss: 0.531 R 0.582 F 0.480][D acc: 0.680 R 0.594 F 0.766][G loss: 1.475 acc: 0.062] 0:02:11.220556
2617 [D loss: 0.517 R 0.525 F 0.509][D acc: 0.727 R 0.688 F 0.766][G loss: 1.403 acc: 0.047] 0:02:11.295211
2618 [D loss: 0.604 R 0.630 F 0.578][D acc: 0.664 R 0.547 F 0.781][G loss: 1.291 acc: 0.094] 0:02:11.374856
2619 [D loss: 0.580 R 0.637 F 0.522][D acc: 0.703 R 0.656 F 0.750][G loss: 1.337 acc: 0.188] 0:02:11.454885
2620 [D loss: 0.547 R 0.553 F 0.540][D acc: 0.727 R 0.672 F 0.781][G loss: 1.399 acc: 0.062] 0:02:11.558728
2621 [D loss: 0.540 R 0.573 F 0.507][D acc: 0.727 R 0.656 F 0.797][G loss: 1.329 acc: 0.172] 0:02:11.654748
2622 [D loss: 0.494 R 0.475 F 0.512][D acc: 0.703 R 0.672 F 0.734][G loss: 1.285 acc: 0.172] 0:02:11.742361
2623 [D loss: 0.558 R 0.477 F 0.639][D acc: 0.680 R 0.672 F 0.688][G loss: 1.447 acc: 0.047] 0:02:11.825318
2624 [D loss: 0.572 R 0.602 F 0.543][D acc: 0.695 R 0.547 F 0.844][G loss: 1.469 acc: 0.078] 0:02:11.900018
2625 [D loss: 0.459 R 0.426 F 0.493][D acc: 0.773 R 0.766 F 0.781][G loss: 1.295 acc: 0.078] 0:02:11.983053
2626 [D loss: 0.548 R 0.612 F 0.483][D acc: 0.719 R 0.656 F 0.781][G loss: 1.258 acc: 0.172] 0:02:12.060461
2627 [D loss: 0.643 R 0.560 F 0.726][D acc: 0.680 R 0.672 F 0.688][G loss: 1.364 acc: 0.125] 0:02:12.133180
2628 [D loss: 0.639 R 0.635 F 0.644][D acc: 0.688 R 0.594 F 0.781][G loss: 1.329 acc: 0.078] 0:02:12.211004
2629 [D loss: 0.507 R 0.575 F 0.439][D acc: 0.734 R 0.562 F 0.906][G loss: 1.334 acc: 0.062] 0:02:12.290734
2630 [D loss: 0.527 R 0.452 F 0.602][D acc: 0.766 R 0.719 F 0.812][G loss: 1.463 acc: 0.141] 0:02:12.362824
2631 [D loss: 0.539 R 0.575 F 0.503][D acc: 0.680 R 0.594 F 0.766][G loss: 1.431 acc: 0.047] 0:02:12.443830
2632 [D loss: 0.476 R 0.485 F 0.467][D acc: 0.766 R 0.688 F 0.844][G loss: 1.380 acc: 0.125] 0:02:12.519298
2633 [D loss: 0.564 R 0.479 F 0.649][D acc: 0.703 R 0.719 F 0.688][G loss: 1.329 acc: 0.109] 0:02:12.592180
2634 [D loss: 0.519 R 0.500 F 0.538][D acc: 0.703 R 0.656 F 0.750][G loss: 1.449 acc: 0.078] 0:02:12.676544
2635 [D loss: 0.535 R 0.610 F 0.461][D acc: 0.719 R 0.578 F 0.859][G loss: 1.462 acc: 0.062] 0:02:12.754482
2636 [D loss: 0.490 R 0.540 F 0.441][D acc: 0.750 R 0.688 F 0.812][G loss: 1.440 acc: 0.109] 0:02:12.830193
2637 [D loss: 0.593 R 0.533 F 0.653][D acc: 0.734 R 0.625 F 0.844][G loss: 1.495 acc: 0.109] 0:02:12.909500
2638 [D loss: 0.491 R 0.550 F 0.433][D acc: 0.703 R 0.594 F 0.812][G loss: 1.514 acc: 0.062] 0:02:12.984549
2639 [D loss: 0.457 R 0.495 F 0.419][D acc: 0.773 R 0.703 F 0.844][G loss: 1.771 acc: 0.016] 0:02:13.057488
2640 [D loss: 0.500 R 0.472 F 0.529][D acc: 0.742 R 0.703 F 0.781][G loss: 1.610 acc: 0.078] 0:02:13.159284
2641 [D loss: 0.482 R 0.539 F 0.425][D acc: 0.758 R 0.688 F 0.828][G loss: 1.575 acc: 0.047] 0:02:13.240044
2642 [D loss: 0.475 R 0.355 F 0.594][D acc: 0.781 R 0.797 F 0.766][G loss: 1.412 acc: 0.094] 0:02:13.329869
2643 [D loss: 0.454 R 0.551 F 0.357][D acc: 0.805 R 0.672 F 0.938][G loss: 1.696 acc: 0.031] 0:02:13.405902
2644 [D loss: 0.550 R 0.515 F 0.584][D acc: 0.688 R 0.641 F 0.734][G loss: 1.612 acc: 0.109] 0:02:13.494078
2645 [D loss: 0.559 R 0.545 F 0.573][D acc: 0.719 R 0.672 F 0.766][G loss: 1.399 acc: 0.094] 0:02:13.566631
2646 [D loss: 0.513 R 0.417 F 0.609][D acc: 0.758 R 0.750 F 0.766][G loss: 1.508 acc: 0.062] 0:02:13.649300
2647 [D loss: 0.455 R 0.512 F 0.398][D acc: 0.828 R 0.734 F 0.922][G loss: 1.548 acc: 0.062] 0:02:13.724205
2648 [D loss: 0.436 R 0.400 F 0.472][D acc: 0.812 R 0.797 F 0.828][G loss: 1.606 acc: 0.062] 0:02:13.798593
2649 [D loss: 0.493 R 0.455 F 0.531][D acc: 0.797 R 0.750 F 0.844][G loss: 1.492 acc: 0.062] 0:02:13.878007
2650 [D loss: 0.511 R 0.497 F 0.526][D acc: 0.750 R 0.625 F 0.875][G loss: 1.504 acc: 0.109] 0:02:13.949276
2651 [D loss: 0.534 R 0.629 F 0.439][D acc: 0.727 R 0.625 F 0.828][G loss: 1.339 acc: 0.125] 0:02:14.019724
2652 [D loss: 0.490 R 0.558 F 0.422][D acc: 0.766 R 0.672 F 0.859][G loss: 1.496 acc: 0.094] 0:02:14.090676
2653 [D loss: 0.524 R 0.408 F 0.639][D acc: 0.773 R 0.750 F 0.797][G loss: 1.428 acc: 0.109] 0:02:14.163519
2654 [D loss: 0.590 R 0.559 F 0.621][D acc: 0.734 R 0.672 F 0.797][G loss: 1.489 acc: 0.078] 0:02:14.234779
2655 [D loss: 0.584 R 0.702 F 0.467][D acc: 0.664 R 0.547 F 0.781][G loss: 1.488 acc: 0.047] 0:02:14.305666
2656 [D loss: 0.522 R 0.594 F 0.451][D acc: 0.711 R 0.562 F 0.859][G loss: 1.434 acc: 0.141] 0:02:14.378668
2657 [D loss: 0.514 R 0.496 F 0.531][D acc: 0.742 R 0.766 F 0.719][G loss: 1.283 acc: 0.125] 0:02:14.453745
2658 [D loss: 0.579 R 0.542 F 0.617][D acc: 0.750 R 0.672 F 0.828][G loss: 1.439 acc: 0.109] 0:02:14.545993
2659 [D loss: 0.578 R 0.642 F 0.513][D acc: 0.688 R 0.578 F 0.797][G loss: 1.378 acc: 0.125] 0:02:14.623956
2660 [D loss: 0.543 R 0.517 F 0.569][D acc: 0.688 R 0.656 F 0.719][G loss: 1.200 acc: 0.125] 0:02:14.721527
2661 [D loss: 0.551 R 0.589 F 0.513][D acc: 0.734 R 0.609 F 0.859][G loss: 1.309 acc: 0.125] 0:02:14.803147
2662 [D loss: 0.513 R 0.483 F 0.543][D acc: 0.773 R 0.719 F 0.828][G loss: 1.396 acc: 0.094] 0:02:14.876236
2663 [D loss: 0.580 R 0.601 F 0.560][D acc: 0.688 R 0.609 F 0.766][G loss: 1.517 acc: 0.062] 0:02:14.955919
2664 [D loss: 0.516 R 0.541 F 0.492][D acc: 0.773 R 0.672 F 0.875][G loss: 1.438 acc: 0.062] 0:02:15.049775
2665 [D loss: 0.415 R 0.450 F 0.381][D acc: 0.836 R 0.797 F 0.875][G loss: 1.532 acc: 0.172] 0:02:15.122166
2666 [D loss: 0.503 R 0.474 F 0.531][D acc: 0.781 R 0.734 F 0.828][G loss: 1.341 acc: 0.109] 0:02:15.198347
2667 [D loss: 0.599 R 0.597 F 0.601][D acc: 0.680 R 0.609 F 0.750][G loss: 1.556 acc: 0.047] 0:02:15.276004
2668 [D loss: 0.541 R 0.561 F 0.522][D acc: 0.703 R 0.625 F 0.781][G loss: 1.312 acc: 0.078] 0:02:15.349692
2669 [D loss: 0.579 R 0.529 F 0.628][D acc: 0.727 R 0.703 F 0.750][G loss: 1.432 acc: 0.109] 0:02:15.420072
2670 [D loss: 0.574 R 0.551 F 0.596][D acc: 0.742 R 0.672 F 0.812][G loss: 1.373 acc: 0.125] 0:02:15.492920
2671 [D loss: 0.512 R 0.544 F 0.481][D acc: 0.742 R 0.609 F 0.875][G loss: 1.409 acc: 0.094] 0:02:15.569183
2672 [D loss: 0.507 R 0.490 F 0.523][D acc: 0.742 R 0.734 F 0.750][G loss: 1.420 acc: 0.094] 0:02:15.642683
2673 [D loss: 0.557 R 0.646 F 0.468][D acc: 0.711 R 0.625 F 0.797][G loss: 1.281 acc: 0.188] 0:02:15.723867
2674 [D loss: 0.536 R 0.545 F 0.527][D acc: 0.719 R 0.656 F 0.781][G loss: 1.377 acc: 0.047] 0:02:15.798891
2675 [D loss: 0.649 R 0.676 F 0.623][D acc: 0.680 R 0.641 F 0.719][G loss: 1.346 acc: 0.062] 0:02:15.877960
2676 [D loss: 0.579 R 0.600 F 0.558][D acc: 0.734 R 0.656 F 0.812][G loss: 1.457 acc: 0.062] 0:02:15.953663
2677 [D loss: 0.553 R 0.569 F 0.537][D acc: 0.742 R 0.688 F 0.797][G loss: 1.323 acc: 0.125] 0:02:16.025399
2678 [D loss: 0.540 R 0.470 F 0.610][D acc: 0.758 R 0.750 F 0.766][G loss: 1.417 acc: 0.125] 0:02:16.096203
2679 [D loss: 0.612 R 0.660 F 0.565][D acc: 0.664 R 0.562 F 0.766][G loss: 1.337 acc: 0.047] 0:02:16.178751
2680 [D loss: 0.591 R 0.670 F 0.513][D acc: 0.680 R 0.578 F 0.781][G loss: 1.278 acc: 0.109] 0:02:16.270535
2681 [D loss: 0.588 R 0.593 F 0.583][D acc: 0.672 R 0.609 F 0.734][G loss: 1.252 acc: 0.094] 0:02:16.360554
2682 [D loss: 0.593 R 0.604 F 0.582][D acc: 0.711 R 0.672 F 0.750][G loss: 1.303 acc: 0.094] 0:02:16.444007
2683 [D loss: 0.582 R 0.660 F 0.504][D acc: 0.672 R 0.516 F 0.828][G loss: 1.346 acc: 0.016] 0:02:16.528163
2684 [D loss: 0.496 R 0.561 F 0.431][D acc: 0.781 R 0.672 F 0.891][G loss: 1.355 acc: 0.125] 0:02:16.606400
2685 [D loss: 0.620 R 0.629 F 0.611][D acc: 0.641 R 0.531 F 0.750][G loss: 1.231 acc: 0.156] 0:02:16.693232
2686 [D loss: 0.582 R 0.621 F 0.544][D acc: 0.695 R 0.578 F 0.812][G loss: 1.349 acc: 0.078] 0:02:16.768108
2687 [D loss: 0.525 R 0.526 F 0.524][D acc: 0.750 R 0.672 F 0.828][G loss: 1.466 acc: 0.078] 0:02:16.843863
2688 [D loss: 0.563 R 0.579 F 0.548][D acc: 0.727 R 0.625 F 0.828][G loss: 1.510 acc: 0.109] 0:02:16.921987
2689 [D loss: 0.529 R 0.596 F 0.461][D acc: 0.758 R 0.672 F 0.844][G loss: 1.399 acc: 0.062] 0:02:17.013705
2690 [D loss: 0.531 R 0.567 F 0.494][D acc: 0.750 R 0.656 F 0.844][G loss: 1.512 acc: 0.062] 0:02:17.091802
2691 [D loss: 0.569 R 0.589 F 0.548][D acc: 0.688 R 0.594 F 0.781][G loss: 1.370 acc: 0.094] 0:02:17.173685
2692 [D loss: 0.578 R 0.620 F 0.537][D acc: 0.750 R 0.672 F 0.828][G loss: 1.264 acc: 0.125] 0:02:17.263742
2693 [D loss: 0.613 R 0.646 F 0.580][D acc: 0.703 R 0.609 F 0.797][G loss: 1.212 acc: 0.203] 0:02:17.601704
2694 [D loss: 0.531 R 0.555 F 0.508][D acc: 0.695 R 0.594 F 0.797][G loss: 1.389 acc: 0.141] 0:02:17.675232
2695 [D loss: 0.553 R 0.561 F 0.544][D acc: 0.734 R 0.625 F 0.844][G loss: 1.256 acc: 0.078] 0:02:17.745990
2696 [D loss: 0.538 R 0.494 F 0.583][D acc: 0.719 R 0.688 F 0.750][G loss: 1.209 acc: 0.125] 0:02:17.817077
2697 [D loss: 0.501 R 0.510 F 0.492][D acc: 0.766 R 0.688 F 0.844][G loss: 1.427 acc: 0.156] 0:02:17.889288
2698 [D loss: 0.547 R 0.600 F 0.494][D acc: 0.703 R 0.594 F 0.812][G loss: 1.629 acc: 0.062] 0:02:17.972194
2699 [D loss: 0.707 R 0.579 F 0.836][D acc: 0.617 R 0.656 F 0.578][G loss: 1.497 acc: 0.078] 0:02:18.051819
2700 [D loss: 0.556 R 0.708 F 0.404][D acc: 0.742 R 0.562 F 0.922][G loss: 1.470 acc: 0.109] 0:02:18.124547
2701 [D loss: 0.578 R 0.586 F 0.571][D acc: 0.688 R 0.625 F 0.750][G loss: 1.557 acc: 0.062] 0:02:18.204923
2702 [D loss: 0.550 R 0.581 F 0.519][D acc: 0.688 R 0.562 F 0.812][G loss: 1.293 acc: 0.094] 0:02:18.292487
2703 [D loss: 0.536 R 0.623 F 0.449][D acc: 0.742 R 0.625 F 0.859][G loss: 1.325 acc: 0.188] 0:02:18.372083
2704 [D loss: 0.529 R 0.632 F 0.426][D acc: 0.758 R 0.625 F 0.891][G loss: 1.323 acc: 0.109] 0:02:18.451272
2705 [D loss: 0.470 R 0.428 F 0.512][D acc: 0.766 R 0.734 F 0.797][G loss: 1.355 acc: 0.047] 0:02:18.528578
2706 [D loss: 0.597 R 0.579 F 0.616][D acc: 0.695 R 0.656 F 0.734][G loss: 1.521 acc: 0.062] 0:02:18.604868
2707 [D loss: 0.625 R 0.648 F 0.601][D acc: 0.680 R 0.594 F 0.766][G loss: 1.404 acc: 0.156] 0:02:18.682291
2708 [D loss: 0.526 R 0.597 F 0.456][D acc: 0.742 R 0.656 F 0.828][G loss: 1.323 acc: 0.125] 0:02:18.777554
2709 [D loss: 0.490 R 0.475 F 0.505][D acc: 0.727 R 0.703 F 0.750][G loss: 1.411 acc: 0.141] 0:02:18.853163
2710 [D loss: 0.454 R 0.466 F 0.441][D acc: 0.797 R 0.766 F 0.828][G loss: 1.439 acc: 0.109] 0:02:18.931830
2711 [D loss: 0.466 R 0.428 F 0.503][D acc: 0.773 R 0.719 F 0.828][G loss: 1.435 acc: 0.141] 0:02:19.011682
2712 [D loss: 0.536 R 0.544 F 0.529][D acc: 0.711 R 0.672 F 0.750][G loss: 1.392 acc: 0.109] 0:02:19.084735
2713 [D loss: 0.521 R 0.471 F 0.571][D acc: 0.711 R 0.688 F 0.734][G loss: 1.469 acc: 0.094] 0:02:19.158174
2714 [D loss: 0.541 R 0.573 F 0.510][D acc: 0.719 R 0.594 F 0.844][G loss: 1.370 acc: 0.047] 0:02:19.247991
2715 [D loss: 0.510 R 0.542 F 0.478][D acc: 0.742 R 0.625 F 0.859][G loss: 1.341 acc: 0.094] 0:02:19.323423
2716 [D loss: 0.499 R 0.453 F 0.545][D acc: 0.758 R 0.750 F 0.766][G loss: 1.510 acc: 0.062] 0:02:19.393988
2717 [D loss: 0.495 R 0.431 F 0.559][D acc: 0.742 R 0.750 F 0.734][G loss: 1.482 acc: 0.062] 0:02:19.475662
2718 [D loss: 0.557 R 0.564 F 0.550][D acc: 0.758 R 0.688 F 0.828][G loss: 1.322 acc: 0.125] 0:02:19.557864
2719 [D loss: 0.553 R 0.585 F 0.522][D acc: 0.719 R 0.625 F 0.812][G loss: 1.481 acc: 0.094] 0:02:19.637999
2720 [D loss: 0.604 R 0.577 F 0.631][D acc: 0.680 R 0.594 F 0.766][G loss: 1.492 acc: 0.094] 0:02:19.722991
2721 [D loss: 0.435 R 0.415 F 0.454][D acc: 0.820 R 0.781 F 0.859][G loss: 1.365 acc: 0.078] 0:02:19.798216
2722 [D loss: 0.507 R 0.564 F 0.449][D acc: 0.719 R 0.641 F 0.797][G loss: 1.532 acc: 0.156] 0:02:19.875564
2723 [D loss: 0.563 R 0.511 F 0.615][D acc: 0.711 R 0.688 F 0.734][G loss: 1.477 acc: 0.125] 0:02:19.954496
2724 [D loss: 0.516 R 0.510 F 0.522][D acc: 0.750 R 0.703 F 0.797][G loss: 1.556 acc: 0.062] 0:02:20.032767
2725 [D loss: 0.598 R 0.713 F 0.483][D acc: 0.672 R 0.547 F 0.797][G loss: 1.401 acc: 0.109] 0:02:20.114019
2726 [D loss: 0.563 R 0.502 F 0.624][D acc: 0.688 R 0.688 F 0.688][G loss: 1.333 acc: 0.109] 0:02:20.193460
2727 [D loss: 0.583 R 0.638 F 0.527][D acc: 0.703 R 0.641 F 0.766][G loss: 1.564 acc: 0.031] 0:02:20.267255
2728 [D loss: 0.473 R 0.482 F 0.465][D acc: 0.789 R 0.750 F 0.828][G loss: 1.394 acc: 0.094] 0:02:20.344205
2729 [D loss: 0.471 R 0.511 F 0.432][D acc: 0.773 R 0.672 F 0.875][G loss: 1.415 acc: 0.172] 0:02:20.422190
2730 [D loss: 0.558 R 0.547 F 0.570][D acc: 0.719 R 0.688 F 0.750][G loss: 1.406 acc: 0.062] 0:02:20.516296
2731 [D loss: 0.513 R 0.528 F 0.498][D acc: 0.711 R 0.609 F 0.812][G loss: 1.335 acc: 0.078] 0:02:20.591198
2732 [D loss: 0.515 R 0.508 F 0.522][D acc: 0.773 R 0.750 F 0.797][G loss: 1.442 acc: 0.094] 0:02:20.667758
2733 [D loss: 0.486 R 0.573 F 0.398][D acc: 0.734 R 0.625 F 0.844][G loss: 1.450 acc: 0.078] 0:02:20.746100
2734 [D loss: 0.484 R 0.414 F 0.554][D acc: 0.781 R 0.797 F 0.766][G loss: 1.555 acc: 0.047] 0:02:20.825552
2735 [D loss: 0.512 R 0.524 F 0.500][D acc: 0.797 R 0.734 F 0.859][G loss: 1.602 acc: 0.062] 0:02:20.906887
2736 [D loss: 0.454 R 0.444 F 0.464][D acc: 0.820 R 0.797 F 0.844][G loss: 1.685 acc: 0.094] 0:02:20.986534
2737 [D loss: 0.431 R 0.461 F 0.402][D acc: 0.797 R 0.750 F 0.844][G loss: 1.592 acc: 0.094] 0:02:21.064373
2738 [D loss: 0.472 R 0.448 F 0.496][D acc: 0.773 R 0.750 F 0.797][G loss: 1.643 acc: 0.125] 0:02:21.147249
2739 [D loss: 0.495 R 0.507 F 0.482][D acc: 0.766 R 0.703 F 0.828][G loss: 1.697 acc: 0.078] 0:02:21.223163
2740 [D loss: 0.477 R 0.439 F 0.515][D acc: 0.766 R 0.734 F 0.797][G loss: 1.691 acc: 0.062] 0:02:21.301910
2741 [D loss: 0.592 R 0.539 F 0.644][D acc: 0.742 R 0.688 F 0.797][G loss: 1.749 acc: 0.078] 0:02:21.390052
2742 [D loss: 0.534 R 0.623 F 0.445][D acc: 0.711 R 0.609 F 0.812][G loss: 1.638 acc: 0.062] 0:02:21.462936
2743 [D loss: 0.451 R 0.508 F 0.394][D acc: 0.766 R 0.672 F 0.859][G loss: 1.592 acc: 0.109] 0:02:21.541075
2744 [D loss: 0.493 R 0.547 F 0.439][D acc: 0.750 R 0.672 F 0.828][G loss: 1.456 acc: 0.125] 0:02:21.635568
2745 [D loss: 0.571 R 0.596 F 0.545][D acc: 0.711 R 0.609 F 0.812][G loss: 1.578 acc: 0.078] 0:02:21.714899
2746 [D loss: 0.474 R 0.455 F 0.493][D acc: 0.781 R 0.703 F 0.859][G loss: 1.521 acc: 0.094] 0:02:21.793433
2747 [D loss: 0.658 R 0.711 F 0.604][D acc: 0.641 R 0.562 F 0.719][G loss: 1.445 acc: 0.062] 0:02:21.871967
2748 [D loss: 0.488 R 0.493 F 0.482][D acc: 0.734 R 0.672 F 0.797][G loss: 1.644 acc: 0.047] 0:02:21.947952
2749 [D loss: 0.452 R 0.510 F 0.394][D acc: 0.789 R 0.672 F 0.906][G loss: 1.473 acc: 0.047] 0:02:22.023176
2750 [D loss: 0.514 R 0.581 F 0.446][D acc: 0.750 R 0.609 F 0.891][G loss: 1.530 acc: 0.078] 0:02:22.098424
2751 [D loss: 0.587 R 0.618 F 0.556][D acc: 0.648 R 0.578 F 0.719][G loss: 1.584 acc: 0.031] 0:02:22.169572
2752 [D loss: 0.518 R 0.534 F 0.501][D acc: 0.773 R 0.719 F 0.828][G loss: 1.574 acc: 0.031] 0:02:22.245303
2753 [D loss: 0.457 R 0.399 F 0.516][D acc: 0.797 R 0.766 F 0.828][G loss: 1.487 acc: 0.078] 0:02:22.325763
2754 [D loss: 0.472 R 0.548 F 0.396][D acc: 0.742 R 0.625 F 0.859][G loss: 1.617 acc: 0.078] 0:02:22.404219
2755 [D loss: 0.593 R 0.509 F 0.676][D acc: 0.734 R 0.672 F 0.797][G loss: 1.566 acc: 0.078] 0:02:22.476276
2756 [D loss: 0.589 R 0.729 F 0.448][D acc: 0.688 R 0.578 F 0.797][G loss: 1.373 acc: 0.031] 0:02:22.557195
2757 [D loss: 0.547 R 0.578 F 0.515][D acc: 0.711 R 0.609 F 0.812][G loss: 1.395 acc: 0.109] 0:02:22.634515
2758 [D loss: 0.485 R 0.588 F 0.382][D acc: 0.750 R 0.578 F 0.922][G loss: 1.497 acc: 0.094] 0:02:22.707398
2759 [D loss: 0.588 R 0.525 F 0.651][D acc: 0.719 R 0.719 F 0.719][G loss: 1.356 acc: 0.078] 0:02:22.789042
2760 [D loss: 0.506 R 0.531 F 0.481][D acc: 0.734 R 0.656 F 0.812][G loss: 1.361 acc: 0.094] 0:02:22.861552
2761 [D loss: 0.535 R 0.550 F 0.520][D acc: 0.695 R 0.625 F 0.766][G loss: 1.442 acc: 0.062] 0:02:22.939286
2762 [D loss: 0.436 R 0.405 F 0.468][D acc: 0.812 R 0.797 F 0.828][G loss: 1.673 acc: 0.094] 0:02:23.027951
2763 [D loss: 0.554 R 0.585 F 0.522][D acc: 0.719 R 0.688 F 0.750][G loss: 1.267 acc: 0.156] 0:02:23.106107
2764 [D loss: 0.516 R 0.434 F 0.598][D acc: 0.734 R 0.734 F 0.734][G loss: 1.422 acc: 0.156] 0:02:23.188224
2765 [D loss: 0.520 R 0.568 F 0.472][D acc: 0.750 R 0.656 F 0.844][G loss: 1.512 acc: 0.109] 0:02:23.264609
2766 [D loss: 0.509 R 0.583 F 0.435][D acc: 0.727 R 0.641 F 0.812][G loss: 1.302 acc: 0.141] 0:02:23.337479
2767 [D loss: 0.502 R 0.441 F 0.562][D acc: 0.789 R 0.750 F 0.828][G loss: 1.400 acc: 0.156] 0:02:23.410224
2768 [D loss: 0.650 R 0.658 F 0.641][D acc: 0.672 R 0.641 F 0.703][G loss: 1.393 acc: 0.109] 0:02:23.487946
2769 [D loss: 0.487 R 0.583 F 0.391][D acc: 0.773 R 0.672 F 0.875][G loss: 1.358 acc: 0.062] 0:02:23.559660
2770 [D loss: 0.461 R 0.480 F 0.443][D acc: 0.789 R 0.750 F 0.828][G loss: 1.511 acc: 0.109] 0:02:23.638014
2771 [D loss: 0.494 R 0.528 F 0.460][D acc: 0.758 R 0.656 F 0.859][G loss: 1.491 acc: 0.141] 0:02:23.724498
2772 [D loss: 0.566 R 0.547 F 0.586][D acc: 0.695 R 0.641 F 0.750][G loss: 1.382 acc: 0.125] 0:02:23.800542
2773 [D loss: 0.620 R 0.552 F 0.689][D acc: 0.664 R 0.625 F 0.703][G loss: 1.453 acc: 0.078] 0:02:23.875018
2774 [D loss: 0.518 R 0.558 F 0.478][D acc: 0.727 R 0.672 F 0.781][G loss: 1.319 acc: 0.125] 0:02:23.952523
2775 [D loss: 0.562 R 0.447 F 0.677][D acc: 0.773 R 0.750 F 0.797][G loss: 1.602 acc: 0.109] 0:02:24.026149
2776 [D loss: 0.512 R 0.496 F 0.528][D acc: 0.766 R 0.750 F 0.781][G loss: 1.525 acc: 0.172] 0:02:24.106496
2777 [D loss: 0.535 R 0.585 F 0.486][D acc: 0.734 R 0.609 F 0.859][G loss: 1.513 acc: 0.094] 0:02:24.182008
2778 [D loss: 0.494 R 0.537 F 0.450][D acc: 0.773 R 0.672 F 0.875][G loss: 1.532 acc: 0.141] 0:02:24.253773
2779 [D loss: 0.466 R 0.484 F 0.447][D acc: 0.781 R 0.750 F 0.812][G loss: 1.621 acc: 0.141] 0:02:24.324401
2780 [D loss: 0.623 R 0.629 F 0.617][D acc: 0.711 R 0.625 F 0.797][G loss: 1.484 acc: 0.062] 0:02:24.418166
2781 [D loss: 0.574 R 0.639 F 0.510][D acc: 0.680 R 0.594 F 0.766][G loss: 1.494 acc: 0.078] 0:02:24.491910
2782 [D loss: 0.501 R 0.430 F 0.573][D acc: 0.773 R 0.750 F 0.797][G loss: 1.232 acc: 0.109] 0:02:24.563754
2783 [D loss: 0.484 R 0.478 F 0.490][D acc: 0.758 R 0.688 F 0.828][G loss: 1.490 acc: 0.047] 0:02:24.649087
2784 [D loss: 0.480 R 0.428 F 0.532][D acc: 0.773 R 0.734 F 0.812][G loss: 1.571 acc: 0.094] 0:02:24.725178
2785 [D loss: 0.560 R 0.594 F 0.526][D acc: 0.719 R 0.625 F 0.812][G loss: 1.364 acc: 0.156] 0:02:24.797071
2786 [D loss: 0.500 R 0.518 F 0.483][D acc: 0.742 R 0.672 F 0.812][G loss: 1.508 acc: 0.094] 0:02:24.879291
2787 [D loss: 0.554 R 0.580 F 0.529][D acc: 0.711 R 0.578 F 0.844][G loss: 1.507 acc: 0.094] 0:02:24.951169
2788 [D loss: 0.517 R 0.546 F 0.489][D acc: 0.758 R 0.703 F 0.812][G loss: 1.621 acc: 0.078] 0:02:25.044020
2789 [D loss: 0.502 R 0.561 F 0.444][D acc: 0.734 R 0.688 F 0.781][G loss: 1.543 acc: 0.094] 0:02:25.134490
2790 [D loss: 0.621 R 0.682 F 0.560][D acc: 0.695 R 0.578 F 0.812][G loss: 1.330 acc: 0.156] 0:02:25.207524
2791 [D loss: 0.544 R 0.523 F 0.565][D acc: 0.719 R 0.656 F 0.781][G loss: 1.420 acc: 0.109] 0:02:25.281997
2792 [D loss: 0.475 R 0.509 F 0.441][D acc: 0.812 R 0.750 F 0.875][G loss: 1.595 acc: 0.047] 0:02:25.365849
2793 [D loss: 0.580 R 0.507 F 0.653][D acc: 0.750 R 0.703 F 0.797][G loss: 1.467 acc: 0.047] 0:02:25.437566
2794 [D loss: 0.527 R 0.546 F 0.507][D acc: 0.773 R 0.703 F 0.844][G loss: 1.374 acc: 0.109] 0:02:25.508529
2795 [D loss: 0.533 R 0.543 F 0.522][D acc: 0.734 R 0.703 F 0.766][G loss: 1.519 acc: 0.094] 0:02:25.583908
2796 [D loss: 0.555 R 0.525 F 0.585][D acc: 0.727 R 0.703 F 0.750][G loss: 1.511 acc: 0.109] 0:02:25.665006
2797 [D loss: 0.524 R 0.534 F 0.515][D acc: 0.711 R 0.625 F 0.797][G loss: 1.577 acc: 0.047] 0:02:25.753251
2798 [D loss: 0.451 R 0.533 F 0.369][D acc: 0.750 R 0.656 F 0.844][G loss: 1.542 acc: 0.141] 0:02:25.836310
2799 [D loss: 0.539 R 0.493 F 0.584][D acc: 0.766 R 0.703 F 0.828][G loss: 1.424 acc: 0.062] 0:02:25.921068
2800 [D loss: 0.661 R 0.789 F 0.533][D acc: 0.625 R 0.500 F 0.750][G loss: 1.537 acc: 0.078] 0:02:25.996100
2801 [D loss: 0.557 R 0.583 F 0.531][D acc: 0.727 R 0.656 F 0.797][G loss: 1.583 acc: 0.047] 0:02:26.077921
2802 [D loss: 0.491 R 0.514 F 0.468][D acc: 0.758 R 0.719 F 0.797][G loss: 1.536 acc: 0.078] 0:02:26.170233
2803 [D loss: 0.531 R 0.557 F 0.506][D acc: 0.766 R 0.625 F 0.906][G loss: 1.464 acc: 0.094] 0:02:26.244223
2804 [D loss: 0.522 R 0.572 F 0.472][D acc: 0.758 R 0.688 F 0.828][G loss: 1.332 acc: 0.125] 0:02:26.322498
2805 [D loss: 0.615 R 0.638 F 0.592][D acc: 0.688 R 0.578 F 0.797][G loss: 1.539 acc: 0.062] 0:02:26.398243
2806 [D loss: 0.534 R 0.553 F 0.514][D acc: 0.734 R 0.672 F 0.797][G loss: 1.522 acc: 0.125] 0:02:26.480993
2807 [D loss: 0.539 R 0.445 F 0.632][D acc: 0.766 R 0.797 F 0.734][G loss: 1.473 acc: 0.078] 0:02:26.561160
2808 [D loss: 0.567 R 0.527 F 0.607][D acc: 0.727 R 0.703 F 0.750][G loss: 1.594 acc: 0.094] 0:02:26.642562
2809 [D loss: 0.558 R 0.622 F 0.493][D acc: 0.703 R 0.609 F 0.797][G loss: 1.518 acc: 0.062] 0:02:26.720627
2810 [D loss: 0.537 R 0.505 F 0.568][D acc: 0.758 R 0.703 F 0.812][G loss: 1.666 acc: 0.094] 0:02:26.797916
2811 [D loss: 0.569 R 0.547 F 0.591][D acc: 0.742 R 0.703 F 0.781][G loss: 1.402 acc: 0.109] 0:02:26.878006
2812 [D loss: 0.524 R 0.576 F 0.471][D acc: 0.719 R 0.641 F 0.797][G loss: 1.527 acc: 0.078] 0:02:26.955036
2813 [D loss: 0.538 R 0.455 F 0.621][D acc: 0.695 R 0.766 F 0.625][G loss: 1.524 acc: 0.109] 0:02:27.037304
2814 [D loss: 0.430 R 0.456 F 0.405][D acc: 0.820 R 0.766 F 0.875][G loss: 1.500 acc: 0.094] 0:02:27.121863
2815 [D loss: 0.496 R 0.489 F 0.503][D acc: 0.750 R 0.703 F 0.797][G loss: 1.474 acc: 0.094] 0:02:27.195674
2816 [D loss: 0.535 R 0.519 F 0.551][D acc: 0.711 R 0.656 F 0.766][G loss: 1.464 acc: 0.109] 0:02:27.274204
2817 [D loss: 0.634 R 0.637 F 0.631][D acc: 0.695 R 0.641 F 0.750][G loss: 1.344 acc: 0.172] 0:02:27.348011
2818 [D loss: 0.538 R 0.583 F 0.493][D acc: 0.758 R 0.672 F 0.844][G loss: 1.383 acc: 0.031] 0:02:27.428875
2819 [D loss: 0.526 R 0.465 F 0.587][D acc: 0.773 R 0.797 F 0.750][G loss: 1.540 acc: 0.078] 0:02:27.506856
2820 [D loss: 0.604 R 0.634 F 0.575][D acc: 0.656 R 0.641 F 0.672][G loss: 1.481 acc: 0.031] 0:02:27.594996
2821 [D loss: 0.639 R 0.721 F 0.558][D acc: 0.641 R 0.516 F 0.766][G loss: 1.452 acc: 0.078] 0:02:27.686003
2822 [D loss: 0.556 R 0.605 F 0.508][D acc: 0.711 R 0.625 F 0.797][G loss: 1.348 acc: 0.078] 0:02:27.764984
2823 [D loss: 0.569 R 0.546 F 0.592][D acc: 0.695 R 0.641 F 0.750][G loss: 1.456 acc: 0.062] 0:02:27.845576
2824 [D loss: 0.490 R 0.580 F 0.400][D acc: 0.750 R 0.625 F 0.875][G loss: 1.380 acc: 0.125] 0:02:27.923718
2825 [D loss: 0.490 R 0.489 F 0.491][D acc: 0.750 R 0.688 F 0.812][G loss: 1.395 acc: 0.156] 0:02:28.009972
2826 [D loss: 0.478 R 0.405 F 0.552][D acc: 0.742 R 0.750 F 0.734][G loss: 1.489 acc: 0.062] 0:02:28.088024
2827 [D loss: 0.522 R 0.614 F 0.430][D acc: 0.719 R 0.578 F 0.859][G loss: 1.469 acc: 0.109] 0:02:28.164591
2828 [D loss: 0.503 R 0.477 F 0.529][D acc: 0.773 R 0.719 F 0.828][G loss: 1.370 acc: 0.109] 0:02:28.240477
2829 [D loss: 0.440 R 0.457 F 0.424][D acc: 0.789 R 0.703 F 0.875][G loss: 1.508 acc: 0.156] 0:02:28.318571
2830 [D loss: 0.520 R 0.581 F 0.458][D acc: 0.703 R 0.625 F 0.781][G loss: 1.451 acc: 0.141] 0:02:28.393123
2831 [D loss: 0.528 R 0.495 F 0.560][D acc: 0.719 R 0.688 F 0.750][G loss: 1.374 acc: 0.047] 0:02:28.470969
2832 [D loss: 0.591 R 0.552 F 0.629][D acc: 0.703 R 0.656 F 0.750][G loss: 1.417 acc: 0.078] 0:02:28.551143
2833 [D loss: 0.519 R 0.619 F 0.420][D acc: 0.758 R 0.625 F 0.891][G loss: 1.452 acc: 0.125] 0:02:28.623800
2834 [D loss: 0.521 R 0.500 F 0.543][D acc: 0.742 R 0.688 F 0.797][G loss: 1.540 acc: 0.078] 0:02:28.709868
2835 [D loss: 0.615 R 0.695 F 0.535][D acc: 0.656 R 0.500 F 0.812][G loss: 1.291 acc: 0.141] 0:02:28.782055
2836 [D loss: 0.514 R 0.523 F 0.504][D acc: 0.766 R 0.703 F 0.828][G loss: 1.360 acc: 0.156] 0:02:28.855525
2837 [D loss: 0.577 R 0.604 F 0.549][D acc: 0.695 R 0.609 F 0.781][G loss: 1.457 acc: 0.141] 0:02:28.946276
2838 [D loss: 0.617 R 0.555 F 0.678][D acc: 0.688 R 0.625 F 0.750][G loss: 1.370 acc: 0.078] 0:02:29.027648
2839 [D loss: 0.549 R 0.456 F 0.641][D acc: 0.742 R 0.766 F 0.719][G loss: 1.481 acc: 0.094] 0:02:29.104416
2840 [D loss: 0.503 R 0.551 F 0.455][D acc: 0.773 R 0.641 F 0.906][G loss: 1.396 acc: 0.109] 0:02:29.206362
2841 [D loss: 0.513 R 0.546 F 0.479][D acc: 0.719 R 0.641 F 0.797][G loss: 1.458 acc: 0.172] 0:02:29.280413
2842 [D loss: 0.553 R 0.631 F 0.475][D acc: 0.727 R 0.672 F 0.781][G loss: 1.448 acc: 0.125] 0:02:29.352954
2843 [D loss: 0.434 R 0.380 F 0.489][D acc: 0.812 R 0.828 F 0.797][G loss: 1.617 acc: 0.094] 0:02:29.431645
2844 [D loss: 0.517 R 0.554 F 0.481][D acc: 0.734 R 0.672 F 0.797][G loss: 1.412 acc: 0.188] 0:02:29.503908
2845 [D loss: 0.485 R 0.475 F 0.494][D acc: 0.719 R 0.688 F 0.750][G loss: 1.400 acc: 0.109] 0:02:29.575064
2846 [D loss: 0.566 R 0.456 F 0.675][D acc: 0.758 R 0.812 F 0.703][G loss: 1.656 acc: 0.078] 0:02:29.652498
2847 [D loss: 0.570 R 0.625 F 0.515][D acc: 0.703 R 0.594 F 0.812][G loss: 1.351 acc: 0.141] 0:02:29.734637
2848 [D loss: 0.660 R 0.570 F 0.750][D acc: 0.727 R 0.688 F 0.766][G loss: 1.487 acc: 0.125] 0:02:29.808255
2849 [D loss: 0.541 R 0.553 F 0.528][D acc: 0.719 R 0.625 F 0.812][G loss: 1.500 acc: 0.078] 0:02:29.897295
2850 [D loss: 0.481 R 0.524 F 0.438][D acc: 0.766 R 0.656 F 0.875][G loss: 1.571 acc: 0.078] 0:02:29.975725
2851 [D loss: 0.488 R 0.511 F 0.465][D acc: 0.742 R 0.656 F 0.828][G loss: 1.548 acc: 0.078] 0:02:30.048971
2852 [D loss: 0.478 R 0.451 F 0.504][D acc: 0.773 R 0.734 F 0.812][G loss: 1.496 acc: 0.094] 0:02:30.126110
2853 [D loss: 0.514 R 0.530 F 0.499][D acc: 0.750 R 0.719 F 0.781][G loss: 1.433 acc: 0.078] 0:02:30.199414
2854 [D loss: 0.516 R 0.550 F 0.482][D acc: 0.680 R 0.578 F 0.781][G loss: 1.561 acc: 0.047] 0:02:30.273109
2855 [D loss: 0.498 R 0.567 F 0.429][D acc: 0.750 R 0.609 F 0.891][G loss: 1.285 acc: 0.125] 0:02:30.351007
2856 [D loss: 0.486 R 0.504 F 0.468][D acc: 0.742 R 0.719 F 0.766][G loss: 1.258 acc: 0.078] 0:02:30.428973
2857 [D loss: 0.554 R 0.606 F 0.502][D acc: 0.719 R 0.656 F 0.781][G loss: 1.439 acc: 0.109] 0:02:30.501002
2858 [D loss: 0.554 R 0.492 F 0.616][D acc: 0.742 R 0.672 F 0.812][G loss: 1.520 acc: 0.062] 0:02:30.582178
2859 [D loss: 0.564 R 0.541 F 0.587][D acc: 0.719 R 0.641 F 0.797][G loss: 1.369 acc: 0.078] 0:02:30.655643
2860 [D loss: 0.532 R 0.586 F 0.478][D acc: 0.742 R 0.656 F 0.828][G loss: 1.419 acc: 0.047] 0:02:30.742014
2861 [D loss: 0.476 R 0.502 F 0.449][D acc: 0.781 R 0.672 F 0.891][G loss: 1.519 acc: 0.047] 0:02:30.822257
2862 [D loss: 0.649 R 0.666 F 0.632][D acc: 0.641 R 0.547 F 0.734][G loss: 1.615 acc: 0.000] 0:02:30.899755
2863 [D loss: 0.500 R 0.534 F 0.466][D acc: 0.742 R 0.672 F 0.812][G loss: 1.455 acc: 0.141] 0:02:30.973830
2864 [D loss: 0.662 R 0.662 F 0.662][D acc: 0.664 R 0.578 F 0.750][G loss: 1.386 acc: 0.094] 0:02:31.051053
2865 [D loss: 0.462 R 0.466 F 0.458][D acc: 0.773 R 0.719 F 0.828][G loss: 1.447 acc: 0.031] 0:02:31.145740
2866 [D loss: 0.529 R 0.512 F 0.546][D acc: 0.750 R 0.672 F 0.828][G loss: 1.426 acc: 0.156] 0:02:31.229065
2867 [D loss: 0.541 R 0.633 F 0.448][D acc: 0.695 R 0.578 F 0.812][G loss: 1.388 acc: 0.156] 0:02:31.310159
2868 [D loss: 0.523 R 0.403 F 0.643][D acc: 0.734 R 0.734 F 0.734][G loss: 1.575 acc: 0.078] 0:02:31.382428
2869 [D loss: 0.499 R 0.534 F 0.464][D acc: 0.727 R 0.656 F 0.797][G loss: 1.419 acc: 0.109] 0:02:31.456571
2870 [D loss: 0.523 R 0.611 F 0.436][D acc: 0.734 R 0.625 F 0.844][G loss: 1.321 acc: 0.203] 0:02:31.533531
2871 [D loss: 0.553 R 0.442 F 0.664][D acc: 0.742 R 0.734 F 0.750][G loss: 1.471 acc: 0.141] 0:02:31.605858
2872 [D loss: 0.455 R 0.529 F 0.380][D acc: 0.781 R 0.656 F 0.906][G loss: 1.542 acc: 0.125] 0:02:31.688193
2873 [D loss: 0.501 R 0.453 F 0.550][D acc: 0.750 R 0.734 F 0.766][G loss: 1.617 acc: 0.078] 0:02:31.771289
2874 [D loss: 0.490 R 0.471 F 0.509][D acc: 0.758 R 0.734 F 0.781][G loss: 1.568 acc: 0.094] 0:02:31.846396
2875 [D loss: 0.606 R 0.711 F 0.502][D acc: 0.680 R 0.578 F 0.781][G loss: 1.361 acc: 0.125] 0:02:31.927672
2876 [D loss: 0.606 R 0.611 F 0.601][D acc: 0.688 R 0.609 F 0.766][G loss: 1.404 acc: 0.109] 0:02:32.009341
2877 [D loss: 0.483 R 0.535 F 0.431][D acc: 0.766 R 0.703 F 0.828][G loss: 1.355 acc: 0.125] 0:02:32.087473
2878 [D loss: 0.544 R 0.562 F 0.526][D acc: 0.695 R 0.625 F 0.766][G loss: 1.496 acc: 0.109] 0:02:32.169455
2879 [D loss: 0.543 R 0.500 F 0.586][D acc: 0.734 R 0.703 F 0.766][G loss: 1.452 acc: 0.141] 0:02:32.253439
2880 [D loss: 0.518 R 0.520 F 0.517][D acc: 0.727 R 0.703 F 0.750][G loss: 1.544 acc: 0.172] 0:02:32.328984
2881 [D loss: 0.560 R 0.483 F 0.636][D acc: 0.758 R 0.656 F 0.859][G loss: 1.531 acc: 0.125] 0:02:32.402992
2882 [D loss: 0.535 R 0.477 F 0.592][D acc: 0.711 R 0.672 F 0.750][G loss: 1.457 acc: 0.109] 0:02:32.481562
2883 [D loss: 0.515 R 0.645 F 0.385][D acc: 0.758 R 0.625 F 0.891][G loss: 1.491 acc: 0.156] 0:02:32.556638
2884 [D loss: 0.465 R 0.481 F 0.449][D acc: 0.805 R 0.750 F 0.859][G loss: 1.518 acc: 0.141] 0:02:32.635538
2885 [D loss: 0.600 R 0.591 F 0.609][D acc: 0.688 R 0.672 F 0.703][G loss: 1.444 acc: 0.078] 0:02:32.723591
2886 [D loss: 0.482 R 0.473 F 0.491][D acc: 0.805 R 0.734 F 0.875][G loss: 1.437 acc: 0.125] 0:02:32.800867
2887 [D loss: 0.547 R 0.551 F 0.544][D acc: 0.727 R 0.703 F 0.750][G loss: 1.327 acc: 0.109] 0:02:32.893143
2888 [D loss: 0.541 R 0.588 F 0.494][D acc: 0.742 R 0.656 F 0.828][G loss: 1.475 acc: 0.094] 0:02:32.974890
2889 [D loss: 0.430 R 0.411 F 0.450][D acc: 0.797 R 0.766 F 0.828][G loss: 1.513 acc: 0.016] 0:02:33.052555
2890 [D loss: 0.552 R 0.546 F 0.559][D acc: 0.742 R 0.672 F 0.812][G loss: 1.365 acc: 0.094] 0:02:33.126325
2891 [D loss: 0.492 R 0.508 F 0.477][D acc: 0.727 R 0.672 F 0.781][G loss: 1.500 acc: 0.109] 0:02:33.213037
2892 [D loss: 0.500 R 0.464 F 0.535][D acc: 0.773 R 0.766 F 0.781][G loss: 1.505 acc: 0.094] 0:02:33.304725
2893 [D loss: 0.618 R 0.610 F 0.626][D acc: 0.672 R 0.609 F 0.734][G loss: 1.364 acc: 0.109] 0:02:33.379982
2894 [D loss: 0.542 R 0.608 F 0.476][D acc: 0.750 R 0.688 F 0.812][G loss: 1.397 acc: 0.078] 0:02:33.460047
2895 [D loss: 0.573 R 0.535 F 0.610][D acc: 0.703 R 0.688 F 0.719][G loss: 1.398 acc: 0.125] 0:02:33.532385
2896 [D loss: 0.542 R 0.564 F 0.521][D acc: 0.719 R 0.609 F 0.828][G loss: 1.464 acc: 0.094] 0:02:33.606421
2897 [D loss: 0.523 R 0.565 F 0.481][D acc: 0.773 R 0.703 F 0.844][G loss: 1.457 acc: 0.078] 0:02:33.687388
2898 [D loss: 0.476 R 0.473 F 0.479][D acc: 0.742 R 0.688 F 0.797][G loss: 1.363 acc: 0.109] 0:02:33.776799
2899 [D loss: 0.525 R 0.587 F 0.464][D acc: 0.703 R 0.672 F 0.734][G loss: 1.432 acc: 0.094] 0:02:33.851072
2900 [D loss: 0.475 R 0.387 F 0.563][D acc: 0.805 R 0.812 F 0.797][G loss: 1.628 acc: 0.047] 0:02:33.933752
2901 [D loss: 0.610 R 0.614 F 0.605][D acc: 0.703 R 0.656 F 0.750][G loss: 1.426 acc: 0.078] 0:02:34.013548
2902 [D loss: 0.571 R 0.611 F 0.532][D acc: 0.688 R 0.656 F 0.719][G loss: 1.450 acc: 0.109] 0:02:34.089608
2903 [D loss: 0.535 R 0.647 F 0.423][D acc: 0.750 R 0.594 F 0.906][G loss: 1.400 acc: 0.062] 0:02:34.171111
2904 [D loss: 0.518 R 0.573 F 0.464][D acc: 0.719 R 0.656 F 0.781][G loss: 1.343 acc: 0.109] 0:02:34.246906
2905 [D loss: 0.513 R 0.452 F 0.573][D acc: 0.758 R 0.750 F 0.766][G loss: 1.621 acc: 0.078] 0:02:34.319132
2906 [D loss: 0.552 R 0.541 F 0.563][D acc: 0.727 R 0.672 F 0.781][G loss: 1.535 acc: 0.094] 0:02:34.400850
2907 [D loss: 0.476 R 0.521 F 0.432][D acc: 0.781 R 0.719 F 0.844][G loss: 1.508 acc: 0.047] 0:02:34.490183
2908 [D loss: 0.523 R 0.520 F 0.526][D acc: 0.734 R 0.703 F 0.766][G loss: 1.396 acc: 0.094] 0:02:34.566801
2909 [D loss: 0.553 R 0.609 F 0.496][D acc: 0.688 R 0.656 F 0.719][G loss: 1.444 acc: 0.125] 0:02:34.657883
2910 [D loss: 0.539 R 0.665 F 0.413][D acc: 0.711 R 0.609 F 0.812][G loss: 1.180 acc: 0.109] 0:02:34.753102
2911 [D loss: 0.557 R 0.497 F 0.617][D acc: 0.695 R 0.688 F 0.703][G loss: 1.544 acc: 0.094] 0:02:34.826444
2912 [D loss: 0.587 R 0.626 F 0.548][D acc: 0.742 R 0.688 F 0.797][G loss: 1.494 acc: 0.031] 0:02:34.904952
2913 [D loss: 0.480 R 0.516 F 0.444][D acc: 0.781 R 0.719 F 0.844][G loss: 1.496 acc: 0.141] 0:02:34.978262
2914 [D loss: 0.495 R 0.415 F 0.575][D acc: 0.781 R 0.781 F 0.781][G loss: 1.562 acc: 0.078] 0:02:35.052196
2915 [D loss: 0.500 R 0.546 F 0.455][D acc: 0.758 R 0.672 F 0.844][G loss: 1.578 acc: 0.078] 0:02:35.134182
2916 [D loss: 0.528 R 0.506 F 0.549][D acc: 0.711 R 0.656 F 0.766][G loss: 1.619 acc: 0.078] 0:02:35.214215
2917 [D loss: 0.497 R 0.558 F 0.436][D acc: 0.727 R 0.625 F 0.828][G loss: 1.470 acc: 0.094] 0:02:35.302153
2918 [D loss: 0.508 R 0.529 F 0.488][D acc: 0.727 R 0.641 F 0.812][G loss: 1.355 acc: 0.188] 0:02:35.400049
2919 [D loss: 0.550 R 0.528 F 0.572][D acc: 0.719 R 0.688 F 0.750][G loss: 1.379 acc: 0.172] 0:02:35.471637
2920 [D loss: 0.464 R 0.477 F 0.450][D acc: 0.789 R 0.719 F 0.859][G loss: 1.519 acc: 0.094] 0:02:35.546570
2921 [D loss: 0.534 R 0.473 F 0.596][D acc: 0.758 R 0.734 F 0.781][G loss: 1.476 acc: 0.219] 0:02:35.623945
2922 [D loss: 0.498 R 0.500 F 0.497][D acc: 0.789 R 0.766 F 0.812][G loss: 1.454 acc: 0.125] 0:02:35.696889
2923 [D loss: 0.541 R 0.632 F 0.449][D acc: 0.727 R 0.609 F 0.844][G loss: 1.542 acc: 0.156] 0:02:35.771993
2924 [D loss: 0.502 R 0.514 F 0.490][D acc: 0.812 R 0.781 F 0.844][G loss: 1.475 acc: 0.094] 0:02:35.848564
2925 [D loss: 0.482 R 0.427 F 0.537][D acc: 0.789 R 0.719 F 0.859][G loss: 1.589 acc: 0.156] 0:02:35.926000
2926 [D loss: 0.554 R 0.625 F 0.484][D acc: 0.695 R 0.594 F 0.797][G loss: 1.489 acc: 0.094] 0:02:35.999976
2927 [D loss: 0.570 R 0.583 F 0.557][D acc: 0.734 R 0.703 F 0.766][G loss: 1.406 acc: 0.094] 0:02:36.082888
2928 [D loss: 0.535 R 0.572 F 0.498][D acc: 0.711 R 0.625 F 0.797][G loss: 1.410 acc: 0.094] 0:02:36.171706
2929 [D loss: 0.489 R 0.415 F 0.563][D acc: 0.797 R 0.812 F 0.781][G loss: 1.446 acc: 0.094] 0:02:36.243504
2930 [D loss: 0.524 R 0.564 F 0.483][D acc: 0.695 R 0.625 F 0.766][G loss: 1.592 acc: 0.094] 0:02:36.323619
2931 [D loss: 0.496 R 0.467 F 0.526][D acc: 0.766 R 0.703 F 0.828][G loss: 1.432 acc: 0.141] 0:02:36.399610
2932 [D loss: 0.481 R 0.507 F 0.455][D acc: 0.781 R 0.719 F 0.844][G loss: 1.688 acc: 0.078] 0:02:36.489015
2933 [D loss: 0.452 R 0.422 F 0.483][D acc: 0.781 R 0.750 F 0.812][G loss: 1.506 acc: 0.172] 0:02:36.571166
2934 [D loss: 0.669 R 0.708 F 0.630][D acc: 0.609 R 0.531 F 0.688][G loss: 1.513 acc: 0.031] 0:02:36.647261
2935 [D loss: 0.538 R 0.601 F 0.474][D acc: 0.719 R 0.609 F 0.828][G loss: 1.482 acc: 0.125] 0:02:36.726709
2936 [D loss: 0.506 R 0.469 F 0.543][D acc: 0.742 R 0.734 F 0.750][G loss: 1.475 acc: 0.062] 0:02:36.820691
2937 [D loss: 0.556 R 0.520 F 0.591][D acc: 0.703 R 0.656 F 0.750][G loss: 1.525 acc: 0.062] 0:02:36.895378
2938 [D loss: 0.589 R 0.679 F 0.499][D acc: 0.695 R 0.578 F 0.812][G loss: 1.560 acc: 0.062] 0:02:36.969696
2939 [D loss: 0.473 R 0.489 F 0.457][D acc: 0.758 R 0.703 F 0.812][G loss: 1.372 acc: 0.062] 0:02:37.048688
2940 [D loss: 0.489 R 0.465 F 0.513][D acc: 0.750 R 0.688 F 0.812][G loss: 1.609 acc: 0.078] 0:02:37.122826
2941 [D loss: 0.522 R 0.620 F 0.424][D acc: 0.750 R 0.625 F 0.875][G loss: 1.506 acc: 0.125] 0:02:37.195197
2942 [D loss: 0.602 R 0.680 F 0.524][D acc: 0.695 R 0.594 F 0.797][G loss: 1.251 acc: 0.141] 0:02:37.289622
2943 [D loss: 0.584 R 0.580 F 0.588][D acc: 0.688 R 0.625 F 0.750][G loss: 1.436 acc: 0.062] 0:02:37.372227
2944 [D loss: 0.524 R 0.596 F 0.452][D acc: 0.727 R 0.656 F 0.797][G loss: 1.464 acc: 0.094] 0:02:37.458290
2945 [D loss: 0.573 R 0.548 F 0.599][D acc: 0.703 R 0.609 F 0.797][G loss: 1.553 acc: 0.125] 0:02:37.545695
2946 [D loss: 0.422 R 0.316 F 0.528][D acc: 0.820 R 0.828 F 0.812][G loss: 1.553 acc: 0.094] 0:02:37.619664
2947 [D loss: 0.536 R 0.647 F 0.424][D acc: 0.758 R 0.625 F 0.891][G loss: 1.528 acc: 0.172] 0:02:37.695712
2948 [D loss: 0.529 R 0.581 F 0.477][D acc: 0.719 R 0.625 F 0.812][G loss: 1.585 acc: 0.094] 0:02:37.782800
2949 [D loss: 0.586 R 0.549 F 0.624][D acc: 0.703 R 0.641 F 0.766][G loss: 1.499 acc: 0.078] 0:02:37.858122
2950 [D loss: 0.520 R 0.559 F 0.480][D acc: 0.703 R 0.594 F 0.812][G loss: 1.648 acc: 0.062] 0:02:37.932973
2951 [D loss: 0.570 R 0.575 F 0.566][D acc: 0.672 R 0.609 F 0.734][G loss: 1.531 acc: 0.078] 0:02:38.012220
2952 [D loss: 0.518 R 0.605 F 0.431][D acc: 0.750 R 0.656 F 0.844][G loss: 1.453 acc: 0.141] 0:02:38.086495
2953 [D loss: 0.536 R 0.493 F 0.579][D acc: 0.742 R 0.734 F 0.750][G loss: 1.440 acc: 0.078] 0:02:38.162027
2954 [D loss: 0.541 R 0.583 F 0.498][D acc: 0.727 R 0.641 F 0.812][G loss: 1.631 acc: 0.062] 0:02:38.240401
2955 [D loss: 0.526 R 0.499 F 0.553][D acc: 0.734 R 0.688 F 0.781][G loss: 2.028 acc: 0.031] 0:02:38.323771
2956 [D loss: 0.533 R 0.610 F 0.457][D acc: 0.742 R 0.625 F 0.859][G loss: 1.737 acc: 0.062] 0:02:38.396886
2957 [D loss: 0.585 R 0.671 F 0.499][D acc: 0.680 R 0.594 F 0.766][G loss: 1.412 acc: 0.094] 0:02:38.476065
2958 [D loss: 0.439 R 0.440 F 0.438][D acc: 0.781 R 0.703 F 0.859][G loss: 1.512 acc: 0.094] 0:02:38.552014
2959 [D loss: 0.504 R 0.519 F 0.489][D acc: 0.742 R 0.688 F 0.797][G loss: 1.604 acc: 0.078] 0:02:38.623775
2960 [D loss: 0.507 R 0.502 F 0.512][D acc: 0.773 R 0.719 F 0.828][G loss: 1.401 acc: 0.078] 0:02:38.705197
2961 [D loss: 0.560 R 0.585 F 0.536][D acc: 0.711 R 0.625 F 0.797][G loss: 1.490 acc: 0.078] 0:02:38.786066
2962 [D loss: 0.574 R 0.591 F 0.557][D acc: 0.727 R 0.688 F 0.766][G loss: 1.433 acc: 0.078] 0:02:38.872424
2963 [D loss: 0.542 R 0.622 F 0.461][D acc: 0.758 R 0.641 F 0.875][G loss: 1.363 acc: 0.094] 0:02:38.949862
2964 [D loss: 0.664 R 0.693 F 0.635][D acc: 0.641 R 0.578 F 0.703][G loss: 1.360 acc: 0.062] 0:02:39.020421
2965 [D loss: 0.572 R 0.570 F 0.574][D acc: 0.711 R 0.609 F 0.812][G loss: 1.303 acc: 0.156] 0:02:39.090440
2966 [D loss: 0.564 R 0.583 F 0.545][D acc: 0.656 R 0.594 F 0.719][G loss: 1.441 acc: 0.078] 0:02:39.167038
2967 [D loss: 0.533 R 0.592 F 0.475][D acc: 0.719 R 0.641 F 0.797][G loss: 1.273 acc: 0.141] 0:02:39.239990
2968 [D loss: 0.626 R 0.654 F 0.599][D acc: 0.664 R 0.578 F 0.750][G loss: 1.385 acc: 0.047] 0:02:39.312762
2969 [D loss: 0.542 R 0.597 F 0.487][D acc: 0.734 R 0.625 F 0.844][G loss: 1.579 acc: 0.062] 0:02:39.401171
2970 [D loss: 0.550 R 0.447 F 0.653][D acc: 0.750 R 0.719 F 0.781][G loss: 1.556 acc: 0.031] 0:02:39.477128
2971 [D loss: 0.562 R 0.605 F 0.519][D acc: 0.727 R 0.641 F 0.812][G loss: 1.280 acc: 0.062] 0:02:39.553279
2972 [D loss: 0.446 R 0.519 F 0.373][D acc: 0.805 R 0.688 F 0.922][G loss: 1.348 acc: 0.078] 0:02:39.629102
2973 [D loss: 0.531 R 0.540 F 0.522][D acc: 0.703 R 0.688 F 0.719][G loss: 1.353 acc: 0.188] 0:02:39.703859
2974 [D loss: 0.531 R 0.580 F 0.483][D acc: 0.727 R 0.641 F 0.812][G loss: 1.249 acc: 0.094] 0:02:39.774631
2975 [D loss: 0.498 R 0.406 F 0.589][D acc: 0.773 R 0.797 F 0.750][G loss: 1.402 acc: 0.047] 0:02:39.860207
2976 [D loss: 0.500 R 0.483 F 0.517][D acc: 0.734 R 0.672 F 0.797][G loss: 1.604 acc: 0.078] 0:02:39.936370
2977 [D loss: 0.614 R 0.653 F 0.576][D acc: 0.703 R 0.609 F 0.797][G loss: 1.532 acc: 0.000] 0:02:40.013260
2978 [D loss: 0.651 R 0.640 F 0.662][D acc: 0.688 R 0.547 F 0.828][G loss: 1.293 acc: 0.109] 0:02:40.096288
2979 [D loss: 0.570 R 0.687 F 0.452][D acc: 0.742 R 0.609 F 0.875][G loss: 1.318 acc: 0.094] 0:02:40.184824
2980 [D loss: 0.494 R 0.477 F 0.512][D acc: 0.789 R 0.750 F 0.828][G loss: 1.353 acc: 0.109] 0:02:40.259383
2981 [D loss: 0.561 R 0.546 F 0.577][D acc: 0.727 R 0.672 F 0.781][G loss: 1.385 acc: 0.047] 0:02:40.337033
2982 [D loss: 0.523 R 0.508 F 0.538][D acc: 0.742 R 0.672 F 0.812][G loss: 1.397 acc: 0.125] 0:02:40.413725
2983 [D loss: 0.530 R 0.567 F 0.493][D acc: 0.750 R 0.656 F 0.844][G loss: 1.364 acc: 0.156] 0:02:40.485844
2984 [D loss: 0.567 R 0.530 F 0.604][D acc: 0.719 R 0.719 F 0.719][G loss: 1.352 acc: 0.078] 0:02:40.561424
2985 [D loss: 0.516 R 0.605 F 0.427][D acc: 0.758 R 0.672 F 0.844][G loss: 1.490 acc: 0.094] 0:02:40.634182
2986 [D loss: 0.489 R 0.536 F 0.442][D acc: 0.781 R 0.672 F 0.891][G loss: 1.466 acc: 0.094] 0:02:40.714007
2987 [D loss: 0.511 R 0.528 F 0.494][D acc: 0.719 R 0.688 F 0.750][G loss: 1.416 acc: 0.109] 0:02:40.789459
2988 [D loss: 0.472 R 0.514 F 0.431][D acc: 0.797 R 0.734 F 0.859][G loss: 1.428 acc: 0.109] 0:02:40.871882
2989 [D loss: 0.546 R 0.417 F 0.676][D acc: 0.750 R 0.828 F 0.672][G loss: 1.482 acc: 0.094] 0:02:40.949100
2990 [D loss: 0.487 R 0.568 F 0.406][D acc: 0.734 R 0.609 F 0.859][G loss: 1.325 acc: 0.094] 0:02:41.029046
2991 [D loss: 0.525 R 0.424 F 0.625][D acc: 0.781 R 0.797 F 0.766][G loss: 1.328 acc: 0.141] 0:02:41.101829
2992 [D loss: 0.559 R 0.616 F 0.502][D acc: 0.648 R 0.531 F 0.766][G loss: 1.440 acc: 0.047] 0:02:41.177705
2993 [D loss: 0.501 R 0.526 F 0.476][D acc: 0.742 R 0.719 F 0.766][G loss: 1.474 acc: 0.109] 0:02:41.255561
2994 [D loss: 0.510 R 0.473 F 0.547][D acc: 0.742 R 0.688 F 0.797][G loss: 1.492 acc: 0.047] 0:02:41.336614
2995 [D loss: 0.528 R 0.571 F 0.486][D acc: 0.727 R 0.625 F 0.828][G loss: 1.305 acc: 0.141] 0:02:41.409722
2996 [D loss: 0.555 R 0.489 F 0.621][D acc: 0.688 R 0.656 F 0.719][G loss: 1.324 acc: 0.141] 0:02:41.494184
2997 [D loss: 0.581 R 0.528 F 0.634][D acc: 0.703 R 0.656 F 0.750][G loss: 1.275 acc: 0.156] 0:02:41.568077
2998 [D loss: 0.624 R 0.507 F 0.741][D acc: 0.695 R 0.766 F 0.625][G loss: 1.336 acc: 0.062] 0:02:41.640702
2999 [D loss: 0.584 R 0.641 F 0.527][D acc: 0.703 R 0.609 F 0.797][G loss: 1.332 acc: 0.125] 0:02:41.719753
3000 [D loss: 0.565 R 0.633 F 0.497][D acc: 0.750 R 0.625 F 0.875][G loss: 1.236 acc: 0.109] 0:02:41.791053
3001 [D loss: 0.553 R 0.607 F 0.498][D acc: 0.758 R 0.688 F 0.828][G loss: 1.250 acc: 0.172] 0:02:41.866580
3002 [D loss: 0.536 R 0.524 F 0.547][D acc: 0.781 R 0.719 F 0.844][G loss: 1.264 acc: 0.141] 0:02:41.951069
3003 [D loss: 0.536 R 0.483 F 0.588][D acc: 0.727 R 0.688 F 0.766][G loss: 1.401 acc: 0.047] 0:02:42.028972
3004 [D loss: 0.597 R 0.626 F 0.567][D acc: 0.680 R 0.562 F 0.797][G loss: 1.516 acc: 0.094] 0:02:42.101953
3005 [D loss: 0.559 R 0.561 F 0.556][D acc: 0.711 R 0.656 F 0.766][G loss: 1.458 acc: 0.094] 0:02:42.184024
3006 [D loss: 0.574 R 0.615 F 0.532][D acc: 0.672 R 0.578 F 0.766][G loss: 1.387 acc: 0.062] 0:02:42.259314
3007 [D loss: 0.525 R 0.547 F 0.503][D acc: 0.742 R 0.688 F 0.797][G loss: 1.333 acc: 0.078] 0:02:42.332331
3008 [D loss: 0.530 R 0.616 F 0.444][D acc: 0.695 R 0.547 F 0.844][G loss: 1.323 acc: 0.062] 0:02:42.414430
3009 [D loss: 0.540 R 0.512 F 0.567][D acc: 0.695 R 0.656 F 0.734][G loss: 1.555 acc: 0.047] 0:02:42.498445
3010 [D loss: 0.535 R 0.552 F 0.517][D acc: 0.711 R 0.672 F 0.750][G loss: 1.455 acc: 0.078] 0:02:42.572464
3011 [D loss: 0.552 R 0.496 F 0.609][D acc: 0.734 R 0.703 F 0.766][G loss: 1.407 acc: 0.109] 0:02:42.652153
3012 [D loss: 0.513 R 0.580 F 0.446][D acc: 0.750 R 0.609 F 0.891][G loss: 1.338 acc: 0.125] 0:02:42.729409
3013 [D loss: 0.583 R 0.680 F 0.487][D acc: 0.734 R 0.609 F 0.859][G loss: 1.358 acc: 0.188] 0:02:42.808290
3014 [D loss: 0.535 R 0.592 F 0.477][D acc: 0.703 R 0.656 F 0.750][G loss: 1.360 acc: 0.078] 0:02:42.913955
3015 [D loss: 0.459 R 0.397 F 0.521][D acc: 0.789 R 0.781 F 0.797][G loss: 1.332 acc: 0.156] 0:02:42.989422
3016 [D loss: 0.633 R 0.549 F 0.718][D acc: 0.672 R 0.672 F 0.672][G loss: 1.433 acc: 0.062] 0:02:43.063243
3017 [D loss: 0.483 R 0.487 F 0.480][D acc: 0.766 R 0.703 F 0.828][G loss: 1.395 acc: 0.094] 0:02:43.142317
3018 [D loss: 0.521 R 0.551 F 0.491][D acc: 0.695 R 0.641 F 0.750][G loss: 1.424 acc: 0.109] 0:02:43.215941
3019 [D loss: 0.598 R 0.578 F 0.619][D acc: 0.648 R 0.578 F 0.719][G loss: 1.526 acc: 0.109] 0:02:43.289536
3020 [D loss: 0.512 R 0.603 F 0.420][D acc: 0.758 R 0.594 F 0.922][G loss: 1.476 acc: 0.062] 0:02:43.388549
3021 [D loss: 0.513 R 0.414 F 0.612][D acc: 0.758 R 0.750 F 0.766][G loss: 1.424 acc: 0.094] 0:02:43.461804
3022 [D loss: 0.532 R 0.543 F 0.521][D acc: 0.734 R 0.656 F 0.812][G loss: 1.410 acc: 0.109] 0:02:43.551632
3023 [D loss: 0.477 R 0.522 F 0.432][D acc: 0.773 R 0.672 F 0.875][G loss: 1.280 acc: 0.156] 0:02:43.641995
3024 [D loss: 0.573 R 0.527 F 0.618][D acc: 0.727 R 0.703 F 0.750][G loss: 1.487 acc: 0.078] 0:02:43.721746
3025 [D loss: 0.467 R 0.547 F 0.387][D acc: 0.797 R 0.672 F 0.922][G loss: 1.496 acc: 0.109] 0:02:43.797742
3026 [D loss: 0.538 R 0.629 F 0.447][D acc: 0.742 R 0.609 F 0.875][G loss: 1.643 acc: 0.125] 0:02:43.888088
3027 [D loss: 0.528 R 0.554 F 0.502][D acc: 0.742 R 0.688 F 0.797][G loss: 1.500 acc: 0.125] 0:02:43.962492
3028 [D loss: 0.651 R 0.642 F 0.661][D acc: 0.664 R 0.609 F 0.719][G loss: 1.393 acc: 0.078] 0:02:44.036168
3029 [D loss: 0.526 R 0.535 F 0.516][D acc: 0.719 R 0.641 F 0.797][G loss: 1.391 acc: 0.047] 0:02:44.121964
3030 [D loss: 0.544 R 0.601 F 0.487][D acc: 0.727 R 0.609 F 0.844][G loss: 1.476 acc: 0.078] 0:02:44.204654
3031 [D loss: 0.524 R 0.570 F 0.477][D acc: 0.734 R 0.625 F 0.844][G loss: 1.366 acc: 0.109] 0:02:44.282558
3032 [D loss: 0.494 R 0.505 F 0.483][D acc: 0.742 R 0.688 F 0.797][G loss: 1.369 acc: 0.141] 0:02:44.379680
3033 [D loss: 0.530 R 0.469 F 0.591][D acc: 0.773 R 0.734 F 0.812][G loss: 1.519 acc: 0.031] 0:02:44.456630
3034 [D loss: 0.488 R 0.448 F 0.528][D acc: 0.781 R 0.750 F 0.812][G loss: 1.471 acc: 0.062] 0:02:44.528754
3035 [D loss: 0.564 R 0.648 F 0.480][D acc: 0.727 R 0.594 F 0.859][G loss: 1.509 acc: 0.094] 0:02:44.605387
3036 [D loss: 0.469 R 0.467 F 0.471][D acc: 0.727 R 0.672 F 0.781][G loss: 1.535 acc: 0.078] 0:02:44.680096
3037 [D loss: 0.495 R 0.493 F 0.496][D acc: 0.758 R 0.703 F 0.812][G loss: 1.364 acc: 0.156] 0:02:44.749558
3038 [D loss: 0.528 R 0.482 F 0.574][D acc: 0.812 R 0.719 F 0.906][G loss: 1.534 acc: 0.031] 0:02:44.841489
3039 [D loss: 0.497 R 0.493 F 0.500][D acc: 0.734 R 0.688 F 0.781][G loss: 1.434 acc: 0.172] 0:02:44.918545
3040 [D loss: 0.576 R 0.579 F 0.573][D acc: 0.727 R 0.641 F 0.812][G loss: 1.478 acc: 0.078] 0:02:45.002353
3041 [D loss: 0.533 R 0.611 F 0.455][D acc: 0.719 R 0.578 F 0.859][G loss: 1.353 acc: 0.109] 0:02:45.086628
3042 [D loss: 0.476 R 0.464 F 0.489][D acc: 0.742 R 0.703 F 0.781][G loss: 1.425 acc: 0.125] 0:02:45.171773
3043 [D loss: 0.537 R 0.533 F 0.540][D acc: 0.734 R 0.672 F 0.797][G loss: 1.406 acc: 0.094] 0:02:45.245061
3044 [D loss: 0.626 R 0.620 F 0.632][D acc: 0.688 R 0.594 F 0.781][G loss: 1.375 acc: 0.062] 0:02:45.324651
3045 [D loss: 0.517 R 0.565 F 0.470][D acc: 0.742 R 0.656 F 0.828][G loss: 1.321 acc: 0.109] 0:02:45.400930
3046 [D loss: 0.550 R 0.620 F 0.479][D acc: 0.719 R 0.625 F 0.812][G loss: 1.452 acc: 0.047] 0:02:45.473656
3047 [D loss: 0.532 R 0.491 F 0.573][D acc: 0.719 R 0.672 F 0.766][G loss: 1.364 acc: 0.078] 0:02:45.549501
3048 [D loss: 0.556 R 0.553 F 0.560][D acc: 0.695 R 0.672 F 0.719][G loss: 1.503 acc: 0.078] 0:02:45.619018
3049 [D loss: 0.545 R 0.560 F 0.530][D acc: 0.719 R 0.641 F 0.797][G loss: 1.371 acc: 0.094] 0:02:45.699716
3050 [D loss: 0.452 R 0.455 F 0.449][D acc: 0.789 R 0.734 F 0.844][G loss: 1.383 acc: 0.141] 0:02:45.777634
3051 [D loss: 0.529 R 0.520 F 0.538][D acc: 0.750 R 0.703 F 0.797][G loss: 1.303 acc: 0.141] 0:02:45.853500
3052 [D loss: 0.505 R 0.532 F 0.478][D acc: 0.750 R 0.719 F 0.781][G loss: 1.558 acc: 0.109] 0:02:45.934387
3053 [D loss: 0.607 R 0.670 F 0.543][D acc: 0.688 R 0.641 F 0.734][G loss: 1.588 acc: 0.125] 0:02:46.016021
3054 [D loss: 0.619 R 0.482 F 0.755][D acc: 0.664 R 0.734 F 0.594][G loss: 1.486 acc: 0.047] 0:02:46.091787
3055 [D loss: 0.557 R 0.654 F 0.459][D acc: 0.719 R 0.578 F 0.859][G loss: 1.357 acc: 0.094] 0:02:46.168886
3056 [D loss: 0.595 R 0.591 F 0.600][D acc: 0.672 R 0.578 F 0.766][G loss: 1.434 acc: 0.031] 0:02:46.248615
3057 [D loss: 0.516 R 0.557 F 0.476][D acc: 0.766 R 0.688 F 0.844][G loss: 1.346 acc: 0.078] 0:02:46.327310
3058 [D loss: 0.458 R 0.485 F 0.431][D acc: 0.773 R 0.688 F 0.859][G loss: 1.393 acc: 0.125] 0:02:46.401547
3059 [D loss: 0.594 R 0.388 F 0.801][D acc: 0.703 R 0.781 F 0.625][G loss: 1.550 acc: 0.062] 0:02:46.489562
3060 [D loss: 0.477 R 0.561 F 0.394][D acc: 0.758 R 0.609 F 0.906][G loss: 1.543 acc: 0.109] 0:02:46.563634
3061 [D loss: 0.515 R 0.567 F 0.463][D acc: 0.773 R 0.656 F 0.891][G loss: 1.485 acc: 0.109] 0:02:46.645009
3062 [D loss: 0.476 R 0.523 F 0.429][D acc: 0.750 R 0.656 F 0.844][G loss: 1.451 acc: 0.094] 0:02:46.725658
3063 [D loss: 0.546 R 0.459 F 0.633][D acc: 0.734 R 0.719 F 0.750][G loss: 1.384 acc: 0.109] 0:02:46.799918
3064 [D loss: 0.526 R 0.570 F 0.481][D acc: 0.734 R 0.688 F 0.781][G loss: 1.531 acc: 0.094] 0:02:46.884594
3065 [D loss: 0.538 R 0.532 F 0.544][D acc: 0.727 R 0.625 F 0.828][G loss: 1.546 acc: 0.031] 0:02:46.973254
3066 [D loss: 0.461 R 0.435 F 0.488][D acc: 0.812 R 0.812 F 0.812][G loss: 1.663 acc: 0.047] 0:02:47.058302
3067 [D loss: 0.626 R 0.587 F 0.665][D acc: 0.695 R 0.625 F 0.766][G loss: 1.632 acc: 0.031] 0:02:47.136496
3068 [D loss: 0.594 R 0.661 F 0.527][D acc: 0.742 R 0.703 F 0.781][G loss: 1.239 acc: 0.141] 0:02:47.220308
3069 [D loss: 0.504 R 0.507 F 0.500][D acc: 0.703 R 0.609 F 0.797][G loss: 1.578 acc: 0.047] 0:02:47.292901
3070 [D loss: 0.425 R 0.453 F 0.396][D acc: 0.805 R 0.719 F 0.891][G loss: 1.697 acc: 0.094] 0:02:47.365797
3071 [D loss: 0.441 R 0.468 F 0.415][D acc: 0.805 R 0.750 F 0.859][G loss: 1.585 acc: 0.031] 0:02:47.446681
3072 [D loss: 0.507 R 0.449 F 0.565][D acc: 0.750 R 0.719 F 0.781][G loss: 1.353 acc: 0.094] 0:02:47.520546
3073 [D loss: 0.527 R 0.489 F 0.566][D acc: 0.688 R 0.656 F 0.719][G loss: 1.482 acc: 0.078] 0:02:47.593109
3074 [D loss: 0.598 R 0.444 F 0.752][D acc: 0.711 R 0.703 F 0.719][G loss: 1.636 acc: 0.078] 0:02:47.670606
3075 [D loss: 0.581 R 0.741 F 0.422][D acc: 0.680 R 0.516 F 0.844][G loss: 1.497 acc: 0.078] 0:02:47.749357
3076 [D loss: 0.575 R 0.638 F 0.511][D acc: 0.680 R 0.609 F 0.750][G loss: 1.504 acc: 0.109] 0:02:47.818864
3077 [D loss: 0.547 R 0.505 F 0.590][D acc: 0.742 R 0.703 F 0.781][G loss: 1.477 acc: 0.109] 0:02:47.900865
3078 [D loss: 0.492 R 0.568 F 0.416][D acc: 0.758 R 0.609 F 0.906][G loss: 1.455 acc: 0.031] 0:02:47.979285
3079 [D loss: 0.530 R 0.526 F 0.534][D acc: 0.750 R 0.688 F 0.812][G loss: 1.519 acc: 0.188] 0:02:48.055430
3080 [D loss: 0.429 R 0.417 F 0.441][D acc: 0.820 R 0.750 F 0.891][G loss: 1.597 acc: 0.031] 0:02:48.147195
3081 [D loss: 0.509 R 0.538 F 0.480][D acc: 0.758 R 0.703 F 0.812][G loss: 1.466 acc: 0.062] 0:02:48.223702
3082 [D loss: 0.470 R 0.418 F 0.522][D acc: 0.758 R 0.750 F 0.766][G loss: 1.432 acc: 0.062] 0:02:48.297537
3083 [D loss: 0.537 R 0.621 F 0.452][D acc: 0.672 R 0.547 F 0.797][G loss: 1.406 acc: 0.062] 0:02:48.377112
3084 [D loss: 0.497 R 0.476 F 0.518][D acc: 0.789 R 0.719 F 0.859][G loss: 1.373 acc: 0.141] 0:02:48.450921
3085 [D loss: 0.546 R 0.649 F 0.443][D acc: 0.727 R 0.578 F 0.875][G loss: 1.406 acc: 0.109] 0:02:48.527955
3086 [D loss: 0.489 R 0.516 F 0.462][D acc: 0.734 R 0.656 F 0.812][G loss: 1.386 acc: 0.125] 0:02:48.607323
3087 [D loss: 0.682 R 0.590 F 0.774][D acc: 0.648 R 0.656 F 0.641][G loss: 1.410 acc: 0.094] 0:02:48.681782
3088 [D loss: 0.553 R 0.694 F 0.411][D acc: 0.688 R 0.516 F 0.859][G loss: 1.398 acc: 0.094] 0:02:48.760389
3089 [D loss: 0.572 R 0.672 F 0.473][D acc: 0.703 R 0.594 F 0.812][G loss: 1.465 acc: 0.094] 0:02:48.836521
3090 [D loss: 0.464 R 0.416 F 0.511][D acc: 0.797 R 0.750 F 0.844][G loss: 1.600 acc: 0.031] 0:02:48.935649
3091 [D loss: 0.414 R 0.454 F 0.373][D acc: 0.805 R 0.734 F 0.875][G loss: 1.436 acc: 0.078] 0:02:49.014304
3092 [D loss: 0.584 R 0.582 F 0.587][D acc: 0.695 R 0.625 F 0.766][G loss: 1.431 acc: 0.125] 0:02:49.106768
3093 [D loss: 0.581 R 0.559 F 0.603][D acc: 0.680 R 0.625 F 0.734][G loss: 1.663 acc: 0.047] 0:02:49.184377
3094 [D loss: 0.530 R 0.654 F 0.406][D acc: 0.742 R 0.609 F 0.875][G loss: 1.546 acc: 0.109] 0:02:49.255825
3095 [D loss: 0.415 R 0.380 F 0.450][D acc: 0.789 R 0.734 F 0.844][G loss: 1.663 acc: 0.094] 0:02:49.336539
3096 [D loss: 0.604 R 0.573 F 0.635][D acc: 0.672 R 0.641 F 0.703][G loss: 1.500 acc: 0.062] 0:02:49.409312
3097 [D loss: 0.535 R 0.600 F 0.470][D acc: 0.758 R 0.641 F 0.875][G loss: 1.543 acc: 0.031] 0:02:49.487801
3098 [D loss: 0.573 R 0.617 F 0.530][D acc: 0.695 R 0.594 F 0.797][G loss: 1.445 acc: 0.125] 0:02:49.565157
3099 [D loss: 0.475 R 0.515 F 0.435][D acc: 0.773 R 0.703 F 0.844][G loss: 1.531 acc: 0.047] 0:02:49.639624
3100 [D loss: 0.512 R 0.514 F 0.510][D acc: 0.719 R 0.672 F 0.766][G loss: 1.506 acc: 0.047] 0:02:49.722085
3101 [D loss: 0.495 R 0.541 F 0.450][D acc: 0.781 R 0.688 F 0.875][G loss: 1.518 acc: 0.031] 0:02:49.805888
3102 [D loss: 0.560 R 0.600 F 0.519][D acc: 0.734 R 0.625 F 0.844][G loss: 1.397 acc: 0.125] 0:02:49.886244
3103 [D loss: 0.470 R 0.553 F 0.387][D acc: 0.766 R 0.641 F 0.891][G loss: 1.349 acc: 0.156] 0:02:49.971276
3104 [D loss: 0.490 R 0.478 F 0.501][D acc: 0.766 R 0.734 F 0.797][G loss: 1.406 acc: 0.062] 0:02:50.051024
3105 [D loss: 0.736 R 0.533 F 0.938][D acc: 0.633 R 0.656 F 0.609][G loss: 1.500 acc: 0.047] 0:02:50.126845
3106 [D loss: 0.554 R 0.553 F 0.554][D acc: 0.742 R 0.672 F 0.812][G loss: 1.402 acc: 0.031] 0:02:50.201149
3107 [D loss: 0.493 R 0.539 F 0.448][D acc: 0.734 R 0.672 F 0.797][G loss: 1.347 acc: 0.094] 0:02:50.278479
3108 [D loss: 0.434 R 0.461 F 0.407][D acc: 0.773 R 0.672 F 0.875][G loss: 1.397 acc: 0.109] 0:02:50.355349
3109 [D loss: 0.528 R 0.455 F 0.601][D acc: 0.750 R 0.719 F 0.781][G loss: 1.563 acc: 0.094] 0:02:50.432860
3110 [D loss: 0.657 R 0.565 F 0.750][D acc: 0.703 R 0.641 F 0.766][G loss: 1.445 acc: 0.094] 0:02:50.514923
3111 [D loss: 0.558 R 0.677 F 0.438][D acc: 0.633 R 0.453 F 0.812][G loss: 1.515 acc: 0.109] 0:02:50.589991
3112 [D loss: 0.631 R 0.545 F 0.718][D acc: 0.695 R 0.688 F 0.703][G loss: 1.301 acc: 0.062] 0:02:50.663058
3113 [D loss: 0.506 R 0.583 F 0.429][D acc: 0.758 R 0.609 F 0.906][G loss: 1.362 acc: 0.156] 0:02:50.740577
3114 [D loss: 0.476 R 0.468 F 0.483][D acc: 0.758 R 0.703 F 0.812][G loss: 1.470 acc: 0.094] 0:02:50.815487
3115 [D loss: 0.572 R 0.531 F 0.614][D acc: 0.734 R 0.688 F 0.781][G loss: 1.366 acc: 0.109] 0:02:50.888884
3116 [D loss: 0.531 R 0.548 F 0.515][D acc: 0.734 R 0.688 F 0.781][G loss: 1.490 acc: 0.062] 0:02:50.971422
3117 [D loss: 0.497 R 0.456 F 0.537][D acc: 0.781 R 0.719 F 0.844][G loss: 1.455 acc: 0.094] 0:02:51.045211
3118 [D loss: 0.548 R 0.587 F 0.509][D acc: 0.695 R 0.609 F 0.781][G loss: 1.481 acc: 0.047] 0:02:51.128674
3119 [D loss: 0.598 R 0.589 F 0.607][D acc: 0.664 R 0.594 F 0.734][G loss: 1.301 acc: 0.109] 0:02:51.211431
3120 [D loss: 0.487 R 0.548 F 0.426][D acc: 0.773 R 0.672 F 0.875][G loss: 1.626 acc: 0.047] 0:02:51.289857
3121 [D loss: 0.485 R 0.558 F 0.411][D acc: 0.758 R 0.672 F 0.844][G loss: 1.380 acc: 0.141] 0:02:51.366145
3122 [D loss: 0.470 R 0.403 F 0.536][D acc: 0.750 R 0.750 F 0.750][G loss: 1.528 acc: 0.125] 0:02:51.445563
3123 [D loss: 0.470 R 0.558 F 0.381][D acc: 0.781 R 0.656 F 0.906][G loss: 1.472 acc: 0.125] 0:02:51.520057
3124 [D loss: 0.446 R 0.447 F 0.446][D acc: 0.828 R 0.750 F 0.906][G loss: 1.493 acc: 0.125] 0:02:51.595422
3125 [D loss: 0.532 R 0.491 F 0.574][D acc: 0.711 R 0.672 F 0.750][G loss: 1.498 acc: 0.141] 0:02:51.676079
3126 [D loss: 0.528 R 0.523 F 0.534][D acc: 0.750 R 0.703 F 0.797][G loss: 1.575 acc: 0.078] 0:02:51.749662
3127 [D loss: 0.541 R 0.493 F 0.589][D acc: 0.719 R 0.688 F 0.750][G loss: 1.515 acc: 0.141] 0:02:51.830077
3128 [D loss: 0.524 R 0.615 F 0.433][D acc: 0.734 R 0.594 F 0.875][G loss: 1.471 acc: 0.109] 0:02:51.913388
3129 [D loss: 0.616 R 0.669 F 0.562][D acc: 0.672 R 0.594 F 0.750][G loss: 1.425 acc: 0.031] 0:02:51.994926
3130 [D loss: 0.514 R 0.569 F 0.459][D acc: 0.734 R 0.609 F 0.859][G loss: 1.430 acc: 0.047] 0:02:52.070669
3131 [D loss: 0.538 R 0.561 F 0.514][D acc: 0.750 R 0.672 F 0.828][G loss: 1.432 acc: 0.078] 0:02:52.154111
3132 [D loss: 0.507 R 0.502 F 0.512][D acc: 0.727 R 0.672 F 0.781][G loss: 1.341 acc: 0.141] 0:02:52.229722
3133 [D loss: 0.515 R 0.463 F 0.567][D acc: 0.742 R 0.734 F 0.750][G loss: 1.616 acc: 0.125] 0:02:52.306245
3134 [D loss: 0.652 R 0.622 F 0.682][D acc: 0.766 R 0.719 F 0.812][G loss: 1.622 acc: 0.047] 0:02:52.385529
3135 [D loss: 0.621 R 0.698 F 0.543][D acc: 0.719 R 0.609 F 0.828][G loss: 1.345 acc: 0.078] 0:02:52.461378
3136 [D loss: 0.459 R 0.499 F 0.420][D acc: 0.797 R 0.719 F 0.875][G loss: 1.452 acc: 0.109] 0:02:52.544997
3137 [D loss: 0.520 R 0.556 F 0.484][D acc: 0.711 R 0.641 F 0.781][G loss: 1.423 acc: 0.031] 0:02:52.629086
3138 [D loss: 0.477 R 0.509 F 0.444][D acc: 0.781 R 0.703 F 0.859][G loss: 1.437 acc: 0.109] 0:02:52.714577
3139 [D loss: 0.675 R 0.656 F 0.694][D acc: 0.586 R 0.516 F 0.656][G loss: 1.409 acc: 0.062] 0:02:52.787681
3140 [D loss: 0.542 R 0.656 F 0.427][D acc: 0.703 R 0.562 F 0.844][G loss: 1.286 acc: 0.141] 0:02:52.863871
3141 [D loss: 0.498 R 0.552 F 0.443][D acc: 0.742 R 0.609 F 0.875][G loss: 1.365 acc: 0.141] 0:02:52.941497
3142 [D loss: 0.541 R 0.608 F 0.474][D acc: 0.672 R 0.594 F 0.750][G loss: 1.285 acc: 0.156] 0:02:53.024024
3143 [D loss: 0.453 R 0.419 F 0.488][D acc: 0.766 R 0.734 F 0.797][G loss: 1.535 acc: 0.125] 0:02:53.110796
3144 [D loss: 0.561 R 0.643 F 0.479][D acc: 0.711 R 0.656 F 0.766][G loss: 1.350 acc: 0.094] 0:02:53.192946
3145 [D loss: 0.542 R 0.535 F 0.549][D acc: 0.703 R 0.562 F 0.844][G loss: 1.256 acc: 0.125] 0:02:53.264591
3146 [D loss: 0.554 R 0.502 F 0.607][D acc: 0.688 R 0.672 F 0.703][G loss: 1.374 acc: 0.094] 0:02:53.340284
3147 [D loss: 0.554 R 0.591 F 0.517][D acc: 0.695 R 0.594 F 0.797][G loss: 1.318 acc: 0.141] 0:02:53.435715
3148 [D loss: 0.499 R 0.521 F 0.478][D acc: 0.734 R 0.672 F 0.797][G loss: 1.507 acc: 0.141] 0:02:53.511110
3149 [D loss: 0.537 R 0.528 F 0.546][D acc: 0.742 R 0.672 F 0.812][G loss: 1.607 acc: 0.078] 0:02:53.592196
3150 [D loss: 0.599 R 0.628 F 0.570][D acc: 0.656 R 0.594 F 0.719][G loss: 1.332 acc: 0.047] 0:02:53.675576
3151 [D loss: 0.499 R 0.593 F 0.405][D acc: 0.727 R 0.594 F 0.859][G loss: 1.360 acc: 0.109] 0:02:53.753889
3152 [D loss: 0.557 R 0.546 F 0.568][D acc: 0.703 R 0.672 F 0.734][G loss: 1.316 acc: 0.078] 0:02:53.828893
3153 [D loss: 0.651 R 0.605 F 0.697][D acc: 0.672 R 0.609 F 0.734][G loss: 1.349 acc: 0.109] 0:02:53.907220
3154 [D loss: 0.608 R 0.602 F 0.613][D acc: 0.734 R 0.641 F 0.828][G loss: 1.406 acc: 0.125] 0:02:53.988707
3155 [D loss: 0.561 R 0.686 F 0.437][D acc: 0.719 R 0.531 F 0.906][G loss: 1.313 acc: 0.078] 0:02:54.066227
3156 [D loss: 0.450 R 0.444 F 0.457][D acc: 0.820 R 0.766 F 0.875][G loss: 1.509 acc: 0.078] 0:02:54.139017
3157 [D loss: 0.543 R 0.470 F 0.617][D acc: 0.742 R 0.703 F 0.781][G loss: 1.371 acc: 0.078] 0:02:54.215020
3158 [D loss: 0.455 R 0.438 F 0.471][D acc: 0.781 R 0.703 F 0.859][G loss: 1.445 acc: 0.078] 0:02:54.311909
3159 [D loss: 0.613 R 0.592 F 0.634][D acc: 0.703 R 0.672 F 0.734][G loss: 1.564 acc: 0.000] 0:02:54.385557
3160 [D loss: 0.555 R 0.586 F 0.524][D acc: 0.711 R 0.656 F 0.766][G loss: 1.346 acc: 0.094] 0:02:54.473565
3161 [D loss: 0.518 R 0.547 F 0.490][D acc: 0.688 R 0.641 F 0.734][G loss: 1.608 acc: 0.000] 0:02:54.548882
3162 [D loss: 0.477 R 0.525 F 0.428][D acc: 0.742 R 0.609 F 0.875][G loss: 1.447 acc: 0.078] 0:02:54.631631
3163 [D loss: 0.547 R 0.486 F 0.607][D acc: 0.734 R 0.703 F 0.766][G loss: 1.467 acc: 0.047] 0:02:54.712593
3164 [D loss: 0.588 R 0.704 F 0.471][D acc: 0.688 R 0.516 F 0.859][G loss: 1.334 acc: 0.078] 0:02:54.790738
3165 [D loss: 0.482 R 0.490 F 0.474][D acc: 0.797 R 0.750 F 0.844][G loss: 1.416 acc: 0.078] 0:02:54.864749
3166 [D loss: 0.549 R 0.522 F 0.576][D acc: 0.727 R 0.703 F 0.750][G loss: 1.500 acc: 0.078] 0:02:54.941547
3167 [D loss: 0.505 R 0.501 F 0.510][D acc: 0.727 R 0.672 F 0.781][G loss: 1.433 acc: 0.109] 0:02:55.029111
3168 [D loss: 0.518 R 0.445 F 0.590][D acc: 0.758 R 0.750 F 0.766][G loss: 1.643 acc: 0.062] 0:02:55.102325
3169 [D loss: 0.661 R 0.726 F 0.596][D acc: 0.672 R 0.547 F 0.797][G loss: 1.461 acc: 0.016] 0:02:55.174200
3170 [D loss: 0.562 R 0.619 F 0.504][D acc: 0.711 R 0.578 F 0.844][G loss: 1.388 acc: 0.047] 0:02:55.258172
3171 [D loss: 0.496 R 0.533 F 0.459][D acc: 0.750 R 0.672 F 0.828][G loss: 1.469 acc: 0.062] 0:02:55.333717
3172 [D loss: 0.580 R 0.642 F 0.518][D acc: 0.688 R 0.562 F 0.812][G loss: 1.271 acc: 0.062] 0:02:55.406591
3173 [D loss: 0.581 R 0.593 F 0.569][D acc: 0.742 R 0.609 F 0.875][G loss: 1.409 acc: 0.062] 0:02:55.488031
3174 [D loss: 0.596 R 0.655 F 0.537][D acc: 0.656 R 0.547 F 0.766][G loss: 1.292 acc: 0.109] 0:02:55.565178
3175 [D loss: 0.587 R 0.563 F 0.612][D acc: 0.688 R 0.625 F 0.750][G loss: 1.407 acc: 0.062] 0:02:55.638658
3176 [D loss: 0.595 R 0.732 F 0.458][D acc: 0.680 R 0.531 F 0.828][G loss: 1.286 acc: 0.047] 0:02:55.719744
3177 [D loss: 0.546 R 0.501 F 0.591][D acc: 0.766 R 0.734 F 0.797][G loss: 1.424 acc: 0.094] 0:02:55.795424
3178 [D loss: 0.542 R 0.571 F 0.512][D acc: 0.727 R 0.688 F 0.766][G loss: 1.321 acc: 0.172] 0:02:55.878726
3179 [D loss: 0.424 R 0.404 F 0.444][D acc: 0.836 R 0.766 F 0.906][G loss: 1.463 acc: 0.172] 0:02:55.967330
3180 [D loss: 0.622 R 0.495 F 0.748][D acc: 0.688 R 0.719 F 0.656][G loss: 1.372 acc: 0.094] 0:02:56.055478
3181 [D loss: 0.574 R 0.647 F 0.501][D acc: 0.727 R 0.609 F 0.844][G loss: 1.382 acc: 0.094] 0:02:56.127510
3182 [D loss: 0.542 R 0.522 F 0.561][D acc: 0.711 R 0.703 F 0.719][G loss: 1.415 acc: 0.109] 0:02:56.205126
3183 [D loss: 0.592 R 0.694 F 0.490][D acc: 0.711 R 0.594 F 0.828][G loss: 1.450 acc: 0.141] 0:02:56.279664
3184 [D loss: 0.485 R 0.490 F 0.481][D acc: 0.766 R 0.656 F 0.875][G loss: 1.499 acc: 0.125] 0:02:56.353265
3185 [D loss: 0.543 R 0.558 F 0.528][D acc: 0.742 R 0.672 F 0.812][G loss: 1.474 acc: 0.078] 0:02:56.434084
3186 [D loss: 0.570 R 0.502 F 0.637][D acc: 0.680 R 0.719 F 0.641][G loss: 1.311 acc: 0.078] 0:02:56.507842
3187 [D loss: 0.554 R 0.624 F 0.483][D acc: 0.688 R 0.562 F 0.812][G loss: 1.270 acc: 0.141] 0:02:56.582756
3188 [D loss: 0.521 R 0.449 F 0.594][D acc: 0.750 R 0.797 F 0.703][G loss: 1.438 acc: 0.062] 0:02:56.675385
3189 [D loss: 0.536 R 0.599 F 0.473][D acc: 0.703 R 0.578 F 0.828][G loss: 1.386 acc: 0.156] 0:02:56.749543
3190 [D loss: 0.495 R 0.544 F 0.446][D acc: 0.750 R 0.703 F 0.797][G loss: 1.466 acc: 0.125] 0:02:56.824826
3191 [D loss: 0.473 R 0.448 F 0.499][D acc: 0.805 R 0.797 F 0.812][G loss: 1.641 acc: 0.047] 0:02:56.906910
3192 [D loss: 0.525 R 0.489 F 0.561][D acc: 0.750 R 0.688 F 0.812][G loss: 1.679 acc: 0.016] 0:02:56.982177
3193 [D loss: 0.531 R 0.575 F 0.487][D acc: 0.703 R 0.641 F 0.766][G loss: 1.544 acc: 0.062] 0:02:57.059721
3194 [D loss: 0.539 R 0.526 F 0.552][D acc: 0.758 R 0.734 F 0.781][G loss: 1.450 acc: 0.078] 0:02:57.134897
3195 [D loss: 0.547 R 0.545 F 0.548][D acc: 0.727 R 0.672 F 0.781][G loss: 1.474 acc: 0.109] 0:02:57.209137
3196 [D loss: 0.684 R 0.659 F 0.709][D acc: 0.648 R 0.625 F 0.672][G loss: 1.481 acc: 0.062] 0:02:57.289599
3197 [D loss: 0.517 R 0.570 F 0.464][D acc: 0.727 R 0.625 F 0.828][G loss: 1.320 acc: 0.156] 0:02:57.371955
3198 [D loss: 0.479 R 0.504 F 0.454][D acc: 0.727 R 0.672 F 0.781][G loss: 1.369 acc: 0.141] 0:02:57.444426
3199 [D loss: 0.661 R 0.641 F 0.681][D acc: 0.695 R 0.641 F 0.750][G loss: 1.230 acc: 0.141] 0:02:57.517582
3200 [D loss: 0.511 R 0.496 F 0.526][D acc: 0.742 R 0.703 F 0.781][G loss: 1.317 acc: 0.156] 0:02:57.596018
3201 [D loss: 0.454 R 0.423 F 0.486][D acc: 0.797 R 0.734 F 0.859][G loss: 1.426 acc: 0.109] 0:02:57.680484
3202 [D loss: 0.533 R 0.615 F 0.451][D acc: 0.719 R 0.625 F 0.812][G loss: 1.373 acc: 0.062] 0:02:57.752502
3203 [D loss: 0.534 R 0.499 F 0.570][D acc: 0.734 R 0.734 F 0.734][G loss: 1.447 acc: 0.062] 0:02:57.830068
3204 [D loss: 0.576 R 0.498 F 0.654][D acc: 0.727 R 0.688 F 0.766][G loss: 1.460 acc: 0.078] 0:02:57.910605
3205 [D loss: 0.496 R 0.636 F 0.355][D acc: 0.773 R 0.609 F 0.938][G loss: 1.363 acc: 0.078] 0:02:57.995607
3206 [D loss: 0.614 R 0.574 F 0.653][D acc: 0.688 R 0.641 F 0.734][G loss: 1.319 acc: 0.109] 0:02:58.080006
3207 [D loss: 0.436 R 0.387 F 0.484][D acc: 0.820 R 0.781 F 0.859][G loss: 1.382 acc: 0.094] 0:02:58.161077
3208 [D loss: 0.508 R 0.477 F 0.540][D acc: 0.758 R 0.703 F 0.812][G loss: 1.422 acc: 0.062] 0:02:58.242573
3209 [D loss: 0.564 R 0.652 F 0.475][D acc: 0.727 R 0.578 F 0.875][G loss: 1.638 acc: 0.062] 0:02:58.325470
3210 [D loss: 0.599 R 0.571 F 0.627][D acc: 0.672 R 0.609 F 0.734][G loss: 1.397 acc: 0.016] 0:02:58.403993
3211 [D loss: 0.510 R 0.540 F 0.481][D acc: 0.703 R 0.594 F 0.812][G loss: 1.328 acc: 0.188] 0:02:58.476790
3212 [D loss: 0.536 R 0.524 F 0.548][D acc: 0.719 R 0.656 F 0.781][G loss: 1.290 acc: 0.094] 0:02:58.553806
3213 [D loss: 0.593 R 0.662 F 0.524][D acc: 0.680 R 0.578 F 0.781][G loss: 1.398 acc: 0.125] 0:02:58.625160
3214 [D loss: 0.499 R 0.550 F 0.448][D acc: 0.781 R 0.641 F 0.922][G loss: 1.351 acc: 0.156] 0:02:58.711748
3215 [D loss: 0.576 R 0.587 F 0.564][D acc: 0.688 R 0.609 F 0.766][G loss: 1.348 acc: 0.047] 0:02:58.790234
3216 [D loss: 0.526 R 0.472 F 0.579][D acc: 0.773 R 0.766 F 0.781][G loss: 1.353 acc: 0.047] 0:02:58.862968
3217 [D loss: 0.473 R 0.464 F 0.483][D acc: 0.789 R 0.797 F 0.781][G loss: 1.385 acc: 0.062] 0:02:58.940281
3218 [D loss: 0.487 R 0.446 F 0.527][D acc: 0.820 R 0.812 F 0.828][G loss: 1.472 acc: 0.109] 0:02:59.023860
3219 [D loss: 0.531 R 0.454 F 0.608][D acc: 0.750 R 0.734 F 0.766][G loss: 1.535 acc: 0.078] 0:02:59.106672
3220 [D loss: 0.592 R 0.740 F 0.444][D acc: 0.641 R 0.469 F 0.812][G loss: 1.430 acc: 0.047] 0:02:59.199720
3221 [D loss: 0.557 R 0.618 F 0.495][D acc: 0.711 R 0.609 F 0.812][G loss: 1.331 acc: 0.078] 0:02:59.279490
3222 [D loss: 0.630 R 0.594 F 0.666][D acc: 0.680 R 0.609 F 0.750][G loss: 1.385 acc: 0.062] 0:02:59.359783
3223 [D loss: 0.533 R 0.612 F 0.455][D acc: 0.719 R 0.594 F 0.844][G loss: 1.230 acc: 0.062] 0:02:59.434355
3224 [D loss: 0.494 R 0.443 F 0.545][D acc: 0.812 R 0.734 F 0.891][G loss: 1.285 acc: 0.062] 0:02:59.517446
3225 [D loss: 0.506 R 0.532 F 0.481][D acc: 0.672 R 0.609 F 0.734][G loss: 1.252 acc: 0.141] 0:02:59.591712
3226 [D loss: 0.587 R 0.547 F 0.627][D acc: 0.672 R 0.641 F 0.703][G loss: 1.456 acc: 0.047] 0:02:59.664966
3227 [D loss: 0.527 R 0.567 F 0.488][D acc: 0.734 R 0.609 F 0.859][G loss: 1.323 acc: 0.078] 0:02:59.756031
3228 [D loss: 0.556 R 0.498 F 0.613][D acc: 0.750 R 0.719 F 0.781][G loss: 1.340 acc: 0.078] 0:02:59.832317
3229 [D loss: 0.560 R 0.609 F 0.511][D acc: 0.703 R 0.609 F 0.797][G loss: 1.354 acc: 0.062] 0:02:59.907777
3230 [D loss: 0.587 R 0.499 F 0.676][D acc: 0.711 R 0.656 F 0.766][G loss: 1.215 acc: 0.125] 0:02:59.990774
3231 [D loss: 0.578 R 0.620 F 0.537][D acc: 0.688 R 0.578 F 0.797][G loss: 1.370 acc: 0.047] 0:03:00.079578
3232 [D loss: 0.494 R 0.489 F 0.498][D acc: 0.766 R 0.703 F 0.828][G loss: 1.335 acc: 0.109] 0:03:00.155751
3233 [D loss: 0.625 R 0.533 F 0.717][D acc: 0.703 R 0.688 F 0.719][G loss: 1.366 acc: 0.047] 0:03:00.250979
3234 [D loss: 0.493 R 0.590 F 0.396][D acc: 0.766 R 0.594 F 0.938][G loss: 1.289 acc: 0.109] 0:03:00.331554
3235 [D loss: 0.549 R 0.596 F 0.503][D acc: 0.703 R 0.625 F 0.781][G loss: 1.271 acc: 0.125] 0:03:00.405847
3236 [D loss: 0.587 R 0.552 F 0.622][D acc: 0.711 R 0.656 F 0.766][G loss: 1.311 acc: 0.109] 0:03:00.495352
3237 [D loss: 0.557 R 0.600 F 0.514][D acc: 0.750 R 0.641 F 0.859][G loss: 1.385 acc: 0.047] 0:03:00.569734
3238 [D loss: 0.523 R 0.545 F 0.501][D acc: 0.766 R 0.719 F 0.812][G loss: 1.550 acc: 0.016] 0:03:00.640329
3239 [D loss: 0.521 R 0.582 F 0.459][D acc: 0.758 R 0.656 F 0.859][G loss: 1.249 acc: 0.156] 0:03:00.731948
3240 [D loss: 0.535 R 0.471 F 0.598][D acc: 0.711 R 0.719 F 0.703][G loss: 1.446 acc: 0.047] 0:03:00.808884
3241 [D loss: 0.547 R 0.563 F 0.531][D acc: 0.711 R 0.656 F 0.766][G loss: 1.339 acc: 0.094] 0:03:00.879925
3242 [D loss: 0.447 R 0.435 F 0.460][D acc: 0.820 R 0.750 F 0.891][G loss: 1.338 acc: 0.094] 0:03:00.958844
3243 [D loss: 0.515 R 0.476 F 0.554][D acc: 0.750 R 0.672 F 0.828][G loss: 1.436 acc: 0.109] 0:03:01.030552
3244 [D loss: 0.495 R 0.512 F 0.478][D acc: 0.797 R 0.734 F 0.859][G loss: 1.494 acc: 0.078] 0:03:01.106573
3245 [D loss: 0.495 R 0.450 F 0.540][D acc: 0.789 R 0.719 F 0.859][G loss: 1.476 acc: 0.141] 0:03:01.187285
3246 [D loss: 0.547 R 0.430 F 0.664][D acc: 0.734 R 0.719 F 0.750][G loss: 1.549 acc: 0.031] 0:03:01.266328
3247 [D loss: 0.437 R 0.541 F 0.334][D acc: 0.773 R 0.641 F 0.906][G loss: 1.575 acc: 0.078] 0:03:01.340762
3248 [D loss: 0.570 R 0.619 F 0.521][D acc: 0.688 R 0.594 F 0.781][G loss: 1.422 acc: 0.141] 0:03:01.423702
3249 [D loss: 0.460 R 0.475 F 0.445][D acc: 0.781 R 0.672 F 0.891][G loss: 1.341 acc: 0.094] 0:03:01.499206
3250 [D loss: 0.515 R 0.473 F 0.557][D acc: 0.742 R 0.734 F 0.750][G loss: 1.435 acc: 0.125] 0:03:01.572319
3251 [D loss: 0.513 R 0.459 F 0.567][D acc: 0.750 R 0.719 F 0.781][G loss: 1.441 acc: 0.094] 0:03:01.654954
3252 [D loss: 0.561 R 0.663 F 0.459][D acc: 0.680 R 0.531 F 0.828][G loss: 1.426 acc: 0.125] 0:03:01.734906
3253 [D loss: 0.473 R 0.451 F 0.495][D acc: 0.766 R 0.750 F 0.781][G loss: 1.507 acc: 0.062] 0:03:01.809787
3254 [D loss: 0.536 R 0.619 F 0.453][D acc: 0.742 R 0.594 F 0.891][G loss: 1.443 acc: 0.156] 0:03:01.891451
3255 [D loss: 0.471 R 0.573 F 0.369][D acc: 0.750 R 0.609 F 0.891][G loss: 1.609 acc: 0.109] 0:03:01.966745
3256 [D loss: 0.566 R 0.512 F 0.620][D acc: 0.711 R 0.656 F 0.766][G loss: 1.542 acc: 0.047] 0:03:02.039529
3257 [D loss: 0.535 R 0.586 F 0.485][D acc: 0.734 R 0.656 F 0.812][G loss: 1.424 acc: 0.062] 0:03:02.134573
3258 [D loss: 0.600 R 0.587 F 0.613][D acc: 0.695 R 0.656 F 0.734][G loss: 1.430 acc: 0.078] 0:03:02.211693
3259 [D loss: 0.484 R 0.531 F 0.436][D acc: 0.734 R 0.672 F 0.797][G loss: 1.364 acc: 0.109] 0:03:02.283232
3260 [D loss: 0.594 R 0.644 F 0.543][D acc: 0.688 R 0.547 F 0.828][G loss: 1.418 acc: 0.109] 0:03:02.363064
3261 [D loss: 0.619 R 0.682 F 0.557][D acc: 0.703 R 0.641 F 0.766][G loss: 1.261 acc: 0.188] 0:03:02.436501
3262 [D loss: 0.461 R 0.390 F 0.532][D acc: 0.781 R 0.812 F 0.750][G loss: 1.460 acc: 0.047] 0:03:02.510003
3263 [D loss: 0.509 R 0.579 F 0.439][D acc: 0.781 R 0.672 F 0.891][G loss: 1.443 acc: 0.047] 0:03:02.587065
3264 [D loss: 0.463 R 0.473 F 0.452][D acc: 0.773 R 0.672 F 0.875][G loss: 1.494 acc: 0.062] 0:03:02.659304
3265 [D loss: 0.527 R 0.535 F 0.520][D acc: 0.805 R 0.734 F 0.875][G loss: 1.216 acc: 0.172] 0:03:02.736784
3266 [D loss: 0.455 R 0.347 F 0.564][D acc: 0.812 R 0.797 F 0.828][G loss: 1.503 acc: 0.031] 0:03:02.825283
3267 [D loss: 0.480 R 0.535 F 0.425][D acc: 0.766 R 0.656 F 0.875][G loss: 1.409 acc: 0.094] 0:03:02.910561
3268 [D loss: 0.699 R 0.703 F 0.696][D acc: 0.617 R 0.594 F 0.641][G loss: 1.571 acc: 0.047] 0:03:02.989394
3269 [D loss: 0.583 R 0.649 F 0.518][D acc: 0.648 R 0.562 F 0.734][G loss: 1.436 acc: 0.141] 0:03:03.067386
3270 [D loss: 0.491 R 0.562 F 0.419][D acc: 0.750 R 0.594 F 0.906][G loss: 1.544 acc: 0.062] 0:03:03.150200
3271 [D loss: 0.519 R 0.427 F 0.610][D acc: 0.766 R 0.734 F 0.797][G loss: 1.447 acc: 0.047] 0:03:03.221988
3272 [D loss: 0.537 R 0.553 F 0.521][D acc: 0.758 R 0.656 F 0.859][G loss: 1.213 acc: 0.125] 0:03:03.300498
3273 [D loss: 0.612 R 0.661 F 0.562][D acc: 0.703 R 0.656 F 0.750][G loss: 1.442 acc: 0.031] 0:03:03.380312
3274 [D loss: 0.472 R 0.510 F 0.435][D acc: 0.797 R 0.750 F 0.844][G loss: 1.383 acc: 0.125] 0:03:03.449969
3275 [D loss: 0.505 R 0.466 F 0.545][D acc: 0.750 R 0.703 F 0.797][G loss: 1.411 acc: 0.094] 0:03:03.528600
3276 [D loss: 0.463 R 0.439 F 0.487][D acc: 0.766 R 0.719 F 0.812][G loss: 1.424 acc: 0.062] 0:03:03.598538
3277 [D loss: 0.530 R 0.585 F 0.476][D acc: 0.742 R 0.609 F 0.875][G loss: 1.526 acc: 0.078] 0:03:03.673375
3278 [D loss: 0.498 R 0.582 F 0.413][D acc: 0.758 R 0.625 F 0.891][G loss: 1.526 acc: 0.094] 0:03:03.753482
3279 [D loss: 0.518 R 0.474 F 0.561][D acc: 0.703 R 0.672 F 0.734][G loss: 1.697 acc: 0.016] 0:03:03.826484
3280 [D loss: 0.527 R 0.538 F 0.516][D acc: 0.758 R 0.641 F 0.875][G loss: 1.545 acc: 0.047] 0:03:03.906281
3281 [D loss: 0.467 R 0.517 F 0.417][D acc: 0.812 R 0.672 F 0.953][G loss: 1.415 acc: 0.094] 0:03:03.989141
3282 [D loss: 0.554 R 0.528 F 0.579][D acc: 0.719 R 0.656 F 0.781][G loss: 1.424 acc: 0.156] 0:03:04.062138
3283 [D loss: 0.570 R 0.536 F 0.604][D acc: 0.703 R 0.656 F 0.750][G loss: 1.401 acc: 0.062] 0:03:04.145540
3284 [D loss: 0.663 R 0.629 F 0.696][D acc: 0.656 R 0.625 F 0.688][G loss: 1.343 acc: 0.109] 0:03:04.229055
3285 [D loss: 0.521 R 0.597 F 0.444][D acc: 0.727 R 0.625 F 0.828][G loss: 1.300 acc: 0.125] 0:03:04.303438
3286 [D loss: 0.488 R 0.561 F 0.415][D acc: 0.766 R 0.641 F 0.891][G loss: 1.408 acc: 0.062] 0:03:04.378532
3287 [D loss: 0.439 R 0.452 F 0.425][D acc: 0.781 R 0.734 F 0.828][G loss: 1.522 acc: 0.078] 0:03:04.461861
3288 [D loss: 0.550 R 0.515 F 0.586][D acc: 0.703 R 0.656 F 0.750][G loss: 1.387 acc: 0.062] 0:03:04.533717
3289 [D loss: 0.561 R 0.469 F 0.654][D acc: 0.781 R 0.734 F 0.828][G loss: 1.483 acc: 0.047] 0:03:04.604122
3290 [D loss: 0.529 R 0.576 F 0.482][D acc: 0.703 R 0.609 F 0.797][G loss: 1.564 acc: 0.031] 0:03:04.699211
3291 [D loss: 0.484 R 0.570 F 0.397][D acc: 0.750 R 0.578 F 0.922][G loss: 1.428 acc: 0.047] 0:03:04.773050
3292 [D loss: 0.602 R 0.600 F 0.604][D acc: 0.719 R 0.625 F 0.812][G loss: 1.383 acc: 0.094] 0:03:04.856353
3293 [D loss: 0.508 R 0.542 F 0.474][D acc: 0.750 R 0.672 F 0.828][G loss: 1.392 acc: 0.188] 0:03:04.941823
3294 [D loss: 0.495 R 0.482 F 0.507][D acc: 0.742 R 0.688 F 0.797][G loss: 1.507 acc: 0.047] 0:03:05.018802
3295 [D loss: 0.502 R 0.430 F 0.573][D acc: 0.758 R 0.734 F 0.781][G loss: 1.516 acc: 0.031] 0:03:05.094160
3296 [D loss: 0.563 R 0.566 F 0.559][D acc: 0.695 R 0.641 F 0.750][G loss: 1.591 acc: 0.031] 0:03:05.179487
3297 [D loss: 0.508 R 0.559 F 0.457][D acc: 0.773 R 0.688 F 0.859][G loss: 1.287 acc: 0.156] 0:03:05.255192
3298 [D loss: 0.564 R 0.576 F 0.553][D acc: 0.664 R 0.609 F 0.719][G loss: 1.455 acc: 0.109] 0:03:05.330706
3299 [D loss: 0.501 R 0.531 F 0.470][D acc: 0.758 R 0.641 F 0.875][G loss: 1.459 acc: 0.125] 0:03:05.407820
3300 [D loss: 0.450 R 0.467 F 0.433][D acc: 0.781 R 0.688 F 0.875][G loss: 1.358 acc: 0.094] 0:03:05.485894
3301 [D loss: 0.671 R 0.597 F 0.745][D acc: 0.641 R 0.594 F 0.688][G loss: 1.558 acc: 0.094] 0:03:05.563631
3302 [D loss: 0.658 R 0.783 F 0.533][D acc: 0.609 R 0.453 F 0.766][G loss: 1.307 acc: 0.047] 0:03:05.644765
3303 [D loss: 0.515 R 0.569 F 0.461][D acc: 0.758 R 0.625 F 0.891][G loss: 1.386 acc: 0.062] 0:03:05.719825
3304 [D loss: 0.465 R 0.522 F 0.409][D acc: 0.789 R 0.641 F 0.938][G loss: 1.265 acc: 0.125] 0:03:05.793227
3305 [D loss: 0.634 R 0.607 F 0.662][D acc: 0.680 R 0.594 F 0.766][G loss: 1.415 acc: 0.094] 0:03:05.876102
3306 [D loss: 0.639 R 0.664 F 0.614][D acc: 0.703 R 0.578 F 0.828][G loss: 1.318 acc: 0.062] 0:03:05.954954
3307 [D loss: 0.542 R 0.510 F 0.573][D acc: 0.719 R 0.688 F 0.750][G loss: 1.240 acc: 0.141] 0:03:06.029574
3308 [D loss: 0.488 R 0.553 F 0.422][D acc: 0.805 R 0.656 F 0.953][G loss: 1.313 acc: 0.062] 0:03:06.130593
3309 [D loss: 0.476 R 0.481 F 0.470][D acc: 0.773 R 0.703 F 0.844][G loss: 1.297 acc: 0.094] 0:03:06.212103
3310 [D loss: 0.562 R 0.517 F 0.607][D acc: 0.734 R 0.719 F 0.750][G loss: 1.208 acc: 0.109] 0:03:06.285663
3311 [D loss: 0.483 R 0.496 F 0.470][D acc: 0.773 R 0.688 F 0.859][G loss: 1.452 acc: 0.078] 0:03:06.368522
3312 [D loss: 0.445 R 0.465 F 0.424][D acc: 0.766 R 0.672 F 0.859][G loss: 1.428 acc: 0.062] 0:03:06.443616
3313 [D loss: 0.502 R 0.505 F 0.498][D acc: 0.750 R 0.688 F 0.812][G loss: 1.353 acc: 0.047] 0:03:06.515716
3314 [D loss: 0.527 R 0.573 F 0.480][D acc: 0.727 R 0.641 F 0.812][G loss: 1.415 acc: 0.094] 0:03:06.594517
3315 [D loss: 0.462 R 0.430 F 0.494][D acc: 0.766 R 0.766 F 0.766][G loss: 1.311 acc: 0.156] 0:03:06.669698
3316 [D loss: 0.512 R 0.540 F 0.484][D acc: 0.758 R 0.656 F 0.859][G loss: 1.376 acc: 0.109] 0:03:06.745352
3317 [D loss: 0.452 R 0.449 F 0.455][D acc: 0.789 R 0.750 F 0.828][G loss: 1.674 acc: 0.094] 0:03:06.824315
3318 [D loss: 0.534 R 0.421 F 0.648][D acc: 0.727 R 0.719 F 0.734][G loss: 1.613 acc: 0.062] 0:03:06.905057
3319 [D loss: 0.483 R 0.577 F 0.390][D acc: 0.758 R 0.625 F 0.891][G loss: 1.538 acc: 0.109] 0:03:06.983301
3320 [D loss: 0.528 R 0.537 F 0.518][D acc: 0.727 R 0.641 F 0.812][G loss: 1.495 acc: 0.141] 0:03:07.061826
3321 [D loss: 0.467 R 0.465 F 0.470][D acc: 0.789 R 0.734 F 0.844][G loss: 1.544 acc: 0.141] 0:03:07.134354
3322 [D loss: 0.537 R 0.451 F 0.622][D acc: 0.750 R 0.781 F 0.719][G loss: 1.540 acc: 0.078] 0:03:07.208411
3323 [D loss: 0.572 R 0.516 F 0.629][D acc: 0.727 R 0.688 F 0.766][G loss: 1.522 acc: 0.031] 0:03:07.295763
3324 [D loss: 0.608 R 0.732 F 0.484][D acc: 0.680 R 0.500 F 0.859][G loss: 1.513 acc: 0.047] 0:03:07.369785
3325 [D loss: 0.480 R 0.513 F 0.448][D acc: 0.773 R 0.703 F 0.844][G loss: 1.356 acc: 0.062] 0:03:07.440590
3326 [D loss: 0.497 R 0.513 F 0.481][D acc: 0.781 R 0.734 F 0.828][G loss: 1.459 acc: 0.078] 0:03:07.519328
3327 [D loss: 0.472 R 0.531 F 0.413][D acc: 0.773 R 0.672 F 0.875][G loss: 1.635 acc: 0.062] 0:03:07.597877
3328 [D loss: 0.506 R 0.576 F 0.436][D acc: 0.758 R 0.688 F 0.828][G loss: 1.480 acc: 0.031] 0:03:07.687249
3329 [D loss: 0.436 R 0.329 F 0.542][D acc: 0.836 R 0.828 F 0.844][G loss: 1.513 acc: 0.078] 0:03:07.766850
3330 [D loss: 0.595 R 0.619 F 0.572][D acc: 0.695 R 0.578 F 0.812][G loss: 1.522 acc: 0.031] 0:03:07.842236
3331 [D loss: 0.475 R 0.555 F 0.395][D acc: 0.789 R 0.641 F 0.938][G loss: 1.474 acc: 0.125] 0:03:07.915543
3332 [D loss: 0.595 R 0.593 F 0.596][D acc: 0.734 R 0.641 F 0.828][G loss: 1.448 acc: 0.031] 0:03:07.992711
3333 [D loss: 0.507 R 0.565 F 0.449][D acc: 0.734 R 0.625 F 0.844][G loss: 1.477 acc: 0.156] 0:03:08.064731
3334 [D loss: 0.504 R 0.458 F 0.549][D acc: 0.773 R 0.750 F 0.797][G loss: 1.470 acc: 0.141] 0:03:08.137792
3335 [D loss: 0.524 R 0.536 F 0.511][D acc: 0.734 R 0.672 F 0.797][G loss: 1.359 acc: 0.141] 0:03:08.229401
3336 [D loss: 0.539 R 0.534 F 0.544][D acc: 0.703 R 0.672 F 0.734][G loss: 1.484 acc: 0.078] 0:03:08.309271
3337 [D loss: 0.460 R 0.482 F 0.438][D acc: 0.766 R 0.672 F 0.859][G loss: 1.498 acc: 0.047] 0:03:08.387390
3338 [D loss: 0.452 R 0.449 F 0.455][D acc: 0.781 R 0.719 F 0.844][G loss: 1.554 acc: 0.109] 0:03:08.476492
3339 [D loss: 0.490 R 0.451 F 0.529][D acc: 0.766 R 0.734 F 0.797][G loss: 1.440 acc: 0.125] 0:03:08.557711
3340 [D loss: 0.555 R 0.526 F 0.584][D acc: 0.711 R 0.688 F 0.734][G loss: 1.533 acc: 0.062] 0:03:08.632729
3341 [D loss: 0.473 R 0.428 F 0.518][D acc: 0.781 R 0.719 F 0.844][G loss: 1.609 acc: 0.078] 0:03:08.723644
3342 [D loss: 0.551 R 0.570 F 0.532][D acc: 0.742 R 0.672 F 0.812][G loss: 1.587 acc: 0.031] 0:03:08.798458
3343 [D loss: 0.568 R 0.661 F 0.475][D acc: 0.688 R 0.562 F 0.812][G loss: 1.427 acc: 0.109] 0:03:08.869536
3344 [D loss: 0.514 R 0.602 F 0.426][D acc: 0.758 R 0.656 F 0.859][G loss: 1.542 acc: 0.031] 0:03:08.961610
3345 [D loss: 0.585 R 0.640 F 0.530][D acc: 0.711 R 0.594 F 0.828][G loss: 1.481 acc: 0.109] 0:03:09.056496
3346 [D loss: 0.570 R 0.645 F 0.496][D acc: 0.680 R 0.578 F 0.781][G loss: 1.326 acc: 0.109] 0:03:09.133095
3347 [D loss: 0.508 R 0.487 F 0.529][D acc: 0.758 R 0.703 F 0.812][G loss: 1.433 acc: 0.062] 0:03:09.237341
3348 [D loss: 0.507 R 0.568 F 0.445][D acc: 0.797 R 0.688 F 0.906][G loss: 1.494 acc: 0.047] 0:03:09.318021
3349 [D loss: 0.577 R 0.600 F 0.554][D acc: 0.727 R 0.625 F 0.828][G loss: 1.363 acc: 0.062] 0:03:09.395178
3350 [D loss: 0.567 R 0.577 F 0.556][D acc: 0.711 R 0.609 F 0.812][G loss: 1.393 acc: 0.125] 0:03:09.491269
3351 [D loss: 0.515 R 0.569 F 0.461][D acc: 0.711 R 0.609 F 0.812][G loss: 1.471 acc: 0.109] 0:03:09.564597
3352 [D loss: 0.500 R 0.457 F 0.543][D acc: 0.750 R 0.719 F 0.781][G loss: 1.356 acc: 0.203] 0:03:09.636779
3353 [D loss: 0.613 R 0.592 F 0.634][D acc: 0.680 R 0.625 F 0.734][G loss: 1.246 acc: 0.109] 0:03:09.721869
3354 [D loss: 0.450 R 0.438 F 0.461][D acc: 0.781 R 0.719 F 0.844][G loss: 1.459 acc: 0.109] 0:03:09.794012
3355 [D loss: 0.534 R 0.618 F 0.449][D acc: 0.711 R 0.547 F 0.875][G loss: 1.366 acc: 0.062] 0:03:09.870221
3356 [D loss: 0.485 R 0.529 F 0.440][D acc: 0.742 R 0.641 F 0.844][G loss: 1.459 acc: 0.094] 0:03:09.955066
3357 [D loss: 0.648 R 0.503 F 0.793][D acc: 0.648 R 0.703 F 0.594][G loss: 1.600 acc: 0.094] 0:03:10.033327
3358 [D loss: 0.484 R 0.558 F 0.409][D acc: 0.766 R 0.609 F 0.922][G loss: 1.298 acc: 0.109] 0:03:10.106445
3359 [D loss: 0.508 R 0.516 F 0.501][D acc: 0.750 R 0.656 F 0.844][G loss: 1.526 acc: 0.078] 0:03:10.188942
3360 [D loss: 0.584 R 0.556 F 0.612][D acc: 0.664 R 0.641 F 0.688][G loss: 1.556 acc: 0.109] 0:03:10.264058
3361 [D loss: 0.527 R 0.483 F 0.570][D acc: 0.766 R 0.719 F 0.812][G loss: 1.309 acc: 0.078] 0:03:10.342599
3362 [D loss: 0.505 R 0.448 F 0.561][D acc: 0.758 R 0.703 F 0.812][G loss: 1.469 acc: 0.109] 0:03:10.418741
3363 [D loss: 0.602 R 0.644 F 0.559][D acc: 0.719 R 0.625 F 0.812][G loss: 1.474 acc: 0.062] 0:03:10.489952
3364 [D loss: 0.500 R 0.557 F 0.443][D acc: 0.773 R 0.688 F 0.859][G loss: 1.369 acc: 0.125] 0:03:10.568098
3365 [D loss: 0.598 R 0.602 F 0.595][D acc: 0.688 R 0.625 F 0.750][G loss: 1.559 acc: 0.000] 0:03:10.662607
3366 [D loss: 0.494 R 0.420 F 0.567][D acc: 0.758 R 0.781 F 0.734][G loss: 1.326 acc: 0.172] 0:03:10.736248
3367 [D loss: 0.561 R 0.677 F 0.445][D acc: 0.734 R 0.625 F 0.844][G loss: 1.323 acc: 0.078] 0:03:10.825882
3368 [D loss: 0.547 R 0.507 F 0.586][D acc: 0.695 R 0.719 F 0.672][G loss: 1.298 acc: 0.219] 0:03:10.908860
3369 [D loss: 0.491 R 0.567 F 0.415][D acc: 0.797 R 0.672 F 0.922][G loss: 1.287 acc: 0.156] 0:03:10.984530
3370 [D loss: 0.509 R 0.361 F 0.657][D acc: 0.758 R 0.859 F 0.656][G loss: 1.509 acc: 0.031] 0:03:11.063495
3371 [D loss: 0.495 R 0.583 F 0.408][D acc: 0.742 R 0.641 F 0.844][G loss: 1.321 acc: 0.250] 0:03:11.141199
3372 [D loss: 0.580 R 0.490 F 0.670][D acc: 0.680 R 0.688 F 0.672][G loss: 1.597 acc: 0.016] 0:03:11.220759
3373 [D loss: 0.521 R 0.576 F 0.465][D acc: 0.727 R 0.609 F 0.844][G loss: 1.497 acc: 0.078] 0:03:11.295309
3374 [D loss: 0.603 R 0.666 F 0.540][D acc: 0.695 R 0.562 F 0.828][G loss: 1.350 acc: 0.141] 0:03:11.379450
3375 [D loss: 0.523 R 0.593 F 0.453][D acc: 0.758 R 0.641 F 0.875][G loss: 1.413 acc: 0.156] 0:03:11.452694
3376 [D loss: 0.472 R 0.479 F 0.465][D acc: 0.773 R 0.672 F 0.875][G loss: 1.387 acc: 0.156] 0:03:11.523186
3377 [D loss: 0.557 R 0.437 F 0.678][D acc: 0.727 R 0.766 F 0.688][G loss: 1.443 acc: 0.094] 0:03:11.603698
3378 [D loss: 0.520 R 0.633 F 0.407][D acc: 0.766 R 0.641 F 0.891][G loss: 1.446 acc: 0.078] 0:03:11.678219
3379 [D loss: 0.518 R 0.543 F 0.494][D acc: 0.781 R 0.688 F 0.875][G loss: 1.537 acc: 0.016] 0:03:11.757873
3380 [D loss: 0.577 R 0.469 F 0.685][D acc: 0.719 R 0.703 F 0.734][G loss: 1.568 acc: 0.031] 0:03:11.846869
3381 [D loss: 0.699 R 0.992 F 0.406][D acc: 0.641 R 0.406 F 0.875][G loss: 1.360 acc: 0.078] 0:03:11.923041
3382 [D loss: 0.570 R 0.590 F 0.550][D acc: 0.734 R 0.625 F 0.844][G loss: 1.367 acc: 0.062] 0:03:11.998020
3383 [D loss: 0.509 R 0.483 F 0.536][D acc: 0.758 R 0.734 F 0.781][G loss: 1.363 acc: 0.125] 0:03:12.079135
3384 [D loss: 0.500 R 0.494 F 0.505][D acc: 0.766 R 0.750 F 0.781][G loss: 1.378 acc: 0.094] 0:03:12.153325
3385 [D loss: 0.603 R 0.542 F 0.663][D acc: 0.742 R 0.656 F 0.828][G loss: 1.438 acc: 0.078] 0:03:12.230791
3386 [D loss: 0.668 R 0.738 F 0.598][D acc: 0.656 R 0.516 F 0.797][G loss: 1.350 acc: 0.078] 0:03:12.307761
3387 [D loss: 0.578 R 0.670 F 0.487][D acc: 0.695 R 0.516 F 0.875][G loss: 1.306 acc: 0.094] 0:03:12.383776
3388 [D loss: 0.515 R 0.495 F 0.534][D acc: 0.766 R 0.703 F 0.828][G loss: 1.454 acc: 0.047] 0:03:12.466829
3389 [D loss: 0.470 R 0.517 F 0.423][D acc: 0.766 R 0.656 F 0.875][G loss: 1.382 acc: 0.078] 0:03:12.546272
3390 [D loss: 0.507 R 0.440 F 0.574][D acc: 0.781 R 0.781 F 0.781][G loss: 1.447 acc: 0.078] 0:03:12.619965
3391 [D loss: 0.466 R 0.421 F 0.511][D acc: 0.820 R 0.766 F 0.875][G loss: 1.464 acc: 0.094] 0:03:12.694595
3392 [D loss: 0.533 R 0.553 F 0.513][D acc: 0.766 R 0.656 F 0.875][G loss: 1.546 acc: 0.031] 0:03:12.774503
3393 [D loss: 0.415 R 0.367 F 0.463][D acc: 0.812 R 0.750 F 0.875][G loss: 1.770 acc: 0.031] 0:03:12.847937
3394 [D loss: 0.611 R 0.553 F 0.669][D acc: 0.703 R 0.641 F 0.766][G loss: 1.514 acc: 0.078] 0:03:12.918821
3395 [D loss: 0.476 R 0.517 F 0.434][D acc: 0.750 R 0.672 F 0.828][G loss: 1.563 acc: 0.094] 0:03:12.996239
3396 [D loss: 0.450 R 0.496 F 0.404][D acc: 0.789 R 0.734 F 0.844][G loss: 1.399 acc: 0.016] 0:03:13.077459
3397 [D loss: 0.545 R 0.587 F 0.503][D acc: 0.727 R 0.625 F 0.828][G loss: 1.570 acc: 0.141] 0:03:13.155024
3398 [D loss: 0.511 R 0.466 F 0.555][D acc: 0.742 R 0.750 F 0.734][G loss: 1.567 acc: 0.047] 0:03:13.247762
3399 [D loss: 0.474 R 0.428 F 0.520][D acc: 0.773 R 0.750 F 0.797][G loss: 1.353 acc: 0.125] 0:03:13.332619
3400 [D loss: 0.436 R 0.470 F 0.402][D acc: 0.750 R 0.656 F 0.844][G loss: 1.525 acc: 0.031] 0:03:13.405619
3401 [D loss: 0.450 R 0.448 F 0.452][D acc: 0.805 R 0.750 F 0.859][G loss: 1.484 acc: 0.094] 0:03:13.481409
3402 [D loss: 0.554 R 0.429 F 0.679][D acc: 0.719 R 0.734 F 0.703][G loss: 1.557 acc: 0.125] 0:03:13.554633
3403 [D loss: 0.449 R 0.486 F 0.412][D acc: 0.812 R 0.719 F 0.906][G loss: 1.587 acc: 0.062] 0:03:13.625858
3404 [D loss: 0.533 R 0.493 F 0.574][D acc: 0.672 R 0.641 F 0.703][G loss: 1.664 acc: 0.031] 0:03:13.698239
3405 [D loss: 0.551 R 0.655 F 0.447][D acc: 0.711 R 0.547 F 0.875][G loss: 1.470 acc: 0.203] 0:03:13.779222
3406 [D loss: 0.531 R 0.461 F 0.602][D acc: 0.727 R 0.734 F 0.719][G loss: 1.608 acc: 0.094] 0:03:13.855019
3407 [D loss: 0.523 R 0.657 F 0.389][D acc: 0.719 R 0.562 F 0.875][G loss: 1.578 acc: 0.078] 0:03:13.930180
3408 [D loss: 0.559 R 0.551 F 0.567][D acc: 0.727 R 0.719 F 0.734][G loss: 1.392 acc: 0.078] 0:03:14.002872
3409 [D loss: 0.461 R 0.497 F 0.425][D acc: 0.766 R 0.672 F 0.859][G loss: 1.355 acc: 0.062] 0:03:14.079399
3410 [D loss: 0.569 R 0.691 F 0.447][D acc: 0.758 R 0.656 F 0.859][G loss: 1.380 acc: 0.062] 0:03:14.158942
3411 [D loss: 0.505 R 0.530 F 0.479][D acc: 0.766 R 0.672 F 0.859][G loss: 1.438 acc: 0.109] 0:03:14.237090
3412 [D loss: 0.540 R 0.539 F 0.541][D acc: 0.742 R 0.641 F 0.844][G loss: 1.517 acc: 0.109] 0:03:14.311408
3413 [D loss: 0.512 R 0.524 F 0.501][D acc: 0.727 R 0.656 F 0.797][G loss: 1.352 acc: 0.094] 0:03:14.387498
3414 [D loss: 0.577 R 0.520 F 0.635][D acc: 0.688 R 0.625 F 0.750][G loss: 1.449 acc: 0.156] 0:03:14.466616
3415 [D loss: 0.581 R 0.545 F 0.616][D acc: 0.773 R 0.703 F 0.844][G loss: 1.394 acc: 0.078] 0:03:14.550528
3416 [D loss: 0.554 R 0.563 F 0.546][D acc: 0.727 R 0.609 F 0.844][G loss: 1.385 acc: 0.047] 0:03:14.635040
3417 [D loss: 0.469 R 0.456 F 0.481][D acc: 0.773 R 0.719 F 0.828][G loss: 1.482 acc: 0.047] 0:03:14.717531
3418 [D loss: 0.440 R 0.480 F 0.400][D acc: 0.789 R 0.672 F 0.906][G loss: 1.369 acc: 0.125] 0:03:14.798091
3419 [D loss: 0.507 R 0.549 F 0.464][D acc: 0.758 R 0.625 F 0.891][G loss: 1.567 acc: 0.078] 0:03:14.884177
3420 [D loss: 0.660 R 0.701 F 0.620][D acc: 0.680 R 0.609 F 0.750][G loss: 1.511 acc: 0.078] 0:03:14.965481
3421 [D loss: 0.653 R 0.746 F 0.559][D acc: 0.648 R 0.531 F 0.766][G loss: 1.448 acc: 0.094] 0:03:15.040689
3422 [D loss: 0.579 R 0.608 F 0.550][D acc: 0.727 R 0.625 F 0.828][G loss: 1.377 acc: 0.125] 0:03:15.120797
3423 [D loss: 0.533 R 0.579 F 0.488][D acc: 0.734 R 0.625 F 0.844][G loss: 1.556 acc: 0.141] 0:03:15.200718
3424 [D loss: 0.587 R 0.601 F 0.574][D acc: 0.711 R 0.625 F 0.797][G loss: 1.394 acc: 0.094] 0:03:15.290675
3425 [D loss: 0.659 R 0.593 F 0.724][D acc: 0.688 R 0.594 F 0.781][G loss: 1.266 acc: 0.109] 0:03:15.383632
3426 [D loss: 0.570 R 0.701 F 0.438][D acc: 0.703 R 0.562 F 0.844][G loss: 1.393 acc: 0.141] 0:03:15.459926
3427 [D loss: 0.453 R 0.403 F 0.502][D acc: 0.797 R 0.766 F 0.828][G loss: 1.383 acc: 0.078] 0:03:15.534511
3428 [D loss: 0.536 R 0.562 F 0.509][D acc: 0.703 R 0.641 F 0.766][G loss: 1.421 acc: 0.047] 0:03:15.614543
3429 [D loss: 0.537 R 0.565 F 0.510][D acc: 0.742 R 0.672 F 0.812][G loss: 1.582 acc: 0.062] 0:03:15.693012
3430 [D loss: 0.505 R 0.524 F 0.486][D acc: 0.727 R 0.609 F 0.844][G loss: 1.503 acc: 0.078] 0:03:15.765528
3431 [D loss: 0.490 R 0.484 F 0.496][D acc: 0.750 R 0.672 F 0.828][G loss: 1.466 acc: 0.109] 0:03:15.856021
3432 [D loss: 0.539 R 0.550 F 0.527][D acc: 0.734 R 0.672 F 0.797][G loss: 1.634 acc: 0.078] 0:03:15.933001
3433 [D loss: 0.443 R 0.437 F 0.450][D acc: 0.773 R 0.750 F 0.797][G loss: 1.600 acc: 0.109] 0:03:16.005004
3434 [D loss: 0.611 R 0.771 F 0.451][D acc: 0.680 R 0.531 F 0.828][G loss: 1.457 acc: 0.109] 0:03:16.088932
3435 [D loss: 0.569 R 0.531 F 0.606][D acc: 0.727 R 0.641 F 0.812][G loss: 1.433 acc: 0.078] 0:03:16.162377
3436 [D loss: 0.538 R 0.576 F 0.499][D acc: 0.734 R 0.641 F 0.828][G loss: 1.608 acc: 0.078] 0:03:16.236246
3437 [D loss: 0.483 R 0.536 F 0.430][D acc: 0.750 R 0.672 F 0.828][G loss: 1.526 acc: 0.016] 0:03:16.324824
3438 [D loss: 0.599 R 0.581 F 0.617][D acc: 0.672 R 0.656 F 0.688][G loss: 1.353 acc: 0.094] 0:03:16.401300
3439 [D loss: 0.588 R 0.673 F 0.503][D acc: 0.648 R 0.516 F 0.781][G loss: 1.423 acc: 0.109] 0:03:16.474236
3440 [D loss: 0.565 R 0.517 F 0.614][D acc: 0.711 R 0.656 F 0.766][G loss: 1.383 acc: 0.109] 0:03:16.559764
3441 [D loss: 0.599 R 0.653 F 0.545][D acc: 0.695 R 0.625 F 0.766][G loss: 1.419 acc: 0.047] 0:03:16.630893
3442 [D loss: 0.435 R 0.424 F 0.445][D acc: 0.844 R 0.797 F 0.891][G loss: 1.679 acc: 0.031] 0:03:16.708393
3443 [D loss: 0.472 R 0.503 F 0.441][D acc: 0.766 R 0.688 F 0.844][G loss: 1.682 acc: 0.125] 0:03:16.790449
3444 [D loss: 0.586 R 0.563 F 0.609][D acc: 0.672 R 0.641 F 0.703][G loss: 1.602 acc: 0.031] 0:03:16.881960
3445 [D loss: 0.470 R 0.488 F 0.452][D acc: 0.773 R 0.703 F 0.844][G loss: 1.487 acc: 0.047] 0:03:16.962894
3446 [D loss: 0.509 R 0.463 F 0.555][D acc: 0.750 R 0.734 F 0.766][G loss: 1.630 acc: 0.031] 0:03:17.047184
3447 [D loss: 0.569 R 0.627 F 0.510][D acc: 0.711 R 0.609 F 0.812][G loss: 1.442 acc: 0.094] 0:03:17.123915
3448 [D loss: 0.520 R 0.540 F 0.499][D acc: 0.719 R 0.656 F 0.781][G loss: 1.578 acc: 0.125] 0:03:17.208111
3449 [D loss: 0.484 R 0.468 F 0.500][D acc: 0.773 R 0.750 F 0.797][G loss: 1.382 acc: 0.094] 0:03:17.322793
3450 [D loss: 0.604 R 0.715 F 0.492][D acc: 0.711 R 0.594 F 0.828][G loss: 1.414 acc: 0.047] 0:03:17.402682
3451 [D loss: 0.544 R 0.476 F 0.612][D acc: 0.742 R 0.688 F 0.797][G loss: 1.546 acc: 0.031] 0:03:17.482101
3452 [D loss: 0.449 R 0.525 F 0.373][D acc: 0.781 R 0.656 F 0.906][G loss: 1.439 acc: 0.062] 0:03:17.563933
3453 [D loss: 0.473 R 0.478 F 0.468][D acc: 0.750 R 0.672 F 0.828][G loss: 1.304 acc: 0.109] 0:03:17.637991
3454 [D loss: 0.549 R 0.561 F 0.537][D acc: 0.719 R 0.656 F 0.781][G loss: 1.480 acc: 0.047] 0:03:17.715984
3455 [D loss: 0.560 R 0.569 F 0.550][D acc: 0.711 R 0.609 F 0.812][G loss: 1.428 acc: 0.062] 0:03:17.793582
3456 [D loss: 0.539 R 0.513 F 0.564][D acc: 0.703 R 0.656 F 0.750][G loss: 1.447 acc: 0.047] 0:03:17.866595
3457 [D loss: 0.535 R 0.503 F 0.568][D acc: 0.750 R 0.672 F 0.828][G loss: 1.558 acc: 0.062] 0:03:17.944853
3458 [D loss: 0.529 R 0.546 F 0.513][D acc: 0.773 R 0.672 F 0.875][G loss: 1.499 acc: 0.062] 0:03:18.026328
3459 [D loss: 0.575 R 0.627 F 0.522][D acc: 0.703 R 0.578 F 0.828][G loss: 1.519 acc: 0.062] 0:03:18.099765
3460 [D loss: 0.441 R 0.452 F 0.430][D acc: 0.766 R 0.750 F 0.781][G loss: 1.524 acc: 0.078] 0:03:18.171983
3461 [D loss: 0.468 R 0.514 F 0.421][D acc: 0.797 R 0.703 F 0.891][G loss: 1.513 acc: 0.062] 0:03:18.264225
3462 [D loss: 0.473 R 0.493 F 0.453][D acc: 0.750 R 0.688 F 0.812][G loss: 1.457 acc: 0.094] 0:03:18.339749
3463 [D loss: 0.447 R 0.476 F 0.417][D acc: 0.773 R 0.688 F 0.859][G loss: 1.423 acc: 0.109] 0:03:18.411630
3464 [D loss: 0.520 R 0.518 F 0.523][D acc: 0.758 R 0.703 F 0.812][G loss: 1.287 acc: 0.141] 0:03:18.494915
3465 [D loss: 0.489 R 0.481 F 0.497][D acc: 0.758 R 0.688 F 0.828][G loss: 1.578 acc: 0.078] 0:03:18.568176
3466 [D loss: 0.443 R 0.481 F 0.405][D acc: 0.766 R 0.656 F 0.875][G loss: 1.406 acc: 0.125] 0:03:18.648102
3467 [D loss: 0.510 R 0.487 F 0.533][D acc: 0.758 R 0.734 F 0.781][G loss: 1.539 acc: 0.094] 0:03:18.740516
3468 [D loss: 0.483 R 0.433 F 0.533][D acc: 0.781 R 0.750 F 0.812][G loss: 1.471 acc: 0.047] 0:03:18.814740
3469 [D loss: 0.456 R 0.479 F 0.434][D acc: 0.820 R 0.766 F 0.875][G loss: 1.586 acc: 0.078] 0:03:18.905597
3470 [D loss: 0.609 R 0.476 F 0.742][D acc: 0.727 R 0.672 F 0.781][G loss: 1.576 acc: 0.094] 0:03:18.983833
3471 [D loss: 0.548 R 0.590 F 0.506][D acc: 0.711 R 0.609 F 0.812][G loss: 1.584 acc: 0.109] 0:03:19.055907
3472 [D loss: 0.473 R 0.539 F 0.406][D acc: 0.781 R 0.656 F 0.906][G loss: 1.548 acc: 0.078] 0:03:19.127264
3473 [D loss: 0.527 R 0.600 F 0.454][D acc: 0.773 R 0.672 F 0.875][G loss: 1.454 acc: 0.109] 0:03:19.205694
3474 [D loss: 0.454 R 0.389 F 0.519][D acc: 0.812 R 0.797 F 0.828][G loss: 1.486 acc: 0.109] 0:03:19.307526
3475 [D loss: 0.505 R 0.547 F 0.462][D acc: 0.719 R 0.625 F 0.812][G loss: 1.646 acc: 0.047] 0:03:19.391410
3476 [D loss: 0.532 R 0.497 F 0.567][D acc: 0.734 R 0.688 F 0.781][G loss: 1.521 acc: 0.109] 0:03:19.470909
3477 [D loss: 0.596 R 0.604 F 0.588][D acc: 0.648 R 0.594 F 0.703][G loss: 1.543 acc: 0.078] 0:03:19.545309
3478 [D loss: 0.541 R 0.667 F 0.414][D acc: 0.703 R 0.531 F 0.875][G loss: 1.555 acc: 0.062] 0:03:19.616080
3479 [D loss: 0.421 R 0.408 F 0.434][D acc: 0.820 R 0.766 F 0.875][G loss: 1.456 acc: 0.094] 0:03:19.695966
3480 [D loss: 0.481 R 0.544 F 0.419][D acc: 0.789 R 0.688 F 0.891][G loss: 1.470 acc: 0.125] 0:03:19.772567
3481 [D loss: 0.471 R 0.455 F 0.487][D acc: 0.773 R 0.750 F 0.797][G loss: 1.500 acc: 0.062] 0:03:19.852349
3482 [D loss: 0.546 R 0.535 F 0.557][D acc: 0.711 R 0.656 F 0.766][G loss: 1.641 acc: 0.031] 0:03:19.931347
3483 [D loss: 0.606 R 0.603 F 0.608][D acc: 0.672 R 0.609 F 0.734][G loss: 1.419 acc: 0.109] 0:03:20.022234
3484 [D loss: 0.587 R 0.618 F 0.556][D acc: 0.688 R 0.594 F 0.781][G loss: 1.411 acc: 0.078] 0:03:20.098250
3485 [D loss: 0.507 R 0.583 F 0.431][D acc: 0.750 R 0.625 F 0.875][G loss: 1.344 acc: 0.125] 0:03:20.177135
3486 [D loss: 0.535 R 0.626 F 0.444][D acc: 0.734 R 0.609 F 0.859][G loss: 1.489 acc: 0.078] 0:03:20.253277
3487 [D loss: 0.425 R 0.382 F 0.468][D acc: 0.773 R 0.719 F 0.828][G loss: 1.408 acc: 0.094] 0:03:20.334847
3488 [D loss: 0.451 R 0.371 F 0.531][D acc: 0.781 R 0.734 F 0.828][G loss: 1.463 acc: 0.062] 0:03:20.414971
3489 [D loss: 0.505 R 0.591 F 0.419][D acc: 0.766 R 0.625 F 0.906][G loss: 1.332 acc: 0.141] 0:03:20.488201
3490 [D loss: 0.542 R 0.564 F 0.520][D acc: 0.711 R 0.625 F 0.797][G loss: 1.241 acc: 0.109] 0:03:20.558458
3491 [D loss: 0.519 R 0.519 F 0.520][D acc: 0.758 R 0.703 F 0.812][G loss: 1.440 acc: 0.078] 0:03:20.634690
3492 [D loss: 0.614 R 0.546 F 0.683][D acc: 0.703 R 0.703 F 0.703][G loss: 1.338 acc: 0.141] 0:03:20.714701
3493 [D loss: 0.541 R 0.610 F 0.472][D acc: 0.766 R 0.656 F 0.875][G loss: 1.405 acc: 0.078] 0:03:20.791085
3494 [D loss: 0.490 R 0.534 F 0.446][D acc: 0.734 R 0.625 F 0.844][G loss: 1.424 acc: 0.109] 0:03:20.870045
3495 [D loss: 0.512 R 0.487 F 0.538][D acc: 0.789 R 0.719 F 0.859][G loss: 1.430 acc: 0.078] 0:03:20.953010
3496 [D loss: 0.443 R 0.442 F 0.444][D acc: 0.805 R 0.688 F 0.922][G loss: 1.361 acc: 0.078] 0:03:21.029576
3497 [D loss: 0.380 R 0.328 F 0.432][D acc: 0.797 R 0.781 F 0.812][G loss: 1.616 acc: 0.094] 0:03:21.111000
3498 [D loss: 0.562 R 0.530 F 0.595][D acc: 0.734 R 0.703 F 0.766][G loss: 1.494 acc: 0.078] 0:03:21.184862
3499 [D loss: 0.566 R 0.616 F 0.517][D acc: 0.711 R 0.609 F 0.812][G loss: 1.310 acc: 0.109] 0:03:21.262906
3500 [D loss: 0.522 R 0.564 F 0.481][D acc: 0.750 R 0.672 F 0.828][G loss: 1.389 acc: 0.078] 0:03:21.355790
3501 [D loss: 0.573 R 0.557 F 0.590][D acc: 0.750 R 0.688 F 0.812][G loss: 1.574 acc: 0.062] 0:03:21.634289
3502 [D loss: 0.497 R 0.578 F 0.416][D acc: 0.711 R 0.531 F 0.891][G loss: 1.483 acc: 0.031] 0:03:21.752797
3503 [D loss: 0.554 R 0.571 F 0.537][D acc: 0.734 R 0.672 F 0.797][G loss: 1.478 acc: 0.047] 0:03:21.847392
3504 [D loss: 0.527 R 0.506 F 0.548][D acc: 0.758 R 0.719 F 0.797][G loss: 1.443 acc: 0.016] 0:03:21.938132
3505 [D loss: 0.479 R 0.565 F 0.393][D acc: 0.766 R 0.672 F 0.859][G loss: 1.408 acc: 0.078] 0:03:22.010471
3506 [D loss: 0.551 R 0.583 F 0.519][D acc: 0.773 R 0.750 F 0.797][G loss: 1.424 acc: 0.031] 0:03:22.088033
3507 [D loss: 0.469 R 0.560 F 0.378][D acc: 0.781 R 0.656 F 0.906][G loss: 1.423 acc: 0.109] 0:03:22.159736
3508 [D loss: 0.499 R 0.404 F 0.594][D acc: 0.766 R 0.781 F 0.750][G loss: 1.507 acc: 0.047] 0:03:22.234566
3509 [D loss: 0.486 R 0.454 F 0.517][D acc: 0.789 R 0.766 F 0.812][G loss: 1.657 acc: 0.109] 0:03:22.311691
3510 [D loss: 0.545 R 0.655 F 0.435][D acc: 0.688 R 0.531 F 0.844][G loss: 1.357 acc: 0.141] 0:03:22.390993
3511 [D loss: 0.510 R 0.399 F 0.622][D acc: 0.766 R 0.766 F 0.766][G loss: 1.529 acc: 0.031] 0:03:22.465922
3512 [D loss: 0.524 R 0.520 F 0.529][D acc: 0.695 R 0.672 F 0.719][G loss: 1.401 acc: 0.141] 0:03:22.539545
3513 [D loss: 0.555 R 0.603 F 0.506][D acc: 0.719 R 0.625 F 0.812][G loss: 1.491 acc: 0.047] 0:03:22.609231
3514 [D loss: 0.522 R 0.608 F 0.437][D acc: 0.758 R 0.625 F 0.891][G loss: 1.439 acc: 0.078] 0:03:22.680413
3515 [D loss: 0.588 R 0.572 F 0.604][D acc: 0.719 R 0.688 F 0.750][G loss: 1.394 acc: 0.078] 0:03:22.781688
3516 [D loss: 0.557 R 0.583 F 0.531][D acc: 0.727 R 0.594 F 0.859][G loss: 1.524 acc: 0.047] 0:03:22.858021
3517 [D loss: 0.487 R 0.520 F 0.454][D acc: 0.734 R 0.672 F 0.797][G loss: 1.346 acc: 0.109] 0:03:22.932574
3518 [D loss: 0.534 R 0.543 F 0.524][D acc: 0.742 R 0.750 F 0.734][G loss: 1.533 acc: 0.109] 0:03:23.016786
3519 [D loss: 0.452 R 0.478 F 0.426][D acc: 0.781 R 0.703 F 0.859][G loss: 1.245 acc: 0.109] 0:03:23.090660
3520 [D loss: 0.533 R 0.544 F 0.521][D acc: 0.703 R 0.672 F 0.734][G loss: 1.343 acc: 0.094] 0:03:23.184856
3521 [D loss: 0.571 R 0.556 F 0.585][D acc: 0.727 R 0.672 F 0.781][G loss: 1.328 acc: 0.094] 0:03:23.290850
3522 [D loss: 0.631 R 0.599 F 0.662][D acc: 0.672 R 0.594 F 0.750][G loss: 1.513 acc: 0.031] 0:03:23.369394
3523 [D loss: 0.417 R 0.519 F 0.316][D acc: 0.789 R 0.656 F 0.922][G loss: 1.639 acc: 0.031] 0:03:23.451118
3524 [D loss: 0.646 R 0.707 F 0.585][D acc: 0.672 R 0.516 F 0.828][G loss: 1.373 acc: 0.094] 0:03:23.528526
3525 [D loss: 0.575 R 0.718 F 0.432][D acc: 0.688 R 0.500 F 0.875][G loss: 1.296 acc: 0.047] 0:03:23.604860
3526 [D loss: 0.584 R 0.723 F 0.444][D acc: 0.664 R 0.500 F 0.828][G loss: 1.442 acc: 0.078] 0:03:23.677151
3527 [D loss: 0.538 R 0.574 F 0.502][D acc: 0.734 R 0.688 F 0.781][G loss: 1.261 acc: 0.062] 0:03:23.756549
3528 [D loss: 0.523 R 0.522 F 0.523][D acc: 0.750 R 0.672 F 0.828][G loss: 1.440 acc: 0.156] 0:03:23.829969
3529 [D loss: 0.623 R 0.626 F 0.619][D acc: 0.680 R 0.594 F 0.766][G loss: 1.367 acc: 0.062] 0:03:23.910969
3530 [D loss: 0.602 R 0.676 F 0.529][D acc: 0.695 R 0.609 F 0.781][G loss: 1.429 acc: 0.031] 0:03:23.986832
3531 [D loss: 0.508 R 0.528 F 0.489][D acc: 0.719 R 0.656 F 0.781][G loss: 1.376 acc: 0.125] 0:03:24.058874
3532 [D loss: 0.567 R 0.564 F 0.570][D acc: 0.703 R 0.656 F 0.750][G loss: 1.330 acc: 0.094] 0:03:24.135020
3533 [D loss: 0.534 R 0.514 F 0.554][D acc: 0.727 R 0.672 F 0.781][G loss: 1.148 acc: 0.156] 0:03:24.216736
3534 [D loss: 0.509 R 0.533 F 0.485][D acc: 0.766 R 0.641 F 0.891][G loss: 1.322 acc: 0.109] 0:03:24.288885
3535 [D loss: 0.436 R 0.328 F 0.545][D acc: 0.742 R 0.750 F 0.734][G loss: 1.412 acc: 0.078] 0:03:24.365014
3536 [D loss: 0.448 R 0.439 F 0.457][D acc: 0.812 R 0.766 F 0.859][G loss: 1.503 acc: 0.125] 0:03:24.445754
3537 [D loss: 0.578 R 0.480 F 0.675][D acc: 0.719 R 0.719 F 0.719][G loss: 1.474 acc: 0.047] 0:03:24.531950
3538 [D loss: 0.524 R 0.627 F 0.421][D acc: 0.734 R 0.531 F 0.938][G loss: 1.423 acc: 0.078] 0:03:24.606526
3539 [D loss: 0.525 R 0.442 F 0.608][D acc: 0.789 R 0.750 F 0.828][G loss: 1.521 acc: 0.094] 0:03:24.692212
3540 [D loss: 0.553 R 0.576 F 0.531][D acc: 0.703 R 0.625 F 0.781][G loss: 1.511 acc: 0.109] 0:03:24.783555
3541 [D loss: 0.468 R 0.490 F 0.445][D acc: 0.797 R 0.719 F 0.875][G loss: 1.509 acc: 0.109] 0:03:24.855422
3542 [D loss: 0.451 R 0.451 F 0.451][D acc: 0.805 R 0.734 F 0.875][G loss: 1.546 acc: 0.125] 0:03:24.935845
3543 [D loss: 0.535 R 0.556 F 0.514][D acc: 0.734 R 0.625 F 0.844][G loss: 1.380 acc: 0.094] 0:03:25.008242
3544 [D loss: 0.500 R 0.449 F 0.552][D acc: 0.742 R 0.703 F 0.781][G loss: 1.675 acc: 0.078] 0:03:25.080054
3545 [D loss: 0.484 R 0.546 F 0.422][D acc: 0.766 R 0.672 F 0.859][G loss: 1.647 acc: 0.109] 0:03:25.159196
3546 [D loss: 0.468 R 0.495 F 0.442][D acc: 0.773 R 0.719 F 0.828][G loss: 1.520 acc: 0.109] 0:03:25.240362
3547 [D loss: 0.527 R 0.551 F 0.503][D acc: 0.758 R 0.719 F 0.797][G loss: 1.519 acc: 0.141] 0:03:25.313212
3548 [D loss: 0.478 R 0.511 F 0.445][D acc: 0.742 R 0.609 F 0.875][G loss: 1.561 acc: 0.078] 0:03:25.410625
3549 [D loss: 0.543 R 0.623 F 0.462][D acc: 0.734 R 0.594 F 0.875][G loss: 1.581 acc: 0.094] 0:03:25.483455
3550 [D loss: 0.480 R 0.503 F 0.456][D acc: 0.742 R 0.641 F 0.844][G loss: 1.713 acc: 0.062] 0:03:25.554591
3551 [D loss: 0.471 R 0.491 F 0.451][D acc: 0.789 R 0.719 F 0.859][G loss: 1.464 acc: 0.141] 0:03:25.640370
3552 [D loss: 0.648 R 0.625 F 0.670][D acc: 0.656 R 0.609 F 0.703][G loss: 1.467 acc: 0.078] 0:03:25.715789
3553 [D loss: 0.499 R 0.548 F 0.451][D acc: 0.734 R 0.656 F 0.812][G loss: 1.475 acc: 0.109] 0:03:25.789204
3554 [D loss: 0.593 R 0.563 F 0.623][D acc: 0.766 R 0.703 F 0.828][G loss: 1.504 acc: 0.094] 0:03:25.865517
3555 [D loss: 0.482 R 0.558 F 0.407][D acc: 0.781 R 0.672 F 0.891][G loss: 1.464 acc: 0.078] 0:03:25.945045
3556 [D loss: 0.583 R 0.548 F 0.619][D acc: 0.711 R 0.609 F 0.812][G loss: 1.515 acc: 0.031] 0:03:26.019745
3557 [D loss: 0.555 R 0.642 F 0.468][D acc: 0.727 R 0.562 F 0.891][G loss: 1.473 acc: 0.141] 0:03:26.100281
3558 [D loss: 0.489 R 0.503 F 0.475][D acc: 0.758 R 0.688 F 0.828][G loss: 1.549 acc: 0.078] 0:03:26.175781
3559 [D loss: 0.568 R 0.609 F 0.526][D acc: 0.648 R 0.562 F 0.734][G loss: 1.365 acc: 0.109] 0:03:26.247792
3560 [D loss: 0.524 R 0.564 F 0.484][D acc: 0.766 R 0.703 F 0.828][G loss: 1.350 acc: 0.094] 0:03:26.331712
3561 [D loss: 0.496 R 0.490 F 0.503][D acc: 0.766 R 0.734 F 0.797][G loss: 1.542 acc: 0.109] 0:03:26.408977
3562 [D loss: 0.543 R 0.589 F 0.498][D acc: 0.719 R 0.609 F 0.828][G loss: 1.583 acc: 0.031] 0:03:26.496506
3563 [D loss: 0.525 R 0.581 F 0.470][D acc: 0.742 R 0.625 F 0.859][G loss: 1.461 acc: 0.141] 0:03:26.581044
3564 [D loss: 0.589 R 0.627 F 0.550][D acc: 0.695 R 0.609 F 0.781][G loss: 1.399 acc: 0.062] 0:03:26.657012
3565 [D loss: 0.608 R 0.593 F 0.622][D acc: 0.711 R 0.672 F 0.750][G loss: 1.363 acc: 0.078] 0:03:26.738353
3566 [D loss: 0.477 R 0.460 F 0.495][D acc: 0.766 R 0.703 F 0.828][G loss: 1.465 acc: 0.078] 0:03:26.828326
3567 [D loss: 0.514 R 0.496 F 0.532][D acc: 0.711 R 0.672 F 0.750][G loss: 1.450 acc: 0.109] 0:03:26.900244
3568 [D loss: 0.524 R 0.479 F 0.569][D acc: 0.734 R 0.734 F 0.734][G loss: 1.619 acc: 0.047] 0:03:26.976860
3569 [D loss: 0.530 R 0.597 F 0.463][D acc: 0.727 R 0.625 F 0.828][G loss: 1.424 acc: 0.078] 0:03:27.056724
3570 [D loss: 0.532 R 0.566 F 0.498][D acc: 0.750 R 0.688 F 0.812][G loss: 1.360 acc: 0.078] 0:03:27.128022
3571 [D loss: 0.559 R 0.585 F 0.532][D acc: 0.664 R 0.594 F 0.734][G loss: 1.345 acc: 0.141] 0:03:27.199095
3572 [D loss: 0.478 R 0.522 F 0.433][D acc: 0.766 R 0.656 F 0.875][G loss: 1.445 acc: 0.031] 0:03:27.280261
3573 [D loss: 0.560 R 0.637 F 0.483][D acc: 0.727 R 0.594 F 0.859][G loss: 1.350 acc: 0.156] 0:03:27.351472
3574 [D loss: 0.577 R 0.602 F 0.552][D acc: 0.688 R 0.578 F 0.797][G loss: 1.318 acc: 0.141] 0:03:27.424798
3575 [D loss: 0.503 R 0.557 F 0.449][D acc: 0.719 R 0.609 F 0.828][G loss: 1.385 acc: 0.141] 0:03:27.509319
3576 [D loss: 0.467 R 0.440 F 0.493][D acc: 0.766 R 0.734 F 0.797][G loss: 1.469 acc: 0.062] 0:03:27.582862
3577 [D loss: 0.515 R 0.418 F 0.613][D acc: 0.727 R 0.750 F 0.703][G loss: 1.546 acc: 0.078] 0:03:27.654006
3578 [D loss: 0.540 R 0.566 F 0.513][D acc: 0.766 R 0.688 F 0.844][G loss: 1.360 acc: 0.125] 0:03:27.731672
3579 [D loss: 0.418 R 0.315 F 0.521][D acc: 0.820 R 0.828 F 0.812][G loss: 1.450 acc: 0.172] 0:03:27.806617
3580 [D loss: 0.526 R 0.617 F 0.434][D acc: 0.734 R 0.609 F 0.859][G loss: 1.643 acc: 0.078] 0:03:27.877707
3581 [D loss: 0.541 R 0.597 F 0.485][D acc: 0.734 R 0.609 F 0.859][G loss: 1.474 acc: 0.109] 0:03:27.968331
3582 [D loss: 0.520 R 0.494 F 0.546][D acc: 0.727 R 0.688 F 0.766][G loss: 1.532 acc: 0.062] 0:03:28.049310
3583 [D loss: 0.535 R 0.580 F 0.490][D acc: 0.734 R 0.688 F 0.781][G loss: 1.608 acc: 0.094] 0:03:28.129069
3584 [D loss: 0.419 R 0.391 F 0.448][D acc: 0.773 R 0.781 F 0.766][G loss: 1.540 acc: 0.109] 0:03:28.206956
3585 [D loss: 0.588 R 0.513 F 0.663][D acc: 0.734 R 0.703 F 0.766][G loss: 1.443 acc: 0.094] 0:03:28.282695
3586 [D loss: 0.524 R 0.560 F 0.489][D acc: 0.750 R 0.703 F 0.797][G loss: 1.512 acc: 0.109] 0:03:28.356416
3587 [D loss: 0.530 R 0.606 F 0.455][D acc: 0.750 R 0.641 F 0.859][G loss: 1.441 acc: 0.141] 0:03:28.445592
3588 [D loss: 0.568 R 0.471 F 0.665][D acc: 0.734 R 0.734 F 0.734][G loss: 1.499 acc: 0.078] 0:03:28.519351
3589 [D loss: 0.562 R 0.571 F 0.553][D acc: 0.727 R 0.672 F 0.781][G loss: 1.431 acc: 0.031] 0:03:28.600152
3590 [D loss: 0.461 R 0.418 F 0.504][D acc: 0.805 R 0.750 F 0.859][G loss: 1.448 acc: 0.062] 0:03:28.676457
3591 [D loss: 0.554 R 0.556 F 0.551][D acc: 0.727 R 0.688 F 0.766][G loss: 1.498 acc: 0.062] 0:03:28.753511
3592 [D loss: 0.499 R 0.577 F 0.420][D acc: 0.750 R 0.609 F 0.891][G loss: 1.577 acc: 0.047] 0:03:28.831513
3593 [D loss: 0.476 R 0.423 F 0.529][D acc: 0.719 R 0.734 F 0.703][G loss: 1.626 acc: 0.047] 0:03:28.910296
3594 [D loss: 0.599 R 0.586 F 0.613][D acc: 0.680 R 0.594 F 0.766][G loss: 1.472 acc: 0.109] 0:03:28.986467
3595 [D loss: 0.559 R 0.573 F 0.544][D acc: 0.727 R 0.672 F 0.781][G loss: 1.739 acc: 0.062] 0:03:29.068876
3596 [D loss: 0.507 R 0.567 F 0.447][D acc: 0.719 R 0.578 F 0.859][G loss: 1.498 acc: 0.062] 0:03:29.151506
3597 [D loss: 0.512 R 0.572 F 0.452][D acc: 0.781 R 0.688 F 0.875][G loss: 1.496 acc: 0.031] 0:03:29.229292
3598 [D loss: 0.541 R 0.635 F 0.447][D acc: 0.703 R 0.578 F 0.828][G loss: 1.316 acc: 0.078] 0:03:29.311873
3599 [D loss: 0.535 R 0.545 F 0.524][D acc: 0.766 R 0.719 F 0.812][G loss: 1.605 acc: 0.031] 0:03:29.402599
3600 [D loss: 0.502 R 0.436 F 0.568][D acc: 0.742 R 0.750 F 0.734][G loss: 1.483 acc: 0.078] 0:03:29.483674
3601 [D loss: 0.449 R 0.499 F 0.399][D acc: 0.773 R 0.703 F 0.844][G loss: 1.573 acc: 0.078] 0:03:29.557677
3602 [D loss: 0.629 R 0.621 F 0.638][D acc: 0.688 R 0.609 F 0.766][G loss: 1.548 acc: 0.016] 0:03:29.637673
3603 [D loss: 0.474 R 0.533 F 0.416][D acc: 0.773 R 0.656 F 0.891][G loss: 1.423 acc: 0.109] 0:03:29.712852
3604 [D loss: 0.514 R 0.519 F 0.508][D acc: 0.703 R 0.625 F 0.781][G loss: 1.363 acc: 0.156] 0:03:29.809444
3605 [D loss: 0.568 R 0.507 F 0.629][D acc: 0.703 R 0.656 F 0.750][G loss: 1.436 acc: 0.109] 0:03:29.890110
3606 [D loss: 0.528 R 0.533 F 0.523][D acc: 0.719 R 0.641 F 0.797][G loss: 1.472 acc: 0.094] 0:03:29.961269
3607 [D loss: 0.535 R 0.590 F 0.479][D acc: 0.688 R 0.594 F 0.781][G loss: 1.442 acc: 0.109] 0:03:30.038306
3608 [D loss: 0.501 R 0.544 F 0.457][D acc: 0.742 R 0.641 F 0.844][G loss: 1.389 acc: 0.172] 0:03:30.118248
3609 [D loss: 0.588 R 0.525 F 0.651][D acc: 0.719 R 0.688 F 0.750][G loss: 1.505 acc: 0.125] 0:03:30.192010
3610 [D loss: 0.596 R 0.682 F 0.510][D acc: 0.688 R 0.562 F 0.812][G loss: 1.331 acc: 0.141] 0:03:30.263293
3611 [D loss: 0.536 R 0.545 F 0.527][D acc: 0.734 R 0.688 F 0.781][G loss: 1.320 acc: 0.109] 0:03:30.342823
3612 [D loss: 0.526 R 0.473 F 0.578][D acc: 0.766 R 0.734 F 0.797][G loss: 1.427 acc: 0.062] 0:03:30.415830
3613 [D loss: 0.479 R 0.470 F 0.487][D acc: 0.797 R 0.750 F 0.844][G loss: 1.566 acc: 0.062] 0:03:30.492945
3614 [D loss: 0.508 R 0.511 F 0.504][D acc: 0.742 R 0.703 F 0.781][G loss: 1.304 acc: 0.172] 0:03:30.573983
3615 [D loss: 0.583 R 0.569 F 0.597][D acc: 0.703 R 0.641 F 0.766][G loss: 1.596 acc: 0.078] 0:03:30.654972
3616 [D loss: 0.523 R 0.524 F 0.522][D acc: 0.742 R 0.656 F 0.828][G loss: 1.685 acc: 0.031] 0:03:30.730339
3617 [D loss: 0.492 R 0.582 F 0.401][D acc: 0.750 R 0.656 F 0.844][G loss: 1.545 acc: 0.047] 0:03:30.810508
3618 [D loss: 0.501 R 0.455 F 0.547][D acc: 0.742 R 0.734 F 0.750][G loss: 1.442 acc: 0.141] 0:03:30.884836
3619 [D loss: 0.512 R 0.564 F 0.459][D acc: 0.727 R 0.609 F 0.844][G loss: 1.480 acc: 0.109] 0:03:30.957118
3620 [D loss: 0.524 R 0.491 F 0.557][D acc: 0.719 R 0.688 F 0.750][G loss: 1.493 acc: 0.078] 0:03:31.043167
3621 [D loss: 0.499 R 0.508 F 0.490][D acc: 0.742 R 0.672 F 0.812][G loss: 1.566 acc: 0.000] 0:03:31.122013
3622 [D loss: 0.548 R 0.594 F 0.502][D acc: 0.766 R 0.656 F 0.875][G loss: 1.428 acc: 0.078] 0:03:31.195893
3623 [D loss: 0.509 R 0.527 F 0.490][D acc: 0.766 R 0.734 F 0.797][G loss: 1.416 acc: 0.094] 0:03:31.273767
3624 [D loss: 0.473 R 0.485 F 0.460][D acc: 0.789 R 0.734 F 0.844][G loss: 1.354 acc: 0.141] 0:03:31.353617
3625 [D loss: 0.478 R 0.429 F 0.526][D acc: 0.781 R 0.766 F 0.797][G loss: 1.377 acc: 0.172] 0:03:31.442042
3626 [D loss: 0.509 R 0.491 F 0.526][D acc: 0.703 R 0.656 F 0.750][G loss: 1.492 acc: 0.031] 0:03:31.523087
3627 [D loss: 0.450 R 0.465 F 0.435][D acc: 0.812 R 0.766 F 0.859][G loss: 1.616 acc: 0.047] 0:03:31.598164
3628 [D loss: 0.569 R 0.492 F 0.645][D acc: 0.781 R 0.750 F 0.812][G loss: 1.385 acc: 0.109] 0:03:31.677684
3629 [D loss: 0.474 R 0.580 F 0.369][D acc: 0.828 R 0.688 F 0.969][G loss: 1.480 acc: 0.156] 0:03:31.755332
3630 [D loss: 0.526 R 0.455 F 0.596][D acc: 0.727 R 0.688 F 0.766][G loss: 1.483 acc: 0.094] 0:03:31.829879
3631 [D loss: 0.546 R 0.529 F 0.563][D acc: 0.734 R 0.703 F 0.766][G loss: 1.383 acc: 0.188] 0:03:31.907794
3632 [D loss: 0.461 R 0.472 F 0.450][D acc: 0.797 R 0.719 F 0.875][G loss: 1.451 acc: 0.109] 0:03:31.991293
3633 [D loss: 0.505 R 0.539 F 0.471][D acc: 0.711 R 0.641 F 0.781][G loss: 1.557 acc: 0.047] 0:03:32.076350
3634 [D loss: 0.462 R 0.493 F 0.430][D acc: 0.789 R 0.750 F 0.828][G loss: 1.473 acc: 0.047] 0:03:32.149351
3635 [D loss: 0.418 R 0.379 F 0.456][D acc: 0.789 R 0.781 F 0.797][G loss: 1.609 acc: 0.062] 0:03:32.237510
3636 [D loss: 0.450 R 0.359 F 0.540][D acc: 0.789 R 0.797 F 0.781][G loss: 1.540 acc: 0.125] 0:03:32.312240
3637 [D loss: 0.466 R 0.542 F 0.390][D acc: 0.766 R 0.656 F 0.875][G loss: 1.545 acc: 0.141] 0:03:32.383759
3638 [D loss: 0.542 R 0.470 F 0.613][D acc: 0.719 R 0.719 F 0.719][G loss: 1.504 acc: 0.141] 0:03:32.474260
3639 [D loss: 0.587 R 0.496 F 0.677][D acc: 0.703 R 0.688 F 0.719][G loss: 1.793 acc: 0.016] 0:03:32.546635
3640 [D loss: 0.556 R 0.572 F 0.540][D acc: 0.719 R 0.656 F 0.781][G loss: 1.758 acc: 0.062] 0:03:32.618985
3641 [D loss: 0.463 R 0.451 F 0.475][D acc: 0.789 R 0.781 F 0.797][G loss: 1.667 acc: 0.109] 0:03:32.705851
3642 [D loss: 0.539 R 0.584 F 0.495][D acc: 0.734 R 0.688 F 0.781][G loss: 1.512 acc: 0.156] 0:03:32.796472
3643 [D loss: 0.518 R 0.639 F 0.397][D acc: 0.781 R 0.656 F 0.906][G loss: 1.680 acc: 0.062] 0:03:32.877051
3644 [D loss: 0.485 R 0.381 F 0.590][D acc: 0.828 R 0.844 F 0.812][G loss: 1.455 acc: 0.109] 0:03:32.986064
3645 [D loss: 0.470 R 0.459 F 0.480][D acc: 0.750 R 0.719 F 0.781][G loss: 1.547 acc: 0.094] 0:03:33.084785
3646 [D loss: 0.552 R 0.645 F 0.458][D acc: 0.695 R 0.547 F 0.844][G loss: 1.431 acc: 0.172] 0:03:33.163830
3647 [D loss: 0.520 R 0.476 F 0.564][D acc: 0.719 R 0.734 F 0.703][G loss: 1.495 acc: 0.141] 0:03:33.246249
3648 [D loss: 0.484 R 0.452 F 0.517][D acc: 0.773 R 0.750 F 0.797][G loss: 1.673 acc: 0.078] 0:03:33.320475
3649 [D loss: 0.579 R 0.485 F 0.673][D acc: 0.742 R 0.734 F 0.750][G loss: 1.684 acc: 0.078] 0:03:33.391872
3650 [D loss: 0.498 R 0.552 F 0.445][D acc: 0.742 R 0.641 F 0.844][G loss: 1.840 acc: 0.094] 0:03:33.477593
3651 [D loss: 0.605 R 0.730 F 0.480][D acc: 0.664 R 0.516 F 0.812][G loss: 1.499 acc: 0.141] 0:03:33.549911
3652 [D loss: 0.528 R 0.599 F 0.457][D acc: 0.742 R 0.625 F 0.859][G loss: 1.617 acc: 0.078] 0:03:33.622860
3653 [D loss: 0.516 R 0.548 F 0.485][D acc: 0.711 R 0.625 F 0.797][G loss: 1.526 acc: 0.062] 0:03:33.705154
3654 [D loss: 0.456 R 0.433 F 0.479][D acc: 0.719 R 0.609 F 0.828][G loss: 1.421 acc: 0.156] 0:03:33.779677
3655 [D loss: 0.586 R 0.447 F 0.726][D acc: 0.719 R 0.734 F 0.703][G loss: 1.793 acc: 0.047] 0:03:33.878630
3656 [D loss: 0.507 R 0.590 F 0.423][D acc: 0.758 R 0.609 F 0.906][G loss: 1.299 acc: 0.156] 0:03:33.967668
3657 [D loss: 0.552 R 0.619 F 0.486][D acc: 0.727 R 0.656 F 0.797][G loss: 1.615 acc: 0.094] 0:03:34.048113
3658 [D loss: 0.545 R 0.546 F 0.544][D acc: 0.711 R 0.656 F 0.766][G loss: 1.505 acc: 0.172] 0:03:34.126660
3659 [D loss: 0.538 R 0.575 F 0.501][D acc: 0.742 R 0.703 F 0.781][G loss: 1.369 acc: 0.141] 0:03:34.234155
3660 [D loss: 0.514 R 0.553 F 0.475][D acc: 0.727 R 0.656 F 0.797][G loss: 1.531 acc: 0.109] 0:03:34.310495
3661 [D loss: 0.490 R 0.538 F 0.441][D acc: 0.742 R 0.656 F 0.828][G loss: 1.515 acc: 0.172] 0:03:34.386361
3662 [D loss: 0.542 R 0.504 F 0.579][D acc: 0.727 R 0.672 F 0.781][G loss: 1.343 acc: 0.125] 0:03:34.478861
3663 [D loss: 0.575 R 0.585 F 0.566][D acc: 0.703 R 0.656 F 0.750][G loss: 1.496 acc: 0.078] 0:03:34.560090
3664 [D loss: 0.521 R 0.587 F 0.456][D acc: 0.711 R 0.594 F 0.828][G loss: 1.684 acc: 0.047] 0:03:34.638586
3665 [D loss: 0.595 R 0.723 F 0.467][D acc: 0.695 R 0.578 F 0.812][G loss: 1.447 acc: 0.062] 0:03:34.723176
3666 [D loss: 0.451 R 0.438 F 0.464][D acc: 0.766 R 0.672 F 0.859][G loss: 1.400 acc: 0.156] 0:03:34.802028
3667 [D loss: 0.490 R 0.539 F 0.440][D acc: 0.750 R 0.672 F 0.828][G loss: 1.377 acc: 0.125] 0:03:34.876902
3668 [D loss: 0.498 R 0.463 F 0.533][D acc: 0.750 R 0.672 F 0.828][G loss: 1.463 acc: 0.141] 0:03:34.963034
3669 [D loss: 0.442 R 0.410 F 0.474][D acc: 0.812 R 0.750 F 0.875][G loss: 1.585 acc: 0.031] 0:03:35.039344
3670 [D loss: 0.443 R 0.401 F 0.486][D acc: 0.789 R 0.750 F 0.828][G loss: 1.486 acc: 0.141] 0:03:35.112172
3671 [D loss: 0.461 R 0.481 F 0.442][D acc: 0.797 R 0.734 F 0.859][G loss: 1.580 acc: 0.047] 0:03:35.192196
3672 [D loss: 0.499 R 0.457 F 0.541][D acc: 0.797 R 0.734 F 0.859][G loss: 1.661 acc: 0.109] 0:03:35.273952
3673 [D loss: 0.551 R 0.542 F 0.560][D acc: 0.719 R 0.656 F 0.781][G loss: 1.472 acc: 0.094] 0:03:35.351162
3674 [D loss: 0.441 R 0.487 F 0.395][D acc: 0.789 R 0.688 F 0.891][G loss: 1.452 acc: 0.109] 0:03:35.429734
3675 [D loss: 0.478 R 0.538 F 0.419][D acc: 0.789 R 0.719 F 0.859][G loss: 1.418 acc: 0.062] 0:03:35.508685
3676 [D loss: 0.491 R 0.457 F 0.525][D acc: 0.750 R 0.750 F 0.750][G loss: 1.588 acc: 0.078] 0:03:35.588119
3677 [D loss: 0.528 R 0.584 F 0.472][D acc: 0.758 R 0.641 F 0.875][G loss: 1.484 acc: 0.125] 0:03:35.668737
3678 [D loss: 0.517 R 0.542 F 0.493][D acc: 0.781 R 0.719 F 0.844][G loss: 1.624 acc: 0.109] 0:03:35.746620
3679 [D loss: 0.547 R 0.513 F 0.581][D acc: 0.742 R 0.688 F 0.797][G loss: 1.506 acc: 0.172] 0:03:35.823080
3680 [D loss: 0.472 R 0.417 F 0.527][D acc: 0.812 R 0.812 F 0.812][G loss: 1.586 acc: 0.109] 0:03:35.899094
3681 [D loss: 0.496 R 0.482 F 0.510][D acc: 0.742 R 0.734 F 0.750][G loss: 1.739 acc: 0.062] 0:03:35.974903
3682 [D loss: 0.466 R 0.489 F 0.442][D acc: 0.781 R 0.734 F 0.828][G loss: 1.580 acc: 0.094] 0:03:36.049821
3683 [D loss: 0.389 R 0.398 F 0.380][D acc: 0.852 R 0.812 F 0.891][G loss: 1.764 acc: 0.125] 0:03:36.128732
3684 [D loss: 0.602 R 0.558 F 0.646][D acc: 0.758 R 0.688 F 0.828][G loss: 1.751 acc: 0.062] 0:03:36.207609
3685 [D loss: 0.475 R 0.533 F 0.417][D acc: 0.789 R 0.688 F 0.891][G loss: 1.490 acc: 0.109] 0:03:36.291414
3686 [D loss: 0.562 R 0.587 F 0.536][D acc: 0.742 R 0.625 F 0.859][G loss: 1.502 acc: 0.125] 0:03:36.368578
3687 [D loss: 0.479 R 0.451 F 0.506][D acc: 0.781 R 0.766 F 0.797][G loss: 1.695 acc: 0.078] 0:03:36.441747
3688 [D loss: 0.472 R 0.512 F 0.433][D acc: 0.789 R 0.703 F 0.875][G loss: 1.490 acc: 0.078] 0:03:36.522622
3689 [D loss: 0.461 R 0.556 F 0.366][D acc: 0.789 R 0.656 F 0.922][G loss: 1.443 acc: 0.109] 0:03:36.602751
3690 [D loss: 0.551 R 0.463 F 0.639][D acc: 0.695 R 0.734 F 0.656][G loss: 1.531 acc: 0.125] 0:03:36.678978
3691 [D loss: 0.505 R 0.554 F 0.455][D acc: 0.766 R 0.734 F 0.797][G loss: 1.616 acc: 0.062] 0:03:36.753566
3692 [D loss: 0.549 R 0.538 F 0.559][D acc: 0.750 R 0.672 F 0.828][G loss: 1.598 acc: 0.078] 0:03:36.833740
3693 [D loss: 0.486 R 0.593 F 0.379][D acc: 0.742 R 0.578 F 0.906][G loss: 1.666 acc: 0.062] 0:03:36.907989
3694 [D loss: 0.480 R 0.527 F 0.434][D acc: 0.797 R 0.672 F 0.922][G loss: 1.591 acc: 0.047] 0:03:36.991608
3695 [D loss: 0.430 R 0.412 F 0.447][D acc: 0.812 R 0.766 F 0.859][G loss: 1.753 acc: 0.016] 0:03:37.078515
3696 [D loss: 0.491 R 0.443 F 0.540][D acc: 0.797 R 0.766 F 0.828][G loss: 1.711 acc: 0.047] 0:03:37.170964
3697 [D loss: 0.621 R 0.590 F 0.652][D acc: 0.688 R 0.609 F 0.766][G loss: 1.868 acc: 0.031] 0:03:37.242632
3698 [D loss: 0.571 R 0.754 F 0.389][D acc: 0.711 R 0.562 F 0.859][G loss: 1.556 acc: 0.062] 0:03:37.324008
3699 [D loss: 0.519 R 0.581 F 0.458][D acc: 0.750 R 0.656 F 0.844][G loss: 1.390 acc: 0.094] 0:03:37.396048
3700 [D loss: 0.568 R 0.562 F 0.574][D acc: 0.719 R 0.672 F 0.766][G loss: 1.712 acc: 0.016] 0:03:37.468426
3701 [D loss: 0.471 R 0.512 F 0.429][D acc: 0.750 R 0.672 F 0.828][G loss: 1.558 acc: 0.109] 0:03:37.567399
3702 [D loss: 0.512 R 0.614 F 0.411][D acc: 0.773 R 0.656 F 0.891][G loss: 1.427 acc: 0.062] 0:03:37.640507
3703 [D loss: 0.442 R 0.466 F 0.417][D acc: 0.797 R 0.719 F 0.875][G loss: 1.579 acc: 0.047] 0:03:37.720711
3704 [D loss: 0.517 R 0.526 F 0.509][D acc: 0.773 R 0.734 F 0.812][G loss: 1.536 acc: 0.094] 0:03:37.798575
3705 [D loss: 0.501 R 0.505 F 0.496][D acc: 0.766 R 0.672 F 0.859][G loss: 1.522 acc: 0.062] 0:03:37.875463
3706 [D loss: 0.446 R 0.468 F 0.424][D acc: 0.781 R 0.719 F 0.844][G loss: 1.663 acc: 0.047] 0:03:37.955168
3707 [D loss: 0.548 R 0.552 F 0.544][D acc: 0.680 R 0.656 F 0.703][G loss: 1.441 acc: 0.141] 0:03:38.035671
3708 [D loss: 0.467 R 0.465 F 0.469][D acc: 0.789 R 0.719 F 0.859][G loss: 1.675 acc: 0.062] 0:03:38.117971
3709 [D loss: 0.483 R 0.452 F 0.514][D acc: 0.773 R 0.734 F 0.812][G loss: 1.608 acc: 0.047] 0:03:38.195407
3710 [D loss: 0.515 R 0.565 F 0.464][D acc: 0.703 R 0.609 F 0.797][G loss: 1.483 acc: 0.094] 0:03:38.280128
3711 [D loss: 0.502 R 0.512 F 0.493][D acc: 0.781 R 0.719 F 0.844][G loss: 1.618 acc: 0.078] 0:03:38.366651
3712 [D loss: 0.516 R 0.520 F 0.512][D acc: 0.742 R 0.703 F 0.781][G loss: 1.527 acc: 0.062] 0:03:38.442045
3713 [D loss: 0.467 R 0.514 F 0.421][D acc: 0.766 R 0.719 F 0.812][G loss: 1.739 acc: 0.031] 0:03:38.535458
3714 [D loss: 0.479 R 0.341 F 0.617][D acc: 0.797 R 0.812 F 0.781][G loss: 1.631 acc: 0.109] 0:03:38.621744
3715 [D loss: 0.514 R 0.489 F 0.539][D acc: 0.695 R 0.656 F 0.734][G loss: 1.627 acc: 0.078] 0:03:38.706457
3716 [D loss: 0.497 R 0.576 F 0.418][D acc: 0.719 R 0.609 F 0.828][G loss: 1.742 acc: 0.062] 0:03:38.803419
3717 [D loss: 0.487 R 0.498 F 0.476][D acc: 0.766 R 0.719 F 0.812][G loss: 1.642 acc: 0.016] 0:03:38.879947
3718 [D loss: 0.619 R 0.573 F 0.665][D acc: 0.734 R 0.688 F 0.781][G loss: 1.416 acc: 0.109] 0:03:38.951725
3719 [D loss: 0.527 R 0.608 F 0.447][D acc: 0.711 R 0.578 F 0.844][G loss: 1.401 acc: 0.125] 0:03:39.029026
3720 [D loss: 0.412 R 0.413 F 0.410][D acc: 0.820 R 0.766 F 0.875][G loss: 1.503 acc: 0.188] 0:03:39.109320
3721 [D loss: 0.414 R 0.421 F 0.407][D acc: 0.797 R 0.734 F 0.859][G loss: 1.575 acc: 0.078] 0:03:39.181324
3722 [D loss: 0.520 R 0.616 F 0.425][D acc: 0.719 R 0.594 F 0.844][G loss: 1.486 acc: 0.078] 0:03:39.277920
3723 [D loss: 0.495 R 0.436 F 0.555][D acc: 0.789 R 0.750 F 0.828][G loss: 1.476 acc: 0.094] 0:03:39.354097
3724 [D loss: 0.452 R 0.480 F 0.424][D acc: 0.758 R 0.688 F 0.828][G loss: 1.528 acc: 0.078] 0:03:39.426222
3725 [D loss: 0.623 R 0.521 F 0.725][D acc: 0.711 R 0.656 F 0.766][G loss: 1.656 acc: 0.078] 0:03:39.501356
3726 [D loss: 0.577 R 0.694 F 0.459][D acc: 0.672 R 0.516 F 0.828][G loss: 1.548 acc: 0.031] 0:03:39.577366
3727 [D loss: 0.672 R 0.704 F 0.641][D acc: 0.664 R 0.562 F 0.766][G loss: 1.523 acc: 0.078] 0:03:39.650625
3728 [D loss: 0.490 R 0.550 F 0.430][D acc: 0.766 R 0.641 F 0.891][G loss: 1.504 acc: 0.109] 0:03:39.732537
3729 [D loss: 0.603 R 0.678 F 0.529][D acc: 0.672 R 0.578 F 0.766][G loss: 1.449 acc: 0.109] 0:03:39.813422
3730 [D loss: 0.563 R 0.603 F 0.522][D acc: 0.734 R 0.656 F 0.812][G loss: 1.458 acc: 0.078] 0:03:39.891139
3731 [D loss: 0.502 R 0.486 F 0.518][D acc: 0.742 R 0.656 F 0.828][G loss: 1.483 acc: 0.078] 0:03:39.971728
3732 [D loss: 0.532 R 0.534 F 0.530][D acc: 0.734 R 0.625 F 0.844][G loss: 1.298 acc: 0.141] 0:03:40.044997
3733 [D loss: 0.495 R 0.540 F 0.450][D acc: 0.750 R 0.688 F 0.812][G loss: 1.522 acc: 0.062] 0:03:40.119376
3734 [D loss: 0.498 R 0.606 F 0.390][D acc: 0.766 R 0.594 F 0.938][G loss: 1.484 acc: 0.109] 0:03:40.198552
3735 [D loss: 0.591 R 0.542 F 0.640][D acc: 0.664 R 0.656 F 0.672][G loss: 1.640 acc: 0.047] 0:03:40.272855
3736 [D loss: 0.446 R 0.460 F 0.431][D acc: 0.797 R 0.734 F 0.859][G loss: 1.510 acc: 0.078] 0:03:40.349064
3737 [D loss: 0.591 R 0.710 F 0.473][D acc: 0.664 R 0.531 F 0.797][G loss: 1.429 acc: 0.016] 0:03:40.433804
3738 [D loss: 0.524 R 0.586 F 0.463][D acc: 0.797 R 0.688 F 0.906][G loss: 1.383 acc: 0.062] 0:03:40.514058
3739 [D loss: 0.534 R 0.500 F 0.569][D acc: 0.758 R 0.703 F 0.812][G loss: 1.561 acc: 0.031] 0:03:40.603258
3740 [D loss: 0.579 R 0.557 F 0.601][D acc: 0.703 R 0.625 F 0.781][G loss: 1.407 acc: 0.078] 0:03:40.690351
3741 [D loss: 0.473 R 0.511 F 0.435][D acc: 0.797 R 0.688 F 0.906][G loss: 1.529 acc: 0.078] 0:03:40.784226
3742 [D loss: 0.602 R 0.625 F 0.579][D acc: 0.688 R 0.625 F 0.750][G loss: 1.378 acc: 0.125] 0:03:40.857852
3743 [D loss: 0.554 R 0.418 F 0.691][D acc: 0.773 R 0.797 F 0.750][G loss: 1.518 acc: 0.047] 0:03:40.935514
3744 [D loss: 0.503 R 0.581 F 0.426][D acc: 0.766 R 0.641 F 0.891][G loss: 1.559 acc: 0.078] 0:03:41.007062
3745 [D loss: 0.538 R 0.534 F 0.541][D acc: 0.742 R 0.672 F 0.812][G loss: 1.382 acc: 0.141] 0:03:41.080146
3746 [D loss: 0.433 R 0.412 F 0.455][D acc: 0.773 R 0.703 F 0.844][G loss: 1.524 acc: 0.125] 0:03:41.168960
3747 [D loss: 0.647 R 0.602 F 0.692][D acc: 0.680 R 0.641 F 0.719][G loss: 1.423 acc: 0.094] 0:03:41.251447
3748 [D loss: 0.502 R 0.550 F 0.453][D acc: 0.695 R 0.609 F 0.781][G loss: 1.365 acc: 0.125] 0:03:41.333295
3749 [D loss: 0.523 R 0.491 F 0.555][D acc: 0.719 R 0.656 F 0.781][G loss: 1.401 acc: 0.094] 0:03:41.423882
3750 [D loss: 0.585 R 0.648 F 0.522][D acc: 0.703 R 0.578 F 0.828][G loss: 1.488 acc: 0.031] 0:03:41.510207
3751 [D loss: 0.577 R 0.607 F 0.547][D acc: 0.734 R 0.656 F 0.812][G loss: 1.378 acc: 0.031] 0:03:41.588993
3752 [D loss: 0.559 R 0.664 F 0.453][D acc: 0.727 R 0.594 F 0.859][G loss: 1.379 acc: 0.062] 0:03:41.672159
3753 [D loss: 0.559 R 0.571 F 0.546][D acc: 0.711 R 0.688 F 0.734][G loss: 1.417 acc: 0.078] 0:03:41.750734
3754 [D loss: 0.493 R 0.479 F 0.507][D acc: 0.742 R 0.672 F 0.812][G loss: 1.387 acc: 0.078] 0:03:41.823431
3755 [D loss: 0.541 R 0.512 F 0.571][D acc: 0.734 R 0.719 F 0.750][G loss: 1.438 acc: 0.094] 0:03:41.911146
3756 [D loss: 0.558 R 0.481 F 0.635][D acc: 0.727 R 0.703 F 0.750][G loss: 1.564 acc: 0.016] 0:03:41.985191
3757 [D loss: 0.571 R 0.682 F 0.460][D acc: 0.734 R 0.547 F 0.922][G loss: 1.277 acc: 0.125] 0:03:42.059087
3758 [D loss: 0.592 R 0.578 F 0.605][D acc: 0.656 R 0.641 F 0.672][G loss: 1.313 acc: 0.125] 0:03:42.141625
3759 [D loss: 0.452 R 0.474 F 0.429][D acc: 0.797 R 0.688 F 0.906][G loss: 1.493 acc: 0.047] 0:03:42.217152
3760 [D loss: 0.547 R 0.595 F 0.498][D acc: 0.719 R 0.656 F 0.781][G loss: 1.412 acc: 0.062] 0:03:42.291150
3761 [D loss: 0.473 R 0.506 F 0.441][D acc: 0.758 R 0.641 F 0.875][G loss: 1.462 acc: 0.172] 0:03:42.375324
3762 [D loss: 0.449 R 0.393 F 0.505][D acc: 0.789 R 0.766 F 0.812][G loss: 1.369 acc: 0.172] 0:03:42.451280
3763 [D loss: 0.542 R 0.562 F 0.522][D acc: 0.734 R 0.625 F 0.844][G loss: 1.474 acc: 0.125] 0:03:42.524697
3764 [D loss: 0.511 R 0.538 F 0.484][D acc: 0.750 R 0.656 F 0.844][G loss: 1.471 acc: 0.125] 0:03:42.617226
3765 [D loss: 0.629 R 0.624 F 0.635][D acc: 0.719 R 0.625 F 0.812][G loss: 1.440 acc: 0.094] 0:03:42.697019
3766 [D loss: 0.544 R 0.592 F 0.497][D acc: 0.742 R 0.672 F 0.812][G loss: 1.615 acc: 0.047] 0:03:42.770892
3767 [D loss: 0.483 R 0.537 F 0.428][D acc: 0.797 R 0.734 F 0.859][G loss: 1.246 acc: 0.156] 0:03:42.849029
3768 [D loss: 0.504 R 0.465 F 0.544][D acc: 0.750 R 0.703 F 0.797][G loss: 1.510 acc: 0.047] 0:03:42.924916
3769 [D loss: 0.509 R 0.543 F 0.475][D acc: 0.734 R 0.641 F 0.828][G loss: 1.443 acc: 0.188] 0:03:42.996587
3770 [D loss: 0.482 R 0.487 F 0.478][D acc: 0.750 R 0.750 F 0.750][G loss: 1.630 acc: 0.062] 0:03:43.075723
3771 [D loss: 0.497 R 0.496 F 0.499][D acc: 0.758 R 0.656 F 0.859][G loss: 1.575 acc: 0.062] 0:03:43.152563
3772 [D loss: 0.479 R 0.484 F 0.474][D acc: 0.773 R 0.719 F 0.828][G loss: 1.498 acc: 0.094] 0:03:43.238449
3773 [D loss: 0.608 R 0.666 F 0.550][D acc: 0.688 R 0.547 F 0.828][G loss: 1.440 acc: 0.094] 0:03:43.319347
3774 [D loss: 0.528 R 0.469 F 0.586][D acc: 0.750 R 0.719 F 0.781][G loss: 1.342 acc: 0.062] 0:03:43.394344
3775 [D loss: 0.529 R 0.546 F 0.512][D acc: 0.703 R 0.656 F 0.750][G loss: 1.385 acc: 0.094] 0:03:43.469595
3776 [D loss: 0.443 R 0.359 F 0.526][D acc: 0.773 R 0.781 F 0.766][G loss: 1.551 acc: 0.047] 0:03:43.549090
3777 [D loss: 0.503 R 0.516 F 0.491][D acc: 0.742 R 0.656 F 0.828][G loss: 1.522 acc: 0.078] 0:03:43.625586
3778 [D loss: 0.605 R 0.566 F 0.643][D acc: 0.711 R 0.641 F 0.781][G loss: 1.591 acc: 0.094] 0:03:43.698892
3779 [D loss: 0.538 R 0.670 F 0.406][D acc: 0.727 R 0.578 F 0.875][G loss: 1.402 acc: 0.094] 0:03:43.777185
3780 [D loss: 0.532 R 0.442 F 0.621][D acc: 0.750 R 0.750 F 0.750][G loss: 1.740 acc: 0.109] 0:03:43.854047
3781 [D loss: 0.538 R 0.474 F 0.603][D acc: 0.727 R 0.703 F 0.750][G loss: 1.513 acc: 0.109] 0:03:43.932357
3782 [D loss: 0.580 R 0.635 F 0.524][D acc: 0.711 R 0.594 F 0.828][G loss: 1.414 acc: 0.094] 0:03:44.017671
3783 [D loss: 0.494 R 0.574 F 0.414][D acc: 0.742 R 0.609 F 0.875][G loss: 1.543 acc: 0.125] 0:03:44.102383
3784 [D loss: 0.509 R 0.529 F 0.489][D acc: 0.719 R 0.672 F 0.766][G loss: 1.529 acc: 0.156] 0:03:44.196625
3785 [D loss: 0.551 R 0.576 F 0.526][D acc: 0.680 R 0.594 F 0.766][G loss: 1.557 acc: 0.031] 0:03:44.279180
3786 [D loss: 0.509 R 0.467 F 0.551][D acc: 0.773 R 0.719 F 0.828][G loss: 1.582 acc: 0.031] 0:03:44.378242
3787 [D loss: 0.539 R 0.484 F 0.593][D acc: 0.742 R 0.672 F 0.812][G loss: 1.440 acc: 0.094] 0:03:44.461699
3788 [D loss: 0.485 R 0.564 F 0.406][D acc: 0.750 R 0.609 F 0.891][G loss: 1.454 acc: 0.078] 0:03:44.540015
3789 [D loss: 0.576 R 0.660 F 0.491][D acc: 0.727 R 0.609 F 0.844][G loss: 1.457 acc: 0.062] 0:03:44.616335
3790 [D loss: 0.448 R 0.433 F 0.464][D acc: 0.789 R 0.734 F 0.844][G loss: 1.505 acc: 0.094] 0:03:44.696712
3791 [D loss: 0.509 R 0.503 F 0.515][D acc: 0.781 R 0.750 F 0.812][G loss: 1.489 acc: 0.109] 0:03:44.776762
3792 [D loss: 0.481 R 0.486 F 0.476][D acc: 0.789 R 0.766 F 0.812][G loss: 1.365 acc: 0.062] 0:03:44.849494
3793 [D loss: 0.462 R 0.417 F 0.508][D acc: 0.797 R 0.797 F 0.797][G loss: 1.663 acc: 0.047] 0:03:44.934137
3794 [D loss: 0.496 R 0.430 F 0.562][D acc: 0.773 R 0.766 F 0.781][G loss: 1.654 acc: 0.094] 0:03:45.013709
3795 [D loss: 0.463 R 0.562 F 0.364][D acc: 0.734 R 0.609 F 0.859][G loss: 1.528 acc: 0.078] 0:03:45.084794
3796 [D loss: 0.561 R 0.468 F 0.655][D acc: 0.719 R 0.734 F 0.703][G loss: 1.912 acc: 0.094] 0:03:45.156480
3797 [D loss: 0.543 R 0.655 F 0.431][D acc: 0.719 R 0.609 F 0.828][G loss: 1.661 acc: 0.109] 0:03:45.234859
3798 [D loss: 0.543 R 0.600 F 0.487][D acc: 0.742 R 0.641 F 0.844][G loss: 1.363 acc: 0.156] 0:03:45.316049
3799 [D loss: 0.661 R 0.633 F 0.689][D acc: 0.656 R 0.609 F 0.703][G loss: 1.646 acc: 0.109] 0:03:45.388650
3800 [D loss: 0.487 R 0.509 F 0.465][D acc: 0.781 R 0.719 F 0.844][G loss: 1.607 acc: 0.094] 0:03:45.472795
3801 [D loss: 0.531 R 0.578 F 0.483][D acc: 0.734 R 0.672 F 0.797][G loss: 1.437 acc: 0.125] 0:03:45.546535
3802 [D loss: 0.482 R 0.551 F 0.413][D acc: 0.781 R 0.688 F 0.875][G loss: 1.561 acc: 0.094] 0:03:45.627336
3803 [D loss: 0.564 R 0.441 F 0.688][D acc: 0.742 R 0.766 F 0.719][G loss: 1.648 acc: 0.031] 0:03:45.712155
3804 [D loss: 0.558 R 0.577 F 0.540][D acc: 0.703 R 0.625 F 0.781][G loss: 1.581 acc: 0.125] 0:03:45.786632
3805 [D loss: 0.561 R 0.629 F 0.494][D acc: 0.727 R 0.625 F 0.828][G loss: 1.529 acc: 0.031] 0:03:45.860796
3806 [D loss: 0.519 R 0.567 F 0.471][D acc: 0.750 R 0.625 F 0.875][G loss: 1.484 acc: 0.125] 0:03:45.951579
3807 [D loss: 0.545 R 0.721 F 0.369][D acc: 0.742 R 0.562 F 0.922][G loss: 1.627 acc: 0.062] 0:03:46.035562
3808 [D loss: 0.502 R 0.489 F 0.515][D acc: 0.711 R 0.672 F 0.750][G loss: 1.622 acc: 0.062] 0:03:46.111256
3809 [D loss: 0.448 R 0.413 F 0.482][D acc: 0.773 R 0.734 F 0.812][G loss: 1.680 acc: 0.141] 0:03:46.191388
3810 [D loss: 0.540 R 0.572 F 0.507][D acc: 0.742 R 0.672 F 0.812][G loss: 1.504 acc: 0.047] 0:03:46.269884
3811 [D loss: 0.563 R 0.430 F 0.695][D acc: 0.758 R 0.781 F 0.734][G loss: 1.466 acc: 0.078] 0:03:46.341552
3812 [D loss: 0.560 R 0.592 F 0.528][D acc: 0.672 R 0.594 F 0.750][G loss: 1.580 acc: 0.094] 0:03:46.421510
3813 [D loss: 0.519 R 0.497 F 0.541][D acc: 0.773 R 0.719 F 0.828][G loss: 1.562 acc: 0.078] 0:03:46.499377
3814 [D loss: 0.500 R 0.558 F 0.442][D acc: 0.766 R 0.656 F 0.875][G loss: 1.489 acc: 0.062] 0:03:46.572421
3815 [D loss: 0.527 R 0.582 F 0.471][D acc: 0.734 R 0.672 F 0.797][G loss: 1.696 acc: 0.094] 0:03:46.656181
3816 [D loss: 0.580 R 0.524 F 0.636][D acc: 0.703 R 0.672 F 0.734][G loss: 1.494 acc: 0.047] 0:03:46.739319
3817 [D loss: 0.639 R 0.677 F 0.600][D acc: 0.656 R 0.531 F 0.781][G loss: 1.566 acc: 0.047] 0:03:46.815682
3818 [D loss: 0.556 R 0.648 F 0.465][D acc: 0.680 R 0.594 F 0.766][G loss: 1.332 acc: 0.156] 0:03:46.897449
3819 [D loss: 0.462 R 0.475 F 0.449][D acc: 0.789 R 0.734 F 0.844][G loss: 1.317 acc: 0.141] 0:03:46.969854
3820 [D loss: 0.544 R 0.508 F 0.581][D acc: 0.727 R 0.688 F 0.766][G loss: 1.342 acc: 0.109] 0:03:47.044270
3821 [D loss: 0.515 R 0.462 F 0.567][D acc: 0.742 R 0.766 F 0.719][G loss: 1.391 acc: 0.125] 0:03:47.123392
3822 [D loss: 0.458 R 0.360 F 0.556][D acc: 0.789 R 0.844 F 0.734][G loss: 1.481 acc: 0.125] 0:03:47.195831
3823 [D loss: 0.572 R 0.607 F 0.538][D acc: 0.711 R 0.625 F 0.797][G loss: 1.451 acc: 0.141] 0:03:47.265887
3824 [D loss: 0.558 R 0.558 F 0.558][D acc: 0.695 R 0.656 F 0.734][G loss: 1.345 acc: 0.078] 0:03:47.357223
3825 [D loss: 0.513 R 0.570 F 0.456][D acc: 0.742 R 0.688 F 0.797][G loss: 1.468 acc: 0.078] 0:03:47.437640
3826 [D loss: 0.609 R 0.702 F 0.517][D acc: 0.703 R 0.609 F 0.797][G loss: 1.584 acc: 0.047] 0:03:47.512865
3827 [D loss: 0.537 R 0.583 F 0.491][D acc: 0.734 R 0.594 F 0.875][G loss: 1.323 acc: 0.125] 0:03:47.610205
3828 [D loss: 0.525 R 0.597 F 0.453][D acc: 0.719 R 0.625 F 0.812][G loss: 1.400 acc: 0.094] 0:03:47.695737
3829 [D loss: 0.548 R 0.535 F 0.562][D acc: 0.711 R 0.641 F 0.781][G loss: 1.284 acc: 0.156] 0:03:47.777572
3830 [D loss: 0.580 R 0.551 F 0.609][D acc: 0.680 R 0.656 F 0.703][G loss: 1.393 acc: 0.094] 0:03:47.869452
3831 [D loss: 0.525 R 0.544 F 0.507][D acc: 0.727 R 0.656 F 0.797][G loss: 1.523 acc: 0.062] 0:03:47.947615
3832 [D loss: 0.468 R 0.468 F 0.469][D acc: 0.820 R 0.797 F 0.844][G loss: 1.450 acc: 0.094] 0:03:48.023179
3833 [D loss: 0.551 R 0.573 F 0.530][D acc: 0.750 R 0.656 F 0.844][G loss: 1.545 acc: 0.125] 0:03:48.115452
3834 [D loss: 0.548 R 0.569 F 0.527][D acc: 0.727 R 0.672 F 0.781][G loss: 1.507 acc: 0.109] 0:03:48.193141
3835 [D loss: 0.491 R 0.470 F 0.513][D acc: 0.766 R 0.703 F 0.828][G loss: 1.616 acc: 0.078] 0:03:48.269293
3836 [D loss: 0.513 R 0.543 F 0.483][D acc: 0.766 R 0.734 F 0.797][G loss: 1.538 acc: 0.062] 0:03:48.361130
3837 [D loss: 0.501 R 0.468 F 0.534][D acc: 0.758 R 0.719 F 0.797][G loss: 1.435 acc: 0.062] 0:03:48.435088
3838 [D loss: 0.564 R 0.662 F 0.465][D acc: 0.727 R 0.594 F 0.859][G loss: 1.325 acc: 0.078] 0:03:48.506807
3839 [D loss: 0.452 R 0.398 F 0.507][D acc: 0.766 R 0.750 F 0.781][G loss: 1.406 acc: 0.016] 0:03:48.584639
3840 [D loss: 0.582 R 0.580 F 0.583][D acc: 0.672 R 0.594 F 0.750][G loss: 1.322 acc: 0.141] 0:03:48.669829
3841 [D loss: 0.498 R 0.422 F 0.573][D acc: 0.719 R 0.734 F 0.703][G loss: 1.589 acc: 0.031] 0:03:48.744606
3842 [D loss: 0.575 R 0.691 F 0.459][D acc: 0.727 R 0.609 F 0.844][G loss: 1.490 acc: 0.125] 0:03:48.833401
3843 [D loss: 0.497 R 0.527 F 0.468][D acc: 0.750 R 0.672 F 0.828][G loss: 1.357 acc: 0.078] 0:03:48.915974
3844 [D loss: 0.454 R 0.443 F 0.465][D acc: 0.773 R 0.719 F 0.828][G loss: 1.308 acc: 0.078] 0:03:48.995274
3845 [D loss: 0.545 R 0.590 F 0.501][D acc: 0.727 R 0.609 F 0.844][G loss: 1.311 acc: 0.141] 0:03:49.074323
3846 [D loss: 0.515 R 0.568 F 0.463][D acc: 0.758 R 0.656 F 0.859][G loss: 1.402 acc: 0.094] 0:03:49.152059
3847 [D loss: 0.655 R 0.612 F 0.699][D acc: 0.703 R 0.656 F 0.750][G loss: 1.533 acc: 0.094] 0:03:49.227577
3848 [D loss: 0.632 R 0.643 F 0.621][D acc: 0.688 R 0.578 F 0.797][G loss: 1.559 acc: 0.062] 0:03:49.304979
3849 [D loss: 0.566 R 0.703 F 0.429][D acc: 0.688 R 0.500 F 0.875][G loss: 1.286 acc: 0.203] 0:03:49.382829
3850 [D loss: 0.529 R 0.503 F 0.556][D acc: 0.719 R 0.703 F 0.734][G loss: 1.384 acc: 0.125] 0:03:49.458226
3851 [D loss: 0.620 R 0.649 F 0.592][D acc: 0.680 R 0.594 F 0.766][G loss: 1.391 acc: 0.062] 0:03:49.547519
3852 [D loss: 0.578 R 0.626 F 0.529][D acc: 0.672 R 0.578 F 0.766][G loss: 1.384 acc: 0.109] 0:03:49.619320
3853 [D loss: 0.507 R 0.531 F 0.484][D acc: 0.750 R 0.672 F 0.828][G loss: 1.393 acc: 0.109] 0:03:49.701996
3854 [D loss: 0.505 R 0.533 F 0.478][D acc: 0.758 R 0.688 F 0.828][G loss: 1.415 acc: 0.062] 0:03:49.778922
3855 [D loss: 0.538 R 0.533 F 0.544][D acc: 0.750 R 0.656 F 0.844][G loss: 1.367 acc: 0.109] 0:03:49.852451
3856 [D loss: 0.500 R 0.533 F 0.467][D acc: 0.750 R 0.656 F 0.844][G loss: 1.351 acc: 0.094] 0:03:49.927917
3857 [D loss: 0.555 R 0.559 F 0.552][D acc: 0.719 R 0.688 F 0.750][G loss: 1.328 acc: 0.125] 0:03:50.007720
3858 [D loss: 0.550 R 0.588 F 0.511][D acc: 0.758 R 0.688 F 0.828][G loss: 1.270 acc: 0.125] 0:03:50.078402
3859 [D loss: 0.409 R 0.317 F 0.501][D acc: 0.852 R 0.844 F 0.859][G loss: 1.519 acc: 0.094] 0:03:50.155743
3860 [D loss: 0.523 R 0.514 F 0.532][D acc: 0.711 R 0.703 F 0.719][G loss: 1.409 acc: 0.141] 0:03:50.234703
3861 [D loss: 0.566 R 0.583 F 0.548][D acc: 0.711 R 0.609 F 0.812][G loss: 1.461 acc: 0.078] 0:03:50.306073
3862 [D loss: 0.599 R 0.634 F 0.563][D acc: 0.727 R 0.656 F 0.797][G loss: 1.448 acc: 0.094] 0:03:50.377980
3863 [D loss: 0.502 R 0.537 F 0.466][D acc: 0.766 R 0.703 F 0.828][G loss: 1.442 acc: 0.109] 0:03:50.463279
3864 [D loss: 0.493 R 0.462 F 0.523][D acc: 0.758 R 0.734 F 0.781][G loss: 1.622 acc: 0.078] 0:03:50.537296
3865 [D loss: 0.565 R 0.682 F 0.447][D acc: 0.734 R 0.594 F 0.875][G loss: 1.426 acc: 0.094] 0:03:50.609096
3866 [D loss: 0.499 R 0.508 F 0.490][D acc: 0.773 R 0.734 F 0.812][G loss: 1.456 acc: 0.078] 0:03:50.699785
3867 [D loss: 0.586 R 0.554 F 0.618][D acc: 0.695 R 0.641 F 0.750][G loss: 1.534 acc: 0.109] 0:03:50.774007
3868 [D loss: 0.455 R 0.492 F 0.418][D acc: 0.773 R 0.656 F 0.891][G loss: 1.649 acc: 0.000] 0:03:50.855520
3869 [D loss: 0.503 R 0.622 F 0.385][D acc: 0.781 R 0.625 F 0.938][G loss: 1.455 acc: 0.109] 0:03:50.935778
3870 [D loss: 0.512 R 0.508 F 0.517][D acc: 0.773 R 0.734 F 0.812][G loss: 1.524 acc: 0.031] 0:03:51.010009
3871 [D loss: 0.523 R 0.544 F 0.503][D acc: 0.758 R 0.688 F 0.828][G loss: 1.503 acc: 0.109] 0:03:51.086190
3872 [D loss: 0.468 R 0.523 F 0.414][D acc: 0.805 R 0.719 F 0.891][G loss: 1.616 acc: 0.094] 0:03:51.168346
3873 [D loss: 0.451 R 0.427 F 0.475][D acc: 0.820 R 0.781 F 0.859][G loss: 1.378 acc: 0.094] 0:03:51.251544
3874 [D loss: 0.441 R 0.323 F 0.560][D acc: 0.766 R 0.797 F 0.734][G loss: 1.826 acc: 0.062] 0:03:51.347657
3875 [D loss: 0.464 R 0.512 F 0.417][D acc: 0.805 R 0.734 F 0.875][G loss: 1.524 acc: 0.094] 0:03:51.431870
3876 [D loss: 0.592 R 0.607 F 0.577][D acc: 0.727 R 0.641 F 0.812][G loss: 1.532 acc: 0.047] 0:03:51.503534
3877 [D loss: 0.512 R 0.607 F 0.416][D acc: 0.758 R 0.641 F 0.875][G loss: 1.470 acc: 0.109] 0:03:51.582118
3878 [D loss: 0.546 R 0.554 F 0.538][D acc: 0.688 R 0.625 F 0.750][G loss: 1.508 acc: 0.125] 0:03:51.660873
3879 [D loss: 0.513 R 0.558 F 0.469][D acc: 0.695 R 0.641 F 0.750][G loss: 1.580 acc: 0.094] 0:03:51.741916
3880 [D loss: 0.583 R 0.599 F 0.567][D acc: 0.734 R 0.672 F 0.797][G loss: 1.469 acc: 0.078] 0:03:51.831094
3881 [D loss: 0.505 R 0.497 F 0.514][D acc: 0.781 R 0.703 F 0.859][G loss: 1.453 acc: 0.109] 0:03:51.916522
3882 [D loss: 0.488 R 0.498 F 0.478][D acc: 0.758 R 0.688 F 0.828][G loss: 1.708 acc: 0.078] 0:03:51.995519
3883 [D loss: 0.470 R 0.465 F 0.474][D acc: 0.789 R 0.781 F 0.797][G loss: 1.720 acc: 0.047] 0:03:52.068903
3884 [D loss: 0.565 R 0.605 F 0.524][D acc: 0.695 R 0.609 F 0.781][G loss: 1.679 acc: 0.031] 0:03:52.146433
3885 [D loss: 0.519 R 0.635 F 0.403][D acc: 0.781 R 0.703 F 0.859][G loss: 1.434 acc: 0.062] 0:03:52.228573
3886 [D loss: 0.560 R 0.586 F 0.534][D acc: 0.742 R 0.703 F 0.781][G loss: 1.427 acc: 0.109] 0:03:52.318429
3887 [D loss: 0.438 R 0.410 F 0.466][D acc: 0.789 R 0.766 F 0.812][G loss: 1.496 acc: 0.062] 0:03:52.393942
3888 [D loss: 0.435 R 0.416 F 0.453][D acc: 0.812 R 0.734 F 0.891][G loss: 1.610 acc: 0.062] 0:03:52.466611
3889 [D loss: 0.498 R 0.546 F 0.449][D acc: 0.742 R 0.688 F 0.797][G loss: 1.561 acc: 0.062] 0:03:52.537695
3890 [D loss: 0.478 R 0.489 F 0.468][D acc: 0.766 R 0.656 F 0.875][G loss: 1.501 acc: 0.078] 0:03:52.616849
3891 [D loss: 0.467 R 0.512 F 0.423][D acc: 0.789 R 0.703 F 0.875][G loss: 1.420 acc: 0.125] 0:03:52.706545
3892 [D loss: 0.435 R 0.355 F 0.516][D acc: 0.781 R 0.797 F 0.766][G loss: 1.498 acc: 0.094] 0:03:52.782339
3893 [D loss: 0.481 R 0.492 F 0.470][D acc: 0.758 R 0.688 F 0.828][G loss: 1.731 acc: 0.094] 0:03:52.857600
3894 [D loss: 0.472 R 0.498 F 0.446][D acc: 0.781 R 0.719 F 0.844][G loss: 1.719 acc: 0.125] 0:03:52.939920
3895 [D loss: 0.491 R 0.538 F 0.445][D acc: 0.742 R 0.656 F 0.828][G loss: 1.808 acc: 0.016] 0:03:53.012180
3896 [D loss: 0.611 R 0.682 F 0.540][D acc: 0.703 R 0.578 F 0.828][G loss: 1.563 acc: 0.094] 0:03:53.089605
3897 [D loss: 0.674 R 0.617 F 0.731][D acc: 0.711 R 0.609 F 0.812][G loss: 1.625 acc: 0.062] 0:03:53.164827
3898 [D loss: 0.556 R 0.619 F 0.492][D acc: 0.688 R 0.625 F 0.750][G loss: 1.452 acc: 0.062] 0:03:53.237481
3899 [D loss: 0.505 R 0.514 F 0.497][D acc: 0.742 R 0.641 F 0.844][G loss: 1.452 acc: 0.078] 0:03:53.321041
3900 [D loss: 0.425 R 0.457 F 0.392][D acc: 0.859 R 0.797 F 0.922][G loss: 1.586 acc: 0.109] 0:03:53.393097
3901 [D loss: 0.464 R 0.524 F 0.404][D acc: 0.773 R 0.672 F 0.875][G loss: 1.470 acc: 0.172] 0:03:53.468676
3902 [D loss: 0.519 R 0.596 F 0.442][D acc: 0.781 R 0.703 F 0.859][G loss: 1.538 acc: 0.078] 0:03:53.546380
3903 [D loss: 0.459 R 0.499 F 0.418][D acc: 0.734 R 0.656 F 0.812][G loss: 1.401 acc: 0.141] 0:03:53.625038
3904 [D loss: 0.569 R 0.436 F 0.703][D acc: 0.727 R 0.719 F 0.734][G loss: 1.475 acc: 0.047] 0:03:53.701156
3905 [D loss: 0.521 R 0.576 F 0.466][D acc: 0.758 R 0.672 F 0.844][G loss: 1.390 acc: 0.109] 0:03:53.785035
3906 [D loss: 0.467 R 0.502 F 0.432][D acc: 0.758 R 0.672 F 0.844][G loss: 1.379 acc: 0.031] 0:03:53.858610
3907 [D loss: 0.542 R 0.497 F 0.587][D acc: 0.758 R 0.719 F 0.797][G loss: 1.450 acc: 0.062] 0:03:53.952541
3908 [D loss: 0.552 R 0.640 F 0.465][D acc: 0.734 R 0.609 F 0.859][G loss: 1.464 acc: 0.094] 0:03:54.047412
3909 [D loss: 0.594 R 0.660 F 0.529][D acc: 0.727 R 0.641 F 0.812][G loss: 1.277 acc: 0.062] 0:03:54.138259
3910 [D loss: 0.519 R 0.535 F 0.504][D acc: 0.789 R 0.672 F 0.906][G loss: 1.318 acc: 0.125] 0:03:54.233442
3911 [D loss: 0.412 R 0.398 F 0.426][D acc: 0.812 R 0.750 F 0.875][G loss: 1.466 acc: 0.078] 0:03:54.316507
3912 [D loss: 0.525 R 0.481 F 0.570][D acc: 0.758 R 0.719 F 0.797][G loss: 1.595 acc: 0.062] 0:03:54.396442
3913 [D loss: 0.582 R 0.539 F 0.626][D acc: 0.688 R 0.641 F 0.734][G loss: 1.421 acc: 0.031] 0:03:54.472999
3914 [D loss: 0.499 R 0.539 F 0.459][D acc: 0.758 R 0.719 F 0.797][G loss: 1.520 acc: 0.062] 0:03:54.560434
3915 [D loss: 0.486 R 0.536 F 0.436][D acc: 0.758 R 0.656 F 0.859][G loss: 1.544 acc: 0.047] 0:03:54.637168
3916 [D loss: 0.507 R 0.558 F 0.456][D acc: 0.789 R 0.656 F 0.922][G loss: 1.452 acc: 0.062] 0:03:54.727023
3917 [D loss: 0.458 R 0.479 F 0.437][D acc: 0.750 R 0.641 F 0.859][G loss: 1.631 acc: 0.094] 0:03:54.813452
3918 [D loss: 0.554 R 0.566 F 0.543][D acc: 0.688 R 0.672 F 0.703][G loss: 1.746 acc: 0.094] 0:03:54.887960
3919 [D loss: 0.607 R 0.729 F 0.486][D acc: 0.672 R 0.531 F 0.812][G loss: 1.520 acc: 0.125] 0:03:54.960798
3920 [D loss: 0.486 R 0.462 F 0.511][D acc: 0.750 R 0.703 F 0.797][G loss: 1.483 acc: 0.156] 0:03:55.047720
3921 [D loss: 0.639 R 0.544 F 0.734][D acc: 0.688 R 0.625 F 0.750][G loss: 1.529 acc: 0.125] 0:03:55.122489
3922 [D loss: 0.533 R 0.667 F 0.400][D acc: 0.734 R 0.578 F 0.891][G loss: 1.337 acc: 0.156] 0:03:55.195013
3923 [D loss: 0.493 R 0.618 F 0.367][D acc: 0.734 R 0.594 F 0.875][G loss: 1.475 acc: 0.156] 0:03:55.276726
3924 [D loss: 0.468 R 0.425 F 0.512][D acc: 0.758 R 0.734 F 0.781][G loss: 1.518 acc: 0.078] 0:03:55.347855
3925 [D loss: 0.431 R 0.426 F 0.436][D acc: 0.789 R 0.734 F 0.844][G loss: 1.680 acc: 0.047] 0:03:55.418528
3926 [D loss: 0.570 R 0.756 F 0.384][D acc: 0.711 R 0.516 F 0.906][G loss: 1.480 acc: 0.109] 0:03:55.499446
3927 [D loss: 0.519 R 0.588 F 0.450][D acc: 0.734 R 0.609 F 0.859][G loss: 1.482 acc: 0.094] 0:03:55.575168
3928 [D loss: 0.568 R 0.626 F 0.509][D acc: 0.711 R 0.609 F 0.812][G loss: 1.364 acc: 0.156] 0:03:55.647974
3929 [D loss: 0.526 R 0.451 F 0.602][D acc: 0.680 R 0.672 F 0.688][G loss: 1.424 acc: 0.109] 0:03:55.749842
3930 [D loss: 0.516 R 0.474 F 0.558][D acc: 0.742 R 0.703 F 0.781][G loss: 1.523 acc: 0.094] 0:03:55.822173
3931 [D loss: 0.601 R 0.578 F 0.623][D acc: 0.719 R 0.625 F 0.812][G loss: 1.502 acc: 0.016] 0:03:55.896854
3932 [D loss: 0.490 R 0.574 F 0.405][D acc: 0.773 R 0.641 F 0.906][G loss: 1.608 acc: 0.062] 0:03:55.976130
3933 [D loss: 0.488 R 0.476 F 0.500][D acc: 0.734 R 0.688 F 0.781][G loss: 1.391 acc: 0.094] 0:03:56.053750
3934 [D loss: 0.511 R 0.550 F 0.471][D acc: 0.727 R 0.656 F 0.797][G loss: 1.527 acc: 0.125] 0:03:56.125117
3935 [D loss: 0.588 R 0.635 F 0.541][D acc: 0.688 R 0.578 F 0.797][G loss: 1.343 acc: 0.047] 0:03:56.203854
3936 [D loss: 0.457 R 0.430 F 0.483][D acc: 0.750 R 0.688 F 0.812][G loss: 1.442 acc: 0.141] 0:03:56.277903
3937 [D loss: 0.562 R 0.577 F 0.547][D acc: 0.727 R 0.672 F 0.781][G loss: 1.425 acc: 0.109] 0:03:56.354668
3938 [D loss: 0.534 R 0.564 F 0.504][D acc: 0.703 R 0.609 F 0.797][G loss: 1.381 acc: 0.094] 0:03:56.431747
3939 [D loss: 0.494 R 0.488 F 0.500][D acc: 0.750 R 0.734 F 0.766][G loss: 1.374 acc: 0.109] 0:03:56.515237
3940 [D loss: 0.541 R 0.529 F 0.553][D acc: 0.758 R 0.734 F 0.781][G loss: 1.555 acc: 0.031] 0:03:56.588359
3941 [D loss: 0.488 R 0.532 F 0.443][D acc: 0.773 R 0.656 F 0.891][G loss: 1.457 acc: 0.062] 0:03:56.668651
3942 [D loss: 0.564 R 0.536 F 0.592][D acc: 0.742 R 0.656 F 0.828][G loss: 1.448 acc: 0.078] 0:03:56.744849
3943 [D loss: 0.543 R 0.625 F 0.461][D acc: 0.734 R 0.594 F 0.875][G loss: 1.411 acc: 0.094] 0:03:56.820711
3944 [D loss: 0.560 R 0.541 F 0.579][D acc: 0.711 R 0.656 F 0.766][G loss: 1.328 acc: 0.203] 0:03:56.902358
3945 [D loss: 0.597 R 0.509 F 0.685][D acc: 0.695 R 0.641 F 0.750][G loss: 1.473 acc: 0.094] 0:03:56.972825
3946 [D loss: 0.548 R 0.617 F 0.479][D acc: 0.672 R 0.609 F 0.734][G loss: 1.362 acc: 0.078] 0:03:57.049496
3947 [D loss: 0.537 R 0.471 F 0.604][D acc: 0.750 R 0.719 F 0.781][G loss: 1.566 acc: 0.031] 0:03:57.137470
3948 [D loss: 0.518 R 0.603 F 0.433][D acc: 0.750 R 0.625 F 0.875][G loss: 1.540 acc: 0.156] 0:03:57.211671
3949 [D loss: 0.526 R 0.575 F 0.478][D acc: 0.758 R 0.719 F 0.797][G loss: 1.517 acc: 0.094] 0:03:57.286274
3950 [D loss: 0.563 R 0.542 F 0.584][D acc: 0.672 R 0.625 F 0.719][G loss: 1.564 acc: 0.078] 0:03:57.370609
3951 [D loss: 0.543 R 0.578 F 0.509][D acc: 0.750 R 0.703 F 0.797][G loss: 1.466 acc: 0.125] 0:03:57.445619
3952 [D loss: 0.455 R 0.417 F 0.492][D acc: 0.805 R 0.781 F 0.828][G loss: 1.468 acc: 0.047] 0:03:57.517409
3953 [D loss: 0.465 R 0.510 F 0.420][D acc: 0.797 R 0.688 F 0.906][G loss: 1.554 acc: 0.094] 0:03:57.598020
3954 [D loss: 0.542 R 0.534 F 0.549][D acc: 0.711 R 0.625 F 0.797][G loss: 1.460 acc: 0.062] 0:03:57.675641
3955 [D loss: 0.502 R 0.573 F 0.432][D acc: 0.742 R 0.641 F 0.844][G loss: 1.572 acc: 0.062] 0:03:57.755708
3956 [D loss: 0.516 R 0.567 F 0.464][D acc: 0.742 R 0.656 F 0.828][G loss: 1.374 acc: 0.078] 0:03:57.838005
3957 [D loss: 0.571 R 0.396 F 0.747][D acc: 0.727 R 0.781 F 0.672][G loss: 1.653 acc: 0.094] 0:03:57.913524
3958 [D loss: 0.666 R 0.782 F 0.550][D acc: 0.648 R 0.516 F 0.781][G loss: 1.470 acc: 0.062] 0:03:57.987718
3959 [D loss: 0.526 R 0.567 F 0.485][D acc: 0.773 R 0.688 F 0.859][G loss: 1.480 acc: 0.047] 0:03:58.067423
3960 [D loss: 0.551 R 0.667 F 0.435][D acc: 0.750 R 0.609 F 0.891][G loss: 1.360 acc: 0.125] 0:03:58.146219
3961 [D loss: 0.511 R 0.576 F 0.445][D acc: 0.758 R 0.656 F 0.859][G loss: 1.301 acc: 0.188] 0:03:58.222406
3962 [D loss: 0.506 R 0.467 F 0.545][D acc: 0.758 R 0.719 F 0.797][G loss: 1.380 acc: 0.156] 0:03:58.324293
3963 [D loss: 0.491 R 0.509 F 0.473][D acc: 0.789 R 0.703 F 0.875][G loss: 1.371 acc: 0.062] 0:03:58.410211
3964 [D loss: 0.543 R 0.579 F 0.507][D acc: 0.727 R 0.656 F 0.797][G loss: 1.414 acc: 0.062] 0:03:58.481776
3965 [D loss: 0.572 R 0.541 F 0.603][D acc: 0.758 R 0.688 F 0.828][G loss: 1.452 acc: 0.141] 0:03:58.559826
3966 [D loss: 0.454 R 0.472 F 0.435][D acc: 0.805 R 0.719 F 0.891][G loss: 1.389 acc: 0.078] 0:03:58.632041
3967 [D loss: 0.560 R 0.525 F 0.596][D acc: 0.711 R 0.656 F 0.766][G loss: 1.482 acc: 0.125] 0:03:58.724665
3968 [D loss: 0.500 R 0.617 F 0.383][D acc: 0.781 R 0.656 F 0.906][G loss: 1.385 acc: 0.047] 0:03:58.808225
3969 [D loss: 0.486 R 0.476 F 0.496][D acc: 0.766 R 0.703 F 0.828][G loss: 1.408 acc: 0.031] 0:03:58.880229
3970 [D loss: 0.539 R 0.491 F 0.587][D acc: 0.719 R 0.656 F 0.781][G loss: 1.613 acc: 0.094] 0:03:58.954687
3971 [D loss: 0.580 R 0.651 F 0.510][D acc: 0.711 R 0.609 F 0.812][G loss: 1.322 acc: 0.125] 0:03:59.033360
3972 [D loss: 0.628 R 0.424 F 0.831][D acc: 0.711 R 0.750 F 0.672][G loss: 1.615 acc: 0.078] 0:03:59.111800
3973 [D loss: 0.482 R 0.600 F 0.363][D acc: 0.773 R 0.625 F 0.922][G loss: 1.393 acc: 0.078] 0:03:59.183243
3974 [D loss: 0.560 R 0.496 F 0.623][D acc: 0.703 R 0.688 F 0.719][G loss: 1.523 acc: 0.047] 0:03:59.268930
3975 [D loss: 0.616 R 0.571 F 0.662][D acc: 0.688 R 0.656 F 0.719][G loss: 1.390 acc: 0.125] 0:03:59.343710
3976 [D loss: 0.613 R 0.647 F 0.578][D acc: 0.688 R 0.594 F 0.781][G loss: 1.431 acc: 0.062] 0:03:59.415788
3977 [D loss: 0.508 R 0.581 F 0.435][D acc: 0.766 R 0.672 F 0.859][G loss: 1.482 acc: 0.109] 0:03:59.497558
3978 [D loss: 0.420 R 0.468 F 0.372][D acc: 0.797 R 0.719 F 0.875][G loss: 1.420 acc: 0.125] 0:03:59.571764
3979 [D loss: 0.533 R 0.591 F 0.476][D acc: 0.742 R 0.625 F 0.859][G loss: 1.511 acc: 0.062] 0:03:59.644625
3980 [D loss: 0.541 R 0.577 F 0.505][D acc: 0.766 R 0.703 F 0.828][G loss: 1.441 acc: 0.109] 0:03:59.726905
3981 [D loss: 0.597 R 0.604 F 0.590][D acc: 0.688 R 0.578 F 0.797][G loss: 1.417 acc: 0.062] 0:03:59.813215
3982 [D loss: 0.567 R 0.626 F 0.508][D acc: 0.750 R 0.672 F 0.828][G loss: 1.389 acc: 0.062] 0:03:59.887246
3983 [D loss: 0.539 R 0.604 F 0.474][D acc: 0.734 R 0.625 F 0.844][G loss: 1.277 acc: 0.109] 0:03:59.965275
3984 [D loss: 0.552 R 0.566 F 0.537][D acc: 0.711 R 0.625 F 0.797][G loss: 1.288 acc: 0.172] 0:04:00.039265
3985 [D loss: 0.514 R 0.472 F 0.557][D acc: 0.742 R 0.688 F 0.797][G loss: 1.513 acc: 0.047] 0:04:00.117532
3986 [D loss: 0.490 R 0.539 F 0.441][D acc: 0.773 R 0.641 F 0.906][G loss: 1.586 acc: 0.016] 0:04:00.195070
3987 [D loss: 0.389 R 0.393 F 0.385][D acc: 0.828 R 0.734 F 0.922][G loss: 1.694 acc: 0.094] 0:04:00.285279
3988 [D loss: 0.684 R 0.597 F 0.771][D acc: 0.711 R 0.672 F 0.750][G loss: 1.620 acc: 0.047] 0:04:00.360367
3989 [D loss: 0.665 R 0.806 F 0.523][D acc: 0.633 R 0.422 F 0.844][G loss: 1.566 acc: 0.031] 0:04:00.455082
3990 [D loss: 0.482 R 0.529 F 0.436][D acc: 0.758 R 0.656 F 0.859][G loss: 1.615 acc: 0.062] 0:04:00.548349
3991 [D loss: 0.486 R 0.562 F 0.410][D acc: 0.750 R 0.641 F 0.859][G loss: 1.384 acc: 0.141] 0:04:00.628796
3992 [D loss: 0.522 R 0.538 F 0.505][D acc: 0.734 R 0.656 F 0.812][G loss: 1.242 acc: 0.141] 0:04:00.714786
3993 [D loss: 0.520 R 0.512 F 0.529][D acc: 0.766 R 0.734 F 0.797][G loss: 1.434 acc: 0.125] 0:04:00.806373
3994 [D loss: 0.528 R 0.598 F 0.459][D acc: 0.797 R 0.688 F 0.906][G loss: 1.369 acc: 0.094] 0:04:00.882832
3995 [D loss: 0.482 R 0.431 F 0.533][D acc: 0.758 R 0.734 F 0.781][G loss: 1.438 acc: 0.125] 0:04:00.963604
3996 [D loss: 0.425 R 0.391 F 0.459][D acc: 0.812 R 0.797 F 0.828][G loss: 1.385 acc: 0.047] 0:04:01.036307
3997 [D loss: 0.525 R 0.527 F 0.523][D acc: 0.727 R 0.641 F 0.812][G loss: 1.522 acc: 0.094] 0:04:01.109804
3998 [D loss: 0.581 R 0.641 F 0.520][D acc: 0.719 R 0.625 F 0.812][G loss: 1.408 acc: 0.094] 0:04:01.195182
3999 [D loss: 0.467 R 0.474 F 0.459][D acc: 0.766 R 0.750 F 0.781][G loss: 1.439 acc: 0.094] 0:04:01.267341
4000 [D loss: 0.455 R 0.351 F 0.560][D acc: 0.812 R 0.781 F 0.844][G loss: 1.630 acc: 0.062] 0:04:01.341401
4001 [D loss: 0.634 R 0.748 F 0.520][D acc: 0.703 R 0.562 F 0.844][G loss: 1.413 acc: 0.047] 0:04:04.822004
4002 [D loss: 0.555 R 0.685 F 0.424][D acc: 0.727 R 0.578 F 0.875][G loss: 1.604 acc: 0.094] 0:04:04.903623
4003 [D loss: 0.515 R 0.564 F 0.467][D acc: 0.727 R 0.641 F 0.812][G loss: 1.448 acc: 0.125] 0:04:04.990044
4004 [D loss: 0.523 R 0.420 F 0.626][D acc: 0.766 R 0.750 F 0.781][G loss: 1.399 acc: 0.062] 0:04:05.071951
4005 [D loss: 0.572 R 0.630 F 0.514][D acc: 0.688 R 0.562 F 0.812][G loss: 1.337 acc: 0.109] 0:04:05.152191
4006 [D loss: 0.537 R 0.514 F 0.559][D acc: 0.750 R 0.641 F 0.859][G loss: 1.296 acc: 0.188] 0:04:05.229363
4007 [D loss: 0.509 R 0.440 F 0.577][D acc: 0.742 R 0.750 F 0.734][G loss: 1.459 acc: 0.047] 0:04:05.315830
4008 [D loss: 0.522 R 0.510 F 0.535][D acc: 0.742 R 0.688 F 0.797][G loss: 1.432 acc: 0.078] 0:04:05.388958
4009 [D loss: 0.585 R 0.464 F 0.706][D acc: 0.758 R 0.688 F 0.828][G loss: 1.512 acc: 0.078] 0:04:05.460551
4010 [D loss: 0.544 R 0.628 F 0.460][D acc: 0.727 R 0.562 F 0.891][G loss: 1.513 acc: 0.062] 0:04:05.540646
4011 [D loss: 0.558 R 0.544 F 0.572][D acc: 0.734 R 0.703 F 0.766][G loss: 1.419 acc: 0.078] 0:04:05.617152
4012 [D loss: 0.531 R 0.590 F 0.473][D acc: 0.734 R 0.625 F 0.844][G loss: 1.464 acc: 0.094] 0:04:05.696159
4013 [D loss: 0.500 R 0.542 F 0.457][D acc: 0.758 R 0.656 F 0.859][G loss: 1.627 acc: 0.031] 0:04:05.789776
4014 [D loss: 0.516 R 0.598 F 0.433][D acc: 0.734 R 0.609 F 0.859][G loss: 1.290 acc: 0.109] 0:04:05.876601
4015 [D loss: 0.478 R 0.534 F 0.422][D acc: 0.742 R 0.641 F 0.844][G loss: 1.568 acc: 0.125] 0:04:05.955054
4016 [D loss: 0.427 R 0.374 F 0.481][D acc: 0.805 R 0.766 F 0.844][G loss: 1.454 acc: 0.094] 0:04:06.038797
4017 [D loss: 0.636 R 0.531 F 0.742][D acc: 0.727 R 0.688 F 0.766][G loss: 1.514 acc: 0.016] 0:04:06.113970
4018 [D loss: 0.560 R 0.564 F 0.556][D acc: 0.734 R 0.703 F 0.766][G loss: 1.544 acc: 0.047] 0:04:06.193484
4019 [D loss: 0.488 R 0.544 F 0.432][D acc: 0.789 R 0.688 F 0.891][G loss: 1.682 acc: 0.031] 0:04:06.276065
4020 [D loss: 0.495 R 0.520 F 0.470][D acc: 0.805 R 0.734 F 0.875][G loss: 1.346 acc: 0.078] 0:04:06.350307
4021 [D loss: 0.549 R 0.474 F 0.624][D acc: 0.758 R 0.766 F 0.750][G loss: 1.630 acc: 0.062] 0:04:06.422158
4022 [D loss: 0.449 R 0.464 F 0.434][D acc: 0.773 R 0.734 F 0.812][G loss: 1.755 acc: 0.047] 0:04:06.500628
4023 [D loss: 0.493 R 0.551 F 0.435][D acc: 0.750 R 0.641 F 0.859][G loss: 1.527 acc: 0.094] 0:04:06.574744
4024 [D loss: 0.506 R 0.523 F 0.490][D acc: 0.750 R 0.703 F 0.797][G loss: 1.676 acc: 0.031] 0:04:06.652902
4025 [D loss: 0.485 R 0.526 F 0.443][D acc: 0.766 R 0.672 F 0.859][G loss: 1.580 acc: 0.047] 0:04:06.733178
4026 [D loss: 0.585 R 0.667 F 0.502][D acc: 0.695 R 0.531 F 0.859][G loss: 1.417 acc: 0.156] 0:04:06.818003
4027 [D loss: 0.512 R 0.570 F 0.454][D acc: 0.766 R 0.672 F 0.859][G loss: 1.495 acc: 0.109] 0:04:06.900649
4028 [D loss: 0.633 R 0.716 F 0.551][D acc: 0.680 R 0.547 F 0.812][G loss: 1.416 acc: 0.062] 0:04:06.983779
4029 [D loss: 0.458 R 0.500 F 0.416][D acc: 0.820 R 0.734 F 0.906][G loss: 1.362 acc: 0.062] 0:04:07.058068
4030 [D loss: 0.489 R 0.461 F 0.518][D acc: 0.773 R 0.734 F 0.812][G loss: 1.294 acc: 0.203] 0:04:07.138000
4031 [D loss: 0.516 R 0.488 F 0.544][D acc: 0.727 R 0.688 F 0.766][G loss: 1.528 acc: 0.094] 0:04:07.227105
4032 [D loss: 0.566 R 0.558 F 0.574][D acc: 0.680 R 0.672 F 0.688][G loss: 1.377 acc: 0.219] 0:04:07.301462
4033 [D loss: 0.573 R 0.460 F 0.687][D acc: 0.703 R 0.719 F 0.688][G loss: 1.507 acc: 0.109] 0:04:07.402539
4034 [D loss: 0.583 R 0.566 F 0.600][D acc: 0.719 R 0.656 F 0.781][G loss: 1.422 acc: 0.062] 0:04:07.483736
4035 [D loss: 0.552 R 0.629 F 0.476][D acc: 0.727 R 0.672 F 0.781][G loss: 1.558 acc: 0.047] 0:04:07.562432
4036 [D loss: 0.550 R 0.533 F 0.568][D acc: 0.758 R 0.703 F 0.812][G loss: 1.487 acc: 0.125] 0:04:07.636806
4037 [D loss: 0.522 R 0.576 F 0.469][D acc: 0.750 R 0.656 F 0.844][G loss: 1.568 acc: 0.000] 0:04:07.730338
4038 [D loss: 0.510 R 0.594 F 0.426][D acc: 0.742 R 0.609 F 0.875][G loss: 1.537 acc: 0.109] 0:04:07.822234
4039 [D loss: 0.534 R 0.418 F 0.649][D acc: 0.727 R 0.750 F 0.703][G loss: 1.695 acc: 0.062] 0:04:07.895524
4040 [D loss: 0.567 R 0.690 F 0.444][D acc: 0.758 R 0.625 F 0.891][G loss: 1.460 acc: 0.062] 0:04:08.001099
4041 [D loss: 0.523 R 0.585 F 0.462][D acc: 0.711 R 0.625 F 0.797][G loss: 1.329 acc: 0.141] 0:04:08.086492
4042 [D loss: 0.451 R 0.489 F 0.413][D acc: 0.852 R 0.781 F 0.922][G loss: 1.407 acc: 0.094] 0:04:08.160433
4043 [D loss: 0.626 R 0.508 F 0.744][D acc: 0.688 R 0.703 F 0.672][G loss: 1.553 acc: 0.047] 0:04:08.254470
4044 [D loss: 0.518 R 0.558 F 0.478][D acc: 0.766 R 0.672 F 0.859][G loss: 1.485 acc: 0.109] 0:04:08.346862
4045 [D loss: 0.524 R 0.583 F 0.464][D acc: 0.727 R 0.609 F 0.844][G loss: 1.444 acc: 0.109] 0:04:08.419487
4046 [D loss: 0.504 R 0.580 F 0.427][D acc: 0.742 R 0.625 F 0.859][G loss: 1.374 acc: 0.125] 0:04:08.497091
4047 [D loss: 0.505 R 0.454 F 0.556][D acc: 0.766 R 0.734 F 0.797][G loss: 1.558 acc: 0.047] 0:04:08.574206
4048 [D loss: 0.470 R 0.539 F 0.402][D acc: 0.789 R 0.703 F 0.875][G loss: 1.539 acc: 0.078] 0:04:08.648587
4049 [D loss: 0.503 R 0.434 F 0.571][D acc: 0.750 R 0.734 F 0.766][G loss: 1.496 acc: 0.062] 0:04:08.728662
4050 [D loss: 0.551 R 0.565 F 0.537][D acc: 0.734 R 0.719 F 0.750][G loss: 1.459 acc: 0.078] 0:04:08.818591
4051 [D loss: 0.527 R 0.544 F 0.511][D acc: 0.734 R 0.641 F 0.828][G loss: 1.332 acc: 0.172] 0:04:08.921132
4052 [D loss: 0.473 R 0.455 F 0.491][D acc: 0.773 R 0.719 F 0.828][G loss: 1.415 acc: 0.078] 0:04:09.007566
4053 [D loss: 0.589 R 0.460 F 0.719][D acc: 0.758 R 0.750 F 0.766][G loss: 1.502 acc: 0.016] 0:04:09.096136
4054 [D loss: 0.456 R 0.516 F 0.396][D acc: 0.781 R 0.688 F 0.875][G loss: 1.728 acc: 0.047] 0:04:09.193404
4055 [D loss: 0.500 R 0.559 F 0.441][D acc: 0.734 R 0.641 F 0.828][G loss: 1.495 acc: 0.078] 0:04:09.281363
4056 [D loss: 0.470 R 0.492 F 0.449][D acc: 0.750 R 0.625 F 0.875][G loss: 1.455 acc: 0.094] 0:04:09.354792
4057 [D loss: 0.497 R 0.480 F 0.513][D acc: 0.773 R 0.719 F 0.828][G loss: 1.587 acc: 0.109] 0:04:09.426948
4058 [D loss: 0.512 R 0.467 F 0.557][D acc: 0.758 R 0.719 F 0.797][G loss: 1.597 acc: 0.062] 0:04:09.498533
4059 [D loss: 0.533 R 0.559 F 0.508][D acc: 0.703 R 0.609 F 0.797][G loss: 1.587 acc: 0.094] 0:04:09.582157
4060 [D loss: 0.495 R 0.503 F 0.487][D acc: 0.703 R 0.656 F 0.750][G loss: 1.396 acc: 0.141] 0:04:09.654100
4061 [D loss: 0.564 R 0.606 F 0.521][D acc: 0.664 R 0.609 F 0.719][G loss: 1.294 acc: 0.141] 0:04:09.735459
4062 [D loss: 0.504 R 0.494 F 0.514][D acc: 0.727 R 0.672 F 0.781][G loss: 1.355 acc: 0.109] 0:04:09.808662
4063 [D loss: 0.546 R 0.460 F 0.633][D acc: 0.742 R 0.734 F 0.750][G loss: 1.556 acc: 0.125] 0:04:09.880706
4064 [D loss: 0.497 R 0.573 F 0.420][D acc: 0.734 R 0.609 F 0.859][G loss: 1.482 acc: 0.078] 0:04:09.964383
4065 [D loss: 0.526 R 0.613 F 0.440][D acc: 0.719 R 0.578 F 0.859][G loss: 1.424 acc: 0.125] 0:04:10.038001
4066 [D loss: 0.526 R 0.474 F 0.579][D acc: 0.727 R 0.734 F 0.719][G loss: 2.191 acc: 0.000] 0:04:10.112041
4067 [D loss: 0.660 R 0.780 F 0.541][D acc: 0.672 R 0.562 F 0.781][G loss: 1.401 acc: 0.109] 0:04:10.224725
4068 [D loss: 0.441 R 0.380 F 0.502][D acc: 0.805 R 0.797 F 0.812][G loss: 1.506 acc: 0.078] 0:04:10.308579
4069 [D loss: 0.519 R 0.571 F 0.466][D acc: 0.773 R 0.672 F 0.875][G loss: 1.431 acc: 0.094] 0:04:10.388802
4070 [D loss: 0.684 R 0.685 F 0.683][D acc: 0.648 R 0.578 F 0.719][G loss: 1.340 acc: 0.141] 0:04:10.470572
4071 [D loss: 0.536 R 0.516 F 0.555][D acc: 0.758 R 0.719 F 0.797][G loss: 1.448 acc: 0.062] 0:04:10.544158
4072 [D loss: 0.587 R 0.616 F 0.558][D acc: 0.711 R 0.594 F 0.828][G loss: 1.346 acc: 0.078] 0:04:10.618331
4073 [D loss: 0.493 R 0.518 F 0.468][D acc: 0.734 R 0.672 F 0.797][G loss: 1.365 acc: 0.094] 0:04:10.708268
4074 [D loss: 0.488 R 0.565 F 0.411][D acc: 0.758 R 0.641 F 0.875][G loss: 1.366 acc: 0.156] 0:04:10.783827
4075 [D loss: 0.538 R 0.527 F 0.550][D acc: 0.727 R 0.703 F 0.750][G loss: 1.335 acc: 0.078] 0:04:10.883434
4076 [D loss: 0.535 R 0.579 F 0.491][D acc: 0.711 R 0.625 F 0.797][G loss: 1.265 acc: 0.125] 0:04:10.976466
4077 [D loss: 0.608 R 0.580 F 0.636][D acc: 0.664 R 0.625 F 0.703][G loss: 1.453 acc: 0.047] 0:04:11.053977
4078 [D loss: 0.566 R 0.557 F 0.576][D acc: 0.711 R 0.656 F 0.766][G loss: 1.485 acc: 0.047] 0:04:11.132572
4079 [D loss: 0.599 R 0.717 F 0.481][D acc: 0.773 R 0.688 F 0.859][G loss: 1.502 acc: 0.062] 0:04:11.212883
4080 [D loss: 0.457 R 0.499 F 0.414][D acc: 0.781 R 0.719 F 0.844][G loss: 1.550 acc: 0.109] 0:04:11.286096
4081 [D loss: 0.561 R 0.544 F 0.578][D acc: 0.719 R 0.672 F 0.766][G loss: 1.269 acc: 0.172] 0:04:11.387722
4082 [D loss: 0.558 R 0.525 F 0.591][D acc: 0.727 R 0.719 F 0.734][G loss: 1.262 acc: 0.141] 0:04:11.481326
4083 [D loss: 0.533 R 0.463 F 0.602][D acc: 0.711 R 0.688 F 0.734][G loss: 1.454 acc: 0.094] 0:04:11.556982
4084 [D loss: 0.518 R 0.592 F 0.443][D acc: 0.719 R 0.594 F 0.844][G loss: 1.457 acc: 0.047] 0:04:11.636705
4085 [D loss: 0.557 R 0.642 F 0.473][D acc: 0.750 R 0.625 F 0.875][G loss: 1.410 acc: 0.078] 0:04:11.738069
4086 [D loss: 0.567 R 0.565 F 0.568][D acc: 0.703 R 0.641 F 0.766][G loss: 1.431 acc: 0.062] 0:04:11.820563
4087 [D loss: 0.551 R 0.618 F 0.484][D acc: 0.703 R 0.562 F 0.844][G loss: 1.333 acc: 0.125] 0:04:11.900317
4088 [D loss: 0.520 R 0.530 F 0.510][D acc: 0.719 R 0.578 F 0.859][G loss: 1.348 acc: 0.094] 0:04:11.988647
4089 [D loss: 0.478 R 0.514 F 0.442][D acc: 0.750 R 0.672 F 0.828][G loss: 1.328 acc: 0.172] 0:04:12.062406
4090 [D loss: 0.584 R 0.375 F 0.794][D acc: 0.750 R 0.781 F 0.719][G loss: 1.449 acc: 0.109] 0:04:12.138379
4091 [D loss: 0.507 R 0.453 F 0.561][D acc: 0.758 R 0.766 F 0.750][G loss: 1.546 acc: 0.031] 0:04:12.218555
4092 [D loss: 0.564 R 0.587 F 0.541][D acc: 0.688 R 0.578 F 0.797][G loss: 1.440 acc: 0.141] 0:04:12.299929
4093 [D loss: 0.531 R 0.519 F 0.543][D acc: 0.719 R 0.672 F 0.766][G loss: 1.397 acc: 0.078] 0:04:12.372171
4094 [D loss: 0.472 R 0.504 F 0.440][D acc: 0.758 R 0.672 F 0.844][G loss: 1.515 acc: 0.047] 0:04:12.469760
4095 [D loss: 0.461 R 0.519 F 0.403][D acc: 0.773 R 0.688 F 0.859][G loss: 1.486 acc: 0.141] 0:04:12.543722
4096 [D loss: 0.400 R 0.310 F 0.491][D acc: 0.852 R 0.859 F 0.844][G loss: 1.611 acc: 0.062] 0:04:12.618277
4097 [D loss: 0.467 R 0.517 F 0.416][D acc: 0.797 R 0.750 F 0.844][G loss: 1.570 acc: 0.047] 0:04:12.701794
4098 [D loss: 0.492 R 0.531 F 0.453][D acc: 0.742 R 0.641 F 0.844][G loss: 1.598 acc: 0.094] 0:04:12.774203
4099 [D loss: 0.575 R 0.628 F 0.522][D acc: 0.734 R 0.609 F 0.859][G loss: 1.526 acc: 0.078] 0:04:12.850403
4100 [D loss: 0.492 R 0.604 F 0.381][D acc: 0.789 R 0.625 F 0.953][G loss: 1.408 acc: 0.203] 0:04:12.945473
4101 [D loss: 0.445 R 0.469 F 0.421][D acc: 0.766 R 0.672 F 0.859][G loss: 1.388 acc: 0.109] 0:04:13.027831
4102 [D loss: 0.432 R 0.387 F 0.478][D acc: 0.820 R 0.781 F 0.859][G loss: 1.464 acc: 0.125] 0:04:13.108371
4103 [D loss: 0.485 R 0.405 F 0.564][D acc: 0.727 R 0.750 F 0.703][G loss: 1.669 acc: 0.047] 0:04:13.194709
4104 [D loss: 0.461 R 0.490 F 0.431][D acc: 0.766 R 0.688 F 0.844][G loss: 1.713 acc: 0.031] 0:04:13.272143
4105 [D loss: 0.500 R 0.421 F 0.579][D acc: 0.758 R 0.750 F 0.766][G loss: 1.563 acc: 0.031] 0:04:13.346305
4106 [D loss: 0.613 R 0.629 F 0.597][D acc: 0.688 R 0.609 F 0.766][G loss: 1.567 acc: 0.031] 0:04:13.435401
4107 [D loss: 0.546 R 0.590 F 0.502][D acc: 0.727 R 0.625 F 0.828][G loss: 1.468 acc: 0.109] 0:04:13.515533
4108 [D loss: 0.509 R 0.594 F 0.424][D acc: 0.750 R 0.578 F 0.922][G loss: 1.492 acc: 0.078] 0:04:13.587072
4109 [D loss: 0.617 R 0.565 F 0.668][D acc: 0.703 R 0.625 F 0.781][G loss: 1.425 acc: 0.125] 0:04:13.675252
4110 [D loss: 0.494 R 0.476 F 0.512][D acc: 0.766 R 0.703 F 0.828][G loss: 1.306 acc: 0.172] 0:04:13.750828
4111 [D loss: 0.503 R 0.572 F 0.434][D acc: 0.766 R 0.656 F 0.875][G loss: 1.548 acc: 0.062] 0:04:13.832122
4112 [D loss: 0.579 R 0.565 F 0.594][D acc: 0.734 R 0.641 F 0.828][G loss: 1.562 acc: 0.031] 0:04:13.923710
4113 [D loss: 0.494 R 0.530 F 0.459][D acc: 0.711 R 0.625 F 0.797][G loss: 1.450 acc: 0.125] 0:04:14.005961
4114 [D loss: 0.512 R 0.585 F 0.438][D acc: 0.742 R 0.609 F 0.875][G loss: 1.631 acc: 0.078] 0:04:14.082564
4115 [D loss: 0.509 R 0.477 F 0.541][D acc: 0.742 R 0.688 F 0.797][G loss: 1.582 acc: 0.094] 0:04:14.164610
4116 [D loss: 0.508 R 0.434 F 0.582][D acc: 0.773 R 0.750 F 0.797][G loss: 1.566 acc: 0.047] 0:04:14.243124
4117 [D loss: 0.547 R 0.625 F 0.469][D acc: 0.742 R 0.672 F 0.812][G loss: 1.672 acc: 0.047] 0:04:14.331364
4118 [D loss: 0.555 R 0.719 F 0.392][D acc: 0.703 R 0.547 F 0.859][G loss: 1.549 acc: 0.125] 0:04:14.422334
4119 [D loss: 0.493 R 0.462 F 0.524][D acc: 0.789 R 0.750 F 0.828][G loss: 1.486 acc: 0.078] 0:04:14.526993
4120 [D loss: 0.417 R 0.366 F 0.469][D acc: 0.781 R 0.797 F 0.766][G loss: 1.698 acc: 0.094] 0:04:14.613754
4121 [D loss: 0.485 R 0.580 F 0.390][D acc: 0.781 R 0.656 F 0.906][G loss: 1.457 acc: 0.109] 0:04:14.710745
4122 [D loss: 0.503 R 0.405 F 0.600][D acc: 0.773 R 0.766 F 0.781][G loss: 1.545 acc: 0.109] 0:04:14.787832
4123 [D loss: 0.556 R 0.567 F 0.545][D acc: 0.750 R 0.656 F 0.844][G loss: 1.515 acc: 0.062] 0:04:14.865185
4124 [D loss: 0.448 R 0.452 F 0.444][D acc: 0.766 R 0.688 F 0.844][G loss: 1.569 acc: 0.125] 0:04:14.954357
4125 [D loss: 0.588 R 0.512 F 0.663][D acc: 0.711 R 0.688 F 0.734][G loss: 1.597 acc: 0.094] 0:04:15.034056
4126 [D loss: 0.500 R 0.459 F 0.540][D acc: 0.734 R 0.703 F 0.766][G loss: 1.872 acc: 0.047] 0:04:15.106855
4127 [D loss: 0.486 R 0.571 F 0.400][D acc: 0.812 R 0.703 F 0.922][G loss: 1.827 acc: 0.047] 0:04:15.195490
4128 [D loss: 0.562 R 0.605 F 0.518][D acc: 0.695 R 0.672 F 0.719][G loss: 1.409 acc: 0.109] 0:04:15.292738
4129 [D loss: 0.420 R 0.441 F 0.400][D acc: 0.781 R 0.688 F 0.875][G loss: 1.669 acc: 0.062] 0:04:15.374169
4130 [D loss: 0.515 R 0.526 F 0.504][D acc: 0.766 R 0.734 F 0.797][G loss: 1.508 acc: 0.203] 0:04:15.461308
4131 [D loss: 0.470 R 0.498 F 0.442][D acc: 0.758 R 0.656 F 0.859][G loss: 1.756 acc: 0.062] 0:04:15.538548
4132 [D loss: 0.494 R 0.541 F 0.448][D acc: 0.758 R 0.672 F 0.844][G loss: 1.633 acc: 0.078] 0:04:15.617724
4133 [D loss: 0.554 R 0.619 F 0.489][D acc: 0.750 R 0.625 F 0.875][G loss: 1.509 acc: 0.047] 0:04:15.712068
4134 [D loss: 0.572 R 0.649 F 0.496][D acc: 0.750 R 0.672 F 0.828][G loss: 1.501 acc: 0.062] 0:04:15.785970
4135 [D loss: 0.500 R 0.536 F 0.463][D acc: 0.750 R 0.641 F 0.859][G loss: 1.469 acc: 0.125] 0:04:15.867647
4136 [D loss: 0.475 R 0.506 F 0.444][D acc: 0.766 R 0.688 F 0.844][G loss: 1.513 acc: 0.062] 0:04:15.954010
4137 [D loss: 0.536 R 0.487 F 0.584][D acc: 0.711 R 0.688 F 0.734][G loss: 1.511 acc: 0.109] 0:04:16.053196
4138 [D loss: 0.496 R 0.564 F 0.428][D acc: 0.750 R 0.641 F 0.859][G loss: 1.711 acc: 0.062] 0:04:16.132552
4139 [D loss: 0.562 R 0.599 F 0.526][D acc: 0.742 R 0.641 F 0.844][G loss: 1.497 acc: 0.094] 0:04:16.211397
4140 [D loss: 0.755 R 0.686 F 0.824][D acc: 0.633 R 0.594 F 0.672][G loss: 1.573 acc: 0.109] 0:04:16.283844
4141 [D loss: 0.558 R 0.673 F 0.444][D acc: 0.742 R 0.594 F 0.891][G loss: 1.485 acc: 0.156] 0:04:16.357024
4142 [D loss: 0.547 R 0.569 F 0.525][D acc: 0.680 R 0.578 F 0.781][G loss: 1.392 acc: 0.109] 0:04:16.438012
4143 [D loss: 0.611 R 0.436 F 0.786][D acc: 0.664 R 0.703 F 0.625][G loss: 1.580 acc: 0.047] 0:04:16.515205
4144 [D loss: 0.571 R 0.614 F 0.528][D acc: 0.688 R 0.562 F 0.812][G loss: 1.424 acc: 0.047] 0:04:16.587532
4145 [D loss: 0.570 R 0.623 F 0.518][D acc: 0.703 R 0.578 F 0.828][G loss: 1.322 acc: 0.141] 0:04:16.689219
4146 [D loss: 0.463 R 0.564 F 0.361][D acc: 0.797 R 0.656 F 0.938][G loss: 1.505 acc: 0.062] 0:04:16.771180
4147 [D loss: 0.521 R 0.523 F 0.518][D acc: 0.766 R 0.750 F 0.781][G loss: 1.395 acc: 0.109] 0:04:16.869451
4148 [D loss: 0.473 R 0.470 F 0.477][D acc: 0.773 R 0.703 F 0.844][G loss: 1.480 acc: 0.141] 0:04:16.952077
4149 [D loss: 0.615 R 0.549 F 0.680][D acc: 0.727 R 0.641 F 0.812][G loss: 1.565 acc: 0.031] 0:04:17.030307
4150 [D loss: 0.450 R 0.476 F 0.423][D acc: 0.781 R 0.703 F 0.859][G loss: 1.550 acc: 0.031] 0:04:17.104488
4151 [D loss: 0.511 R 0.487 F 0.534][D acc: 0.773 R 0.781 F 0.766][G loss: 1.664 acc: 0.047] 0:04:17.184354
4152 [D loss: 0.502 R 0.522 F 0.481][D acc: 0.750 R 0.672 F 0.828][G loss: 1.465 acc: 0.109] 0:04:17.258149
4153 [D loss: 0.497 R 0.459 F 0.536][D acc: 0.734 R 0.734 F 0.734][G loss: 1.544 acc: 0.188] 0:04:17.333224
4154 [D loss: 0.470 R 0.454 F 0.485][D acc: 0.773 R 0.734 F 0.812][G loss: 1.487 acc: 0.109] 0:04:17.420823
4155 [D loss: 0.482 R 0.538 F 0.427][D acc: 0.734 R 0.656 F 0.812][G loss: 1.199 acc: 0.234] 0:04:17.505520
4156 [D loss: 0.517 R 0.371 F 0.663][D acc: 0.758 R 0.812 F 0.703][G loss: 1.639 acc: 0.047] 0:04:17.581480
4157 [D loss: 0.557 R 0.649 F 0.466][D acc: 0.719 R 0.625 F 0.812][G loss: 1.558 acc: 0.062] 0:04:17.667161
4158 [D loss: 0.520 R 0.631 F 0.408][D acc: 0.781 R 0.672 F 0.891][G loss: 1.440 acc: 0.141] 0:04:17.753548
4159 [D loss: 0.536 R 0.578 F 0.494][D acc: 0.727 R 0.609 F 0.844][G loss: 1.405 acc: 0.109] 0:04:17.826021
4160 [D loss: 0.490 R 0.520 F 0.460][D acc: 0.789 R 0.734 F 0.844][G loss: 1.277 acc: 0.156] 0:04:17.905044
4161 [D loss: 0.516 R 0.413 F 0.619][D acc: 0.781 R 0.797 F 0.766][G loss: 1.596 acc: 0.094] 0:04:17.981932
4162 [D loss: 0.512 R 0.510 F 0.515][D acc: 0.742 R 0.688 F 0.797][G loss: 1.545 acc: 0.062] 0:04:18.059305
4163 [D loss: 0.473 R 0.511 F 0.435][D acc: 0.781 R 0.703 F 0.859][G loss: 1.619 acc: 0.109] 0:04:18.144605
4164 [D loss: 0.514 R 0.587 F 0.442][D acc: 0.742 R 0.609 F 0.875][G loss: 1.793 acc: 0.062] 0:04:18.237450
4165 [D loss: 0.579 R 0.548 F 0.610][D acc: 0.711 R 0.703 F 0.719][G loss: 1.510 acc: 0.125] 0:04:18.310740
4166 [D loss: 0.505 R 0.547 F 0.463][D acc: 0.734 R 0.656 F 0.812][G loss: 1.605 acc: 0.062] 0:04:18.394073
4167 [D loss: 0.471 R 0.505 F 0.437][D acc: 0.766 R 0.688 F 0.844][G loss: 1.512 acc: 0.062] 0:04:18.474108
4168 [D loss: 0.500 R 0.448 F 0.551][D acc: 0.773 R 0.766 F 0.781][G loss: 1.603 acc: 0.109] 0:04:18.551035
4169 [D loss: 0.524 R 0.557 F 0.490][D acc: 0.727 R 0.641 F 0.812][G loss: 1.465 acc: 0.062] 0:04:18.633501
4170 [D loss: 0.437 R 0.494 F 0.380][D acc: 0.781 R 0.688 F 0.875][G loss: 1.576 acc: 0.125] 0:04:18.711980
4171 [D loss: 0.523 R 0.581 F 0.465][D acc: 0.773 R 0.656 F 0.891][G loss: 1.393 acc: 0.125] 0:04:18.786463
4172 [D loss: 0.552 R 0.603 F 0.501][D acc: 0.711 R 0.625 F 0.797][G loss: 1.512 acc: 0.109] 0:04:18.875722
4173 [D loss: 0.524 R 0.587 F 0.461][D acc: 0.734 R 0.641 F 0.828][G loss: 1.414 acc: 0.125] 0:04:18.952255
4174 [D loss: 0.404 R 0.373 F 0.434][D acc: 0.820 R 0.766 F 0.875][G loss: 1.603 acc: 0.109] 0:04:19.036104
4175 [D loss: 0.562 R 0.445 F 0.680][D acc: 0.703 R 0.703 F 0.703][G loss: 1.496 acc: 0.125] 0:04:19.123921
4176 [D loss: 0.539 R 0.587 F 0.491][D acc: 0.719 R 0.562 F 0.875][G loss: 1.517 acc: 0.047] 0:04:19.204616
4177 [D loss: 0.484 R 0.453 F 0.515][D acc: 0.812 R 0.766 F 0.859][G loss: 1.455 acc: 0.109] 0:04:19.284298
4178 [D loss: 0.553 R 0.696 F 0.411][D acc: 0.727 R 0.578 F 0.875][G loss: 1.489 acc: 0.094] 0:04:19.373146
4179 [D loss: 0.483 R 0.525 F 0.442][D acc: 0.758 R 0.656 F 0.859][G loss: 1.504 acc: 0.078] 0:04:19.450966
4180 [D loss: 0.526 R 0.558 F 0.494][D acc: 0.742 R 0.688 F 0.797][G loss: 1.435 acc: 0.109] 0:04:19.525888
4181 [D loss: 0.471 R 0.494 F 0.448][D acc: 0.758 R 0.719 F 0.797][G loss: 1.518 acc: 0.109] 0:04:19.621181
4182 [D loss: 0.570 R 0.630 F 0.510][D acc: 0.672 R 0.594 F 0.750][G loss: 1.404 acc: 0.141] 0:04:19.699892
4183 [D loss: 0.550 R 0.610 F 0.491][D acc: 0.727 R 0.641 F 0.812][G loss: 1.145 acc: 0.219] 0:04:19.776934
4184 [D loss: 0.527 R 0.500 F 0.554][D acc: 0.773 R 0.719 F 0.828][G loss: 1.501 acc: 0.188] 0:04:19.863416
4185 [D loss: 0.546 R 0.585 F 0.506][D acc: 0.711 R 0.625 F 0.797][G loss: 1.516 acc: 0.094] 0:04:19.939701
4186 [D loss: 0.475 R 0.461 F 0.489][D acc: 0.742 R 0.688 F 0.797][G loss: 1.516 acc: 0.031] 0:04:20.012803
4187 [D loss: 0.551 R 0.584 F 0.519][D acc: 0.766 R 0.672 F 0.859][G loss: 1.501 acc: 0.125] 0:04:20.099309
4188 [D loss: 0.484 R 0.557 F 0.411][D acc: 0.773 R 0.656 F 0.891][G loss: 1.654 acc: 0.062] 0:04:20.173732
4189 [D loss: 0.505 R 0.468 F 0.543][D acc: 0.742 R 0.719 F 0.766][G loss: 1.495 acc: 0.125] 0:04:20.251726
4190 [D loss: 0.536 R 0.480 F 0.591][D acc: 0.773 R 0.734 F 0.812][G loss: 1.565 acc: 0.062] 0:04:20.333052
4191 [D loss: 0.615 R 0.743 F 0.488][D acc: 0.641 R 0.484 F 0.797][G loss: 1.531 acc: 0.078] 0:04:20.408674
4192 [D loss: 0.541 R 0.527 F 0.555][D acc: 0.742 R 0.672 F 0.812][G loss: 1.627 acc: 0.047] 0:04:20.480683
4193 [D loss: 0.654 R 0.520 F 0.788][D acc: 0.664 R 0.656 F 0.672][G loss: 1.596 acc: 0.047] 0:04:20.567973
4194 [D loss: 0.570 R 0.684 F 0.455][D acc: 0.711 R 0.531 F 0.891][G loss: 1.423 acc: 0.047] 0:04:20.641941
4195 [D loss: 0.555 R 0.599 F 0.511][D acc: 0.781 R 0.703 F 0.859][G loss: 1.237 acc: 0.188] 0:04:20.721106
4196 [D loss: 0.540 R 0.560 F 0.520][D acc: 0.766 R 0.719 F 0.812][G loss: 1.550 acc: 0.094] 0:04:20.820503
4197 [D loss: 0.548 R 0.543 F 0.553][D acc: 0.727 R 0.656 F 0.797][G loss: 1.508 acc: 0.031] 0:04:20.907150
4198 [D loss: 0.595 R 0.643 F 0.548][D acc: 0.711 R 0.594 F 0.828][G loss: 1.411 acc: 0.016] 0:04:21.002768
4199 [D loss: 0.492 R 0.554 F 0.430][D acc: 0.727 R 0.625 F 0.828][G loss: 1.387 acc: 0.094] 0:04:21.096185
4200 [D loss: 0.476 R 0.454 F 0.498][D acc: 0.758 R 0.688 F 0.828][G loss: 1.572 acc: 0.062] 0:04:21.175276
4201 [D loss: 0.455 R 0.484 F 0.427][D acc: 0.773 R 0.719 F 0.828][G loss: 1.442 acc: 0.109] 0:04:21.247608
4202 [D loss: 0.507 R 0.457 F 0.558][D acc: 0.750 R 0.703 F 0.797][G loss: 1.515 acc: 0.109] 0:04:21.332160
4203 [D loss: 0.530 R 0.537 F 0.523][D acc: 0.781 R 0.719 F 0.844][G loss: 1.434 acc: 0.109] 0:04:21.406277
4204 [D loss: 0.494 R 0.469 F 0.519][D acc: 0.766 R 0.703 F 0.828][G loss: 1.405 acc: 0.094] 0:04:21.480132
4205 [D loss: 0.609 R 0.686 F 0.532][D acc: 0.703 R 0.562 F 0.844][G loss: 1.624 acc: 0.078] 0:04:21.565553
4206 [D loss: 0.588 R 0.591 F 0.585][D acc: 0.703 R 0.578 F 0.828][G loss: 1.596 acc: 0.047] 0:04:21.642616
4207 [D loss: 0.598 R 0.735 F 0.461][D acc: 0.719 R 0.562 F 0.875][G loss: 1.366 acc: 0.188] 0:04:21.725917
4208 [D loss: 0.529 R 0.522 F 0.536][D acc: 0.727 R 0.656 F 0.797][G loss: 1.326 acc: 0.125] 0:04:21.805430
4209 [D loss: 0.432 R 0.429 F 0.434][D acc: 0.836 R 0.766 F 0.906][G loss: 1.562 acc: 0.062] 0:04:21.883424
4210 [D loss: 0.590 R 0.569 F 0.612][D acc: 0.711 R 0.594 F 0.828][G loss: 1.446 acc: 0.047] 0:04:21.957336
4211 [D loss: 0.564 R 0.646 F 0.482][D acc: 0.695 R 0.578 F 0.812][G loss: 1.309 acc: 0.047] 0:04:22.037173
4212 [D loss: 0.493 R 0.513 F 0.473][D acc: 0.758 R 0.672 F 0.844][G loss: 1.395 acc: 0.062] 0:04:22.117674
4213 [D loss: 0.497 R 0.508 F 0.486][D acc: 0.750 R 0.672 F 0.828][G loss: 1.415 acc: 0.047] 0:04:22.194829
4214 [D loss: 0.519 R 0.474 F 0.564][D acc: 0.773 R 0.688 F 0.859][G loss: 1.546 acc: 0.016] 0:04:22.277089
4215 [D loss: 0.465 R 0.486 F 0.443][D acc: 0.836 R 0.734 F 0.938][G loss: 1.553 acc: 0.078] 0:04:22.357795
4216 [D loss: 0.455 R 0.505 F 0.405][D acc: 0.797 R 0.703 F 0.891][G loss: 1.558 acc: 0.078] 0:04:22.430668
4217 [D loss: 0.505 R 0.503 F 0.507][D acc: 0.719 R 0.656 F 0.781][G loss: 1.484 acc: 0.094] 0:04:22.510679
4218 [D loss: 0.617 R 0.516 F 0.717][D acc: 0.680 R 0.703 F 0.656][G loss: 1.372 acc: 0.141] 0:04:22.585337
4219 [D loss: 0.581 R 0.580 F 0.582][D acc: 0.727 R 0.656 F 0.797][G loss: 1.376 acc: 0.094] 0:04:22.661276
4220 [D loss: 0.510 R 0.494 F 0.527][D acc: 0.719 R 0.688 F 0.750][G loss: 1.403 acc: 0.109] 0:04:22.747099
4221 [D loss: 0.447 R 0.531 F 0.364][D acc: 0.797 R 0.703 F 0.891][G loss: 1.491 acc: 0.125] 0:04:22.821515
4222 [D loss: 0.516 R 0.469 F 0.564][D acc: 0.742 R 0.734 F 0.750][G loss: 1.583 acc: 0.094] 0:04:22.898835
4223 [D loss: 0.511 R 0.620 F 0.401][D acc: 0.711 R 0.562 F 0.859][G loss: 1.522 acc: 0.078] 0:04:22.978017
4224 [D loss: 0.547 R 0.483 F 0.611][D acc: 0.719 R 0.656 F 0.781][G loss: 1.702 acc: 0.125] 0:04:23.058302
4225 [D loss: 0.498 R 0.584 F 0.411][D acc: 0.758 R 0.672 F 0.844][G loss: 1.559 acc: 0.047] 0:04:23.142255
4226 [D loss: 0.500 R 0.579 F 0.421][D acc: 0.742 R 0.625 F 0.859][G loss: 1.600 acc: 0.062] 0:04:23.223696
4227 [D loss: 0.532 R 0.542 F 0.522][D acc: 0.742 R 0.688 F 0.797][G loss: 1.612 acc: 0.031] 0:04:23.301176
4228 [D loss: 0.577 R 0.577 F 0.577][D acc: 0.719 R 0.641 F 0.797][G loss: 1.445 acc: 0.172] 0:04:23.385666
4229 [D loss: 0.524 R 0.522 F 0.526][D acc: 0.758 R 0.672 F 0.844][G loss: 1.403 acc: 0.047] 0:04:23.473854
4230 [D loss: 0.533 R 0.421 F 0.645][D acc: 0.766 R 0.734 F 0.797][G loss: 1.546 acc: 0.125] 0:04:23.552499
4231 [D loss: 0.580 R 0.675 F 0.484][D acc: 0.703 R 0.578 F 0.828][G loss: 1.629 acc: 0.047] 0:04:23.637638
4232 [D loss: 0.529 R 0.457 F 0.601][D acc: 0.727 R 0.734 F 0.719][G loss: 1.638 acc: 0.078] 0:04:23.720766
4233 [D loss: 0.523 R 0.610 F 0.435][D acc: 0.781 R 0.688 F 0.875][G loss: 1.459 acc: 0.156] 0:04:23.798202
4234 [D loss: 0.480 R 0.480 F 0.480][D acc: 0.773 R 0.703 F 0.844][G loss: 1.467 acc: 0.109] 0:04:23.872863
4235 [D loss: 0.481 R 0.478 F 0.483][D acc: 0.766 R 0.734 F 0.797][G loss: 1.536 acc: 0.094] 0:04:23.951827
4236 [D loss: 0.484 R 0.449 F 0.519][D acc: 0.781 R 0.750 F 0.812][G loss: 1.631 acc: 0.109] 0:04:24.025316
4237 [D loss: 0.488 R 0.557 F 0.419][D acc: 0.727 R 0.609 F 0.844][G loss: 1.416 acc: 0.109] 0:04:24.107914
4238 [D loss: 0.579 R 0.539 F 0.619][D acc: 0.734 R 0.703 F 0.766][G loss: 1.680 acc: 0.078] 0:04:24.191541
4239 [D loss: 0.455 R 0.560 F 0.350][D acc: 0.797 R 0.703 F 0.891][G loss: 1.433 acc: 0.094] 0:04:24.267068
4240 [D loss: 0.525 R 0.544 F 0.506][D acc: 0.750 R 0.719 F 0.781][G loss: 1.585 acc: 0.125] 0:04:24.353879
4241 [D loss: 0.585 R 0.581 F 0.589][D acc: 0.688 R 0.562 F 0.812][G loss: 1.520 acc: 0.078] 0:04:24.431707
4242 [D loss: 0.549 R 0.527 F 0.572][D acc: 0.742 R 0.688 F 0.797][G loss: 1.717 acc: 0.016] 0:04:24.518411
4243 [D loss: 0.500 R 0.622 F 0.377][D acc: 0.758 R 0.625 F 0.891][G loss: 1.518 acc: 0.047] 0:04:24.597287
4244 [D loss: 0.453 R 0.404 F 0.502][D acc: 0.773 R 0.781 F 0.766][G loss: 1.683 acc: 0.156] 0:04:24.684255
4245 [D loss: 0.564 R 0.599 F 0.530][D acc: 0.719 R 0.656 F 0.781][G loss: 1.674 acc: 0.016] 0:04:24.764310
4246 [D loss: 0.522 R 0.485 F 0.558][D acc: 0.750 R 0.688 F 0.812][G loss: 1.600 acc: 0.094] 0:04:24.845047
4247 [D loss: 0.575 R 0.624 F 0.525][D acc: 0.664 R 0.562 F 0.766][G loss: 1.486 acc: 0.062] 0:04:24.938070
4248 [D loss: 0.525 R 0.545 F 0.506][D acc: 0.711 R 0.594 F 0.828][G loss: 1.539 acc: 0.094] 0:04:25.013890
4249 [D loss: 0.531 R 0.504 F 0.559][D acc: 0.750 R 0.703 F 0.797][G loss: 1.542 acc: 0.125] 0:04:25.088873
4250 [D loss: 0.538 R 0.595 F 0.481][D acc: 0.711 R 0.578 F 0.844][G loss: 1.507 acc: 0.109] 0:04:25.190849
4251 [D loss: 0.523 R 0.603 F 0.444][D acc: 0.766 R 0.641 F 0.891][G loss: 1.391 acc: 0.109] 0:04:25.285033
4252 [D loss: 0.462 R 0.458 F 0.466][D acc: 0.773 R 0.734 F 0.812][G loss: 1.505 acc: 0.109] 0:04:25.360069
4253 [D loss: 0.550 R 0.426 F 0.674][D acc: 0.734 R 0.734 F 0.734][G loss: 1.659 acc: 0.062] 0:04:25.440052
4254 [D loss: 0.604 R 0.625 F 0.584][D acc: 0.742 R 0.656 F 0.828][G loss: 1.537 acc: 0.031] 0:04:25.544545
4255 [D loss: 0.581 R 0.660 F 0.502][D acc: 0.703 R 0.578 F 0.828][G loss: 1.560 acc: 0.078] 0:04:25.620193
4256 [D loss: 0.479 R 0.521 F 0.437][D acc: 0.758 R 0.703 F 0.812][G loss: 1.392 acc: 0.109] 0:04:25.702054
4257 [D loss: 0.661 R 0.592 F 0.730][D acc: 0.656 R 0.625 F 0.688][G loss: 1.496 acc: 0.016] 0:04:25.774743
4258 [D loss: 0.463 R 0.440 F 0.485][D acc: 0.781 R 0.719 F 0.844][G loss: 1.462 acc: 0.047] 0:04:25.845776
4259 [D loss: 0.533 R 0.582 F 0.484][D acc: 0.719 R 0.641 F 0.797][G loss: 1.560 acc: 0.047] 0:04:25.930514
4260 [D loss: 0.444 R 0.464 F 0.424][D acc: 0.805 R 0.766 F 0.844][G loss: 1.514 acc: 0.156] 0:04:26.014984
4261 [D loss: 0.522 R 0.538 F 0.506][D acc: 0.719 R 0.688 F 0.750][G loss: 1.427 acc: 0.078] 0:04:26.110676
4262 [D loss: 0.490 R 0.537 F 0.442][D acc: 0.766 R 0.688 F 0.844][G loss: 1.610 acc: 0.078] 0:04:26.200796
4263 [D loss: 0.495 R 0.470 F 0.520][D acc: 0.711 R 0.688 F 0.734][G loss: 1.630 acc: 0.047] 0:04:26.278404
4264 [D loss: 0.593 R 0.776 F 0.410][D acc: 0.625 R 0.359 F 0.891][G loss: 1.692 acc: 0.031] 0:04:26.352247
4265 [D loss: 0.588 R 0.418 F 0.758][D acc: 0.719 R 0.781 F 0.656][G loss: 1.529 acc: 0.047] 0:04:26.444485
4266 [D loss: 0.536 R 0.604 F 0.468][D acc: 0.727 R 0.641 F 0.812][G loss: 1.504 acc: 0.141] 0:04:26.524898
4267 [D loss: 0.535 R 0.537 F 0.534][D acc: 0.719 R 0.703 F 0.734][G loss: 1.404 acc: 0.125] 0:04:26.619425
4268 [D loss: 0.497 R 0.489 F 0.506][D acc: 0.734 R 0.688 F 0.781][G loss: 1.392 acc: 0.078] 0:04:26.708674
4269 [D loss: 0.627 R 0.636 F 0.617][D acc: 0.648 R 0.562 F 0.734][G loss: 1.516 acc: 0.172] 0:04:26.797564
4270 [D loss: 0.544 R 0.532 F 0.555][D acc: 0.734 R 0.688 F 0.781][G loss: 1.495 acc: 0.109] 0:04:26.869561
4271 [D loss: 0.496 R 0.587 F 0.406][D acc: 0.773 R 0.688 F 0.859][G loss: 1.457 acc: 0.125] 0:04:26.949625
4272 [D loss: 0.477 R 0.387 F 0.566][D acc: 0.750 R 0.750 F 0.750][G loss: 1.454 acc: 0.109] 0:04:27.044482
4273 [D loss: 0.555 R 0.616 F 0.494][D acc: 0.688 R 0.625 F 0.750][G loss: 1.336 acc: 0.078] 0:04:27.139867
4274 [D loss: 0.541 R 0.534 F 0.548][D acc: 0.727 R 0.672 F 0.781][G loss: 1.513 acc: 0.109] 0:04:27.223138
4275 [D loss: 0.491 R 0.551 F 0.430][D acc: 0.805 R 0.719 F 0.891][G loss: 1.488 acc: 0.094] 0:04:27.296072
4276 [D loss: 0.517 R 0.480 F 0.554][D acc: 0.742 R 0.719 F 0.766][G loss: 1.493 acc: 0.094] 0:04:27.373363
4277 [D loss: 0.540 R 0.602 F 0.478][D acc: 0.703 R 0.594 F 0.812][G loss: 1.595 acc: 0.062] 0:04:27.475663
4278 [D loss: 0.553 R 0.643 F 0.463][D acc: 0.711 R 0.562 F 0.859][G loss: 1.421 acc: 0.125] 0:04:27.555329
4279 [D loss: 0.513 R 0.481 F 0.544][D acc: 0.719 R 0.734 F 0.703][G loss: 1.502 acc: 0.047] 0:04:27.627715
4280 [D loss: 0.544 R 0.676 F 0.411][D acc: 0.742 R 0.578 F 0.906][G loss: 1.641 acc: 0.047] 0:04:27.717590
4281 [D loss: 0.418 R 0.420 F 0.417][D acc: 0.789 R 0.734 F 0.844][G loss: 1.384 acc: 0.125] 0:04:27.796573
4282 [D loss: 0.661 R 0.446 F 0.875][D acc: 0.695 R 0.719 F 0.672][G loss: 1.588 acc: 0.109] 0:04:27.871107
4283 [D loss: 0.443 R 0.555 F 0.331][D acc: 0.836 R 0.688 F 0.984][G loss: 1.432 acc: 0.109] 0:04:27.951555
4284 [D loss: 0.533 R 0.556 F 0.510][D acc: 0.719 R 0.656 F 0.781][G loss: 1.691 acc: 0.109] 0:04:28.028365
4285 [D loss: 0.508 R 0.486 F 0.530][D acc: 0.773 R 0.719 F 0.828][G loss: 1.501 acc: 0.047] 0:04:28.110021
4286 [D loss: 0.487 R 0.484 F 0.490][D acc: 0.734 R 0.734 F 0.734][G loss: 1.483 acc: 0.109] 0:04:28.208780
4287 [D loss: 0.497 R 0.535 F 0.459][D acc: 0.766 R 0.688 F 0.844][G loss: 1.519 acc: 0.078] 0:04:28.305265
4288 [D loss: 0.457 R 0.493 F 0.422][D acc: 0.773 R 0.750 F 0.797][G loss: 1.346 acc: 0.156] 0:04:28.383315
4289 [D loss: 0.618 R 0.568 F 0.668][D acc: 0.734 R 0.672 F 0.797][G loss: 1.395 acc: 0.172] 0:04:28.468674
4290 [D loss: 0.671 R 0.613 F 0.728][D acc: 0.703 R 0.672 F 0.734][G loss: 1.611 acc: 0.047] 0:04:28.541751
4291 [D loss: 0.635 R 0.721 F 0.549][D acc: 0.688 R 0.531 F 0.844][G loss: 1.435 acc: 0.094] 0:04:28.612136
4292 [D loss: 0.582 R 0.566 F 0.598][D acc: 0.727 R 0.719 F 0.734][G loss: 1.644 acc: 0.047] 0:04:28.689418
4293 [D loss: 0.526 R 0.635 F 0.417][D acc: 0.688 R 0.531 F 0.844][G loss: 1.524 acc: 0.047] 0:04:28.767804
4294 [D loss: 0.524 R 0.605 F 0.444][D acc: 0.742 R 0.656 F 0.828][G loss: 1.417 acc: 0.078] 0:04:28.840100
4295 [D loss: 0.549 R 0.552 F 0.545][D acc: 0.727 R 0.672 F 0.781][G loss: 1.422 acc: 0.062] 0:04:28.925647
4296 [D loss: 0.557 R 0.424 F 0.690][D acc: 0.781 R 0.766 F 0.797][G loss: 1.502 acc: 0.094] 0:04:29.004832
4297 [D loss: 0.439 R 0.492 F 0.386][D acc: 0.781 R 0.656 F 0.906][G loss: 1.512 acc: 0.031] 0:04:29.081636
4298 [D loss: 0.493 R 0.452 F 0.534][D acc: 0.719 R 0.719 F 0.719][G loss: 1.501 acc: 0.078] 0:04:29.160913
4299 [D loss: 0.529 R 0.471 F 0.587][D acc: 0.734 R 0.719 F 0.750][G loss: 1.466 acc: 0.078] 0:04:29.262431
4300 [D loss: 0.518 R 0.639 F 0.398][D acc: 0.727 R 0.609 F 0.844][G loss: 1.687 acc: 0.016] 0:04:29.335643
4301 [D loss: 0.540 R 0.457 F 0.623][D acc: 0.719 R 0.688 F 0.750][G loss: 1.492 acc: 0.094] 0:04:29.414507
4302 [D loss: 0.511 R 0.526 F 0.495][D acc: 0.773 R 0.703 F 0.844][G loss: 1.565 acc: 0.078] 0:04:29.496574
4303 [D loss: 0.496 R 0.535 F 0.457][D acc: 0.727 R 0.656 F 0.797][G loss: 1.518 acc: 0.094] 0:04:29.569016
4304 [D loss: 0.587 R 0.685 F 0.490][D acc: 0.719 R 0.562 F 0.875][G loss: 1.528 acc: 0.047] 0:04:29.656667
4305 [D loss: 0.491 R 0.533 F 0.449][D acc: 0.734 R 0.641 F 0.828][G loss: 1.458 acc: 0.078] 0:04:29.731402
4306 [D loss: 0.586 R 0.479 F 0.692][D acc: 0.758 R 0.703 F 0.812][G loss: 1.633 acc: 0.109] 0:04:29.804347
4307 [D loss: 0.515 R 0.599 F 0.432][D acc: 0.750 R 0.641 F 0.859][G loss: 1.562 acc: 0.047] 0:04:29.883896
4308 [D loss: 0.484 R 0.530 F 0.438][D acc: 0.750 R 0.703 F 0.797][G loss: 1.466 acc: 0.062] 0:04:29.975658
4309 [D loss: 0.495 R 0.517 F 0.473][D acc: 0.766 R 0.703 F 0.828][G loss: 1.553 acc: 0.094] 0:04:30.048855
4310 [D loss: 0.440 R 0.417 F 0.463][D acc: 0.812 R 0.734 F 0.891][G loss: 1.769 acc: 0.078] 0:04:30.144212
4311 [D loss: 0.577 R 0.461 F 0.693][D acc: 0.750 R 0.766 F 0.734][G loss: 1.708 acc: 0.016] 0:04:30.224883
4312 [D loss: 0.506 R 0.607 F 0.405][D acc: 0.734 R 0.609 F 0.859][G loss: 1.573 acc: 0.094] 0:04:30.305374
4313 [D loss: 0.428 R 0.413 F 0.443][D acc: 0.820 R 0.781 F 0.859][G loss: 1.960 acc: 0.031] 0:04:30.393572
4314 [D loss: 0.601 R 0.618 F 0.585][D acc: 0.703 R 0.641 F 0.766][G loss: 1.701 acc: 0.016] 0:04:30.468419
4315 [D loss: 0.537 R 0.555 F 0.520][D acc: 0.719 R 0.625 F 0.812][G loss: 1.715 acc: 0.062] 0:04:30.542461
4316 [D loss: 0.395 R 0.424 F 0.365][D acc: 0.852 R 0.797 F 0.906][G loss: 1.717 acc: 0.016] 0:04:30.624340
4317 [D loss: 0.435 R 0.426 F 0.445][D acc: 0.812 R 0.766 F 0.859][G loss: 1.452 acc: 0.109] 0:04:30.703123
4318 [D loss: 0.425 R 0.468 F 0.383][D acc: 0.820 R 0.719 F 0.922][G loss: 1.946 acc: 0.078] 0:04:30.779326
4319 [D loss: 0.607 R 0.523 F 0.691][D acc: 0.727 R 0.672 F 0.781][G loss: 1.591 acc: 0.078] 0:04:30.865040
4320 [D loss: 0.460 R 0.597 F 0.322][D acc: 0.820 R 0.703 F 0.938][G loss: 1.683 acc: 0.031] 0:04:30.938605
4321 [D loss: 0.520 R 0.491 F 0.550][D acc: 0.719 R 0.672 F 0.766][G loss: 1.598 acc: 0.062] 0:04:31.027015
4322 [D loss: 0.471 R 0.497 F 0.444][D acc: 0.805 R 0.703 F 0.906][G loss: 1.547 acc: 0.062] 0:04:31.367924
4323 [D loss: 0.561 R 0.547 F 0.575][D acc: 0.758 R 0.688 F 0.828][G loss: 1.560 acc: 0.125] 0:04:31.443066
4324 [D loss: 0.499 R 0.565 F 0.433][D acc: 0.750 R 0.641 F 0.859][G loss: 1.551 acc: 0.062] 0:04:31.514555
4325 [D loss: 0.554 R 0.492 F 0.617][D acc: 0.719 R 0.719 F 0.719][G loss: 1.556 acc: 0.094] 0:04:31.592791
4326 [D loss: 0.486 R 0.565 F 0.407][D acc: 0.750 R 0.641 F 0.859][G loss: 1.545 acc: 0.109] 0:04:31.665623
4327 [D loss: 0.452 R 0.349 F 0.556][D acc: 0.820 R 0.812 F 0.828][G loss: 1.543 acc: 0.094] 0:04:31.749150
4328 [D loss: 0.628 R 0.565 F 0.691][D acc: 0.750 R 0.672 F 0.828][G loss: 1.767 acc: 0.031] 0:04:31.832363
4329 [D loss: 0.549 R 0.629 F 0.468][D acc: 0.742 R 0.609 F 0.875][G loss: 1.553 acc: 0.109] 0:04:31.909847
4330 [D loss: 0.459 R 0.495 F 0.424][D acc: 0.789 R 0.672 F 0.906][G loss: 1.664 acc: 0.172] 0:04:31.988412
4331 [D loss: 0.482 R 0.553 F 0.410][D acc: 0.734 R 0.625 F 0.844][G loss: 1.530 acc: 0.172] 0:04:32.071441
4332 [D loss: 0.465 R 0.419 F 0.512][D acc: 0.766 R 0.750 F 0.781][G loss: 1.695 acc: 0.016] 0:04:32.146071
4333 [D loss: 0.462 R 0.440 F 0.484][D acc: 0.758 R 0.719 F 0.797][G loss: 1.640 acc: 0.078] 0:04:32.227411
4334 [D loss: 0.506 R 0.499 F 0.512][D acc: 0.766 R 0.750 F 0.781][G loss: 1.672 acc: 0.078] 0:04:32.309476
4335 [D loss: 0.543 R 0.640 F 0.445][D acc: 0.727 R 0.641 F 0.812][G loss: 1.741 acc: 0.062] 0:04:32.386221
4336 [D loss: 0.421 R 0.370 F 0.472][D acc: 0.789 R 0.781 F 0.797][G loss: 1.503 acc: 0.094] 0:04:32.458877
4337 [D loss: 0.449 R 0.396 F 0.501][D acc: 0.797 R 0.781 F 0.812][G loss: 1.609 acc: 0.125] 0:04:32.545663
4338 [D loss: 0.542 R 0.567 F 0.516][D acc: 0.773 R 0.688 F 0.859][G loss: 1.606 acc: 0.062] 0:04:32.620735
4339 [D loss: 0.463 R 0.532 F 0.393][D acc: 0.758 R 0.641 F 0.875][G loss: 1.609 acc: 0.141] 0:04:32.703291
4340 [D loss: 0.562 R 0.513 F 0.611][D acc: 0.734 R 0.719 F 0.750][G loss: 1.801 acc: 0.078] 0:04:32.782755
4341 [D loss: 0.389 R 0.448 F 0.329][D acc: 0.820 R 0.750 F 0.891][G loss: 1.585 acc: 0.109] 0:04:32.857659
4342 [D loss: 0.496 R 0.431 F 0.561][D acc: 0.750 R 0.719 F 0.781][G loss: 1.779 acc: 0.031] 0:04:32.929584
4343 [D loss: 0.529 R 0.491 F 0.567][D acc: 0.766 R 0.750 F 0.781][G loss: 1.767 acc: 0.031] 0:04:33.009022
4344 [D loss: 0.553 R 0.705 F 0.401][D acc: 0.734 R 0.578 F 0.891][G loss: 1.696 acc: 0.094] 0:04:33.080304
4345 [D loss: 0.494 R 0.498 F 0.490][D acc: 0.766 R 0.719 F 0.812][G loss: 1.586 acc: 0.078] 0:04:33.167172
4346 [D loss: 0.571 R 0.550 F 0.591][D acc: 0.703 R 0.641 F 0.766][G loss: 1.546 acc: 0.031] 0:04:33.253167
4347 [D loss: 0.504 R 0.488 F 0.519][D acc: 0.734 R 0.734 F 0.734][G loss: 1.508 acc: 0.125] 0:04:33.333092
4348 [D loss: 0.476 R 0.497 F 0.455][D acc: 0.797 R 0.734 F 0.859][G loss: 1.591 acc: 0.062] 0:04:33.407530
4349 [D loss: 0.505 R 0.556 F 0.454][D acc: 0.750 R 0.672 F 0.828][G loss: 1.596 acc: 0.109] 0:04:33.486568
4350 [D loss: 0.509 R 0.516 F 0.502][D acc: 0.734 R 0.703 F 0.766][G loss: 1.567 acc: 0.062] 0:04:33.563799
4351 [D loss: 0.573 R 0.603 F 0.542][D acc: 0.688 R 0.609 F 0.766][G loss: 1.383 acc: 0.125] 0:04:33.638840
4352 [D loss: 0.568 R 0.569 F 0.567][D acc: 0.727 R 0.672 F 0.781][G loss: 1.459 acc: 0.125] 0:04:33.717616
4353 [D loss: 0.519 R 0.492 F 0.546][D acc: 0.695 R 0.703 F 0.688][G loss: 1.568 acc: 0.062] 0:04:33.788625
4354 [D loss: 0.497 R 0.583 F 0.412][D acc: 0.773 R 0.672 F 0.875][G loss: 1.436 acc: 0.125] 0:04:33.861093
4355 [D loss: 0.535 R 0.519 F 0.550][D acc: 0.773 R 0.703 F 0.844][G loss: 1.415 acc: 0.078] 0:04:33.942361
4356 [D loss: 0.634 R 0.641 F 0.628][D acc: 0.711 R 0.578 F 0.844][G loss: 1.619 acc: 0.125] 0:04:34.027878
4357 [D loss: 0.456 R 0.495 F 0.418][D acc: 0.781 R 0.703 F 0.859][G loss: 1.546 acc: 0.109] 0:04:34.105343
4358 [D loss: 0.504 R 0.408 F 0.601][D acc: 0.734 R 0.734 F 0.734][G loss: 1.700 acc: 0.047] 0:04:34.185556
4359 [D loss: 0.570 R 0.687 F 0.452][D acc: 0.688 R 0.594 F 0.781][G loss: 1.449 acc: 0.141] 0:04:34.269060
4360 [D loss: 0.490 R 0.456 F 0.523][D acc: 0.766 R 0.766 F 0.766][G loss: 1.653 acc: 0.016] 0:04:34.352774
4361 [D loss: 0.489 R 0.499 F 0.479][D acc: 0.789 R 0.734 F 0.844][G loss: 1.492 acc: 0.141] 0:04:34.435091
4362 [D loss: 0.546 R 0.425 F 0.666][D acc: 0.773 R 0.797 F 0.750][G loss: 1.797 acc: 0.031] 0:04:34.511852
4363 [D loss: 0.539 R 0.680 F 0.398][D acc: 0.750 R 0.594 F 0.906][G loss: 1.465 acc: 0.078] 0:04:34.583989
4364 [D loss: 0.553 R 0.573 F 0.533][D acc: 0.734 R 0.641 F 0.828][G loss: 1.525 acc: 0.016] 0:04:34.665093
4365 [D loss: 0.545 R 0.580 F 0.511][D acc: 0.695 R 0.609 F 0.781][G loss: 1.472 acc: 0.062] 0:04:34.751889
4366 [D loss: 0.532 R 0.551 F 0.513][D acc: 0.742 R 0.688 F 0.797][G loss: 1.506 acc: 0.109] 0:04:34.825644
4367 [D loss: 0.602 R 0.619 F 0.585][D acc: 0.672 R 0.672 F 0.672][G loss: 1.416 acc: 0.109] 0:04:34.908097
4368 [D loss: 0.575 R 0.609 F 0.541][D acc: 0.727 R 0.656 F 0.797][G loss: 1.520 acc: 0.141] 0:04:34.986877
4369 [D loss: 0.575 R 0.563 F 0.586][D acc: 0.695 R 0.609 F 0.781][G loss: 1.503 acc: 0.047] 0:04:35.062516
4370 [D loss: 0.551 R 0.604 F 0.497][D acc: 0.727 R 0.609 F 0.844][G loss: 1.345 acc: 0.078] 0:04:35.141133
4371 [D loss: 0.540 R 0.488 F 0.591][D acc: 0.773 R 0.703 F 0.844][G loss: 1.394 acc: 0.062] 0:04:35.220940
4372 [D loss: 0.413 R 0.435 F 0.392][D acc: 0.828 R 0.781 F 0.875][G loss: 1.467 acc: 0.156] 0:04:35.299263
4373 [D loss: 0.453 R 0.470 F 0.437][D acc: 0.812 R 0.766 F 0.859][G loss: 1.526 acc: 0.125] 0:04:35.384920
4374 [D loss: 0.574 R 0.578 F 0.570][D acc: 0.688 R 0.656 F 0.719][G loss: 1.592 acc: 0.062] 0:04:35.460195
4375 [D loss: 0.540 R 0.624 F 0.457][D acc: 0.719 R 0.641 F 0.797][G loss: 1.400 acc: 0.109] 0:04:35.535930
4376 [D loss: 0.539 R 0.563 F 0.516][D acc: 0.719 R 0.672 F 0.766][G loss: 1.476 acc: 0.078] 0:04:35.614566
4377 [D loss: 0.452 R 0.453 F 0.451][D acc: 0.766 R 0.688 F 0.844][G loss: 1.498 acc: 0.016] 0:04:35.691017
4378 [D loss: 0.591 R 0.550 F 0.632][D acc: 0.719 R 0.688 F 0.750][G loss: 1.440 acc: 0.094] 0:04:35.775422
4379 [D loss: 0.515 R 0.545 F 0.484][D acc: 0.758 R 0.688 F 0.828][G loss: 1.445 acc: 0.078] 0:04:35.857969
4380 [D loss: 0.537 R 0.576 F 0.498][D acc: 0.734 R 0.672 F 0.797][G loss: 1.346 acc: 0.141] 0:04:35.938262
4381 [D loss: 0.644 R 0.556 F 0.733][D acc: 0.680 R 0.641 F 0.719][G loss: 1.424 acc: 0.078] 0:04:36.012717
4382 [D loss: 0.581 R 0.676 F 0.487][D acc: 0.648 R 0.516 F 0.781][G loss: 1.283 acc: 0.125] 0:04:36.096672
4383 [D loss: 0.461 R 0.476 F 0.445][D acc: 0.742 R 0.719 F 0.766][G loss: 1.342 acc: 0.094] 0:04:36.171785
4384 [D loss: 0.483 R 0.493 F 0.473][D acc: 0.789 R 0.703 F 0.875][G loss: 1.568 acc: 0.047] 0:04:36.248092
4385 [D loss: 0.581 R 0.554 F 0.607][D acc: 0.703 R 0.625 F 0.781][G loss: 1.279 acc: 0.156] 0:04:36.336217
4386 [D loss: 0.465 R 0.484 F 0.445][D acc: 0.812 R 0.766 F 0.859][G loss: 1.385 acc: 0.125] 0:04:36.416121
4387 [D loss: 0.467 R 0.431 F 0.503][D acc: 0.773 R 0.766 F 0.781][G loss: 1.415 acc: 0.172] 0:04:36.497970
4388 [D loss: 0.580 R 0.555 F 0.605][D acc: 0.719 R 0.672 F 0.766][G loss: 1.605 acc: 0.047] 0:04:36.582186
4389 [D loss: 0.450 R 0.538 F 0.363][D acc: 0.812 R 0.719 F 0.906][G loss: 1.504 acc: 0.094] 0:04:36.660486
4390 [D loss: 0.482 R 0.555 F 0.408][D acc: 0.758 R 0.656 F 0.859][G loss: 1.301 acc: 0.156] 0:04:36.740030
4391 [D loss: 0.653 R 0.547 F 0.760][D acc: 0.664 R 0.641 F 0.688][G loss: 1.485 acc: 0.078] 0:04:36.842749
4392 [D loss: 0.399 R 0.420 F 0.378][D acc: 0.844 R 0.781 F 0.906][G loss: 1.552 acc: 0.094] 0:04:36.923173
4393 [D loss: 0.497 R 0.407 F 0.587][D acc: 0.773 R 0.750 F 0.797][G loss: 1.486 acc: 0.062] 0:04:37.002155
4394 [D loss: 0.549 R 0.593 F 0.505][D acc: 0.742 R 0.656 F 0.828][G loss: 1.323 acc: 0.141] 0:04:37.092305
4395 [D loss: 0.435 R 0.495 F 0.374][D acc: 0.883 R 0.797 F 0.969][G loss: 1.782 acc: 0.109] 0:04:37.187258
4396 [D loss: 0.504 R 0.527 F 0.480][D acc: 0.766 R 0.703 F 0.828][G loss: 1.507 acc: 0.109] 0:04:37.271569
4397 [D loss: 0.592 R 0.550 F 0.635][D acc: 0.719 R 0.703 F 0.734][G loss: 1.410 acc: 0.078] 0:04:37.360054
4398 [D loss: 0.469 R 0.467 F 0.472][D acc: 0.789 R 0.750 F 0.828][G loss: 1.677 acc: 0.062] 0:04:37.436563
4399 [D loss: 0.523 R 0.565 F 0.481][D acc: 0.727 R 0.656 F 0.797][G loss: 1.489 acc: 0.109] 0:04:37.516876
4400 [D loss: 0.576 R 0.626 F 0.526][D acc: 0.734 R 0.672 F 0.797][G loss: 1.502 acc: 0.125] 0:04:37.602397
4401 [D loss: 0.529 R 0.528 F 0.530][D acc: 0.750 R 0.688 F 0.812][G loss: 1.558 acc: 0.109] 0:04:37.677036
4402 [D loss: 0.531 R 0.485 F 0.576][D acc: 0.688 R 0.688 F 0.688][G loss: 1.671 acc: 0.062] 0:04:37.752379
4403 [D loss: 0.577 R 0.663 F 0.490][D acc: 0.703 R 0.594 F 0.812][G loss: 1.344 acc: 0.156] 0:04:37.833562
4404 [D loss: 0.538 R 0.550 F 0.527][D acc: 0.734 R 0.672 F 0.797][G loss: 1.493 acc: 0.125] 0:04:37.912239
4405 [D loss: 0.557 R 0.388 F 0.726][D acc: 0.695 R 0.766 F 0.625][G loss: 1.580 acc: 0.109] 0:04:37.988116
4406 [D loss: 0.512 R 0.535 F 0.489][D acc: 0.781 R 0.672 F 0.891][G loss: 1.384 acc: 0.125] 0:04:38.071820
4407 [D loss: 0.480 R 0.432 F 0.528][D acc: 0.781 R 0.766 F 0.797][G loss: 1.420 acc: 0.125] 0:04:38.166998
4408 [D loss: 0.650 R 0.717 F 0.584][D acc: 0.641 R 0.562 F 0.719][G loss: 1.591 acc: 0.016] 0:04:38.247307
4409 [D loss: 0.552 R 0.609 F 0.495][D acc: 0.727 R 0.625 F 0.828][G loss: 1.596 acc: 0.031] 0:04:38.332941
4410 [D loss: 0.541 R 0.582 F 0.500][D acc: 0.727 R 0.672 F 0.781][G loss: 1.660 acc: 0.078] 0:04:38.407108
4411 [D loss: 0.504 R 0.521 F 0.488][D acc: 0.719 R 0.672 F 0.766][G loss: 1.505 acc: 0.109] 0:04:38.479991
4412 [D loss: 0.538 R 0.498 F 0.579][D acc: 0.727 R 0.703 F 0.750][G loss: 1.560 acc: 0.062] 0:04:38.577487
4413 [D loss: 0.552 R 0.584 F 0.520][D acc: 0.734 R 0.688 F 0.781][G loss: 1.606 acc: 0.016] 0:04:38.651777
4414 [D loss: 0.497 R 0.572 F 0.422][D acc: 0.758 R 0.656 F 0.859][G loss: 1.388 acc: 0.109] 0:04:38.727143
4415 [D loss: 0.592 R 0.633 F 0.551][D acc: 0.703 R 0.625 F 0.781][G loss: 1.456 acc: 0.109] 0:04:38.806704
4416 [D loss: 0.501 R 0.581 F 0.421][D acc: 0.711 R 0.641 F 0.781][G loss: 1.450 acc: 0.094] 0:04:38.899466
4417 [D loss: 0.435 R 0.400 F 0.470][D acc: 0.797 R 0.766 F 0.828][G loss: 1.377 acc: 0.141] 0:04:38.978500
4418 [D loss: 0.558 R 0.528 F 0.588][D acc: 0.719 R 0.672 F 0.766][G loss: 1.547 acc: 0.094] 0:04:39.076312
4419 [D loss: 0.662 R 0.631 F 0.694][D acc: 0.672 R 0.562 F 0.781][G loss: 1.535 acc: 0.094] 0:04:39.163487
4420 [D loss: 0.557 R 0.623 F 0.491][D acc: 0.758 R 0.688 F 0.828][G loss: 1.429 acc: 0.047] 0:04:39.244756
4421 [D loss: 0.677 R 0.758 F 0.597][D acc: 0.594 R 0.438 F 0.750][G loss: 1.441 acc: 0.094] 0:04:39.332714
4422 [D loss: 0.500 R 0.529 F 0.471][D acc: 0.727 R 0.672 F 0.781][G loss: 1.400 acc: 0.109] 0:04:39.409727
4423 [D loss: 0.485 R 0.598 F 0.373][D acc: 0.789 R 0.625 F 0.953][G loss: 1.323 acc: 0.125] 0:04:39.483664
4424 [D loss: 0.467 R 0.441 F 0.494][D acc: 0.773 R 0.766 F 0.781][G loss: 1.346 acc: 0.141] 0:04:39.563292
4425 [D loss: 0.560 R 0.548 F 0.572][D acc: 0.688 R 0.641 F 0.734][G loss: 1.192 acc: 0.125] 0:04:39.636326
4426 [D loss: 0.511 R 0.428 F 0.594][D acc: 0.727 R 0.719 F 0.734][G loss: 1.530 acc: 0.141] 0:04:39.720518
4427 [D loss: 0.497 R 0.471 F 0.523][D acc: 0.742 R 0.656 F 0.828][G loss: 1.800 acc: 0.031] 0:04:39.802135
4428 [D loss: 0.442 R 0.559 F 0.325][D acc: 0.805 R 0.672 F 0.938][G loss: 1.588 acc: 0.062] 0:04:39.876405
4429 [D loss: 0.559 R 0.572 F 0.546][D acc: 0.727 R 0.641 F 0.812][G loss: 1.422 acc: 0.078] 0:04:39.969961
4430 [D loss: 0.441 R 0.392 F 0.490][D acc: 0.805 R 0.781 F 0.828][G loss: 1.595 acc: 0.109] 0:04:40.063797
4431 [D loss: 0.504 R 0.510 F 0.497][D acc: 0.734 R 0.641 F 0.828][G loss: 1.705 acc: 0.031] 0:04:40.141016
4432 [D loss: 0.470 R 0.477 F 0.463][D acc: 0.773 R 0.734 F 0.812][G loss: 1.543 acc: 0.156] 0:04:40.218781
4433 [D loss: 0.615 R 0.409 F 0.820][D acc: 0.758 R 0.797 F 0.719][G loss: 1.491 acc: 0.078] 0:04:40.306906
4434 [D loss: 0.548 R 0.595 F 0.501][D acc: 0.734 R 0.641 F 0.828][G loss: 1.600 acc: 0.062] 0:04:40.396996
4435 [D loss: 0.521 R 0.617 F 0.425][D acc: 0.742 R 0.641 F 0.844][G loss: 1.344 acc: 0.156] 0:04:40.474965
4436 [D loss: 0.563 R 0.535 F 0.591][D acc: 0.734 R 0.719 F 0.750][G loss: 1.362 acc: 0.109] 0:04:40.562669
4437 [D loss: 0.703 R 0.677 F 0.729][D acc: 0.602 R 0.547 F 0.656][G loss: 1.350 acc: 0.156] 0:04:40.634094
4438 [D loss: 0.512 R 0.558 F 0.466][D acc: 0.727 R 0.625 F 0.828][G loss: 1.482 acc: 0.094] 0:04:40.706983
4439 [D loss: 0.524 R 0.509 F 0.540][D acc: 0.758 R 0.672 F 0.844][G loss: 1.567 acc: 0.062] 0:04:40.781592
4440 [D loss: 0.524 R 0.557 F 0.491][D acc: 0.750 R 0.641 F 0.859][G loss: 1.287 acc: 0.109] 0:04:40.872428
4441 [D loss: 0.437 R 0.505 F 0.369][D acc: 0.820 R 0.703 F 0.938][G loss: 1.376 acc: 0.188] 0:04:40.950747
4442 [D loss: 0.533 R 0.526 F 0.540][D acc: 0.742 R 0.734 F 0.750][G loss: 1.452 acc: 0.125] 0:04:41.033829
4443 [D loss: 0.580 R 0.587 F 0.572][D acc: 0.664 R 0.609 F 0.719][G loss: 1.482 acc: 0.078] 0:04:41.115543
4444 [D loss: 0.555 R 0.700 F 0.411][D acc: 0.742 R 0.625 F 0.859][G loss: 1.630 acc: 0.062] 0:04:41.190189
4445 [D loss: 0.421 R 0.412 F 0.430][D acc: 0.766 R 0.688 F 0.844][G loss: 1.401 acc: 0.078] 0:04:41.274683
4446 [D loss: 0.565 R 0.514 F 0.615][D acc: 0.766 R 0.766 F 0.766][G loss: 1.374 acc: 0.109] 0:04:41.360680
4447 [D loss: 0.528 R 0.493 F 0.563][D acc: 0.734 R 0.719 F 0.750][G loss: 1.605 acc: 0.172] 0:04:41.436645
4448 [D loss: 0.421 R 0.473 F 0.369][D acc: 0.781 R 0.703 F 0.859][G loss: 1.505 acc: 0.094] 0:04:41.519605
4449 [D loss: 0.546 R 0.611 F 0.481][D acc: 0.758 R 0.672 F 0.844][G loss: 1.709 acc: 0.047] 0:04:41.594476
4450 [D loss: 0.528 R 0.660 F 0.397][D acc: 0.734 R 0.594 F 0.875][G loss: 1.417 acc: 0.109] 0:04:41.670320
4451 [D loss: 0.535 R 0.527 F 0.543][D acc: 0.680 R 0.641 F 0.719][G loss: 1.391 acc: 0.156] 0:04:41.751720
4452 [D loss: 0.547 R 0.581 F 0.512][D acc: 0.727 R 0.688 F 0.766][G loss: 1.432 acc: 0.094] 0:04:41.830440
4453 [D loss: 0.413 R 0.381 F 0.445][D acc: 0.805 R 0.781 F 0.828][G loss: 1.555 acc: 0.078] 0:04:41.902107
4454 [D loss: 0.611 R 0.636 F 0.585][D acc: 0.695 R 0.641 F 0.750][G loss: 1.386 acc: 0.125] 0:04:41.996932
4455 [D loss: 0.606 R 0.650 F 0.563][D acc: 0.695 R 0.641 F 0.750][G loss: 1.464 acc: 0.141] 0:04:42.078778
4456 [D loss: 0.489 R 0.483 F 0.495][D acc: 0.789 R 0.734 F 0.844][G loss: 1.490 acc: 0.094] 0:04:42.151207
4457 [D loss: 0.628 R 0.632 F 0.623][D acc: 0.695 R 0.594 F 0.797][G loss: 1.416 acc: 0.094] 0:04:42.236137
4458 [D loss: 0.530 R 0.524 F 0.536][D acc: 0.719 R 0.672 F 0.766][G loss: 1.358 acc: 0.062] 0:04:42.310300
4459 [D loss: 0.553 R 0.474 F 0.632][D acc: 0.734 R 0.750 F 0.719][G loss: 1.531 acc: 0.109] 0:04:42.387484
4460 [D loss: 0.525 R 0.626 F 0.425][D acc: 0.727 R 0.594 F 0.859][G loss: 1.509 acc: 0.094] 0:04:42.470635
4461 [D loss: 0.477 R 0.483 F 0.470][D acc: 0.758 R 0.750 F 0.766][G loss: 1.538 acc: 0.109] 0:04:42.550021
4462 [D loss: 0.593 R 0.655 F 0.532][D acc: 0.719 R 0.641 F 0.797][G loss: 1.619 acc: 0.047] 0:04:42.622230
4463 [D loss: 0.489 R 0.477 F 0.501][D acc: 0.797 R 0.766 F 0.828][G loss: 1.647 acc: 0.094] 0:04:42.707185
4464 [D loss: 0.624 R 0.567 F 0.681][D acc: 0.633 R 0.656 F 0.609][G loss: 1.383 acc: 0.078] 0:04:42.785643
4465 [D loss: 0.543 R 0.581 F 0.506][D acc: 0.773 R 0.688 F 0.859][G loss: 1.563 acc: 0.062] 0:04:42.877692
4466 [D loss: 0.458 R 0.496 F 0.421][D acc: 0.781 R 0.734 F 0.828][G loss: 1.639 acc: 0.047] 0:04:42.970387
4467 [D loss: 0.563 R 0.518 F 0.607][D acc: 0.711 R 0.734 F 0.688][G loss: 1.422 acc: 0.062] 0:04:43.047066
4468 [D loss: 0.443 R 0.513 F 0.372][D acc: 0.797 R 0.688 F 0.906][G loss: 1.559 acc: 0.125] 0:04:43.123120
4469 [D loss: 0.551 R 0.621 F 0.480][D acc: 0.727 R 0.609 F 0.844][G loss: 1.790 acc: 0.047] 0:04:43.208461
4470 [D loss: 0.536 R 0.653 F 0.420][D acc: 0.734 R 0.594 F 0.875][G loss: 1.488 acc: 0.047] 0:04:43.284101
4471 [D loss: 0.534 R 0.506 F 0.562][D acc: 0.680 R 0.672 F 0.688][G loss: 1.528 acc: 0.047] 0:04:43.377440
4472 [D loss: 0.527 R 0.566 F 0.487][D acc: 0.703 R 0.578 F 0.828][G loss: 1.637 acc: 0.062] 0:04:43.458961
4473 [D loss: 0.436 R 0.513 F 0.359][D acc: 0.805 R 0.672 F 0.938][G loss: 1.552 acc: 0.109] 0:04:43.533289
4474 [D loss: 0.466 R 0.499 F 0.432][D acc: 0.758 R 0.688 F 0.828][G loss: 1.514 acc: 0.125] 0:04:43.604587
4475 [D loss: 0.557 R 0.415 F 0.700][D acc: 0.719 R 0.703 F 0.734][G loss: 1.585 acc: 0.094] 0:04:43.681585
4476 [D loss: 0.532 R 0.618 F 0.447][D acc: 0.750 R 0.609 F 0.891][G loss: 1.475 acc: 0.094] 0:04:43.760511
4477 [D loss: 0.624 R 0.626 F 0.622][D acc: 0.656 R 0.562 F 0.750][G loss: 1.476 acc: 0.062] 0:04:43.835152
4478 [D loss: 0.551 R 0.565 F 0.537][D acc: 0.734 R 0.641 F 0.828][G loss: 1.421 acc: 0.062] 0:04:43.923409
4479 [D loss: 0.503 R 0.540 F 0.466][D acc: 0.742 R 0.688 F 0.797][G loss: 1.344 acc: 0.141] 0:04:44.003312
4480 [D loss: 0.445 R 0.433 F 0.456][D acc: 0.805 R 0.766 F 0.844][G loss: 1.422 acc: 0.062] 0:04:44.075490
4481 [D loss: 0.466 R 0.403 F 0.528][D acc: 0.758 R 0.766 F 0.750][G loss: 1.368 acc: 0.109] 0:04:44.159443
4482 [D loss: 0.578 R 0.644 F 0.513][D acc: 0.711 R 0.625 F 0.797][G loss: 1.381 acc: 0.141] 0:04:44.234120
4483 [D loss: 0.605 R 0.546 F 0.663][D acc: 0.719 R 0.703 F 0.734][G loss: 1.689 acc: 0.062] 0:04:44.304892
4484 [D loss: 0.519 R 0.606 F 0.432][D acc: 0.766 R 0.656 F 0.875][G loss: 1.435 acc: 0.078] 0:04:44.387356
4485 [D loss: 0.496 R 0.513 F 0.480][D acc: 0.766 R 0.734 F 0.797][G loss: 1.363 acc: 0.062] 0:04:44.459615
4486 [D loss: 0.464 R 0.462 F 0.466][D acc: 0.805 R 0.766 F 0.844][G loss: 1.317 acc: 0.078] 0:04:44.551672
4487 [D loss: 0.495 R 0.459 F 0.532][D acc: 0.797 R 0.766 F 0.828][G loss: 1.488 acc: 0.047] 0:04:44.643522
4488 [D loss: 0.539 R 0.552 F 0.525][D acc: 0.719 R 0.641 F 0.797][G loss: 1.671 acc: 0.094] 0:04:44.723687
4489 [D loss: 0.510 R 0.620 F 0.401][D acc: 0.750 R 0.625 F 0.875][G loss: 1.407 acc: 0.109] 0:04:44.795530
4490 [D loss: 0.507 R 0.464 F 0.551][D acc: 0.773 R 0.734 F 0.812][G loss: 1.442 acc: 0.094] 0:04:44.874503
4491 [D loss: 0.554 R 0.487 F 0.620][D acc: 0.758 R 0.766 F 0.750][G loss: 1.602 acc: 0.062] 0:04:44.955497
4492 [D loss: 0.469 R 0.452 F 0.486][D acc: 0.758 R 0.688 F 0.828][G loss: 1.757 acc: 0.047] 0:04:45.047543
4493 [D loss: 0.541 R 0.637 F 0.446][D acc: 0.711 R 0.594 F 0.828][G loss: 1.698 acc: 0.094] 0:04:45.123196
4494 [D loss: 0.515 R 0.513 F 0.517][D acc: 0.750 R 0.703 F 0.797][G loss: 1.635 acc: 0.125] 0:04:45.197470
4495 [D loss: 0.537 R 0.646 F 0.428][D acc: 0.734 R 0.609 F 0.859][G loss: 1.443 acc: 0.094] 0:04:45.273680
4496 [D loss: 0.543 R 0.550 F 0.537][D acc: 0.742 R 0.672 F 0.812][G loss: 1.519 acc: 0.078] 0:04:45.353043
4497 [D loss: 0.489 R 0.467 F 0.510][D acc: 0.758 R 0.719 F 0.797][G loss: 1.459 acc: 0.094] 0:04:45.441878
4498 [D loss: 0.788 R 0.634 F 0.942][D acc: 0.648 R 0.594 F 0.703][G loss: 1.481 acc: 0.047] 0:04:45.518016
4499 [D loss: 0.494 R 0.571 F 0.418][D acc: 0.773 R 0.625 F 0.922][G loss: 1.356 acc: 0.062] 0:04:45.593725
4500 [D loss: 0.585 R 0.670 F 0.500][D acc: 0.719 R 0.641 F 0.797][G loss: 1.377 acc: 0.109] 0:04:45.664982
4501 [D loss: 0.549 R 0.556 F 0.542][D acc: 0.695 R 0.609 F 0.781][G loss: 1.345 acc: 0.094] 0:04:45.739522
4502 [D loss: 0.548 R 0.565 F 0.531][D acc: 0.742 R 0.641 F 0.844][G loss: 1.425 acc: 0.109] 0:04:45.822327
4503 [D loss: 0.618 R 0.643 F 0.594][D acc: 0.703 R 0.641 F 0.766][G loss: 1.518 acc: 0.094] 0:04:45.895690
4504 [D loss: 0.560 R 0.647 F 0.472][D acc: 0.734 R 0.625 F 0.844][G loss: 1.326 acc: 0.062] 0:04:45.976146
4505 [D loss: 0.547 R 0.527 F 0.567][D acc: 0.711 R 0.641 F 0.781][G loss: 1.309 acc: 0.156] 0:04:46.073824
4506 [D loss: 0.504 R 0.484 F 0.523][D acc: 0.789 R 0.781 F 0.797][G loss: 1.483 acc: 0.094] 0:04:46.156323
4507 [D loss: 0.473 R 0.431 F 0.516][D acc: 0.812 R 0.797 F 0.828][G loss: 1.487 acc: 0.047] 0:04:46.233190
4508 [D loss: 0.479 R 0.501 F 0.457][D acc: 0.750 R 0.688 F 0.812][G loss: 1.554 acc: 0.094] 0:04:46.313872
4509 [D loss: 0.484 R 0.503 F 0.464][D acc: 0.727 R 0.672 F 0.781][G loss: 1.263 acc: 0.141] 0:04:46.415203
4510 [D loss: 0.547 R 0.541 F 0.553][D acc: 0.711 R 0.672 F 0.750][G loss: 1.464 acc: 0.062] 0:04:46.493897
4511 [D loss: 0.541 R 0.566 F 0.515][D acc: 0.695 R 0.625 F 0.766][G loss: 1.426 acc: 0.125] 0:04:46.573062
4512 [D loss: 0.474 R 0.490 F 0.458][D acc: 0.766 R 0.703 F 0.828][G loss: 1.655 acc: 0.094] 0:04:46.648402
4513 [D loss: 0.498 R 0.487 F 0.508][D acc: 0.750 R 0.688 F 0.812][G loss: 1.549 acc: 0.062] 0:04:46.743161
4514 [D loss: 0.488 R 0.446 F 0.531][D acc: 0.766 R 0.766 F 0.766][G loss: 1.453 acc: 0.109] 0:04:46.824406
4515 [D loss: 0.615 R 0.609 F 0.622][D acc: 0.734 R 0.672 F 0.797][G loss: 2.055 acc: 0.094] 0:04:46.897235
4516 [D loss: 0.577 R 0.789 F 0.366][D acc: 0.742 R 0.516 F 0.969][G loss: 1.608 acc: 0.062] 0:04:46.973014
4517 [D loss: 0.523 R 0.405 F 0.641][D acc: 0.797 R 0.844 F 0.750][G loss: 1.644 acc: 0.031] 0:04:47.054298
4518 [D loss: 0.486 R 0.489 F 0.483][D acc: 0.727 R 0.672 F 0.781][G loss: 1.573 acc: 0.125] 0:04:47.124909
4519 [D loss: 0.490 R 0.516 F 0.464][D acc: 0.758 R 0.688 F 0.828][G loss: 1.487 acc: 0.156] 0:04:47.196250
4520 [D loss: 0.478 R 0.453 F 0.503][D acc: 0.789 R 0.734 F 0.844][G loss: 1.596 acc: 0.031] 0:04:47.278671
4521 [D loss: 0.544 R 0.554 F 0.535][D acc: 0.703 R 0.594 F 0.812][G loss: 1.430 acc: 0.109] 0:04:47.357362
4522 [D loss: 0.517 R 0.470 F 0.563][D acc: 0.734 R 0.734 F 0.734][G loss: 1.494 acc: 0.125] 0:04:47.453309
4523 [D loss: 0.512 R 0.554 F 0.471][D acc: 0.766 R 0.672 F 0.859][G loss: 1.470 acc: 0.016] 0:04:47.536404
4524 [D loss: 0.492 R 0.566 F 0.419][D acc: 0.734 R 0.625 F 0.844][G loss: 1.533 acc: 0.078] 0:04:47.611730
4525 [D loss: 0.576 R 0.542 F 0.610][D acc: 0.719 R 0.656 F 0.781][G loss: 1.488 acc: 0.094] 0:04:47.686174
4526 [D loss: 0.587 R 0.656 F 0.518][D acc: 0.742 R 0.578 F 0.906][G loss: 1.421 acc: 0.078] 0:04:47.771382
4527 [D loss: 0.519 R 0.546 F 0.492][D acc: 0.703 R 0.625 F 0.781][G loss: 1.388 acc: 0.078] 0:04:47.847616
4528 [D loss: 0.504 R 0.444 F 0.564][D acc: 0.797 R 0.766 F 0.828][G loss: 1.475 acc: 0.125] 0:04:47.921251
4529 [D loss: 0.534 R 0.563 F 0.505][D acc: 0.734 R 0.641 F 0.828][G loss: 1.527 acc: 0.109] 0:04:48.008921
4530 [D loss: 0.670 R 0.769 F 0.571][D acc: 0.664 R 0.516 F 0.812][G loss: 1.327 acc: 0.156] 0:04:48.089825
4531 [D loss: 0.438 R 0.439 F 0.438][D acc: 0.836 R 0.781 F 0.891][G loss: 1.308 acc: 0.125] 0:04:48.161219
4532 [D loss: 0.561 R 0.593 F 0.529][D acc: 0.750 R 0.688 F 0.812][G loss: 1.427 acc: 0.094] 0:04:48.247485
4533 [D loss: 0.473 R 0.475 F 0.471][D acc: 0.758 R 0.703 F 0.812][G loss: 1.502 acc: 0.109] 0:04:48.327041
4534 [D loss: 0.493 R 0.429 F 0.557][D acc: 0.742 R 0.734 F 0.750][G loss: 1.526 acc: 0.047] 0:04:48.407121
4535 [D loss: 0.557 R 0.558 F 0.556][D acc: 0.727 R 0.672 F 0.781][G loss: 1.584 acc: 0.047] 0:04:48.504892
4536 [D loss: 0.517 R 0.580 F 0.453][D acc: 0.719 R 0.609 F 0.828][G loss: 1.482 acc: 0.078] 0:04:48.587322
4537 [D loss: 0.445 R 0.504 F 0.386][D acc: 0.773 R 0.672 F 0.875][G loss: 1.393 acc: 0.125] 0:04:48.662277
4538 [D loss: 0.500 R 0.459 F 0.542][D acc: 0.750 R 0.703 F 0.797][G loss: 1.408 acc: 0.078] 0:04:48.746867
4539 [D loss: 0.539 R 0.615 F 0.462][D acc: 0.719 R 0.625 F 0.812][G loss: 1.579 acc: 0.109] 0:04:48.846333
4540 [D loss: 0.449 R 0.448 F 0.450][D acc: 0.797 R 0.766 F 0.828][G loss: 1.480 acc: 0.078] 0:04:48.926891
4541 [D loss: 0.581 R 0.577 F 0.586][D acc: 0.688 R 0.641 F 0.734][G loss: 1.426 acc: 0.172] 0:04:49.008486
4542 [D loss: 0.506 R 0.489 F 0.524][D acc: 0.758 R 0.688 F 0.828][G loss: 1.517 acc: 0.109] 0:04:49.081921
4543 [D loss: 0.556 R 0.576 F 0.535][D acc: 0.727 R 0.688 F 0.766][G loss: 1.398 acc: 0.109] 0:04:49.152787
4544 [D loss: 0.548 R 0.546 F 0.549][D acc: 0.711 R 0.656 F 0.766][G loss: 1.428 acc: 0.172] 0:04:49.233036
4545 [D loss: 0.512 R 0.609 F 0.415][D acc: 0.719 R 0.578 F 0.859][G loss: 1.501 acc: 0.094] 0:04:49.307619
4546 [D loss: 0.555 R 0.511 F 0.598][D acc: 0.750 R 0.719 F 0.781][G loss: 1.363 acc: 0.094] 0:04:49.381226
4547 [D loss: 0.594 R 0.430 F 0.758][D acc: 0.703 R 0.688 F 0.719][G loss: 1.427 acc: 0.125] 0:04:49.467829
4548 [D loss: 0.487 R 0.584 F 0.390][D acc: 0.750 R 0.594 F 0.906][G loss: 1.618 acc: 0.016] 0:04:49.548868
4549 [D loss: 0.490 R 0.487 F 0.493][D acc: 0.789 R 0.734 F 0.844][G loss: 1.641 acc: 0.031] 0:04:49.620382
4550 [D loss: 0.496 R 0.542 F 0.450][D acc: 0.750 R 0.672 F 0.828][G loss: 1.595 acc: 0.031] 0:04:49.699319
4551 [D loss: 0.637 R 0.585 F 0.688][D acc: 0.695 R 0.609 F 0.781][G loss: 1.460 acc: 0.062] 0:04:49.776168
4552 [D loss: 0.496 R 0.555 F 0.438][D acc: 0.758 R 0.656 F 0.859][G loss: 1.493 acc: 0.062] 0:04:49.868571
4553 [D loss: 0.483 R 0.484 F 0.482][D acc: 0.727 R 0.703 F 0.750][G loss: 1.320 acc: 0.094] 0:04:49.945747
4554 [D loss: 0.554 R 0.665 F 0.444][D acc: 0.719 R 0.594 F 0.844][G loss: 1.354 acc: 0.156] 0:04:50.022305
4555 [D loss: 0.469 R 0.499 F 0.440][D acc: 0.773 R 0.672 F 0.875][G loss: 1.436 acc: 0.125] 0:04:50.096375
4556 [D loss: 0.557 R 0.530 F 0.585][D acc: 0.680 R 0.688 F 0.672][G loss: 1.423 acc: 0.109] 0:04:50.180144
4557 [D loss: 0.511 R 0.521 F 0.502][D acc: 0.734 R 0.656 F 0.812][G loss: 1.444 acc: 0.141] 0:04:50.254498
4558 [D loss: 0.462 R 0.486 F 0.439][D acc: 0.805 R 0.719 F 0.891][G loss: 1.476 acc: 0.125] 0:04:50.326708
4559 [D loss: 0.491 R 0.515 F 0.466][D acc: 0.742 R 0.672 F 0.812][G loss: 1.276 acc: 0.094] 0:04:50.427927
4560 [D loss: 0.543 R 0.579 F 0.506][D acc: 0.750 R 0.656 F 0.844][G loss: 1.505 acc: 0.062] 0:04:50.508176
4561 [D loss: 0.602 R 0.666 F 0.539][D acc: 0.656 R 0.547 F 0.766][G loss: 1.460 acc: 0.047] 0:04:50.588324
4562 [D loss: 0.541 R 0.471 F 0.611][D acc: 0.711 R 0.734 F 0.688][G loss: 1.367 acc: 0.125] 0:04:50.683131
4563 [D loss: 0.514 R 0.512 F 0.517][D acc: 0.734 R 0.703 F 0.766][G loss: 1.407 acc: 0.188] 0:04:50.761558
4564 [D loss: 0.521 R 0.552 F 0.490][D acc: 0.703 R 0.609 F 0.797][G loss: 1.339 acc: 0.094] 0:04:50.843962
4565 [D loss: 0.525 R 0.626 F 0.423][D acc: 0.727 R 0.578 F 0.875][G loss: 1.415 acc: 0.109] 0:04:50.935005
4566 [D loss: 0.506 R 0.478 F 0.534][D acc: 0.773 R 0.750 F 0.797][G loss: 1.530 acc: 0.078] 0:04:51.008497
4567 [D loss: 0.575 R 0.504 F 0.645][D acc: 0.727 R 0.656 F 0.797][G loss: 1.402 acc: 0.141] 0:04:51.085600
4568 [D loss: 0.452 R 0.491 F 0.413][D acc: 0.820 R 0.734 F 0.906][G loss: 1.576 acc: 0.125] 0:04:51.167447
4569 [D loss: 0.450 R 0.483 F 0.417][D acc: 0.773 R 0.672 F 0.875][G loss: 1.600 acc: 0.047] 0:04:51.240857
4570 [D loss: 0.640 R 0.644 F 0.635][D acc: 0.633 R 0.641 F 0.625][G loss: 1.451 acc: 0.109] 0:04:51.314010
4571 [D loss: 0.605 R 0.678 F 0.532][D acc: 0.656 R 0.547 F 0.766][G loss: 1.350 acc: 0.094] 0:04:51.395506
4572 [D loss: 0.564 R 0.566 F 0.561][D acc: 0.695 R 0.641 F 0.750][G loss: 1.563 acc: 0.047] 0:04:51.473723
4573 [D loss: 0.542 R 0.625 F 0.459][D acc: 0.695 R 0.500 F 0.891][G loss: 1.472 acc: 0.047] 0:04:51.560791
4574 [D loss: 0.546 R 0.570 F 0.522][D acc: 0.742 R 0.656 F 0.828][G loss: 1.358 acc: 0.094] 0:04:51.648422
4575 [D loss: 0.487 R 0.446 F 0.529][D acc: 0.766 R 0.719 F 0.812][G loss: 1.407 acc: 0.078] 0:04:51.724860
4576 [D loss: 0.479 R 0.451 F 0.506][D acc: 0.805 R 0.734 F 0.875][G loss: 1.537 acc: 0.047] 0:04:51.812236
4577 [D loss: 0.544 R 0.510 F 0.578][D acc: 0.773 R 0.750 F 0.797][G loss: 1.598 acc: 0.047] 0:04:51.893176
4578 [D loss: 0.568 R 0.522 F 0.613][D acc: 0.680 R 0.625 F 0.734][G loss: 1.296 acc: 0.141] 0:04:51.966143
4579 [D loss: 0.456 R 0.501 F 0.410][D acc: 0.797 R 0.688 F 0.906][G loss: 1.444 acc: 0.094] 0:04:52.037865
4580 [D loss: 0.496 R 0.487 F 0.504][D acc: 0.766 R 0.734 F 0.797][G loss: 1.557 acc: 0.016] 0:04:52.116519
4581 [D loss: 0.541 R 0.564 F 0.518][D acc: 0.719 R 0.656 F 0.781][G loss: 1.480 acc: 0.047] 0:04:52.191532
4582 [D loss: 0.511 R 0.528 F 0.495][D acc: 0.711 R 0.641 F 0.781][G loss: 1.466 acc: 0.141] 0:04:52.270664
4583 [D loss: 0.431 R 0.420 F 0.441][D acc: 0.773 R 0.703 F 0.844][G loss: 1.683 acc: 0.031] 0:04:52.352550
4584 [D loss: 0.469 R 0.444 F 0.495][D acc: 0.797 R 0.750 F 0.844][G loss: 1.529 acc: 0.062] 0:04:52.436521
4585 [D loss: 0.516 R 0.621 F 0.410][D acc: 0.719 R 0.578 F 0.859][G loss: 1.563 acc: 0.078] 0:04:52.537151
4586 [D loss: 0.447 R 0.424 F 0.470][D acc: 0.758 R 0.734 F 0.781][G loss: 1.678 acc: 0.031] 0:04:52.623613
4587 [D loss: 0.484 R 0.550 F 0.417][D acc: 0.789 R 0.688 F 0.891][G loss: 1.547 acc: 0.062] 0:04:52.722371
4588 [D loss: 0.543 R 0.651 F 0.435][D acc: 0.766 R 0.625 F 0.906][G loss: 1.314 acc: 0.156] 0:04:52.795123
4589 [D loss: 0.426 R 0.384 F 0.468][D acc: 0.820 R 0.812 F 0.828][G loss: 1.466 acc: 0.062] 0:04:52.870898
4590 [D loss: 0.545 R 0.551 F 0.540][D acc: 0.711 R 0.688 F 0.734][G loss: 1.536 acc: 0.062] 0:04:52.947347
4591 [D loss: 0.484 R 0.476 F 0.493][D acc: 0.758 R 0.672 F 0.844][G loss: 1.431 acc: 0.156] 0:04:53.029783
4592 [D loss: 0.499 R 0.580 F 0.417][D acc: 0.734 R 0.625 F 0.844][G loss: 1.540 acc: 0.141] 0:04:53.122892
4593 [D loss: 0.458 R 0.439 F 0.476][D acc: 0.812 R 0.750 F 0.875][G loss: 1.532 acc: 0.094] 0:04:53.197029
4594 [D loss: 0.381 R 0.387 F 0.375][D acc: 0.805 R 0.750 F 0.859][G loss: 1.581 acc: 0.047] 0:04:53.274404
4595 [D loss: 0.421 R 0.497 F 0.346][D acc: 0.797 R 0.672 F 0.922][G loss: 1.744 acc: 0.125] 0:04:53.354633
4596 [D loss: 0.569 R 0.560 F 0.578][D acc: 0.672 R 0.625 F 0.719][G loss: 1.635 acc: 0.109] 0:04:53.434825
4597 [D loss: 0.508 R 0.524 F 0.492][D acc: 0.750 R 0.703 F 0.797][G loss: 1.560 acc: 0.031] 0:04:53.537359
4598 [D loss: 0.478 R 0.541 F 0.415][D acc: 0.789 R 0.703 F 0.875][G loss: 1.638 acc: 0.031] 0:04:53.621927
4599 [D loss: 0.557 R 0.584 F 0.530][D acc: 0.742 R 0.641 F 0.844][G loss: 1.543 acc: 0.062] 0:04:53.704976
4600 [D loss: 0.609 R 0.671 F 0.548][D acc: 0.695 R 0.562 F 0.828][G loss: 1.504 acc: 0.188] 0:04:53.791627
4601 [D loss: 0.453 R 0.431 F 0.475][D acc: 0.789 R 0.750 F 0.828][G loss: 1.460 acc: 0.078] 0:04:53.878250
4602 [D loss: 0.566 R 0.547 F 0.586][D acc: 0.695 R 0.641 F 0.750][G loss: 1.408 acc: 0.156] 0:04:53.957292
4603 [D loss: 0.561 R 0.684 F 0.438][D acc: 0.758 R 0.609 F 0.906][G loss: 1.392 acc: 0.094] 0:04:54.034122
4604 [D loss: 0.624 R 0.723 F 0.524][D acc: 0.672 R 0.531 F 0.812][G loss: 1.496 acc: 0.047] 0:04:54.120635
4605 [D loss: 0.535 R 0.514 F 0.556][D acc: 0.742 R 0.734 F 0.750][G loss: 1.650 acc: 0.047] 0:04:54.195701
4606 [D loss: 0.500 R 0.517 F 0.484][D acc: 0.742 R 0.672 F 0.812][G loss: 1.463 acc: 0.078] 0:04:54.271754
4607 [D loss: 0.546 R 0.549 F 0.544][D acc: 0.734 R 0.656 F 0.812][G loss: 1.586 acc: 0.062] 0:04:54.354416
4608 [D loss: 0.577 R 0.677 F 0.476][D acc: 0.727 R 0.609 F 0.844][G loss: 1.379 acc: 0.109] 0:04:54.454414
4609 [D loss: 0.592 R 0.687 F 0.498][D acc: 0.711 R 0.578 F 0.844][G loss: 1.755 acc: 0.062] 0:04:54.541737
4610 [D loss: 0.414 R 0.450 F 0.378][D acc: 0.805 R 0.719 F 0.891][G loss: 1.449 acc: 0.078] 0:04:54.623606
4611 [D loss: 0.508 R 0.467 F 0.549][D acc: 0.734 R 0.734 F 0.734][G loss: 1.511 acc: 0.078] 0:04:54.700314
4612 [D loss: 0.524 R 0.565 F 0.483][D acc: 0.734 R 0.672 F 0.797][G loss: 1.601 acc: 0.078] 0:04:54.773139
4613 [D loss: 0.453 R 0.451 F 0.455][D acc: 0.805 R 0.766 F 0.844][G loss: 1.404 acc: 0.078] 0:04:54.856173
4614 [D loss: 0.454 R 0.419 F 0.489][D acc: 0.781 R 0.766 F 0.797][G loss: 1.453 acc: 0.141] 0:04:54.937356
4615 [D loss: 0.409 R 0.371 F 0.447][D acc: 0.820 R 0.812 F 0.828][G loss: 1.589 acc: 0.047] 0:04:55.020826
4616 [D loss: 0.484 R 0.586 F 0.382][D acc: 0.766 R 0.656 F 0.875][G loss: 1.598 acc: 0.094] 0:04:55.115484
4617 [D loss: 0.505 R 0.469 F 0.541][D acc: 0.742 R 0.688 F 0.797][G loss: 1.667 acc: 0.047] 0:04:55.193974
4618 [D loss: 0.492 R 0.519 F 0.465][D acc: 0.742 R 0.672 F 0.812][G loss: 1.649 acc: 0.078] 0:04:55.267614
4619 [D loss: 0.527 R 0.587 F 0.468][D acc: 0.742 R 0.656 F 0.828][G loss: 1.464 acc: 0.094] 0:04:55.362782
4620 [D loss: 0.469 R 0.501 F 0.438][D acc: 0.766 R 0.703 F 0.828][G loss: 1.550 acc: 0.016] 0:04:55.437508
4621 [D loss: 0.464 R 0.478 F 0.450][D acc: 0.773 R 0.703 F 0.844][G loss: 1.558 acc: 0.047] 0:04:55.515618
4622 [D loss: 0.583 R 0.452 F 0.715][D acc: 0.711 R 0.703 F 0.719][G loss: 1.548 acc: 0.047] 0:04:55.603584
4623 [D loss: 0.535 R 0.555 F 0.515][D acc: 0.727 R 0.672 F 0.781][G loss: 1.547 acc: 0.047] 0:04:55.680560
4624 [D loss: 0.569 R 0.685 F 0.453][D acc: 0.688 R 0.547 F 0.828][G loss: 1.515 acc: 0.031] 0:04:55.752617
4625 [D loss: 0.512 R 0.588 F 0.437][D acc: 0.750 R 0.625 F 0.875][G loss: 1.642 acc: 0.031] 0:04:55.837830
4626 [D loss: 0.565 R 0.690 F 0.440][D acc: 0.711 R 0.547 F 0.875][G loss: 1.527 acc: 0.016] 0:04:55.916689
4627 [D loss: 0.472 R 0.513 F 0.430][D acc: 0.773 R 0.656 F 0.891][G loss: 1.546 acc: 0.031] 0:04:55.987740
4628 [D loss: 0.527 R 0.495 F 0.560][D acc: 0.773 R 0.688 F 0.859][G loss: 1.406 acc: 0.078] 0:04:56.070223
4629 [D loss: 0.581 R 0.476 F 0.687][D acc: 0.719 R 0.688 F 0.750][G loss: 1.493 acc: 0.094] 0:04:56.144555
4630 [D loss: 0.513 R 0.628 F 0.398][D acc: 0.766 R 0.625 F 0.906][G loss: 1.428 acc: 0.094] 0:04:56.218975
4631 [D loss: 0.488 R 0.523 F 0.453][D acc: 0.711 R 0.609 F 0.812][G loss: 1.373 acc: 0.078] 0:04:56.310487
4632 [D loss: 0.460 R 0.369 F 0.552][D acc: 0.773 R 0.797 F 0.750][G loss: 1.507 acc: 0.062] 0:04:56.383730
4633 [D loss: 0.493 R 0.520 F 0.466][D acc: 0.742 R 0.656 F 0.828][G loss: 1.658 acc: 0.062] 0:04:56.457354
4634 [D loss: 0.497 R 0.518 F 0.475][D acc: 0.789 R 0.656 F 0.922][G loss: 1.665 acc: 0.062] 0:04:56.538854
4635 [D loss: 0.506 R 0.618 F 0.395][D acc: 0.727 R 0.625 F 0.828][G loss: 1.513 acc: 0.062] 0:04:56.619654
4636 [D loss: 0.481 R 0.443 F 0.518][D acc: 0.805 R 0.734 F 0.875][G loss: 1.467 acc: 0.141] 0:04:56.694547
4637 [D loss: 0.384 R 0.362 F 0.407][D acc: 0.852 R 0.828 F 0.875][G loss: 1.639 acc: 0.078] 0:04:56.781095
4638 [D loss: 0.505 R 0.572 F 0.438][D acc: 0.766 R 0.656 F 0.875][G loss: 1.506 acc: 0.094] 0:04:56.858100
4639 [D loss: 0.527 R 0.493 F 0.561][D acc: 0.727 R 0.703 F 0.750][G loss: 1.572 acc: 0.047] 0:04:56.931953
4640 [D loss: 0.538 R 0.430 F 0.647][D acc: 0.750 R 0.734 F 0.766][G loss: 1.651 acc: 0.031] 0:04:57.010665
4641 [D loss: 0.547 R 0.662 F 0.431][D acc: 0.727 R 0.609 F 0.844][G loss: 1.445 acc: 0.062] 0:04:57.084259
4642 [D loss: 0.528 R 0.606 F 0.450][D acc: 0.727 R 0.656 F 0.797][G loss: 1.577 acc: 0.141] 0:04:57.158699
4643 [D loss: 0.529 R 0.627 F 0.430][D acc: 0.695 R 0.562 F 0.828][G loss: 1.379 acc: 0.109] 0:04:57.249340
4644 [D loss: 0.594 R 0.616 F 0.572][D acc: 0.750 R 0.594 F 0.906][G loss: 1.563 acc: 0.094] 0:04:57.323175
4645 [D loss: 0.502 R 0.542 F 0.463][D acc: 0.711 R 0.594 F 0.828][G loss: 1.350 acc: 0.125] 0:04:57.413582
4646 [D loss: 0.511 R 0.502 F 0.520][D acc: 0.758 R 0.672 F 0.844][G loss: 1.459 acc: 0.078] 0:04:57.494310
4647 [D loss: 0.518 R 0.402 F 0.635][D acc: 0.750 R 0.766 F 0.734][G loss: 1.587 acc: 0.078] 0:04:57.574211
4648 [D loss: 0.525 R 0.652 F 0.399][D acc: 0.742 R 0.594 F 0.891][G loss: 1.546 acc: 0.078] 0:04:57.651532
4649 [D loss: 0.495 R 0.646 F 0.344][D acc: 0.727 R 0.562 F 0.891][G loss: 1.592 acc: 0.016] 0:04:57.732422
4650 [D loss: 0.448 R 0.403 F 0.492][D acc: 0.797 R 0.766 F 0.828][G loss: 1.447 acc: 0.016] 0:04:57.805401
4651 [D loss: 0.486 R 0.485 F 0.486][D acc: 0.758 R 0.703 F 0.812][G loss: 1.568 acc: 0.125] 0:04:57.893788
4652 [D loss: 0.478 R 0.519 F 0.437][D acc: 0.742 R 0.672 F 0.812][G loss: 1.553 acc: 0.109] 0:04:57.986326
4653 [D loss: 0.562 R 0.581 F 0.543][D acc: 0.703 R 0.656 F 0.750][G loss: 1.352 acc: 0.125] 0:04:58.077270
4654 [D loss: 0.566 R 0.673 F 0.458][D acc: 0.742 R 0.641 F 0.844][G loss: 1.464 acc: 0.031] 0:04:58.156238
4655 [D loss: 0.512 R 0.535 F 0.488][D acc: 0.750 R 0.688 F 0.812][G loss: 1.586 acc: 0.031] 0:04:58.241030
4656 [D loss: 0.525 R 0.562 F 0.489][D acc: 0.766 R 0.688 F 0.844][G loss: 1.555 acc: 0.078] 0:04:58.318271
4657 [D loss: 0.457 R 0.521 F 0.393][D acc: 0.781 R 0.688 F 0.875][G loss: 1.466 acc: 0.125] 0:04:58.397082
4658 [D loss: 0.504 R 0.473 F 0.535][D acc: 0.742 R 0.703 F 0.781][G loss: 1.626 acc: 0.047] 0:04:58.485943
4659 [D loss: 0.654 R 0.603 F 0.706][D acc: 0.664 R 0.609 F 0.719][G loss: 1.597 acc: 0.078] 0:04:58.566114
4660 [D loss: 0.433 R 0.414 F 0.452][D acc: 0.828 R 0.781 F 0.875][G loss: 1.672 acc: 0.016] 0:04:58.643631
4661 [D loss: 0.566 R 0.653 F 0.478][D acc: 0.719 R 0.594 F 0.844][G loss: 1.496 acc: 0.078] 0:04:58.733854
4662 [D loss: 0.527 R 0.516 F 0.538][D acc: 0.773 R 0.734 F 0.812][G loss: 1.549 acc: 0.109] 0:04:58.807604
4663 [D loss: 0.474 R 0.483 F 0.465][D acc: 0.750 R 0.656 F 0.844][G loss: 1.635 acc: 0.047] 0:04:58.884048
4664 [D loss: 0.459 R 0.526 F 0.392][D acc: 0.820 R 0.719 F 0.922][G loss: 1.616 acc: 0.094] 0:04:58.964214
4665 [D loss: 0.450 R 0.551 F 0.349][D acc: 0.789 R 0.625 F 0.953][G loss: 1.515 acc: 0.109] 0:04:59.038686
4666 [D loss: 0.663 R 0.653 F 0.673][D acc: 0.641 R 0.578 F 0.703][G loss: 1.597 acc: 0.062] 0:04:59.112893
4667 [D loss: 0.484 R 0.479 F 0.489][D acc: 0.789 R 0.719 F 0.859][G loss: 1.487 acc: 0.094] 0:04:59.200043
4668 [D loss: 0.625 R 0.735 F 0.515][D acc: 0.617 R 0.484 F 0.750][G loss: 1.474 acc: 0.094] 0:04:59.272007
4669 [D loss: 0.424 R 0.349 F 0.499][D acc: 0.812 R 0.797 F 0.828][G loss: 1.578 acc: 0.109] 0:04:59.351609
4670 [D loss: 0.498 R 0.494 F 0.502][D acc: 0.773 R 0.719 F 0.828][G loss: 1.560 acc: 0.016] 0:04:59.430656
4671 [D loss: 0.563 R 0.685 F 0.441][D acc: 0.695 R 0.531 F 0.859][G loss: 1.541 acc: 0.094] 0:04:59.503689
4672 [D loss: 0.470 R 0.516 F 0.424][D acc: 0.742 R 0.656 F 0.828][G loss: 1.531 acc: 0.109] 0:04:59.580601
4673 [D loss: 0.480 R 0.444 F 0.515][D acc: 0.812 R 0.766 F 0.859][G loss: 1.606 acc: 0.047] 0:04:59.665932
4674 [D loss: 0.593 R 0.688 F 0.498][D acc: 0.664 R 0.531 F 0.797][G loss: 1.423 acc: 0.125] 0:04:59.743548
4675 [D loss: 0.435 R 0.504 F 0.366][D acc: 0.812 R 0.734 F 0.891][G loss: 1.495 acc: 0.094] 0:04:59.817981
4676 [D loss: 0.514 R 0.506 F 0.522][D acc: 0.711 R 0.672 F 0.750][G loss: 1.449 acc: 0.062] 0:04:59.896452
4677 [D loss: 0.507 R 0.478 F 0.536][D acc: 0.781 R 0.766 F 0.797][G loss: 1.475 acc: 0.062] 0:04:59.973519
4678 [D loss: 0.538 R 0.528 F 0.548][D acc: 0.719 R 0.672 F 0.766][G loss: 1.324 acc: 0.125] 0:05:00.053249
4679 [D loss: 0.465 R 0.511 F 0.418][D acc: 0.797 R 0.703 F 0.891][G loss: 1.535 acc: 0.141] 0:05:00.132939
4680 [D loss: 0.431 R 0.470 F 0.393][D acc: 0.773 R 0.672 F 0.875][G loss: 1.550 acc: 0.078] 0:05:00.209797
4681 [D loss: 0.470 R 0.463 F 0.477][D acc: 0.812 R 0.766 F 0.859][G loss: 1.531 acc: 0.047] 0:05:00.288090
4682 [D loss: 0.513 R 0.516 F 0.511][D acc: 0.766 R 0.688 F 0.844][G loss: 1.594 acc: 0.109] 0:05:00.369713
4683 [D loss: 0.543 R 0.612 F 0.473][D acc: 0.703 R 0.625 F 0.781][G loss: 1.472 acc: 0.047] 0:05:00.444060
4684 [D loss: 0.573 R 0.638 F 0.508][D acc: 0.656 R 0.562 F 0.750][G loss: 1.459 acc: 0.094] 0:05:00.517380
4685 [D loss: 0.526 R 0.457 F 0.595][D acc: 0.766 R 0.719 F 0.812][G loss: 1.432 acc: 0.125] 0:05:00.601852
4686 [D loss: 0.533 R 0.651 F 0.416][D acc: 0.727 R 0.562 F 0.891][G loss: 1.497 acc: 0.141] 0:05:00.677941
4687 [D loss: 0.481 R 0.495 F 0.467][D acc: 0.758 R 0.703 F 0.812][G loss: 1.377 acc: 0.156] 0:05:00.756489
4688 [D loss: 0.528 R 0.471 F 0.584][D acc: 0.734 R 0.672 F 0.797][G loss: 1.401 acc: 0.109] 0:05:00.834205
4689 [D loss: 0.648 R 0.580 F 0.717][D acc: 0.703 R 0.594 F 0.812][G loss: 1.412 acc: 0.125] 0:05:00.907881
4690 [D loss: 0.583 R 0.596 F 0.570][D acc: 0.703 R 0.625 F 0.781][G loss: 1.358 acc: 0.078] 0:05:00.981982
4691 [D loss: 0.475 R 0.585 F 0.366][D acc: 0.758 R 0.609 F 0.906][G loss: 1.498 acc: 0.047] 0:05:01.063134
4692 [D loss: 0.501 R 0.520 F 0.482][D acc: 0.758 R 0.734 F 0.781][G loss: 1.393 acc: 0.094] 0:05:01.134582
4693 [D loss: 0.459 R 0.447 F 0.470][D acc: 0.797 R 0.719 F 0.875][G loss: 1.417 acc: 0.094] 0:05:01.208951
4694 [D loss: 0.507 R 0.447 F 0.567][D acc: 0.734 R 0.766 F 0.703][G loss: 1.766 acc: 0.031] 0:05:01.289354
4695 [D loss: 0.455 R 0.486 F 0.423][D acc: 0.805 R 0.703 F 0.906][G loss: 1.730 acc: 0.031] 0:05:01.370052
4696 [D loss: 0.431 R 0.439 F 0.422][D acc: 0.812 R 0.750 F 0.875][G loss: 1.622 acc: 0.031] 0:05:01.444801
4697 [D loss: 0.478 R 0.468 F 0.487][D acc: 0.734 R 0.656 F 0.812][G loss: 1.540 acc: 0.078] 0:05:01.530830
4698 [D loss: 0.518 R 0.553 F 0.484][D acc: 0.766 R 0.656 F 0.875][G loss: 1.568 acc: 0.047] 0:05:01.609417
4699 [D loss: 0.628 R 0.620 F 0.637][D acc: 0.703 R 0.578 F 0.828][G loss: 1.727 acc: 0.031] 0:05:01.682628
4700 [D loss: 0.498 R 0.518 F 0.477][D acc: 0.766 R 0.688 F 0.844][G loss: 1.552 acc: 0.047] 0:05:01.766266
4701 [D loss: 0.508 R 0.369 F 0.647][D acc: 0.766 R 0.812 F 0.719][G loss: 1.643 acc: 0.062] 0:05:01.840267
4702 [D loss: 0.530 R 0.592 F 0.467][D acc: 0.766 R 0.672 F 0.859][G loss: 1.640 acc: 0.078] 0:05:01.911030
4703 [D loss: 0.496 R 0.654 F 0.338][D acc: 0.766 R 0.609 F 0.922][G loss: 1.573 acc: 0.078] 0:05:01.990321
4704 [D loss: 0.494 R 0.538 F 0.451][D acc: 0.789 R 0.688 F 0.891][G loss: 1.698 acc: 0.094] 0:05:02.091114
4705 [D loss: 0.479 R 0.496 F 0.463][D acc: 0.766 R 0.688 F 0.844][G loss: 1.572 acc: 0.062] 0:05:02.168560
4706 [D loss: 0.536 R 0.442 F 0.629][D acc: 0.734 R 0.719 F 0.750][G loss: 1.567 acc: 0.047] 0:05:02.246447
4707 [D loss: 0.641 R 0.733 F 0.549][D acc: 0.664 R 0.562 F 0.766][G loss: 1.498 acc: 0.078] 0:05:02.319206
4708 [D loss: 0.681 R 0.783 F 0.579][D acc: 0.648 R 0.469 F 0.828][G loss: 1.475 acc: 0.156] 0:05:02.394544
4709 [D loss: 0.521 R 0.546 F 0.496][D acc: 0.742 R 0.656 F 0.828][G loss: 1.403 acc: 0.047] 0:05:02.474857
4710 [D loss: 0.616 R 0.614 F 0.617][D acc: 0.711 R 0.656 F 0.766][G loss: 1.256 acc: 0.172] 0:05:02.546400
4711 [D loss: 0.474 R 0.498 F 0.450][D acc: 0.805 R 0.750 F 0.859][G loss: 1.430 acc: 0.094] 0:05:02.628865
4712 [D loss: 0.479 R 0.509 F 0.448][D acc: 0.773 R 0.750 F 0.797][G loss: 1.421 acc: 0.078] 0:05:02.710663
4713 [D loss: 0.466 R 0.357 F 0.576][D acc: 0.820 R 0.812 F 0.828][G loss: 1.614 acc: 0.094] 0:05:02.791897
4714 [D loss: 0.509 R 0.493 F 0.526][D acc: 0.789 R 0.750 F 0.828][G loss: 1.456 acc: 0.062] 0:05:02.865539
4715 [D loss: 0.582 R 0.639 F 0.526][D acc: 0.734 R 0.625 F 0.844][G loss: 1.516 acc: 0.094] 0:05:02.954828
4716 [D loss: 0.447 R 0.443 F 0.452][D acc: 0.766 R 0.703 F 0.828][G loss: 1.688 acc: 0.094] 0:05:03.030653
4717 [D loss: 0.505 R 0.504 F 0.507][D acc: 0.781 R 0.703 F 0.859][G loss: 1.304 acc: 0.109] 0:05:03.105439
4718 [D loss: 0.579 R 0.636 F 0.521][D acc: 0.719 R 0.609 F 0.828][G loss: 1.425 acc: 0.109] 0:05:03.193007
4719 [D loss: 0.544 R 0.537 F 0.551][D acc: 0.734 R 0.672 F 0.797][G loss: 1.620 acc: 0.047] 0:05:03.289735
4720 [D loss: 0.621 R 0.715 F 0.527][D acc: 0.695 R 0.547 F 0.844][G loss: 1.383 acc: 0.109] 0:05:03.372439
4721 [D loss: 0.472 R 0.471 F 0.473][D acc: 0.742 R 0.688 F 0.797][G loss: 1.641 acc: 0.031] 0:05:03.460215
4722 [D loss: 0.547 R 0.625 F 0.469][D acc: 0.719 R 0.609 F 0.828][G loss: 1.612 acc: 0.062] 0:05:03.543545
4723 [D loss: 0.477 R 0.511 F 0.444][D acc: 0.820 R 0.719 F 0.922][G loss: 1.412 acc: 0.109] 0:05:03.624151
4724 [D loss: 0.529 R 0.524 F 0.534][D acc: 0.695 R 0.625 F 0.766][G loss: 1.412 acc: 0.078] 0:05:03.709120
4725 [D loss: 0.528 R 0.527 F 0.529][D acc: 0.703 R 0.672 F 0.734][G loss: 1.555 acc: 0.094] 0:05:03.780471
4726 [D loss: 0.467 R 0.525 F 0.408][D acc: 0.758 R 0.656 F 0.859][G loss: 1.490 acc: 0.141] 0:05:03.855680
4727 [D loss: 0.420 R 0.366 F 0.475][D acc: 0.789 R 0.844 F 0.734][G loss: 1.502 acc: 0.094] 0:05:03.933031
4728 [D loss: 0.585 R 0.589 F 0.580][D acc: 0.688 R 0.656 F 0.719][G loss: 1.611 acc: 0.078] 0:05:04.007042
4729 [D loss: 0.551 R 0.569 F 0.534][D acc: 0.727 R 0.625 F 0.828][G loss: 1.684 acc: 0.062] 0:05:04.082513
4730 [D loss: 0.469 R 0.510 F 0.427][D acc: 0.758 R 0.688 F 0.828][G loss: 1.391 acc: 0.125] 0:05:04.169721
4731 [D loss: 0.577 R 0.535 F 0.619][D acc: 0.711 R 0.688 F 0.734][G loss: 1.582 acc: 0.031] 0:05:04.246308
4732 [D loss: 0.503 R 0.490 F 0.516][D acc: 0.758 R 0.703 F 0.812][G loss: 1.658 acc: 0.047] 0:05:04.320985
4733 [D loss: 0.465 R 0.586 F 0.344][D acc: 0.766 R 0.641 F 0.891][G loss: 1.530 acc: 0.047] 0:05:04.401833
4734 [D loss: 0.505 R 0.471 F 0.539][D acc: 0.742 R 0.688 F 0.797][G loss: 1.522 acc: 0.062] 0:05:04.478545
4735 [D loss: 0.516 R 0.517 F 0.515][D acc: 0.789 R 0.719 F 0.859][G loss: 1.437 acc: 0.094] 0:05:04.555864
4736 [D loss: 0.477 R 0.470 F 0.484][D acc: 0.750 R 0.688 F 0.812][G loss: 1.479 acc: 0.094] 0:05:04.644253
4737 [D loss: 0.441 R 0.514 F 0.367][D acc: 0.805 R 0.688 F 0.922][G loss: 1.573 acc: 0.125] 0:05:04.719271
4738 [D loss: 0.600 R 0.500 F 0.700][D acc: 0.727 R 0.688 F 0.766][G loss: 1.412 acc: 0.078] 0:05:04.792457
4739 [D loss: 0.549 R 0.585 F 0.512][D acc: 0.711 R 0.641 F 0.781][G loss: 1.508 acc: 0.078] 0:05:04.886778
4740 [D loss: 0.413 R 0.384 F 0.442][D acc: 0.805 R 0.781 F 0.828][G loss: 1.654 acc: 0.078] 0:05:04.962223
4741 [D loss: 0.484 R 0.450 F 0.518][D acc: 0.766 R 0.734 F 0.797][G loss: 1.713 acc: 0.000] 0:05:05.041381
4742 [D loss: 0.490 R 0.525 F 0.456][D acc: 0.805 R 0.734 F 0.875][G loss: 1.739 acc: 0.062] 0:05:05.127145
4743 [D loss: 0.532 R 0.549 F 0.515][D acc: 0.750 R 0.656 F 0.844][G loss: 1.494 acc: 0.125] 0:05:05.202715
4744 [D loss: 0.516 R 0.648 F 0.385][D acc: 0.734 R 0.562 F 0.906][G loss: 1.567 acc: 0.125] 0:05:05.275631
4745 [D loss: 0.565 R 0.529 F 0.600][D acc: 0.711 R 0.641 F 0.781][G loss: 1.580 acc: 0.078] 0:05:05.354528
4746 [D loss: 0.529 R 0.643 F 0.416][D acc: 0.734 R 0.609 F 0.859][G loss: 1.401 acc: 0.094] 0:05:05.430483
4747 [D loss: 0.565 R 0.541 F 0.589][D acc: 0.742 R 0.719 F 0.766][G loss: 1.522 acc: 0.062] 0:05:05.505215
4748 [D loss: 0.607 R 0.545 F 0.669][D acc: 0.695 R 0.688 F 0.703][G loss: 1.495 acc: 0.094] 0:05:05.588114
4749 [D loss: 0.686 R 0.757 F 0.615][D acc: 0.664 R 0.484 F 0.844][G loss: 1.554 acc: 0.031] 0:05:05.668723
4750 [D loss: 0.614 R 0.791 F 0.437][D acc: 0.664 R 0.453 F 0.875][G loss: 1.355 acc: 0.094] 0:05:05.746012
4751 [D loss: 0.526 R 0.515 F 0.538][D acc: 0.727 R 0.656 F 0.797][G loss: 1.550 acc: 0.016] 0:05:05.827936
4752 [D loss: 0.507 R 0.598 F 0.416][D acc: 0.734 R 0.547 F 0.922][G loss: 1.460 acc: 0.047] 0:05:05.902280
4753 [D loss: 0.461 R 0.495 F 0.427][D acc: 0.773 R 0.703 F 0.844][G loss: 1.567 acc: 0.109] 0:05:05.977514
4754 [D loss: 0.529 R 0.593 F 0.465][D acc: 0.711 R 0.609 F 0.812][G loss: 1.364 acc: 0.188] 0:05:06.066048
4755 [D loss: 0.514 R 0.523 F 0.506][D acc: 0.773 R 0.672 F 0.875][G loss: 1.371 acc: 0.125] 0:05:06.139613
4756 [D loss: 0.457 R 0.478 F 0.435][D acc: 0.789 R 0.719 F 0.859][G loss: 1.458 acc: 0.078] 0:05:06.224845
4757 [D loss: 0.509 R 0.463 F 0.555][D acc: 0.742 R 0.719 F 0.766][G loss: 1.351 acc: 0.094] 0:05:06.315937
4758 [D loss: 0.460 R 0.437 F 0.484][D acc: 0.789 R 0.734 F 0.844][G loss: 1.441 acc: 0.078] 0:05:06.408692
4759 [D loss: 0.582 R 0.610 F 0.555][D acc: 0.711 R 0.641 F 0.781][G loss: 1.484 acc: 0.078] 0:05:06.481780
4760 [D loss: 0.528 R 0.565 F 0.492][D acc: 0.711 R 0.594 F 0.828][G loss: 1.511 acc: 0.047] 0:05:06.568365
4761 [D loss: 0.569 R 0.601 F 0.537][D acc: 0.703 R 0.625 F 0.781][G loss: 1.477 acc: 0.062] 0:05:06.675182
4762 [D loss: 0.515 R 0.477 F 0.552][D acc: 0.750 R 0.734 F 0.766][G loss: 1.501 acc: 0.062] 0:05:06.765040
4763 [D loss: 0.478 R 0.522 F 0.434][D acc: 0.789 R 0.672 F 0.906][G loss: 1.469 acc: 0.125] 0:05:06.843620
4764 [D loss: 0.539 R 0.566 F 0.512][D acc: 0.711 R 0.625 F 0.797][G loss: 1.371 acc: 0.094] 0:05:06.915394
4765 [D loss: 0.461 R 0.441 F 0.481][D acc: 0.789 R 0.734 F 0.844][G loss: 1.487 acc: 0.094] 0:05:07.001081
4766 [D loss: 0.566 R 0.470 F 0.661][D acc: 0.781 R 0.781 F 0.781][G loss: 1.411 acc: 0.109] 0:05:07.078294
4767 [D loss: 0.543 R 0.580 F 0.507][D acc: 0.773 R 0.656 F 0.891][G loss: 1.453 acc: 0.062] 0:05:07.149164
4768 [D loss: 0.581 R 0.580 F 0.581][D acc: 0.727 R 0.656 F 0.797][G loss: 1.558 acc: 0.078] 0:05:07.220960
4769 [D loss: 0.501 R 0.561 F 0.440][D acc: 0.758 R 0.641 F 0.875][G loss: 1.577 acc: 0.062] 0:05:07.311925
4770 [D loss: 0.540 R 0.566 F 0.514][D acc: 0.742 R 0.641 F 0.844][G loss: 1.526 acc: 0.078] 0:05:07.386202
4771 [D loss: 0.441 R 0.469 F 0.413][D acc: 0.805 R 0.766 F 0.844][G loss: 1.493 acc: 0.109] 0:05:07.466766
4772 [D loss: 0.554 R 0.529 F 0.578][D acc: 0.688 R 0.656 F 0.719][G loss: 1.335 acc: 0.172] 0:05:07.553830
4773 [D loss: 0.538 R 0.523 F 0.554][D acc: 0.734 R 0.703 F 0.766][G loss: 1.457 acc: 0.109] 0:05:07.625612
4774 [D loss: 0.497 R 0.459 F 0.535][D acc: 0.805 R 0.750 F 0.859][G loss: 1.595 acc: 0.031] 0:05:07.728375
4775 [D loss: 0.546 R 0.578 F 0.514][D acc: 0.711 R 0.625 F 0.797][G loss: 1.492 acc: 0.094] 0:05:07.818643
4776 [D loss: 0.527 R 0.508 F 0.546][D acc: 0.742 R 0.703 F 0.781][G loss: 1.417 acc: 0.094] 0:05:07.894544
4777 [D loss: 0.500 R 0.599 F 0.400][D acc: 0.766 R 0.672 F 0.859][G loss: 1.491 acc: 0.109] 0:05:07.967938
4778 [D loss: 0.509 R 0.543 F 0.476][D acc: 0.750 R 0.672 F 0.828][G loss: 1.271 acc: 0.078] 0:05:08.050205
4779 [D loss: 0.515 R 0.466 F 0.564][D acc: 0.773 R 0.750 F 0.797][G loss: 1.404 acc: 0.109] 0:05:08.126357
4780 [D loss: 0.572 R 0.590 F 0.554][D acc: 0.703 R 0.594 F 0.812][G loss: 1.422 acc: 0.078] 0:05:08.199694
4781 [D loss: 0.543 R 0.618 F 0.467][D acc: 0.727 R 0.625 F 0.828][G loss: 1.322 acc: 0.078] 0:05:08.280461
4782 [D loss: 0.433 R 0.370 F 0.495][D acc: 0.773 R 0.734 F 0.812][G loss: 1.431 acc: 0.125] 0:05:08.361865
4783 [D loss: 0.510 R 0.536 F 0.484][D acc: 0.742 R 0.656 F 0.828][G loss: 1.462 acc: 0.047] 0:05:08.437395
4784 [D loss: 0.411 R 0.362 F 0.459][D acc: 0.828 R 0.828 F 0.828][G loss: 1.490 acc: 0.109] 0:05:08.519643
4785 [D loss: 0.518 R 0.452 F 0.584][D acc: 0.742 R 0.719 F 0.766][G loss: 1.506 acc: 0.109] 0:05:08.592696
4786 [D loss: 0.496 R 0.558 F 0.433][D acc: 0.734 R 0.625 F 0.844][G loss: 1.696 acc: 0.047] 0:05:08.691641
4787 [D loss: 0.482 R 0.434 F 0.530][D acc: 0.773 R 0.734 F 0.812][G loss: 1.562 acc: 0.031] 0:05:08.772918
4788 [D loss: 0.396 R 0.410 F 0.381][D acc: 0.805 R 0.719 F 0.891][G loss: 1.628 acc: 0.078] 0:05:08.849057
4789 [D loss: 0.522 R 0.477 F 0.568][D acc: 0.766 R 0.750 F 0.781][G loss: 1.460 acc: 0.109] 0:05:08.930525
4790 [D loss: 0.446 R 0.541 F 0.350][D acc: 0.742 R 0.594 F 0.891][G loss: 1.525 acc: 0.125] 0:05:09.011786
4791 [D loss: 0.699 R 0.470 F 0.927][D acc: 0.719 R 0.703 F 0.734][G loss: 1.715 acc: 0.062] 0:05:09.088826
4792 [D loss: 0.521 R 0.663 F 0.378][D acc: 0.797 R 0.672 F 0.922][G loss: 1.546 acc: 0.062] 0:05:09.162599
4793 [D loss: 0.506 R 0.585 F 0.427][D acc: 0.758 R 0.672 F 0.844][G loss: 1.585 acc: 0.062] 0:05:09.241019
4794 [D loss: 0.567 R 0.527 F 0.606][D acc: 0.703 R 0.609 F 0.797][G loss: 1.438 acc: 0.062] 0:05:09.314908
4795 [D loss: 0.496 R 0.531 F 0.461][D acc: 0.727 R 0.656 F 0.797][G loss: 1.517 acc: 0.125] 0:05:09.385882
4796 [D loss: 0.499 R 0.543 F 0.455][D acc: 0.727 R 0.688 F 0.766][G loss: 1.556 acc: 0.094] 0:05:09.466551
4797 [D loss: 0.539 R 0.484 F 0.594][D acc: 0.664 R 0.656 F 0.672][G loss: 1.579 acc: 0.078] 0:05:09.541042
4798 [D loss: 0.586 R 0.519 F 0.653][D acc: 0.711 R 0.688 F 0.734][G loss: 1.600 acc: 0.094] 0:05:09.612518
4799 [D loss: 0.480 R 0.536 F 0.423][D acc: 0.766 R 0.688 F 0.844][G loss: 1.416 acc: 0.109] 0:05:09.697295
4800 [D loss: 0.511 R 0.511 F 0.511][D acc: 0.750 R 0.703 F 0.797][G loss: 1.741 acc: 0.031] 0:05:09.780429
4801 [D loss: 0.494 R 0.623 F 0.365][D acc: 0.750 R 0.625 F 0.875][G loss: 1.514 acc: 0.094] 0:05:09.869973
4802 [D loss: 0.487 R 0.422 F 0.551][D acc: 0.789 R 0.750 F 0.828][G loss: 1.860 acc: 0.078] 0:05:09.945651
4803 [D loss: 0.485 R 0.546 F 0.425][D acc: 0.750 R 0.641 F 0.859][G loss: 1.778 acc: 0.031] 0:05:10.027064
4804 [D loss: 0.476 R 0.498 F 0.453][D acc: 0.789 R 0.688 F 0.891][G loss: 1.497 acc: 0.031] 0:05:10.101860
4805 [D loss: 0.530 R 0.534 F 0.527][D acc: 0.742 R 0.672 F 0.812][G loss: 1.582 acc: 0.047] 0:05:10.179899
4806 [D loss: 0.474 R 0.540 F 0.409][D acc: 0.797 R 0.672 F 0.922][G loss: 1.532 acc: 0.062] 0:05:10.253480
4807 [D loss: 0.602 R 0.475 F 0.730][D acc: 0.719 R 0.734 F 0.703][G loss: 1.606 acc: 0.016] 0:05:10.331257
4808 [D loss: 0.480 R 0.637 F 0.322][D acc: 0.789 R 0.609 F 0.969][G loss: 1.500 acc: 0.094] 0:05:10.409447
4809 [D loss: 0.506 R 0.504 F 0.508][D acc: 0.766 R 0.703 F 0.828][G loss: 1.607 acc: 0.062] 0:05:10.489043
4810 [D loss: 0.508 R 0.592 F 0.423][D acc: 0.758 R 0.641 F 0.875][G loss: 1.478 acc: 0.000] 0:05:10.565356
4811 [D loss: 0.463 R 0.470 F 0.456][D acc: 0.797 R 0.703 F 0.891][G loss: 1.368 acc: 0.172] 0:05:10.642464
4812 [D loss: 0.558 R 0.476 F 0.641][D acc: 0.688 R 0.703 F 0.672][G loss: 1.701 acc: 0.047] 0:05:10.725858
4813 [D loss: 0.596 R 0.492 F 0.700][D acc: 0.750 R 0.703 F 0.797][G loss: 1.640 acc: 0.078] 0:05:10.801109
4814 [D loss: 0.551 R 0.590 F 0.512][D acc: 0.773 R 0.688 F 0.859][G loss: 1.603 acc: 0.062] 0:05:10.881326
4815 [D loss: 0.477 R 0.524 F 0.430][D acc: 0.734 R 0.656 F 0.812][G loss: 1.548 acc: 0.078] 0:05:10.951870
4816 [D loss: 0.524 R 0.597 F 0.450][D acc: 0.758 R 0.703 F 0.812][G loss: 1.718 acc: 0.078] 0:05:11.022416
4817 [D loss: 0.431 R 0.420 F 0.443][D acc: 0.812 R 0.781 F 0.844][G loss: 1.529 acc: 0.047] 0:05:11.110783
4818 [D loss: 0.531 R 0.581 F 0.481][D acc: 0.742 R 0.641 F 0.844][G loss: 1.657 acc: 0.125] 0:05:11.184561
4819 [D loss: 0.459 R 0.442 F 0.476][D acc: 0.828 R 0.766 F 0.891][G loss: 1.825 acc: 0.016] 0:05:11.257028
4820 [D loss: 0.414 R 0.404 F 0.425][D acc: 0.828 R 0.766 F 0.891][G loss: 1.635 acc: 0.016] 0:05:11.335044
4821 [D loss: 0.462 R 0.532 F 0.392][D acc: 0.789 R 0.703 F 0.875][G loss: 1.616 acc: 0.094] 0:05:11.408175
4822 [D loss: 0.496 R 0.512 F 0.480][D acc: 0.766 R 0.672 F 0.859][G loss: 1.634 acc: 0.078] 0:05:11.478564
4823 [D loss: 0.463 R 0.424 F 0.503][D acc: 0.789 R 0.797 F 0.781][G loss: 1.565 acc: 0.078] 0:05:11.550379
4824 [D loss: 0.489 R 0.580 F 0.397][D acc: 0.742 R 0.609 F 0.875][G loss: 1.674 acc: 0.047] 0:05:11.622685
4825 [D loss: 0.633 R 0.566 F 0.700][D acc: 0.711 R 0.656 F 0.766][G loss: 1.521 acc: 0.047] 0:05:11.701922
4826 [D loss: 0.550 R 0.652 F 0.449][D acc: 0.719 R 0.594 F 0.844][G loss: 1.678 acc: 0.016] 0:05:11.789141
4827 [D loss: 0.516 R 0.594 F 0.438][D acc: 0.789 R 0.641 F 0.938][G loss: 1.494 acc: 0.062] 0:05:11.863225
4828 [D loss: 0.564 R 0.643 F 0.484][D acc: 0.734 R 0.609 F 0.859][G loss: 1.388 acc: 0.125] 0:05:11.939859
4829 [D loss: 0.585 R 0.597 F 0.573][D acc: 0.734 R 0.609 F 0.859][G loss: 1.318 acc: 0.141] 0:05:12.019322
4830 [D loss: 0.380 R 0.395 F 0.365][D acc: 0.828 R 0.734 F 0.922][G loss: 1.572 acc: 0.109] 0:05:12.092302
4831 [D loss: 0.485 R 0.478 F 0.492][D acc: 0.781 R 0.734 F 0.828][G loss: 1.627 acc: 0.078] 0:05:12.163558
4832 [D loss: 0.554 R 0.582 F 0.527][D acc: 0.727 R 0.656 F 0.797][G loss: 1.416 acc: 0.078] 0:05:12.243789
4833 [D loss: 0.517 R 0.651 F 0.382][D acc: 0.742 R 0.609 F 0.875][G loss: 1.414 acc: 0.172] 0:05:12.316972
4834 [D loss: 0.438 R 0.366 F 0.509][D acc: 0.820 R 0.828 F 0.812][G loss: 1.581 acc: 0.062] 0:05:12.386987
4835 [D loss: 0.504 R 0.555 F 0.453][D acc: 0.695 R 0.609 F 0.781][G loss: 2.168 acc: 0.031] 0:05:12.476280
4836 [D loss: 0.727 R 0.940 F 0.514][D acc: 0.680 R 0.516 F 0.844][G loss: 1.366 acc: 0.047] 0:05:12.551874
4837 [D loss: 0.467 R 0.431 F 0.503][D acc: 0.805 R 0.781 F 0.828][G loss: 1.481 acc: 0.094] 0:05:12.624446
4838 [D loss: 0.468 R 0.351 F 0.586][D acc: 0.789 R 0.828 F 0.750][G loss: 1.524 acc: 0.047] 0:05:12.722058
4839 [D loss: 0.539 R 0.485 F 0.594][D acc: 0.727 R 0.719 F 0.734][G loss: 1.489 acc: 0.078] 0:05:12.799429
4840 [D loss: 0.543 R 0.536 F 0.549][D acc: 0.734 R 0.672 F 0.797][G loss: 1.587 acc: 0.016] 0:05:12.872993
4841 [D loss: 0.540 R 0.615 F 0.466][D acc: 0.742 R 0.641 F 0.844][G loss: 1.476 acc: 0.141] 0:05:12.953496
4842 [D loss: 0.500 R 0.511 F 0.489][D acc: 0.781 R 0.703 F 0.859][G loss: 1.446 acc: 0.109] 0:05:13.028826
4843 [D loss: 0.489 R 0.466 F 0.512][D acc: 0.781 R 0.703 F 0.859][G loss: 1.530 acc: 0.078] 0:05:13.102487
4844 [D loss: 0.482 R 0.509 F 0.455][D acc: 0.789 R 0.734 F 0.844][G loss: 1.532 acc: 0.125] 0:05:13.195120
4845 [D loss: 0.539 R 0.570 F 0.508][D acc: 0.734 R 0.625 F 0.844][G loss: 1.560 acc: 0.047] 0:05:13.289906
4846 [D loss: 0.521 R 0.479 F 0.563][D acc: 0.742 R 0.719 F 0.766][G loss: 1.662 acc: 0.031] 0:05:13.366680
4847 [D loss: 0.510 R 0.553 F 0.467][D acc: 0.781 R 0.672 F 0.891][G loss: 1.668 acc: 0.062] 0:05:13.448867
4848 [D loss: 0.452 R 0.387 F 0.517][D acc: 0.805 R 0.781 F 0.828][G loss: 1.822 acc: 0.078] 0:05:13.524480
4849 [D loss: 0.532 R 0.578 F 0.485][D acc: 0.727 R 0.641 F 0.812][G loss: 1.814 acc: 0.031] 0:05:13.597953
4850 [D loss: 0.679 R 0.867 F 0.490][D acc: 0.641 R 0.453 F 0.828][G loss: 1.380 acc: 0.031] 0:05:13.678103
4851 [D loss: 0.506 R 0.569 F 0.442][D acc: 0.734 R 0.641 F 0.828][G loss: 1.510 acc: 0.062] 0:05:13.759795
4852 [D loss: 0.470 R 0.481 F 0.459][D acc: 0.797 R 0.750 F 0.844][G loss: 1.352 acc: 0.141] 0:05:13.846317
4853 [D loss: 0.554 R 0.637 F 0.472][D acc: 0.727 R 0.656 F 0.797][G loss: 1.537 acc: 0.125] 0:05:13.926327
4854 [D loss: 0.444 R 0.459 F 0.429][D acc: 0.758 R 0.703 F 0.812][G loss: 1.354 acc: 0.109] 0:05:13.998722
4855 [D loss: 0.425 R 0.411 F 0.439][D acc: 0.781 R 0.766 F 0.797][G loss: 1.323 acc: 0.188] 0:05:14.069842
4856 [D loss: 0.545 R 0.500 F 0.591][D acc: 0.711 R 0.688 F 0.734][G loss: 1.629 acc: 0.062] 0:05:14.150979
4857 [D loss: 0.518 R 0.651 F 0.385][D acc: 0.789 R 0.688 F 0.891][G loss: 1.586 acc: 0.047] 0:05:14.229634
4858 [D loss: 0.442 R 0.477 F 0.407][D acc: 0.789 R 0.703 F 0.875][G loss: 1.506 acc: 0.078] 0:05:14.319628
4859 [D loss: 0.422 R 0.408 F 0.437][D acc: 0.789 R 0.734 F 0.844][G loss: 1.534 acc: 0.062] 0:05:14.414528
4860 [D loss: 0.569 R 0.369 F 0.769][D acc: 0.773 R 0.781 F 0.766][G loss: 1.634 acc: 0.016] 0:05:14.510425
4861 [D loss: 0.532 R 0.611 F 0.454][D acc: 0.703 R 0.609 F 0.797][G loss: 1.443 acc: 0.094] 0:05:14.586986
4862 [D loss: 0.495 R 0.563 F 0.427][D acc: 0.766 R 0.672 F 0.859][G loss: 1.463 acc: 0.094] 0:05:14.668892
4863 [D loss: 0.474 R 0.539 F 0.409][D acc: 0.820 R 0.719 F 0.922][G loss: 1.507 acc: 0.109] 0:05:14.750750
4864 [D loss: 0.601 R 0.357 F 0.845][D acc: 0.734 R 0.781 F 0.688][G loss: 1.499 acc: 0.078] 0:05:14.831251
4865 [D loss: 0.512 R 0.635 F 0.390][D acc: 0.719 R 0.562 F 0.875][G loss: 1.522 acc: 0.078] 0:05:14.913710
4866 [D loss: 0.523 R 0.501 F 0.545][D acc: 0.719 R 0.672 F 0.766][G loss: 1.553 acc: 0.078] 0:05:14.985007
4867 [D loss: 0.496 R 0.471 F 0.521][D acc: 0.742 R 0.734 F 0.750][G loss: 1.528 acc: 0.125] 0:05:15.055335
4868 [D loss: 0.589 R 0.670 F 0.507][D acc: 0.641 R 0.547 F 0.734][G loss: 1.515 acc: 0.078] 0:05:15.127540
4869 [D loss: 0.425 R 0.410 F 0.439][D acc: 0.820 R 0.797 F 0.844][G loss: 1.652 acc: 0.109] 0:05:15.199554
4870 [D loss: 0.489 R 0.472 F 0.505][D acc: 0.766 R 0.703 F 0.828][G loss: 1.569 acc: 0.094] 0:05:15.277932
4871 [D loss: 0.421 R 0.361 F 0.482][D acc: 0.852 R 0.844 F 0.859][G loss: 1.475 acc: 0.094] 0:05:15.363617
4872 [D loss: 0.496 R 0.441 F 0.552][D acc: 0.734 R 0.688 F 0.781][G loss: 1.861 acc: 0.031] 0:05:15.454205
4873 [D loss: 0.505 R 0.572 F 0.439][D acc: 0.758 R 0.688 F 0.828][G loss: 1.679 acc: 0.031] 0:05:15.525482
4874 [D loss: 0.486 R 0.522 F 0.450][D acc: 0.766 R 0.688 F 0.844][G loss: 1.570 acc: 0.109] 0:05:15.606189
4875 [D loss: 0.505 R 0.616 F 0.394][D acc: 0.781 R 0.672 F 0.891][G loss: 1.461 acc: 0.031] 0:05:15.679132
4876 [D loss: 0.674 R 0.556 F 0.791][D acc: 0.672 R 0.609 F 0.734][G loss: 1.555 acc: 0.047] 0:05:15.754629
4877 [D loss: 0.643 R 0.788 F 0.499][D acc: 0.641 R 0.484 F 0.797][G loss: 1.301 acc: 0.109] 0:05:15.835470
4878 [D loss: 0.645 R 0.608 F 0.682][D acc: 0.648 R 0.609 F 0.688][G loss: 1.480 acc: 0.047] 0:05:15.917570
4879 [D loss: 0.502 R 0.614 F 0.390][D acc: 0.742 R 0.578 F 0.906][G loss: 1.489 acc: 0.047] 0:05:15.989714
4880 [D loss: 0.495 R 0.432 F 0.559][D acc: 0.820 R 0.781 F 0.859][G loss: 1.406 acc: 0.094] 0:05:16.066460
4881 [D loss: 0.425 R 0.441 F 0.410][D acc: 0.828 R 0.781 F 0.875][G loss: 1.421 acc: 0.031] 0:05:16.139275
4882 [D loss: 0.474 R 0.450 F 0.498][D acc: 0.781 R 0.734 F 0.828][G loss: 1.539 acc: 0.156] 0:05:16.214824
4883 [D loss: 0.471 R 0.466 F 0.475][D acc: 0.828 R 0.781 F 0.875][G loss: 1.560 acc: 0.109] 0:05:16.291453
4884 [D loss: 0.442 R 0.341 F 0.543][D acc: 0.797 R 0.844 F 0.750][G loss: 1.552 acc: 0.078] 0:05:16.363908
4885 [D loss: 0.535 R 0.547 F 0.522][D acc: 0.719 R 0.719 F 0.719][G loss: 1.629 acc: 0.062] 0:05:16.435216
4886 [D loss: 0.490 R 0.521 F 0.459][D acc: 0.766 R 0.734 F 0.797][G loss: 1.567 acc: 0.125] 0:05:16.516765
4887 [D loss: 0.498 R 0.519 F 0.476][D acc: 0.758 R 0.656 F 0.859][G loss: 1.452 acc: 0.078] 0:05:16.596571
4888 [D loss: 0.443 R 0.458 F 0.428][D acc: 0.828 R 0.781 F 0.875][G loss: 1.353 acc: 0.109] 0:05:16.669638
4889 [D loss: 0.389 R 0.313 F 0.466][D acc: 0.836 R 0.859 F 0.812][G loss: 1.642 acc: 0.078] 0:05:16.750798
4890 [D loss: 0.512 R 0.559 F 0.466][D acc: 0.773 R 0.719 F 0.828][G loss: 1.656 acc: 0.141] 0:05:16.835857
4891 [D loss: 0.467 R 0.526 F 0.408][D acc: 0.773 R 0.672 F 0.875][G loss: 1.702 acc: 0.031] 0:05:16.910103
4892 [D loss: 0.545 R 0.551 F 0.539][D acc: 0.734 R 0.688 F 0.781][G loss: 1.646 acc: 0.094] 0:05:16.994877
4893 [D loss: 0.467 R 0.509 F 0.425][D acc: 0.781 R 0.703 F 0.859][G loss: 1.705 acc: 0.078] 0:05:17.068544
4894 [D loss: 0.467 R 0.477 F 0.457][D acc: 0.773 R 0.734 F 0.812][G loss: 1.583 acc: 0.094] 0:05:17.156158
4895 [D loss: 0.504 R 0.467 F 0.541][D acc: 0.789 R 0.750 F 0.828][G loss: 1.665 acc: 0.047] 0:05:17.233958
4896 [D loss: 0.377 R 0.445 F 0.310][D acc: 0.820 R 0.734 F 0.906][G loss: 1.729 acc: 0.078] 0:05:17.314821
4897 [D loss: 0.553 R 0.504 F 0.602][D acc: 0.727 R 0.688 F 0.766][G loss: 1.696 acc: 0.031] 0:05:17.387934
4898 [D loss: 0.491 R 0.602 F 0.380][D acc: 0.773 R 0.656 F 0.891][G loss: 1.747 acc: 0.078] 0:05:17.465823
4899 [D loss: 0.511 R 0.564 F 0.459][D acc: 0.734 R 0.688 F 0.781][G loss: 1.583 acc: 0.172] 0:05:17.545773
4900 [D loss: 0.582 R 0.601 F 0.564][D acc: 0.727 R 0.672 F 0.781][G loss: 1.497 acc: 0.125] 0:05:17.619100
4901 [D loss: 0.431 R 0.499 F 0.363][D acc: 0.797 R 0.719 F 0.875][G loss: 1.701 acc: 0.125] 0:05:17.700691
4902 [D loss: 0.556 R 0.550 F 0.562][D acc: 0.742 R 0.672 F 0.812][G loss: 1.829 acc: 0.047] 0:05:17.775525
4903 [D loss: 0.573 R 0.680 F 0.465][D acc: 0.719 R 0.594 F 0.844][G loss: 1.391 acc: 0.125] 0:05:17.870394
4904 [D loss: 0.528 R 0.502 F 0.554][D acc: 0.742 R 0.719 F 0.766][G loss: 1.569 acc: 0.062] 0:05:17.955986
4905 [D loss: 0.599 R 0.669 F 0.529][D acc: 0.664 R 0.547 F 0.781][G loss: 1.441 acc: 0.125] 0:05:18.033231
4906 [D loss: 0.586 R 0.558 F 0.614][D acc: 0.680 R 0.625 F 0.734][G loss: 1.530 acc: 0.109] 0:05:18.107957
4907 [D loss: 0.526 R 0.624 F 0.429][D acc: 0.781 R 0.688 F 0.875][G loss: 1.486 acc: 0.172] 0:05:18.186637
4908 [D loss: 0.557 R 0.639 F 0.474][D acc: 0.727 R 0.625 F 0.828][G loss: 1.610 acc: 0.078] 0:05:18.258169
4909 [D loss: 0.570 R 0.497 F 0.643][D acc: 0.680 R 0.656 F 0.703][G loss: 1.548 acc: 0.141] 0:05:18.331745
4910 [D loss: 0.498 R 0.568 F 0.427][D acc: 0.734 R 0.641 F 0.828][G loss: 1.350 acc: 0.141] 0:05:18.413556
4911 [D loss: 0.524 R 0.489 F 0.559][D acc: 0.703 R 0.703 F 0.703][G loss: 1.438 acc: 0.094] 0:05:18.488951
4912 [D loss: 0.524 R 0.468 F 0.579][D acc: 0.742 R 0.688 F 0.797][G loss: 1.652 acc: 0.031] 0:05:18.561432
4913 [D loss: 0.547 R 0.581 F 0.512][D acc: 0.711 R 0.625 F 0.797][G loss: 1.546 acc: 0.062] 0:05:18.650051
4914 [D loss: 0.547 R 0.489 F 0.606][D acc: 0.781 R 0.750 F 0.812][G loss: 1.494 acc: 0.062] 0:05:18.727048
4915 [D loss: 0.463 R 0.487 F 0.440][D acc: 0.758 R 0.672 F 0.844][G loss: 1.659 acc: 0.062] 0:05:18.804676
4916 [D loss: 0.448 R 0.530 F 0.366][D acc: 0.797 R 0.719 F 0.875][G loss: 1.364 acc: 0.125] 0:05:18.884779
4917 [D loss: 0.505 R 0.522 F 0.489][D acc: 0.805 R 0.719 F 0.891][G loss: 1.506 acc: 0.156] 0:05:18.966057
4918 [D loss: 0.505 R 0.382 F 0.628][D acc: 0.750 R 0.781 F 0.719][G loss: 1.433 acc: 0.125] 0:05:19.044830
4919 [D loss: 0.499 R 0.567 F 0.431][D acc: 0.766 R 0.688 F 0.844][G loss: 1.529 acc: 0.109] 0:05:19.124592
4920 [D loss: 0.483 R 0.371 F 0.596][D acc: 0.750 R 0.781 F 0.719][G loss: 1.736 acc: 0.047] 0:05:19.199663
4921 [D loss: 0.534 R 0.648 F 0.420][D acc: 0.688 R 0.562 F 0.812][G loss: 1.569 acc: 0.016] 0:05:19.270737
4922 [D loss: 0.488 R 0.500 F 0.477][D acc: 0.766 R 0.703 F 0.828][G loss: 1.718 acc: 0.125] 0:05:19.356001
4923 [D loss: 0.410 R 0.432 F 0.388][D acc: 0.836 R 0.797 F 0.875][G loss: 1.627 acc: 0.047] 0:05:19.430095
4924 [D loss: 0.527 R 0.573 F 0.480][D acc: 0.758 R 0.703 F 0.812][G loss: 1.571 acc: 0.078] 0:05:19.506376
4925 [D loss: 0.466 R 0.473 F 0.459][D acc: 0.773 R 0.734 F 0.812][G loss: 1.569 acc: 0.062] 0:05:19.586195
4926 [D loss: 0.537 R 0.581 F 0.493][D acc: 0.734 R 0.656 F 0.812][G loss: 1.510 acc: 0.156] 0:05:19.659894
4927 [D loss: 0.589 R 0.573 F 0.605][D acc: 0.773 R 0.734 F 0.812][G loss: 1.597 acc: 0.031] 0:05:19.739703
4928 [D loss: 0.535 R 0.694 F 0.376][D acc: 0.742 R 0.578 F 0.906][G loss: 1.575 acc: 0.141] 0:05:19.829987
4929 [D loss: 0.472 R 0.361 F 0.583][D acc: 0.773 R 0.766 F 0.781][G loss: 1.571 acc: 0.094] 0:05:19.903574
4930 [D loss: 0.495 R 0.536 F 0.455][D acc: 0.781 R 0.672 F 0.891][G loss: 1.694 acc: 0.094] 0:05:19.988335
4931 [D loss: 0.475 R 0.523 F 0.428][D acc: 0.789 R 0.719 F 0.859][G loss: 1.527 acc: 0.094] 0:05:20.069556
4932 [D loss: 0.421 R 0.463 F 0.379][D acc: 0.828 R 0.781 F 0.875][G loss: 1.614 acc: 0.109] 0:05:20.143301
4933 [D loss: 0.536 R 0.535 F 0.537][D acc: 0.680 R 0.641 F 0.719][G loss: 1.623 acc: 0.047] 0:05:20.219530
4934 [D loss: 0.537 R 0.485 F 0.588][D acc: 0.758 R 0.766 F 0.750][G loss: 1.632 acc: 0.047] 0:05:20.300577
4935 [D loss: 0.472 R 0.516 F 0.428][D acc: 0.758 R 0.703 F 0.812][G loss: 1.479 acc: 0.125] 0:05:20.372320
4936 [D loss: 0.438 R 0.456 F 0.420][D acc: 0.781 R 0.750 F 0.812][G loss: 1.571 acc: 0.062] 0:05:20.446712
4937 [D loss: 0.595 R 0.582 F 0.608][D acc: 0.711 R 0.656 F 0.766][G loss: 1.640 acc: 0.062] 0:05:20.536344
4938 [D loss: 0.502 R 0.532 F 0.472][D acc: 0.719 R 0.656 F 0.781][G loss: 1.737 acc: 0.094] 0:05:20.610240
4939 [D loss: 0.402 R 0.409 F 0.395][D acc: 0.812 R 0.766 F 0.859][G loss: 1.720 acc: 0.094] 0:05:20.691136
4940 [D loss: 0.502 R 0.464 F 0.540][D acc: 0.758 R 0.734 F 0.781][G loss: 1.588 acc: 0.062] 0:05:20.774570
4941 [D loss: 0.527 R 0.572 F 0.481][D acc: 0.742 R 0.656 F 0.828][G loss: 1.499 acc: 0.062] 0:05:20.853707
4942 [D loss: 0.536 R 0.530 F 0.541][D acc: 0.719 R 0.688 F 0.750][G loss: 1.753 acc: 0.094] 0:05:20.924595
4943 [D loss: 0.493 R 0.548 F 0.437][D acc: 0.742 R 0.641 F 0.844][G loss: 1.536 acc: 0.094] 0:05:21.009614
4944 [D loss: 0.469 R 0.543 F 0.394][D acc: 0.789 R 0.703 F 0.875][G loss: 1.597 acc: 0.125] 0:05:21.084172
4945 [D loss: 0.425 R 0.434 F 0.416][D acc: 0.805 R 0.734 F 0.875][G loss: 1.379 acc: 0.062] 0:05:21.156997
4946 [D loss: 0.441 R 0.378 F 0.505][D acc: 0.828 R 0.781 F 0.875][G loss: 1.559 acc: 0.109] 0:05:21.236056
4947 [D loss: 0.483 R 0.485 F 0.482][D acc: 0.812 R 0.734 F 0.891][G loss: 1.507 acc: 0.078] 0:05:21.310803
4948 [D loss: 0.492 R 0.423 F 0.560][D acc: 0.742 R 0.766 F 0.719][G loss: 1.740 acc: 0.062] 0:05:21.391145
4949 [D loss: 0.509 R 0.557 F 0.462][D acc: 0.734 R 0.656 F 0.812][G loss: 1.660 acc: 0.062] 0:05:21.475917
4950 [D loss: 0.515 R 0.634 F 0.396][D acc: 0.758 R 0.609 F 0.906][G loss: 1.521 acc: 0.125] 0:05:21.554341
4951 [D loss: 0.519 R 0.504 F 0.533][D acc: 0.734 R 0.719 F 0.750][G loss: 1.492 acc: 0.109] 0:05:21.633226
4952 [D loss: 0.417 R 0.463 F 0.372][D acc: 0.797 R 0.719 F 0.875][G loss: 1.631 acc: 0.109] 0:05:21.741981
4953 [D loss: 0.507 R 0.577 F 0.436][D acc: 0.758 R 0.625 F 0.891][G loss: 1.495 acc: 0.125] 0:05:21.826646
4954 [D loss: 0.599 R 0.417 F 0.781][D acc: 0.711 R 0.750 F 0.672][G loss: 1.625 acc: 0.047] 0:05:21.906285
4955 [D loss: 0.422 R 0.407 F 0.437][D acc: 0.766 R 0.719 F 0.812][G loss: 1.679 acc: 0.047] 0:05:21.997318
4956 [D loss: 0.427 R 0.462 F 0.392][D acc: 0.797 R 0.688 F 0.906][G loss: 1.673 acc: 0.078] 0:05:22.077359
4957 [D loss: 0.436 R 0.447 F 0.425][D acc: 0.797 R 0.734 F 0.859][G loss: 1.622 acc: 0.109] 0:05:22.150212
4958 [D loss: 0.569 R 0.660 F 0.479][D acc: 0.688 R 0.578 F 0.797][G loss: 1.519 acc: 0.078] 0:05:22.234667
4959 [D loss: 0.422 R 0.424 F 0.421][D acc: 0.797 R 0.750 F 0.844][G loss: 1.796 acc: 0.094] 0:05:22.308011
4960 [D loss: 0.464 R 0.489 F 0.438][D acc: 0.789 R 0.734 F 0.844][G loss: 1.723 acc: 0.031] 0:05:22.380800
4961 [D loss: 0.453 R 0.475 F 0.430][D acc: 0.773 R 0.688 F 0.859][G loss: 1.467 acc: 0.094] 0:05:22.459992
4962 [D loss: 0.513 R 0.494 F 0.531][D acc: 0.719 R 0.641 F 0.797][G loss: 1.762 acc: 0.078] 0:05:22.534898
4963 [D loss: 0.372 R 0.356 F 0.388][D acc: 0.828 R 0.781 F 0.875][G loss: 1.700 acc: 0.078] 0:05:22.607027
4964 [D loss: 0.482 R 0.529 F 0.434][D acc: 0.750 R 0.672 F 0.828][G loss: 1.588 acc: 0.109] 0:05:22.686410
4965 [D loss: 0.488 R 0.458 F 0.518][D acc: 0.797 R 0.750 F 0.844][G loss: 1.904 acc: 0.062] 0:05:22.769727
4966 [D loss: 0.517 R 0.471 F 0.563][D acc: 0.773 R 0.703 F 0.844][G loss: 1.823 acc: 0.047] 0:05:22.848267
4967 [D loss: 0.601 R 0.799 F 0.402][D acc: 0.695 R 0.547 F 0.844][G loss: 1.640 acc: 0.109] 0:05:22.932008
4968 [D loss: 0.571 R 0.541 F 0.602][D acc: 0.688 R 0.656 F 0.719][G loss: 1.450 acc: 0.172] 0:05:23.022593
4969 [D loss: 0.417 R 0.483 F 0.351][D acc: 0.828 R 0.750 F 0.906][G loss: 1.646 acc: 0.062] 0:05:23.097381
4970 [D loss: 0.683 R 0.550 F 0.816][D acc: 0.641 R 0.609 F 0.672][G loss: 1.558 acc: 0.141] 0:05:23.185636
4971 [D loss: 0.452 R 0.533 F 0.371][D acc: 0.797 R 0.672 F 0.922][G loss: 1.698 acc: 0.109] 0:05:23.257113
4972 [D loss: 0.578 R 0.609 F 0.547][D acc: 0.680 R 0.625 F 0.734][G loss: 1.508 acc: 0.062] 0:05:23.332122
4973 [D loss: 0.488 R 0.530 F 0.446][D acc: 0.742 R 0.734 F 0.750][G loss: 1.645 acc: 0.062] 0:05:23.410478
4974 [D loss: 0.503 R 0.500 F 0.505][D acc: 0.766 R 0.750 F 0.781][G loss: 1.549 acc: 0.094] 0:05:23.490477
4975 [D loss: 0.550 R 0.597 F 0.503][D acc: 0.727 R 0.641 F 0.812][G loss: 1.554 acc: 0.062] 0:05:23.584543
4976 [D loss: 0.421 R 0.401 F 0.442][D acc: 0.812 R 0.781 F 0.844][G loss: 1.690 acc: 0.062] 0:05:23.660800
4977 [D loss: 0.533 R 0.477 F 0.590][D acc: 0.812 R 0.766 F 0.859][G loss: 1.661 acc: 0.047] 0:05:23.741367
4978 [D loss: 0.467 R 0.486 F 0.449][D acc: 0.781 R 0.734 F 0.828][G loss: 1.605 acc: 0.078] 0:05:23.813532
4979 [D loss: 0.518 R 0.612 F 0.425][D acc: 0.742 R 0.609 F 0.875][G loss: 1.447 acc: 0.094] 0:05:23.896121
4980 [D loss: 0.536 R 0.486 F 0.586][D acc: 0.766 R 0.734 F 0.797][G loss: 1.541 acc: 0.109] 0:05:23.974562
4981 [D loss: 0.529 R 0.471 F 0.586][D acc: 0.734 R 0.750 F 0.719][G loss: 1.635 acc: 0.062] 0:05:24.045421
4982 [D loss: 0.548 R 0.559 F 0.538][D acc: 0.734 R 0.656 F 0.812][G loss: 1.455 acc: 0.141] 0:05:24.133296
4983 [D loss: 0.502 R 0.607 F 0.397][D acc: 0.773 R 0.625 F 0.922][G loss: 1.535 acc: 0.109] 0:05:24.207740
4984 [D loss: 0.491 R 0.462 F 0.520][D acc: 0.773 R 0.734 F 0.812][G loss: 1.593 acc: 0.047] 0:05:24.283532
4985 [D loss: 0.516 R 0.541 F 0.491][D acc: 0.766 R 0.688 F 0.844][G loss: 1.372 acc: 0.156] 0:05:24.365586
4986 [D loss: 0.542 R 0.563 F 0.520][D acc: 0.758 R 0.672 F 0.844][G loss: 1.626 acc: 0.047] 0:05:24.438462
4987 [D loss: 0.584 R 0.619 F 0.549][D acc: 0.727 R 0.656 F 0.797][G loss: 1.496 acc: 0.109] 0:05:24.513708
4988 [D loss: 0.562 R 0.502 F 0.622][D acc: 0.766 R 0.688 F 0.844][G loss: 1.438 acc: 0.031] 0:05:24.597742
4989 [D loss: 0.522 R 0.558 F 0.486][D acc: 0.742 R 0.672 F 0.812][G loss: 1.755 acc: 0.047] 0:05:24.681804
4990 [D loss: 0.570 R 0.501 F 0.639][D acc: 0.719 R 0.703 F 0.734][G loss: 1.559 acc: 0.062] 0:05:24.765100
4991 [D loss: 0.589 R 0.702 F 0.476][D acc: 0.680 R 0.516 F 0.844][G loss: 1.465 acc: 0.094] 0:05:24.866700
4992 [D loss: 0.475 R 0.502 F 0.448][D acc: 0.797 R 0.734 F 0.859][G loss: 1.483 acc: 0.078] 0:05:24.948574
4993 [D loss: 0.516 R 0.569 F 0.464][D acc: 0.734 R 0.656 F 0.812][G loss: 1.557 acc: 0.047] 0:05:25.022468
4994 [D loss: 0.516 R 0.543 F 0.490][D acc: 0.758 R 0.719 F 0.797][G loss: 1.408 acc: 0.109] 0:05:25.113020
4995 [D loss: 0.413 R 0.466 F 0.360][D acc: 0.766 R 0.641 F 0.891][G loss: 1.414 acc: 0.203] 0:05:25.189000
4996 [D loss: 0.383 R 0.301 F 0.464][D acc: 0.844 R 0.859 F 0.828][G loss: 1.653 acc: 0.047] 0:05:25.267892
4997 [D loss: 0.650 R 0.641 F 0.659][D acc: 0.688 R 0.547 F 0.828][G loss: 1.537 acc: 0.062] 0:05:25.350282
4998 [D loss: 0.460 R 0.522 F 0.398][D acc: 0.812 R 0.703 F 0.922][G loss: 1.598 acc: 0.078] 0:05:25.429921
4999 [D loss: 0.519 R 0.444 F 0.594][D acc: 0.750 R 0.734 F 0.766][G loss: 1.566 acc: 0.031] 0:05:25.504291
5000 [D loss: 0.452 R 0.420 F 0.484][D acc: 0.766 R 0.734 F 0.797][G loss: 1.619 acc: 0.078] 0:05:25.592333
5001 [D loss: 0.512 R 0.565 F 0.460][D acc: 0.781 R 0.734 F 0.828][G loss: 1.652 acc: 0.047] 0:05:25.667799
5002 [D loss: 0.583 R 0.722 F 0.444][D acc: 0.711 R 0.562 F 0.859][G loss: 1.454 acc: 0.188] 0:05:25.744829
5003 [D loss: 0.498 R 0.549 F 0.447][D acc: 0.766 R 0.672 F 0.859][G loss: 1.813 acc: 0.031] 0:05:25.824688
5004 [D loss: 0.629 R 0.787 F 0.471][D acc: 0.703 R 0.531 F 0.875][G loss: 1.410 acc: 0.031] 0:05:25.904915
5005 [D loss: 0.529 R 0.593 F 0.465][D acc: 0.750 R 0.672 F 0.828][G loss: 1.313 acc: 0.156] 0:05:25.977116
5006 [D loss: 0.543 R 0.484 F 0.602][D acc: 0.719 R 0.656 F 0.781][G loss: 1.550 acc: 0.047] 0:05:26.055774
5007 [D loss: 0.507 R 0.517 F 0.496][D acc: 0.750 R 0.703 F 0.797][G loss: 1.432 acc: 0.078] 0:05:26.128965
5008 [D loss: 0.583 R 0.695 F 0.472][D acc: 0.695 R 0.625 F 0.766][G loss: 1.458 acc: 0.125] 0:05:26.219863
5009 [D loss: 0.474 R 0.532 F 0.416][D acc: 0.781 R 0.672 F 0.891][G loss: 1.686 acc: 0.047] 0:05:26.311552
5010 [D loss: 0.524 R 0.578 F 0.471][D acc: 0.719 R 0.656 F 0.781][G loss: 1.414 acc: 0.062] 0:05:26.389100
5011 [D loss: 0.472 R 0.437 F 0.507][D acc: 0.773 R 0.750 F 0.797][G loss: 1.471 acc: 0.141] 0:05:26.477327
5012 [D loss: 0.495 R 0.476 F 0.513][D acc: 0.766 R 0.719 F 0.812][G loss: 1.616 acc: 0.047] 0:05:26.558987
5013 [D loss: 0.563 R 0.591 F 0.534][D acc: 0.719 R 0.625 F 0.812][G loss: 1.456 acc: 0.016] 0:05:26.633547
5014 [D loss: 0.609 R 0.574 F 0.644][D acc: 0.688 R 0.625 F 0.750][G loss: 1.544 acc: 0.062] 0:05:26.725353
5015 [D loss: 0.503 R 0.591 F 0.415][D acc: 0.727 R 0.578 F 0.875][G loss: 1.558 acc: 0.016] 0:05:26.813332
5016 [D loss: 0.543 R 0.598 F 0.489][D acc: 0.703 R 0.594 F 0.812][G loss: 1.360 acc: 0.047] 0:05:26.893050
5017 [D loss: 0.471 R 0.519 F 0.424][D acc: 0.797 R 0.688 F 0.906][G loss: 1.454 acc: 0.109] 0:05:26.984077
5018 [D loss: 0.558 R 0.468 F 0.649][D acc: 0.695 R 0.719 F 0.672][G loss: 1.436 acc: 0.094] 0:05:27.077279
5019 [D loss: 0.548 R 0.627 F 0.469][D acc: 0.727 R 0.578 F 0.875][G loss: 1.436 acc: 0.156] 0:05:27.151002
5020 [D loss: 0.547 R 0.488 F 0.606][D acc: 0.758 R 0.672 F 0.844][G loss: 1.471 acc: 0.078] 0:05:27.226996
5021 [D loss: 0.436 R 0.448 F 0.425][D acc: 0.789 R 0.750 F 0.828][G loss: 1.548 acc: 0.109] 0:05:27.309200
5022 [D loss: 0.641 R 0.614 F 0.668][D acc: 0.711 R 0.641 F 0.781][G loss: 1.427 acc: 0.094] 0:05:27.388939
5023 [D loss: 0.551 R 0.609 F 0.494][D acc: 0.742 R 0.578 F 0.906][G loss: 1.494 acc: 0.125] 0:05:27.471183
5024 [D loss: 0.488 R 0.512 F 0.465][D acc: 0.766 R 0.719 F 0.812][G loss: 1.433 acc: 0.078] 0:05:27.569493
5025 [D loss: 0.593 R 0.635 F 0.550][D acc: 0.688 R 0.609 F 0.766][G loss: 1.302 acc: 0.109] 0:05:27.654056
5026 [D loss: 0.540 R 0.573 F 0.507][D acc: 0.719 R 0.625 F 0.812][G loss: 1.559 acc: 0.062] 0:05:27.750202
5027 [D loss: 0.484 R 0.430 F 0.537][D acc: 0.789 R 0.812 F 0.766][G loss: 1.550 acc: 0.094] 0:05:27.845543
5028 [D loss: 0.451 R 0.448 F 0.453][D acc: 0.828 R 0.766 F 0.891][G loss: 1.620 acc: 0.094] 0:05:27.935582
5029 [D loss: 0.497 R 0.476 F 0.518][D acc: 0.734 R 0.703 F 0.766][G loss: 1.642 acc: 0.078] 0:05:28.020624
5030 [D loss: 0.523 R 0.583 F 0.462][D acc: 0.766 R 0.641 F 0.891][G loss: 1.515 acc: 0.062] 0:05:28.108343
5031 [D loss: 0.521 R 0.491 F 0.551][D acc: 0.797 R 0.734 F 0.859][G loss: 1.724 acc: 0.062] 0:05:28.188282
5032 [D loss: 0.654 R 0.727 F 0.580][D acc: 0.664 R 0.562 F 0.766][G loss: 1.526 acc: 0.000] 0:05:28.276715
5033 [D loss: 0.427 R 0.477 F 0.377][D acc: 0.758 R 0.672 F 0.844][G loss: 1.507 acc: 0.125] 0:05:28.376439
5034 [D loss: 0.619 R 0.526 F 0.713][D acc: 0.703 R 0.672 F 0.734][G loss: 1.515 acc: 0.078] 0:05:28.465090
5035 [D loss: 0.482 R 0.566 F 0.397][D acc: 0.773 R 0.656 F 0.891][G loss: 1.427 acc: 0.094] 0:05:28.549392
5036 [D loss: 0.509 R 0.433 F 0.585][D acc: 0.750 R 0.703 F 0.797][G loss: 1.653 acc: 0.016] 0:05:28.635664
5037 [D loss: 0.539 R 0.669 F 0.410][D acc: 0.719 R 0.562 F 0.875][G loss: 1.714 acc: 0.062] 0:05:28.723559
5038 [D loss: 0.640 R 0.697 F 0.582][D acc: 0.664 R 0.578 F 0.750][G loss: 1.319 acc: 0.109] 0:05:28.815389
5039 [D loss: 0.529 R 0.537 F 0.521][D acc: 0.734 R 0.656 F 0.812][G loss: 1.423 acc: 0.047] 0:05:28.901433
5040 [D loss: 0.535 R 0.534 F 0.536][D acc: 0.742 R 0.688 F 0.797][G loss: 1.472 acc: 0.094] 0:05:28.979675
5041 [D loss: 0.480 R 0.468 F 0.492][D acc: 0.750 R 0.688 F 0.812][G loss: 1.518 acc: 0.047] 0:05:29.050915
5042 [D loss: 0.511 R 0.541 F 0.482][D acc: 0.773 R 0.703 F 0.844][G loss: 1.459 acc: 0.047] 0:05:29.128443
5043 [D loss: 0.492 R 0.444 F 0.540][D acc: 0.805 R 0.781 F 0.828][G loss: 1.433 acc: 0.125] 0:05:29.206670
5044 [D loss: 0.547 R 0.553 F 0.541][D acc: 0.703 R 0.641 F 0.766][G loss: 1.468 acc: 0.031] 0:05:29.277422
5045 [D loss: 0.474 R 0.462 F 0.486][D acc: 0.766 R 0.703 F 0.828][G loss: 1.503 acc: 0.094] 0:05:29.378708
5046 [D loss: 0.490 R 0.464 F 0.516][D acc: 0.758 R 0.734 F 0.781][G loss: 1.383 acc: 0.125] 0:05:29.453240
5047 [D loss: 0.488 R 0.539 F 0.437][D acc: 0.758 R 0.656 F 0.859][G loss: 1.540 acc: 0.062] 0:05:29.525842
5048 [D loss: 0.530 R 0.497 F 0.562][D acc: 0.711 R 0.672 F 0.750][G loss: 1.377 acc: 0.078] 0:05:29.601991
5049 [D loss: 0.545 R 0.581 F 0.510][D acc: 0.750 R 0.656 F 0.844][G loss: 1.465 acc: 0.078] 0:05:29.677206
5050 [D loss: 0.500 R 0.463 F 0.537][D acc: 0.750 R 0.688 F 0.812][G loss: 1.506 acc: 0.047] 0:05:29.749875
5051 [D loss: 0.470 R 0.468 F 0.471][D acc: 0.758 R 0.703 F 0.812][G loss: 1.514 acc: 0.062] 0:05:29.828637
5052 [D loss: 0.512 R 0.540 F 0.484][D acc: 0.742 R 0.641 F 0.844][G loss: 1.734 acc: 0.031] 0:05:29.917266
5053 [D loss: 0.540 R 0.636 F 0.444][D acc: 0.734 R 0.609 F 0.859][G loss: 1.662 acc: 0.078] 0:05:29.994572
5054 [D loss: 0.541 R 0.624 F 0.458][D acc: 0.727 R 0.641 F 0.812][G loss: 1.400 acc: 0.094] 0:05:30.074946
5055 [D loss: 0.571 R 0.563 F 0.579][D acc: 0.711 R 0.688 F 0.734][G loss: 1.392 acc: 0.141] 0:05:30.153998
5056 [D loss: 0.466 R 0.466 F 0.466][D acc: 0.805 R 0.766 F 0.844][G loss: 1.715 acc: 0.094] 0:05:30.226816
5057 [D loss: 0.454 R 0.477 F 0.432][D acc: 0.766 R 0.656 F 0.875][G loss: 1.497 acc: 0.078] 0:05:30.307957
5058 [D loss: 0.511 R 0.518 F 0.505][D acc: 0.750 R 0.719 F 0.781][G loss: 1.610 acc: 0.109] 0:05:30.390125
5059 [D loss: 0.514 R 0.547 F 0.480][D acc: 0.789 R 0.656 F 0.922][G loss: 1.619 acc: 0.094] 0:05:30.466368
5060 [D loss: 0.542 R 0.578 F 0.506][D acc: 0.695 R 0.625 F 0.766][G loss: 1.513 acc: 0.078] 0:05:30.546666
5061 [D loss: 0.430 R 0.387 F 0.473][D acc: 0.828 R 0.766 F 0.891][G loss: 1.477 acc: 0.125] 0:05:30.626059
5062 [D loss: 0.511 R 0.527 F 0.494][D acc: 0.766 R 0.688 F 0.844][G loss: 1.585 acc: 0.094] 0:05:30.702299
5063 [D loss: 0.445 R 0.461 F 0.429][D acc: 0.812 R 0.766 F 0.859][G loss: 1.422 acc: 0.094] 0:05:30.780598
5064 [D loss: 0.620 R 0.526 F 0.714][D acc: 0.688 R 0.656 F 0.719][G loss: 1.577 acc: 0.047] 0:05:30.854089
5065 [D loss: 0.561 R 0.580 F 0.541][D acc: 0.711 R 0.656 F 0.766][G loss: 1.514 acc: 0.156] 0:05:30.931052
5066 [D loss: 0.484 R 0.565 F 0.402][D acc: 0.773 R 0.688 F 0.859][G loss: 1.439 acc: 0.125] 0:05:31.015006
5067 [D loss: 0.453 R 0.457 F 0.449][D acc: 0.750 R 0.719 F 0.781][G loss: 1.447 acc: 0.094] 0:05:31.090478
5068 [D loss: 0.531 R 0.573 F 0.488][D acc: 0.711 R 0.625 F 0.797][G loss: 1.434 acc: 0.156] 0:05:31.161839
5069 [D loss: 0.490 R 0.427 F 0.552][D acc: 0.766 R 0.750 F 0.781][G loss: 1.358 acc: 0.156] 0:05:31.247774
5070 [D loss: 0.607 R 0.504 F 0.709][D acc: 0.688 R 0.656 F 0.719][G loss: 1.828 acc: 0.000] 0:05:31.320743
5071 [D loss: 0.643 R 0.774 F 0.511][D acc: 0.688 R 0.562 F 0.812][G loss: 1.572 acc: 0.062] 0:05:31.396563
5072 [D loss: 0.513 R 0.631 F 0.394][D acc: 0.758 R 0.625 F 0.891][G loss: 1.469 acc: 0.125] 0:05:31.477823
5073 [D loss: 0.470 R 0.503 F 0.437][D acc: 0.836 R 0.734 F 0.938][G loss: 1.824 acc: 0.016] 0:05:31.550767
5074 [D loss: 0.604 R 0.734 F 0.473][D acc: 0.672 R 0.516 F 0.828][G loss: 1.488 acc: 0.188] 0:05:31.639750
5075 [D loss: 0.485 R 0.475 F 0.495][D acc: 0.781 R 0.719 F 0.844][G loss: 1.376 acc: 0.141] 0:05:31.728183
5076 [D loss: 0.538 R 0.584 F 0.492][D acc: 0.727 R 0.656 F 0.797][G loss: 1.516 acc: 0.016] 0:05:31.801664
5077 [D loss: 0.561 R 0.498 F 0.624][D acc: 0.727 R 0.703 F 0.750][G loss: 1.491 acc: 0.047] 0:05:31.877061
5078 [D loss: 0.516 R 0.463 F 0.568][D acc: 0.727 R 0.734 F 0.719][G loss: 1.303 acc: 0.172] 0:05:31.983938
5079 [D loss: 0.577 R 0.691 F 0.463][D acc: 0.695 R 0.547 F 0.844][G loss: 1.317 acc: 0.250] 0:05:32.056090
5080 [D loss: 0.479 R 0.423 F 0.536][D acc: 0.805 R 0.781 F 0.828][G loss: 1.506 acc: 0.094] 0:05:32.131721
5081 [D loss: 0.551 R 0.540 F 0.562][D acc: 0.750 R 0.688 F 0.812][G loss: 1.306 acc: 0.062] 0:05:32.219231
5082 [D loss: 0.510 R 0.599 F 0.421][D acc: 0.727 R 0.594 F 0.859][G loss: 1.544 acc: 0.094] 0:05:32.298294
5083 [D loss: 0.399 R 0.383 F 0.415][D acc: 0.812 R 0.766 F 0.859][G loss: 1.567 acc: 0.031] 0:05:32.389019
5084 [D loss: 0.511 R 0.516 F 0.505][D acc: 0.695 R 0.656 F 0.734][G loss: 1.445 acc: 0.109] 0:05:32.471937
5085 [D loss: 0.459 R 0.471 F 0.446][D acc: 0.734 R 0.672 F 0.797][G loss: 1.469 acc: 0.078] 0:05:32.545162
5086 [D loss: 0.475 R 0.474 F 0.476][D acc: 0.758 R 0.703 F 0.812][G loss: 1.467 acc: 0.062] 0:05:32.616908
5087 [D loss: 0.568 R 0.566 F 0.569][D acc: 0.695 R 0.672 F 0.719][G loss: 1.465 acc: 0.094] 0:05:32.702942
5088 [D loss: 0.454 R 0.427 F 0.481][D acc: 0.727 R 0.703 F 0.750][G loss: 1.667 acc: 0.031] 0:05:32.781779
5089 [D loss: 0.556 R 0.642 F 0.470][D acc: 0.711 R 0.578 F 0.844][G loss: 1.424 acc: 0.156] 0:05:32.857209
5090 [D loss: 0.556 R 0.559 F 0.553][D acc: 0.750 R 0.719 F 0.781][G loss: 1.594 acc: 0.141] 0:05:32.943232
5091 [D loss: 0.487 R 0.470 F 0.504][D acc: 0.773 R 0.734 F 0.812][G loss: 1.755 acc: 0.062] 0:05:33.025454
5092 [D loss: 0.533 R 0.645 F 0.421][D acc: 0.750 R 0.625 F 0.875][G loss: 1.393 acc: 0.109] 0:05:33.099075
5093 [D loss: 0.464 R 0.446 F 0.483][D acc: 0.812 R 0.797 F 0.828][G loss: 1.477 acc: 0.109] 0:05:33.177747
5094 [D loss: 0.454 R 0.468 F 0.441][D acc: 0.750 R 0.688 F 0.812][G loss: 1.425 acc: 0.141] 0:05:33.252528
5095 [D loss: 0.479 R 0.394 F 0.563][D acc: 0.781 R 0.703 F 0.859][G loss: 1.511 acc: 0.109] 0:05:33.332346
5096 [D loss: 0.508 R 0.592 F 0.424][D acc: 0.742 R 0.688 F 0.797][G loss: 1.620 acc: 0.078] 0:05:33.419522
5097 [D loss: 0.482 R 0.414 F 0.550][D acc: 0.773 R 0.766 F 0.781][G loss: 1.531 acc: 0.047] 0:05:33.509227
5098 [D loss: 0.463 R 0.455 F 0.472][D acc: 0.797 R 0.734 F 0.859][G loss: 1.358 acc: 0.094] 0:05:33.593384
5099 [D loss: 0.507 R 0.567 F 0.447][D acc: 0.750 R 0.656 F 0.844][G loss: 1.572 acc: 0.062] 0:05:33.672802
5100 [D loss: 0.486 R 0.425 F 0.546][D acc: 0.781 R 0.719 F 0.844][G loss: 1.610 acc: 0.109] 0:05:33.746079
5101 [D loss: 0.549 R 0.626 F 0.473][D acc: 0.719 R 0.594 F 0.844][G loss: 1.562 acc: 0.062] 0:05:33.821423
5102 [D loss: 0.420 R 0.485 F 0.355][D acc: 0.789 R 0.719 F 0.859][G loss: 1.503 acc: 0.094] 0:05:33.909037
5103 [D loss: 0.492 R 0.440 F 0.543][D acc: 0.750 R 0.766 F 0.734][G loss: 1.635 acc: 0.094] 0:05:33.995294
5104 [D loss: 0.472 R 0.518 F 0.427][D acc: 0.805 R 0.719 F 0.891][G loss: 1.577 acc: 0.078] 0:05:34.096616
5105 [D loss: 0.627 R 0.538 F 0.716][D acc: 0.742 R 0.656 F 0.828][G loss: 1.543 acc: 0.062] 0:05:34.177738
5106 [D loss: 0.552 R 0.611 F 0.493][D acc: 0.727 R 0.609 F 0.844][G loss: 1.565 acc: 0.047] 0:05:34.253076
5107 [D loss: 0.452 R 0.521 F 0.383][D acc: 0.812 R 0.703 F 0.922][G loss: 1.509 acc: 0.141] 0:05:34.335973
5108 [D loss: 0.471 R 0.459 F 0.482][D acc: 0.789 R 0.781 F 0.797][G loss: 1.450 acc: 0.125] 0:05:34.420615
5109 [D loss: 0.472 R 0.498 F 0.445][D acc: 0.789 R 0.734 F 0.844][G loss: 1.600 acc: 0.078] 0:05:34.496658
5110 [D loss: 0.610 R 0.604 F 0.617][D acc: 0.719 R 0.625 F 0.812][G loss: 1.553 acc: 0.031] 0:05:34.573801
5111 [D loss: 0.366 R 0.350 F 0.382][D acc: 0.859 R 0.828 F 0.891][G loss: 1.554 acc: 0.078] 0:05:34.670519
5112 [D loss: 0.576 R 0.557 F 0.596][D acc: 0.711 R 0.672 F 0.750][G loss: 1.491 acc: 0.047] 0:05:34.745161
5113 [D loss: 0.476 R 0.519 F 0.432][D acc: 0.781 R 0.688 F 0.875][G loss: 1.347 acc: 0.172] 0:05:34.824767
5114 [D loss: 0.524 R 0.419 F 0.629][D acc: 0.773 R 0.766 F 0.781][G loss: 1.744 acc: 0.031] 0:05:34.912196
5115 [D loss: 0.423 R 0.506 F 0.340][D acc: 0.781 R 0.688 F 0.875][G loss: 1.846 acc: 0.031] 0:05:34.993515
5116 [D loss: 0.502 R 0.492 F 0.512][D acc: 0.773 R 0.734 F 0.812][G loss: 1.459 acc: 0.125] 0:05:35.068734
5117 [D loss: 0.499 R 0.485 F 0.514][D acc: 0.758 R 0.703 F 0.812][G loss: 1.600 acc: 0.062] 0:05:35.151549
5118 [D loss: 0.618 R 0.643 F 0.593][D acc: 0.672 R 0.609 F 0.734][G loss: 1.546 acc: 0.047] 0:05:35.224982
5119 [D loss: 0.428 R 0.522 F 0.335][D acc: 0.797 R 0.672 F 0.922][G loss: 1.584 acc: 0.047] 0:05:35.300422
5120 [D loss: 0.476 R 0.484 F 0.468][D acc: 0.781 R 0.734 F 0.828][G loss: 1.618 acc: 0.047] 0:05:35.381290
5121 [D loss: 0.566 R 0.660 F 0.472][D acc: 0.695 R 0.578 F 0.812][G loss: 1.730 acc: 0.031] 0:05:35.452864
5122 [D loss: 0.553 R 0.625 F 0.481][D acc: 0.742 R 0.641 F 0.844][G loss: 1.683 acc: 0.125] 0:05:35.534041
5123 [D loss: 0.488 R 0.608 F 0.369][D acc: 0.789 R 0.688 F 0.891][G loss: 1.763 acc: 0.062] 0:05:35.616794
5124 [D loss: 0.444 R 0.388 F 0.500][D acc: 0.828 R 0.797 F 0.859][G loss: 1.669 acc: 0.109] 0:05:35.693682
5125 [D loss: 0.457 R 0.419 F 0.495][D acc: 0.766 R 0.750 F 0.781][G loss: 1.614 acc: 0.078] 0:05:35.765842
5126 [D loss: 0.614 R 0.674 F 0.553][D acc: 0.688 R 0.594 F 0.781][G loss: 1.432 acc: 0.219] 0:05:35.845437
5127 [D loss: 0.451 R 0.471 F 0.430][D acc: 0.812 R 0.750 F 0.875][G loss: 1.532 acc: 0.094] 0:05:35.920546
5128 [D loss: 0.500 R 0.560 F 0.440][D acc: 0.742 R 0.641 F 0.844][G loss: 1.672 acc: 0.047] 0:05:35.999847
5129 [D loss: 0.483 R 0.307 F 0.659][D acc: 0.828 R 0.891 F 0.766][G loss: 1.624 acc: 0.031] 0:05:36.088954
5130 [D loss: 0.623 R 0.739 F 0.507][D acc: 0.695 R 0.531 F 0.859][G loss: 1.632 acc: 0.047] 0:05:36.192910
5131 [D loss: 0.483 R 0.581 F 0.385][D acc: 0.781 R 0.656 F 0.906][G loss: 1.676 acc: 0.094] 0:05:36.526727
5132 [D loss: 0.512 R 0.477 F 0.548][D acc: 0.711 R 0.672 F 0.750][G loss: 1.629 acc: 0.047] 0:05:36.600902
5133 [D loss: 0.473 R 0.515 F 0.431][D acc: 0.797 R 0.719 F 0.875][G loss: 1.544 acc: 0.031] 0:05:36.675449
5134 [D loss: 0.557 R 0.563 F 0.551][D acc: 0.719 R 0.703 F 0.734][G loss: 1.647 acc: 0.031] 0:05:36.757163
5135 [D loss: 0.560 R 0.555 F 0.565][D acc: 0.734 R 0.688 F 0.781][G loss: 1.674 acc: 0.047] 0:05:36.831031
5136 [D loss: 0.510 R 0.486 F 0.534][D acc: 0.766 R 0.719 F 0.812][G loss: 1.545 acc: 0.062] 0:05:36.926756
5137 [D loss: 0.476 R 0.490 F 0.463][D acc: 0.742 R 0.672 F 0.812][G loss: 1.511 acc: 0.078] 0:05:37.021568
5138 [D loss: 0.460 R 0.417 F 0.503][D acc: 0.766 R 0.734 F 0.797][G loss: 1.694 acc: 0.078] 0:05:37.101597
5139 [D loss: 0.546 R 0.734 F 0.357][D acc: 0.719 R 0.516 F 0.922][G loss: 1.639 acc: 0.125] 0:05:37.187733
5140 [D loss: 0.465 R 0.436 F 0.493][D acc: 0.766 R 0.766 F 0.766][G loss: 1.498 acc: 0.141] 0:05:37.271201
5141 [D loss: 0.636 R 0.511 F 0.760][D acc: 0.719 R 0.688 F 0.750][G loss: 1.658 acc: 0.062] 0:05:37.344997
5142 [D loss: 0.490 R 0.583 F 0.397][D acc: 0.734 R 0.609 F 0.859][G loss: 1.580 acc: 0.094] 0:05:37.416203
5143 [D loss: 0.422 R 0.490 F 0.353][D acc: 0.820 R 0.750 F 0.891][G loss: 1.478 acc: 0.078] 0:05:37.488841
5144 [D loss: 0.477 R 0.459 F 0.494][D acc: 0.758 R 0.719 F 0.797][G loss: 1.509 acc: 0.016] 0:05:37.562043
5145 [D loss: 0.488 R 0.439 F 0.537][D acc: 0.742 R 0.734 F 0.750][G loss: 1.542 acc: 0.047] 0:05:37.651381
5146 [D loss: 0.555 R 0.625 F 0.484][D acc: 0.695 R 0.594 F 0.797][G loss: 1.614 acc: 0.078] 0:05:37.740756
5147 [D loss: 0.599 R 0.703 F 0.496][D acc: 0.688 R 0.562 F 0.812][G loss: 1.484 acc: 0.047] 0:05:37.815419
5148 [D loss: 0.556 R 0.600 F 0.512][D acc: 0.727 R 0.641 F 0.812][G loss: 1.498 acc: 0.047] 0:05:37.909359
5149 [D loss: 0.470 R 0.430 F 0.510][D acc: 0.867 R 0.828 F 0.906][G loss: 1.497 acc: 0.094] 0:05:37.993138
5150 [D loss: 0.523 R 0.550 F 0.497][D acc: 0.766 R 0.656 F 0.875][G loss: 1.427 acc: 0.109] 0:05:38.073755
5151 [D loss: 0.403 R 0.335 F 0.471][D acc: 0.828 R 0.812 F 0.844][G loss: 1.619 acc: 0.109] 0:05:38.151751
5152 [D loss: 0.426 R 0.453 F 0.398][D acc: 0.797 R 0.703 F 0.891][G loss: 1.818 acc: 0.031] 0:05:38.236846
5153 [D loss: 0.493 R 0.502 F 0.485][D acc: 0.750 R 0.703 F 0.797][G loss: 1.568 acc: 0.047] 0:05:38.310303
5154 [D loss: 0.458 R 0.486 F 0.430][D acc: 0.781 R 0.719 F 0.844][G loss: 1.609 acc: 0.078] 0:05:38.382549
5155 [D loss: 0.606 R 0.723 F 0.489][D acc: 0.688 R 0.578 F 0.797][G loss: 1.529 acc: 0.141] 0:05:38.462712
5156 [D loss: 0.509 R 0.563 F 0.455][D acc: 0.797 R 0.688 F 0.906][G loss: 1.600 acc: 0.062] 0:05:38.537036
5157 [D loss: 0.458 R 0.450 F 0.465][D acc: 0.781 R 0.703 F 0.859][G loss: 1.585 acc: 0.156] 0:05:38.616172
5158 [D loss: 0.568 R 0.637 F 0.499][D acc: 0.750 R 0.672 F 0.828][G loss: 1.368 acc: 0.172] 0:05:38.697226
5159 [D loss: 0.496 R 0.398 F 0.594][D acc: 0.742 R 0.734 F 0.750][G loss: 1.567 acc: 0.078] 0:05:38.791565
5160 [D loss: 0.457 R 0.455 F 0.458][D acc: 0.797 R 0.766 F 0.828][G loss: 1.556 acc: 0.062] 0:05:38.870880
5161 [D loss: 0.444 R 0.467 F 0.421][D acc: 0.789 R 0.734 F 0.844][G loss: 1.861 acc: 0.078] 0:05:38.954447
5162 [D loss: 0.496 R 0.654 F 0.338][D acc: 0.750 R 0.594 F 0.906][G loss: 1.836 acc: 0.016] 0:05:39.030762
5163 [D loss: 0.548 R 0.541 F 0.555][D acc: 0.719 R 0.625 F 0.812][G loss: 1.599 acc: 0.109] 0:05:39.107978
5164 [D loss: 0.683 R 0.655 F 0.710][D acc: 0.656 R 0.594 F 0.719][G loss: 1.564 acc: 0.125] 0:05:39.188433
5165 [D loss: 0.486 R 0.559 F 0.413][D acc: 0.781 R 0.703 F 0.859][G loss: 1.329 acc: 0.156] 0:05:39.273805
5166 [D loss: 0.486 R 0.547 F 0.425][D acc: 0.781 R 0.688 F 0.875][G loss: 1.586 acc: 0.031] 0:05:39.351319
5167 [D loss: 0.492 R 0.592 F 0.393][D acc: 0.781 R 0.625 F 0.938][G loss: 1.531 acc: 0.062] 0:05:39.434369
5168 [D loss: 0.502 R 0.491 F 0.514][D acc: 0.758 R 0.641 F 0.875][G loss: 1.484 acc: 0.078] 0:05:39.505597
5169 [D loss: 0.410 R 0.403 F 0.416][D acc: 0.852 R 0.797 F 0.906][G loss: 1.432 acc: 0.125] 0:05:39.578206
5170 [D loss: 0.465 R 0.448 F 0.481][D acc: 0.773 R 0.750 F 0.797][G loss: 1.579 acc: 0.141] 0:05:39.656934
5171 [D loss: 0.679 R 0.619 F 0.739][D acc: 0.695 R 0.609 F 0.781][G loss: 1.710 acc: 0.062] 0:05:39.735591
5172 [D loss: 0.504 R 0.536 F 0.473][D acc: 0.711 R 0.609 F 0.812][G loss: 1.710 acc: 0.047] 0:05:39.811788
5173 [D loss: 0.527 R 0.604 F 0.450][D acc: 0.742 R 0.641 F 0.844][G loss: 1.497 acc: 0.094] 0:05:39.895414
5174 [D loss: 0.564 R 0.615 F 0.513][D acc: 0.688 R 0.625 F 0.750][G loss: 1.306 acc: 0.094] 0:05:39.974976
5175 [D loss: 0.525 R 0.437 F 0.612][D acc: 0.773 R 0.766 F 0.781][G loss: 1.463 acc: 0.078] 0:05:40.049914
5176 [D loss: 0.561 R 0.664 F 0.457][D acc: 0.734 R 0.625 F 0.844][G loss: 1.367 acc: 0.078] 0:05:40.132544
5177 [D loss: 0.479 R 0.523 F 0.435][D acc: 0.781 R 0.656 F 0.906][G loss: 1.486 acc: 0.031] 0:05:40.207607
5178 [D loss: 0.502 R 0.538 F 0.465][D acc: 0.750 R 0.656 F 0.844][G loss: 1.357 acc: 0.109] 0:05:40.280124
5179 [D loss: 0.485 R 0.500 F 0.470][D acc: 0.750 R 0.672 F 0.828][G loss: 1.469 acc: 0.016] 0:05:40.364511
5180 [D loss: 0.607 R 0.568 F 0.647][D acc: 0.719 R 0.625 F 0.812][G loss: 1.405 acc: 0.062] 0:05:40.438094
5181 [D loss: 0.507 R 0.593 F 0.421][D acc: 0.742 R 0.625 F 0.859][G loss: 1.367 acc: 0.109] 0:05:40.509082
5182 [D loss: 0.498 R 0.497 F 0.498][D acc: 0.766 R 0.688 F 0.844][G loss: 1.384 acc: 0.109] 0:05:40.585958
5183 [D loss: 0.468 R 0.483 F 0.452][D acc: 0.766 R 0.672 F 0.859][G loss: 1.261 acc: 0.125] 0:05:40.665315
5184 [D loss: 0.579 R 0.564 F 0.593][D acc: 0.719 R 0.641 F 0.797][G loss: 1.441 acc: 0.031] 0:05:40.738964
5185 [D loss: 0.597 R 0.636 F 0.559][D acc: 0.695 R 0.594 F 0.797][G loss: 1.335 acc: 0.109] 0:05:40.816325
5186 [D loss: 0.696 R 0.692 F 0.700][D acc: 0.586 R 0.484 F 0.688][G loss: 1.440 acc: 0.094] 0:05:40.892560
5187 [D loss: 0.530 R 0.601 F 0.459][D acc: 0.719 R 0.625 F 0.812][G loss: 1.386 acc: 0.078] 0:05:40.976324
5188 [D loss: 0.475 R 0.469 F 0.482][D acc: 0.781 R 0.719 F 0.844][G loss: 1.277 acc: 0.141] 0:05:41.070896
5189 [D loss: 0.497 R 0.507 F 0.486][D acc: 0.773 R 0.656 F 0.891][G loss: 1.333 acc: 0.125] 0:05:41.145969
5190 [D loss: 0.481 R 0.447 F 0.515][D acc: 0.742 R 0.719 F 0.766][G loss: 1.303 acc: 0.109] 0:05:41.222480
5191 [D loss: 0.504 R 0.505 F 0.503][D acc: 0.781 R 0.703 F 0.859][G loss: 1.422 acc: 0.062] 0:05:41.311582
5192 [D loss: 0.540 R 0.538 F 0.542][D acc: 0.711 R 0.625 F 0.797][G loss: 1.436 acc: 0.047] 0:05:41.385303
5193 [D loss: 0.457 R 0.466 F 0.447][D acc: 0.781 R 0.734 F 0.828][G loss: 1.540 acc: 0.062] 0:05:41.462130
5194 [D loss: 0.499 R 0.465 F 0.533][D acc: 0.758 R 0.734 F 0.781][G loss: 1.526 acc: 0.062] 0:05:41.545225
5195 [D loss: 0.503 R 0.568 F 0.437][D acc: 0.734 R 0.625 F 0.844][G loss: 1.509 acc: 0.062] 0:05:41.620220
5196 [D loss: 0.453 R 0.364 F 0.541][D acc: 0.773 R 0.766 F 0.781][G loss: 1.421 acc: 0.156] 0:05:41.697536
5197 [D loss: 0.514 R 0.467 F 0.560][D acc: 0.734 R 0.703 F 0.766][G loss: 1.583 acc: 0.078] 0:05:41.776498
5198 [D loss: 0.508 R 0.576 F 0.441][D acc: 0.758 R 0.641 F 0.875][G loss: 1.541 acc: 0.047] 0:05:41.847774
5199 [D loss: 0.494 R 0.487 F 0.501][D acc: 0.758 R 0.719 F 0.797][G loss: 1.401 acc: 0.109] 0:05:41.921253
5200 [D loss: 0.531 R 0.544 F 0.518][D acc: 0.719 R 0.656 F 0.781][G loss: 1.616 acc: 0.031] 0:05:42.009834
5201 [D loss: 0.437 R 0.483 F 0.390][D acc: 0.812 R 0.734 F 0.891][G loss: 1.603 acc: 0.062] 0:05:42.086901
5202 [D loss: 0.428 R 0.515 F 0.341][D acc: 0.812 R 0.703 F 0.922][G loss: 1.661 acc: 0.047] 0:05:42.160650
5203 [D loss: 0.450 R 0.391 F 0.509][D acc: 0.805 R 0.812 F 0.797][G loss: 1.509 acc: 0.031] 0:05:42.247769
5204 [D loss: 0.491 R 0.412 F 0.570][D acc: 0.742 R 0.719 F 0.766][G loss: 1.651 acc: 0.062] 0:05:42.321138
5205 [D loss: 0.423 R 0.416 F 0.430][D acc: 0.820 R 0.734 F 0.906][G loss: 1.677 acc: 0.078] 0:05:42.391830
5206 [D loss: 0.591 R 0.549 F 0.634][D acc: 0.727 R 0.672 F 0.781][G loss: 1.691 acc: 0.016] 0:05:42.478600
5207 [D loss: 0.673 R 0.670 F 0.676][D acc: 0.648 R 0.578 F 0.719][G loss: 1.562 acc: 0.016] 0:05:42.552911
5208 [D loss: 0.587 R 0.722 F 0.451][D acc: 0.672 R 0.500 F 0.844][G loss: 1.562 acc: 0.047] 0:05:42.627030
5209 [D loss: 0.442 R 0.478 F 0.406][D acc: 0.812 R 0.750 F 0.875][G loss: 1.461 acc: 0.078] 0:05:42.712641
5210 [D loss: 0.488 R 0.548 F 0.427][D acc: 0.758 R 0.672 F 0.844][G loss: 1.575 acc: 0.047] 0:05:42.795636
5211 [D loss: 0.453 R 0.399 F 0.508][D acc: 0.797 R 0.766 F 0.828][G loss: 1.499 acc: 0.109] 0:05:42.872162
5212 [D loss: 0.479 R 0.431 F 0.527][D acc: 0.789 R 0.750 F 0.828][G loss: 1.645 acc: 0.047] 0:05:42.955359
5213 [D loss: 0.413 R 0.436 F 0.391][D acc: 0.797 R 0.734 F 0.859][G loss: 1.741 acc: 0.047] 0:05:43.039360
5214 [D loss: 0.386 R 0.380 F 0.392][D acc: 0.820 R 0.766 F 0.875][G loss: 1.850 acc: 0.047] 0:05:43.119117
5215 [D loss: 0.599 R 0.559 F 0.640][D acc: 0.719 R 0.703 F 0.734][G loss: 1.730 acc: 0.062] 0:05:43.198584
5216 [D loss: 0.522 R 0.661 F 0.384][D acc: 0.750 R 0.609 F 0.891][G loss: 1.733 acc: 0.031] 0:05:43.273188
5217 [D loss: 0.476 R 0.531 F 0.421][D acc: 0.766 R 0.625 F 0.906][G loss: 1.554 acc: 0.094] 0:05:43.354044
5218 [D loss: 0.484 R 0.578 F 0.390][D acc: 0.773 R 0.625 F 0.922][G loss: 1.426 acc: 0.156] 0:05:43.434245
5219 [D loss: 0.493 R 0.407 F 0.579][D acc: 0.766 R 0.781 F 0.750][G loss: 1.660 acc: 0.062] 0:05:43.509324
5220 [D loss: 0.553 R 0.616 F 0.489][D acc: 0.727 R 0.594 F 0.859][G loss: 1.595 acc: 0.016] 0:05:43.582961
5221 [D loss: 0.627 R 0.681 F 0.574][D acc: 0.656 R 0.594 F 0.719][G loss: 1.577 acc: 0.016] 0:05:43.667395
5222 [D loss: 0.574 R 0.484 F 0.665][D acc: 0.805 R 0.750 F 0.859][G loss: 1.471 acc: 0.094] 0:05:43.749605
5223 [D loss: 0.582 R 0.648 F 0.516][D acc: 0.734 R 0.656 F 0.812][G loss: 1.666 acc: 0.047] 0:05:43.825286
5224 [D loss: 0.593 R 0.653 F 0.533][D acc: 0.742 R 0.594 F 0.891][G loss: 1.334 acc: 0.172] 0:05:43.912142
5225 [D loss: 0.444 R 0.489 F 0.400][D acc: 0.781 R 0.703 F 0.859][G loss: 1.428 acc: 0.094] 0:05:43.988242
5226 [D loss: 0.433 R 0.351 F 0.514][D acc: 0.773 R 0.750 F 0.797][G loss: 1.531 acc: 0.047] 0:05:44.066613
5227 [D loss: 0.601 R 0.562 F 0.641][D acc: 0.695 R 0.641 F 0.750][G loss: 1.492 acc: 0.094] 0:05:44.150494
5228 [D loss: 0.499 R 0.561 F 0.436][D acc: 0.742 R 0.625 F 0.859][G loss: 1.487 acc: 0.047] 0:05:44.224629
5229 [D loss: 0.524 R 0.568 F 0.480][D acc: 0.750 R 0.672 F 0.828][G loss: 1.573 acc: 0.078] 0:05:44.295770
5230 [D loss: 0.508 R 0.485 F 0.532][D acc: 0.758 R 0.703 F 0.812][G loss: 1.422 acc: 0.062] 0:05:44.376444
5231 [D loss: 0.521 R 0.598 F 0.445][D acc: 0.734 R 0.594 F 0.875][G loss: 1.599 acc: 0.078] 0:05:44.449287
5232 [D loss: 0.533 R 0.626 F 0.440][D acc: 0.703 R 0.625 F 0.781][G loss: 1.278 acc: 0.125] 0:05:44.521461
5233 [D loss: 0.546 R 0.548 F 0.544][D acc: 0.758 R 0.734 F 0.781][G loss: 1.497 acc: 0.047] 0:05:44.598757
5234 [D loss: 0.629 R 0.771 F 0.488][D acc: 0.664 R 0.469 F 0.859][G loss: 1.449 acc: 0.047] 0:05:44.671489
5235 [D loss: 0.511 R 0.510 F 0.512][D acc: 0.734 R 0.719 F 0.750][G loss: 1.470 acc: 0.094] 0:05:44.749298
5236 [D loss: 0.529 R 0.609 F 0.448][D acc: 0.734 R 0.625 F 0.844][G loss: 1.323 acc: 0.141] 0:05:44.828601
5237 [D loss: 0.593 R 0.484 F 0.703][D acc: 0.680 R 0.656 F 0.703][G loss: 1.511 acc: 0.062] 0:05:44.909580
5238 [D loss: 0.595 R 0.686 F 0.505][D acc: 0.688 R 0.562 F 0.812][G loss: 1.360 acc: 0.109] 0:05:44.987940
5239 [D loss: 0.468 R 0.486 F 0.451][D acc: 0.789 R 0.719 F 0.859][G loss: 1.576 acc: 0.031] 0:05:45.069872
5240 [D loss: 0.528 R 0.557 F 0.499][D acc: 0.742 R 0.641 F 0.844][G loss: 1.411 acc: 0.109] 0:05:45.149567
5241 [D loss: 0.543 R 0.619 F 0.468][D acc: 0.648 R 0.531 F 0.766][G loss: 1.384 acc: 0.062] 0:05:45.229736
5242 [D loss: 0.553 R 0.573 F 0.534][D acc: 0.695 R 0.625 F 0.766][G loss: 1.434 acc: 0.047] 0:05:45.316956
5243 [D loss: 0.531 R 0.586 F 0.476][D acc: 0.703 R 0.625 F 0.781][G loss: 1.415 acc: 0.062] 0:05:45.416324
5244 [D loss: 0.489 R 0.521 F 0.458][D acc: 0.766 R 0.703 F 0.828][G loss: 1.384 acc: 0.016] 0:05:45.497797
5245 [D loss: 0.519 R 0.458 F 0.581][D acc: 0.766 R 0.750 F 0.781][G loss: 1.415 acc: 0.078] 0:05:45.580373
5246 [D loss: 0.510 R 0.494 F 0.525][D acc: 0.750 R 0.672 F 0.828][G loss: 1.434 acc: 0.047] 0:05:45.654255
5247 [D loss: 0.538 R 0.575 F 0.501][D acc: 0.766 R 0.672 F 0.859][G loss: 1.594 acc: 0.094] 0:05:45.739091
5248 [D loss: 0.458 R 0.503 F 0.412][D acc: 0.789 R 0.688 F 0.891][G loss: 1.521 acc: 0.109] 0:05:45.819236
5249 [D loss: 0.590 R 0.549 F 0.631][D acc: 0.680 R 0.625 F 0.734][G loss: 1.448 acc: 0.094] 0:05:45.892418
5250 [D loss: 0.585 R 0.654 F 0.517][D acc: 0.711 R 0.641 F 0.781][G loss: 1.425 acc: 0.109] 0:05:45.967892
5251 [D loss: 0.481 R 0.503 F 0.459][D acc: 0.766 R 0.719 F 0.812][G loss: 1.465 acc: 0.109] 0:05:46.047663
5252 [D loss: 0.543 R 0.538 F 0.548][D acc: 0.750 R 0.688 F 0.812][G loss: 1.305 acc: 0.125] 0:05:46.136671
5253 [D loss: 0.567 R 0.587 F 0.547][D acc: 0.711 R 0.594 F 0.828][G loss: 1.375 acc: 0.156] 0:05:46.213255
5254 [D loss: 0.545 R 0.510 F 0.581][D acc: 0.750 R 0.703 F 0.797][G loss: 1.626 acc: 0.047] 0:05:46.293674
5255 [D loss: 0.520 R 0.627 F 0.413][D acc: 0.758 R 0.609 F 0.906][G loss: 1.510 acc: 0.062] 0:05:46.367612
5256 [D loss: 0.451 R 0.375 F 0.527][D acc: 0.781 R 0.781 F 0.781][G loss: 1.484 acc: 0.094] 0:05:46.438715
5257 [D loss: 0.516 R 0.626 F 0.406][D acc: 0.773 R 0.625 F 0.922][G loss: 1.446 acc: 0.047] 0:05:46.526356
5258 [D loss: 0.534 R 0.525 F 0.544][D acc: 0.734 R 0.641 F 0.828][G loss: 1.470 acc: 0.062] 0:05:46.603016
5259 [D loss: 0.507 R 0.548 F 0.466][D acc: 0.727 R 0.688 F 0.766][G loss: 1.550 acc: 0.047] 0:05:46.676602
5260 [D loss: 0.477 R 0.560 F 0.393][D acc: 0.773 R 0.656 F 0.891][G loss: 1.401 acc: 0.031] 0:05:46.756612
5261 [D loss: 0.505 R 0.488 F 0.521][D acc: 0.781 R 0.719 F 0.844][G loss: 1.381 acc: 0.125] 0:05:46.835269
5262 [D loss: 0.475 R 0.492 F 0.458][D acc: 0.781 R 0.688 F 0.875][G loss: 1.538 acc: 0.016] 0:05:46.906319
5263 [D loss: 0.533 R 0.521 F 0.545][D acc: 0.781 R 0.719 F 0.844][G loss: 1.582 acc: 0.000] 0:05:47.004951
5264 [D loss: 0.479 R 0.531 F 0.427][D acc: 0.750 R 0.641 F 0.859][G loss: 1.575 acc: 0.047] 0:05:47.079977
5265 [D loss: 0.510 R 0.527 F 0.494][D acc: 0.758 R 0.672 F 0.844][G loss: 1.504 acc: 0.125] 0:05:47.159786
5266 [D loss: 0.512 R 0.466 F 0.557][D acc: 0.742 R 0.703 F 0.781][G loss: 1.486 acc: 0.094] 0:05:47.247219
5267 [D loss: 0.512 R 0.568 F 0.457][D acc: 0.711 R 0.594 F 0.828][G loss: 1.523 acc: 0.109] 0:05:47.322542
5268 [D loss: 0.614 R 0.654 F 0.574][D acc: 0.664 R 0.594 F 0.734][G loss: 1.277 acc: 0.188] 0:05:47.393441
5269 [D loss: 0.515 R 0.551 F 0.480][D acc: 0.766 R 0.703 F 0.828][G loss: 1.448 acc: 0.125] 0:05:47.472142
5270 [D loss: 0.545 R 0.630 F 0.460][D acc: 0.742 R 0.641 F 0.844][G loss: 1.428 acc: 0.094] 0:05:47.552616
5271 [D loss: 0.540 R 0.508 F 0.571][D acc: 0.719 R 0.641 F 0.797][G loss: 1.834 acc: 0.047] 0:05:47.625510
5272 [D loss: 0.468 R 0.540 F 0.397][D acc: 0.812 R 0.703 F 0.922][G loss: 1.544 acc: 0.031] 0:05:47.704519
5273 [D loss: 0.505 R 0.487 F 0.524][D acc: 0.742 R 0.656 F 0.828][G loss: 1.480 acc: 0.062] 0:05:47.780569
5274 [D loss: 0.448 R 0.541 F 0.355][D acc: 0.805 R 0.703 F 0.906][G loss: 1.386 acc: 0.109] 0:05:47.855829
5275 [D loss: 0.534 R 0.597 F 0.470][D acc: 0.703 R 0.609 F 0.797][G loss: 1.537 acc: 0.156] 0:05:47.935655
5276 [D loss: 0.594 R 0.549 F 0.639][D acc: 0.672 R 0.625 F 0.719][G loss: 1.625 acc: 0.062] 0:05:48.008933
5277 [D loss: 0.548 R 0.666 F 0.430][D acc: 0.703 R 0.562 F 0.844][G loss: 1.429 acc: 0.094] 0:05:48.081026
5278 [D loss: 0.523 R 0.557 F 0.490][D acc: 0.750 R 0.656 F 0.844][G loss: 1.424 acc: 0.078] 0:05:48.170480
5279 [D loss: 0.598 R 0.584 F 0.612][D acc: 0.688 R 0.625 F 0.750][G loss: 1.649 acc: 0.031] 0:05:48.243412
5280 [D loss: 0.607 R 0.685 F 0.530][D acc: 0.750 R 0.672 F 0.828][G loss: 1.632 acc: 0.062] 0:05:48.319219
5281 [D loss: 0.639 R 0.876 F 0.402][D acc: 0.703 R 0.469 F 0.938][G loss: 1.481 acc: 0.062] 0:05:48.401374
5282 [D loss: 0.565 R 0.573 F 0.557][D acc: 0.711 R 0.625 F 0.797][G loss: 1.368 acc: 0.125] 0:05:48.474535
5283 [D loss: 0.395 R 0.335 F 0.455][D acc: 0.828 R 0.844 F 0.812][G loss: 1.339 acc: 0.094] 0:05:48.547968
5284 [D loss: 0.549 R 0.499 F 0.599][D acc: 0.711 R 0.688 F 0.734][G loss: 1.717 acc: 0.094] 0:05:48.625163
5285 [D loss: 0.466 R 0.543 F 0.388][D acc: 0.789 R 0.688 F 0.891][G loss: 1.542 acc: 0.016] 0:05:48.697970
5286 [D loss: 0.534 R 0.506 F 0.561][D acc: 0.719 R 0.672 F 0.766][G loss: 1.512 acc: 0.141] 0:05:48.769222
5287 [D loss: 0.529 R 0.510 F 0.549][D acc: 0.719 R 0.672 F 0.766][G loss: 1.452 acc: 0.109] 0:05:48.857154
5288 [D loss: 0.565 R 0.560 F 0.571][D acc: 0.742 R 0.672 F 0.812][G loss: 1.378 acc: 0.031] 0:05:48.929737
5289 [D loss: 0.655 R 0.698 F 0.613][D acc: 0.719 R 0.609 F 0.828][G loss: 1.387 acc: 0.094] 0:05:49.002024
5290 [D loss: 0.535 R 0.639 F 0.431][D acc: 0.742 R 0.625 F 0.859][G loss: 1.352 acc: 0.078] 0:05:49.083228
5291 [D loss: 0.429 R 0.436 F 0.423][D acc: 0.844 R 0.797 F 0.891][G loss: 1.362 acc: 0.156] 0:05:49.155821
5292 [D loss: 0.562 R 0.402 F 0.723][D acc: 0.758 R 0.766 F 0.750][G loss: 1.495 acc: 0.094] 0:05:49.232463
5293 [D loss: 0.448 R 0.513 F 0.384][D acc: 0.797 R 0.672 F 0.922][G loss: 1.596 acc: 0.031] 0:05:49.315260
5294 [D loss: 0.439 R 0.488 F 0.391][D acc: 0.797 R 0.688 F 0.906][G loss: 1.532 acc: 0.094] 0:05:49.395594
5295 [D loss: 0.456 R 0.366 F 0.546][D acc: 0.766 R 0.781 F 0.750][G loss: 1.538 acc: 0.062] 0:05:49.467746
5296 [D loss: 0.561 R 0.493 F 0.630][D acc: 0.695 R 0.703 F 0.688][G loss: 1.570 acc: 0.094] 0:05:49.554827
5297 [D loss: 0.479 R 0.511 F 0.447][D acc: 0.781 R 0.734 F 0.828][G loss: 1.400 acc: 0.109] 0:05:49.630029
5298 [D loss: 0.590 R 0.528 F 0.652][D acc: 0.766 R 0.672 F 0.859][G loss: 1.496 acc: 0.078] 0:05:49.704493
5299 [D loss: 0.586 R 0.633 F 0.538][D acc: 0.695 R 0.625 F 0.766][G loss: 1.563 acc: 0.016] 0:05:49.786626
5300 [D loss: 0.579 R 0.615 F 0.542][D acc: 0.695 R 0.625 F 0.766][G loss: 1.440 acc: 0.031] 0:05:49.864053
5301 [D loss: 0.586 R 0.675 F 0.497][D acc: 0.664 R 0.562 F 0.766][G loss: 1.517 acc: 0.078] 0:05:49.936425
5302 [D loss: 0.541 R 0.430 F 0.653][D acc: 0.805 R 0.781 F 0.828][G loss: 1.313 acc: 0.016] 0:05:50.019515
5303 [D loss: 0.455 R 0.525 F 0.386][D acc: 0.758 R 0.625 F 0.891][G loss: 1.316 acc: 0.156] 0:05:50.096650
5304 [D loss: 0.524 R 0.592 F 0.456][D acc: 0.727 R 0.625 F 0.828][G loss: 1.396 acc: 0.156] 0:05:50.182770
5305 [D loss: 0.485 R 0.417 F 0.554][D acc: 0.734 R 0.734 F 0.734][G loss: 1.376 acc: 0.125] 0:05:50.263948
5306 [D loss: 0.410 R 0.384 F 0.436][D acc: 0.797 R 0.750 F 0.844][G loss: 1.730 acc: 0.062] 0:05:50.335666
5307 [D loss: 0.517 R 0.620 F 0.415][D acc: 0.719 R 0.547 F 0.891][G loss: 1.637 acc: 0.062] 0:05:50.407337
5308 [D loss: 0.475 R 0.367 F 0.583][D acc: 0.836 R 0.812 F 0.859][G loss: 1.562 acc: 0.078] 0:05:50.478780
5309 [D loss: 0.519 R 0.510 F 0.529][D acc: 0.742 R 0.641 F 0.844][G loss: 1.501 acc: 0.094] 0:05:50.550430
5310 [D loss: 0.543 R 0.627 F 0.459][D acc: 0.758 R 0.672 F 0.844][G loss: 1.854 acc: 0.031] 0:05:50.621907
5311 [D loss: 0.697 R 0.904 F 0.489][D acc: 0.680 R 0.531 F 0.828][G loss: 1.494 acc: 0.094] 0:05:50.699979
5312 [D loss: 0.541 R 0.485 F 0.597][D acc: 0.758 R 0.719 F 0.797][G loss: 1.580 acc: 0.047] 0:05:50.774120
5313 [D loss: 0.596 R 0.675 F 0.518][D acc: 0.688 R 0.609 F 0.766][G loss: 1.470 acc: 0.078] 0:05:50.853129
5314 [D loss: 0.515 R 0.545 F 0.484][D acc: 0.742 R 0.656 F 0.828][G loss: 1.378 acc: 0.094] 0:05:50.930136
5315 [D loss: 0.577 R 0.519 F 0.636][D acc: 0.766 R 0.703 F 0.828][G loss: 1.444 acc: 0.062] 0:05:51.001601
5316 [D loss: 0.604 R 0.658 F 0.550][D acc: 0.656 R 0.547 F 0.766][G loss: 1.500 acc: 0.078] 0:05:51.073844
5317 [D loss: 0.543 R 0.511 F 0.576][D acc: 0.750 R 0.766 F 0.734][G loss: 1.455 acc: 0.016] 0:05:51.155476
5318 [D loss: 0.535 R 0.594 F 0.477][D acc: 0.742 R 0.609 F 0.875][G loss: 1.302 acc: 0.125] 0:05:51.232650
5319 [D loss: 0.480 R 0.521 F 0.440][D acc: 0.781 R 0.688 F 0.875][G loss: 1.467 acc: 0.031] 0:05:51.308501
5320 [D loss: 0.491 R 0.502 F 0.479][D acc: 0.781 R 0.656 F 0.906][G loss: 1.706 acc: 0.078] 0:05:51.387362
5321 [D loss: 0.496 R 0.641 F 0.351][D acc: 0.766 R 0.594 F 0.938][G loss: 1.553 acc: 0.031] 0:05:51.461599
5322 [D loss: 0.390 R 0.392 F 0.388][D acc: 0.852 R 0.797 F 0.906][G loss: 1.665 acc: 0.047] 0:05:51.538703
5323 [D loss: 0.563 R 0.463 F 0.663][D acc: 0.727 R 0.734 F 0.719][G loss: 1.469 acc: 0.062] 0:05:51.622695
5324 [D loss: 0.574 R 0.641 F 0.506][D acc: 0.672 R 0.562 F 0.781][G loss: 1.538 acc: 0.078] 0:05:51.701106
5325 [D loss: 0.586 R 0.537 F 0.635][D acc: 0.734 R 0.734 F 0.734][G loss: 1.424 acc: 0.109] 0:05:51.774612
5326 [D loss: 0.550 R 0.540 F 0.559][D acc: 0.695 R 0.625 F 0.766][G loss: 1.437 acc: 0.094] 0:05:51.866718
5327 [D loss: 0.551 R 0.556 F 0.547][D acc: 0.719 R 0.656 F 0.781][G loss: 1.611 acc: 0.078] 0:05:51.938889
5328 [D loss: 0.518 R 0.669 F 0.367][D acc: 0.734 R 0.594 F 0.875][G loss: 1.477 acc: 0.078] 0:05:52.009655
5329 [D loss: 0.459 R 0.427 F 0.491][D acc: 0.797 R 0.734 F 0.859][G loss: 1.615 acc: 0.094] 0:05:52.089440
5330 [D loss: 0.487 R 0.518 F 0.456][D acc: 0.742 R 0.672 F 0.812][G loss: 1.572 acc: 0.062] 0:05:52.175261
5331 [D loss: 0.568 R 0.533 F 0.604][D acc: 0.664 R 0.672 F 0.656][G loss: 1.433 acc: 0.094] 0:05:52.250687
5332 [D loss: 0.508 R 0.542 F 0.474][D acc: 0.750 R 0.688 F 0.812][G loss: 1.576 acc: 0.016] 0:05:52.332391
5333 [D loss: 0.526 R 0.630 F 0.422][D acc: 0.750 R 0.609 F 0.891][G loss: 1.588 acc: 0.109] 0:05:52.414698
5334 [D loss: 0.590 R 0.553 F 0.626][D acc: 0.703 R 0.656 F 0.750][G loss: 1.422 acc: 0.078] 0:05:52.485796
5335 [D loss: 0.428 R 0.488 F 0.368][D acc: 0.797 R 0.688 F 0.906][G loss: 1.394 acc: 0.062] 0:05:52.568459
5336 [D loss: 0.421 R 0.409 F 0.434][D acc: 0.844 R 0.812 F 0.875][G loss: 1.526 acc: 0.078] 0:05:52.641598
5337 [D loss: 0.419 R 0.432 F 0.407][D acc: 0.805 R 0.766 F 0.844][G loss: 1.665 acc: 0.047] 0:05:52.718713
5338 [D loss: 0.596 R 0.622 F 0.570][D acc: 0.633 R 0.547 F 0.719][G loss: 1.421 acc: 0.109] 0:05:52.798132
5339 [D loss: 0.548 R 0.480 F 0.616][D acc: 0.766 R 0.688 F 0.844][G loss: 1.605 acc: 0.109] 0:05:52.898226
5340 [D loss: 0.541 R 0.605 F 0.477][D acc: 0.742 R 0.672 F 0.812][G loss: 1.544 acc: 0.062] 0:05:52.976069
5341 [D loss: 0.492 R 0.470 F 0.514][D acc: 0.758 R 0.703 F 0.812][G loss: 1.463 acc: 0.062] 0:05:53.058342
5342 [D loss: 0.495 R 0.499 F 0.491][D acc: 0.773 R 0.734 F 0.812][G loss: 1.411 acc: 0.156] 0:05:53.132950
5343 [D loss: 0.550 R 0.455 F 0.644][D acc: 0.750 R 0.766 F 0.734][G loss: 1.650 acc: 0.062] 0:05:53.210158
5344 [D loss: 0.721 R 0.943 F 0.500][D acc: 0.641 R 0.453 F 0.828][G loss: 1.356 acc: 0.078] 0:05:53.300436
5345 [D loss: 0.485 R 0.505 F 0.465][D acc: 0.766 R 0.672 F 0.859][G loss: 1.282 acc: 0.219] 0:05:53.374004
5346 [D loss: 0.545 R 0.520 F 0.570][D acc: 0.734 R 0.688 F 0.781][G loss: 1.447 acc: 0.094] 0:05:53.446828
5347 [D loss: 0.493 R 0.473 F 0.514][D acc: 0.727 R 0.688 F 0.766][G loss: 1.557 acc: 0.094] 0:05:53.530408
5348 [D loss: 0.449 R 0.435 F 0.463][D acc: 0.812 R 0.734 F 0.891][G loss: 1.508 acc: 0.078] 0:05:53.626013
5349 [D loss: 0.537 R 0.560 F 0.513][D acc: 0.719 R 0.625 F 0.812][G loss: 1.365 acc: 0.188] 0:05:53.709517
5350 [D loss: 0.603 R 0.676 F 0.531][D acc: 0.719 R 0.609 F 0.828][G loss: 1.597 acc: 0.047] 0:05:53.796435
5351 [D loss: 0.470 R 0.483 F 0.456][D acc: 0.734 R 0.656 F 0.812][G loss: 1.345 acc: 0.141] 0:05:53.873527
5352 [D loss: 0.565 R 0.581 F 0.549][D acc: 0.727 R 0.656 F 0.797][G loss: 1.560 acc: 0.078] 0:05:53.955225
5353 [D loss: 0.546 R 0.639 F 0.454][D acc: 0.680 R 0.562 F 0.797][G loss: 1.551 acc: 0.078] 0:05:54.040531
5354 [D loss: 0.475 R 0.441 F 0.510][D acc: 0.789 R 0.719 F 0.859][G loss: 1.348 acc: 0.125] 0:05:54.115128
5355 [D loss: 0.492 R 0.527 F 0.457][D acc: 0.742 R 0.688 F 0.797][G loss: 1.407 acc: 0.078] 0:05:54.191070
5356 [D loss: 0.542 R 0.562 F 0.522][D acc: 0.703 R 0.641 F 0.766][G loss: 1.291 acc: 0.156] 0:05:54.275488
5357 [D loss: 0.548 R 0.421 F 0.676][D acc: 0.750 R 0.719 F 0.781][G loss: 1.521 acc: 0.047] 0:05:54.353704
5358 [D loss: 0.504 R 0.569 F 0.438][D acc: 0.742 R 0.641 F 0.844][G loss: 1.448 acc: 0.078] 0:05:54.423490
5359 [D loss: 0.374 R 0.396 F 0.352][D acc: 0.852 R 0.812 F 0.891][G loss: 1.580 acc: 0.078] 0:05:54.508227
5360 [D loss: 0.549 R 0.490 F 0.608][D acc: 0.734 R 0.734 F 0.734][G loss: 1.538 acc: 0.078] 0:05:54.580863
5361 [D loss: 0.670 R 0.714 F 0.626][D acc: 0.656 R 0.547 F 0.766][G loss: 1.511 acc: 0.078] 0:05:54.656288
5362 [D loss: 0.491 R 0.493 F 0.490][D acc: 0.789 R 0.734 F 0.844][G loss: 1.561 acc: 0.125] 0:05:54.743884
5363 [D loss: 0.513 R 0.585 F 0.441][D acc: 0.742 R 0.656 F 0.828][G loss: 1.594 acc: 0.000] 0:05:54.820657
5364 [D loss: 0.525 R 0.524 F 0.525][D acc: 0.711 R 0.656 F 0.766][G loss: 1.519 acc: 0.016] 0:05:54.890755
5365 [D loss: 0.574 R 0.607 F 0.542][D acc: 0.719 R 0.641 F 0.797][G loss: 1.506 acc: 0.094] 0:05:54.973492
5366 [D loss: 0.541 R 0.638 F 0.445][D acc: 0.758 R 0.625 F 0.891][G loss: 1.612 acc: 0.016] 0:05:55.048190
5367 [D loss: 0.489 R 0.514 F 0.464][D acc: 0.742 R 0.656 F 0.828][G loss: 1.571 acc: 0.047] 0:05:55.119146
5368 [D loss: 0.462 R 0.470 F 0.454][D acc: 0.797 R 0.766 F 0.828][G loss: 1.505 acc: 0.062] 0:05:55.214235
5369 [D loss: 0.503 R 0.582 F 0.423][D acc: 0.719 R 0.594 F 0.844][G loss: 1.396 acc: 0.062] 0:05:55.290401
5370 [D loss: 0.590 R 0.445 F 0.735][D acc: 0.734 R 0.719 F 0.750][G loss: 1.419 acc: 0.125] 0:05:55.369333
5371 [D loss: 0.436 R 0.422 F 0.451][D acc: 0.820 R 0.766 F 0.875][G loss: 1.525 acc: 0.078] 0:05:55.445472
5372 [D loss: 0.563 R 0.656 F 0.469][D acc: 0.711 R 0.562 F 0.859][G loss: 1.516 acc: 0.109] 0:05:55.515884
5373 [D loss: 0.506 R 0.520 F 0.492][D acc: 0.766 R 0.625 F 0.906][G loss: 1.500 acc: 0.062] 0:05:55.592556
5374 [D loss: 0.540 R 0.599 F 0.482][D acc: 0.742 R 0.609 F 0.875][G loss: 1.438 acc: 0.047] 0:05:55.679707
5375 [D loss: 0.540 R 0.610 F 0.471][D acc: 0.766 R 0.672 F 0.859][G loss: 1.460 acc: 0.109] 0:05:55.755165
5376 [D loss: 0.593 R 0.471 F 0.714][D acc: 0.727 R 0.641 F 0.812][G loss: 1.497 acc: 0.062] 0:05:55.847892
5377 [D loss: 0.569 R 0.584 F 0.555][D acc: 0.711 R 0.641 F 0.781][G loss: 1.520 acc: 0.094] 0:05:55.929445
5378 [D loss: 0.458 R 0.496 F 0.419][D acc: 0.805 R 0.688 F 0.922][G loss: 1.500 acc: 0.047] 0:05:56.002796
5379 [D loss: 0.487 R 0.475 F 0.499][D acc: 0.727 R 0.656 F 0.797][G loss: 1.463 acc: 0.047] 0:05:56.075459
5380 [D loss: 0.519 R 0.528 F 0.510][D acc: 0.750 R 0.688 F 0.812][G loss: 1.569 acc: 0.078] 0:05:56.159208
5381 [D loss: 0.531 R 0.567 F 0.496][D acc: 0.719 R 0.609 F 0.828][G loss: 1.668 acc: 0.109] 0:05:56.234695
5382 [D loss: 0.453 R 0.504 F 0.402][D acc: 0.789 R 0.703 F 0.875][G loss: 1.585 acc: 0.016] 0:05:56.313651
5383 [D loss: 0.474 R 0.464 F 0.484][D acc: 0.781 R 0.766 F 0.797][G loss: 1.633 acc: 0.031] 0:05:56.400486
5384 [D loss: 0.423 R 0.431 F 0.415][D acc: 0.805 R 0.766 F 0.844][G loss: 1.476 acc: 0.094] 0:05:56.471691
5385 [D loss: 0.414 R 0.381 F 0.447][D acc: 0.758 R 0.750 F 0.766][G loss: 1.720 acc: 0.000] 0:05:56.542413
5386 [D loss: 0.556 R 0.484 F 0.628][D acc: 0.781 R 0.750 F 0.812][G loss: 1.803 acc: 0.031] 0:05:56.615638
5387 [D loss: 0.491 R 0.602 F 0.380][D acc: 0.758 R 0.578 F 0.938][G loss: 1.662 acc: 0.062] 0:05:56.695133
5388 [D loss: 0.600 R 0.671 F 0.528][D acc: 0.695 R 0.594 F 0.797][G loss: 1.619 acc: 0.031] 0:05:56.771473
5389 [D loss: 0.542 R 0.648 F 0.437][D acc: 0.688 R 0.484 F 0.891][G loss: 1.585 acc: 0.094] 0:05:56.853516
5390 [D loss: 0.479 R 0.476 F 0.482][D acc: 0.734 R 0.703 F 0.766][G loss: 1.633 acc: 0.047] 0:05:56.931757
5391 [D loss: 0.449 R 0.443 F 0.454][D acc: 0.789 R 0.703 F 0.875][G loss: 1.661 acc: 0.062] 0:05:57.013733
5392 [D loss: 0.501 R 0.343 F 0.660][D acc: 0.758 R 0.781 F 0.734][G loss: 1.509 acc: 0.109] 0:05:57.096937
5393 [D loss: 0.501 R 0.524 F 0.478][D acc: 0.734 R 0.656 F 0.812][G loss: 1.661 acc: 0.047] 0:05:57.171191
5394 [D loss: 0.497 R 0.583 F 0.410][D acc: 0.750 R 0.609 F 0.891][G loss: 1.539 acc: 0.047] 0:05:57.248826
5395 [D loss: 0.610 R 0.600 F 0.619][D acc: 0.734 R 0.672 F 0.797][G loss: 1.510 acc: 0.031] 0:05:57.332403
5396 [D loss: 0.520 R 0.549 F 0.491][D acc: 0.742 R 0.672 F 0.812][G loss: 1.418 acc: 0.078] 0:05:57.404194
5397 [D loss: 0.512 R 0.602 F 0.423][D acc: 0.742 R 0.609 F 0.875][G loss: 1.622 acc: 0.062] 0:05:57.475130
5398 [D loss: 0.462 R 0.479 F 0.445][D acc: 0.773 R 0.688 F 0.859][G loss: 1.633 acc: 0.141] 0:05:57.558715
5399 [D loss: 0.562 R 0.648 F 0.476][D acc: 0.750 R 0.609 F 0.891][G loss: 1.465 acc: 0.062] 0:05:57.648612
5400 [D loss: 0.639 R 0.538 F 0.740][D acc: 0.711 R 0.688 F 0.734][G loss: 1.456 acc: 0.094] 0:05:57.729981
5401 [D loss: 0.495 R 0.583 F 0.407][D acc: 0.711 R 0.531 F 0.891][G loss: 1.786 acc: 0.047] 0:05:57.813187
5402 [D loss: 0.433 R 0.459 F 0.407][D acc: 0.797 R 0.750 F 0.844][G loss: 1.726 acc: 0.047] 0:05:57.888893
5403 [D loss: 0.466 R 0.474 F 0.459][D acc: 0.781 R 0.734 F 0.828][G loss: 1.437 acc: 0.094] 0:05:57.961894
5404 [D loss: 0.478 R 0.518 F 0.439][D acc: 0.773 R 0.672 F 0.875][G loss: 1.559 acc: 0.094] 0:05:58.056198
5405 [D loss: 0.386 R 0.433 F 0.340][D acc: 0.820 R 0.719 F 0.922][G loss: 1.715 acc: 0.016] 0:05:58.137579
5406 [D loss: 0.418 R 0.402 F 0.434][D acc: 0.836 R 0.781 F 0.891][G loss: 1.416 acc: 0.141] 0:05:58.218311
5407 [D loss: 0.532 R 0.436 F 0.629][D acc: 0.766 R 0.750 F 0.781][G loss: 1.884 acc: 0.016] 0:05:58.312701
5408 [D loss: 0.556 R 0.614 F 0.498][D acc: 0.703 R 0.578 F 0.828][G loss: 1.542 acc: 0.062] 0:05:58.395795
5409 [D loss: 0.490 R 0.505 F 0.475][D acc: 0.734 R 0.703 F 0.766][G loss: 1.596 acc: 0.109] 0:05:58.479696
5410 [D loss: 0.534 R 0.524 F 0.543][D acc: 0.742 R 0.672 F 0.812][G loss: 1.376 acc: 0.156] 0:05:58.562739
5411 [D loss: 0.435 R 0.479 F 0.391][D acc: 0.867 R 0.812 F 0.922][G loss: 1.534 acc: 0.062] 0:05:58.656249
5412 [D loss: 0.541 R 0.550 F 0.533][D acc: 0.719 R 0.703 F 0.734][G loss: 1.719 acc: 0.047] 0:05:58.737251
5413 [D loss: 0.435 R 0.461 F 0.409][D acc: 0.828 R 0.734 F 0.922][G loss: 1.629 acc: 0.156] 0:05:58.824411
5414 [D loss: 0.593 R 0.601 F 0.584][D acc: 0.688 R 0.609 F 0.766][G loss: 1.732 acc: 0.094] 0:05:58.900794
5415 [D loss: 0.539 R 0.566 F 0.512][D acc: 0.680 R 0.594 F 0.766][G loss: 1.460 acc: 0.125] 0:05:58.976011
5416 [D loss: 0.505 R 0.536 F 0.474][D acc: 0.734 R 0.641 F 0.828][G loss: 1.455 acc: 0.094] 0:05:59.055951
5417 [D loss: 0.503 R 0.516 F 0.489][D acc: 0.750 R 0.703 F 0.797][G loss: 1.651 acc: 0.109] 0:05:59.137493
5418 [D loss: 0.401 R 0.378 F 0.423][D acc: 0.820 R 0.797 F 0.844][G loss: 1.527 acc: 0.094] 0:05:59.210891
5419 [D loss: 0.497 R 0.429 F 0.565][D acc: 0.820 R 0.797 F 0.844][G loss: 1.824 acc: 0.094] 0:05:59.299142
5420 [D loss: 0.542 R 0.631 F 0.453][D acc: 0.742 R 0.641 F 0.844][G loss: 1.608 acc: 0.047] 0:05:59.377484
5421 [D loss: 0.502 R 0.567 F 0.437][D acc: 0.734 R 0.641 F 0.828][G loss: 1.504 acc: 0.094] 0:05:59.452857
5422 [D loss: 0.669 R 0.521 F 0.817][D acc: 0.695 R 0.688 F 0.703][G loss: 1.597 acc: 0.062] 0:05:59.531250
5423 [D loss: 0.507 R 0.523 F 0.492][D acc: 0.773 R 0.750 F 0.797][G loss: 1.472 acc: 0.125] 0:05:59.606421
5424 [D loss: 0.539 R 0.639 F 0.438][D acc: 0.734 R 0.609 F 0.859][G loss: 1.570 acc: 0.078] 0:05:59.685468
5425 [D loss: 0.599 R 0.566 F 0.633][D acc: 0.680 R 0.641 F 0.719][G loss: 1.682 acc: 0.062] 0:05:59.765230
5426 [D loss: 0.411 R 0.442 F 0.380][D acc: 0.805 R 0.750 F 0.859][G loss: 1.760 acc: 0.016] 0:05:59.844955
5427 [D loss: 0.486 R 0.523 F 0.449][D acc: 0.773 R 0.688 F 0.859][G loss: 1.478 acc: 0.156] 0:05:59.943491
5428 [D loss: 0.551 R 0.548 F 0.555][D acc: 0.727 R 0.656 F 0.797][G loss: 1.574 acc: 0.125] 0:06:00.028879
5429 [D loss: 0.626 R 0.753 F 0.499][D acc: 0.664 R 0.531 F 0.797][G loss: 1.313 acc: 0.062] 0:06:00.107652
5430 [D loss: 0.518 R 0.621 F 0.415][D acc: 0.703 R 0.547 F 0.859][G loss: 1.365 acc: 0.094] 0:06:00.186157
5431 [D loss: 0.479 R 0.447 F 0.511][D acc: 0.773 R 0.750 F 0.797][G loss: 1.613 acc: 0.078] 0:06:00.270209
5432 [D loss: 0.573 R 0.566 F 0.581][D acc: 0.703 R 0.625 F 0.781][G loss: 1.454 acc: 0.078] 0:06:00.347541
5433 [D loss: 0.482 R 0.507 F 0.456][D acc: 0.789 R 0.688 F 0.891][G loss: 1.416 acc: 0.156] 0:06:00.423718
5434 [D loss: 0.456 R 0.530 F 0.381][D acc: 0.758 R 0.656 F 0.859][G loss: 1.513 acc: 0.156] 0:06:00.502310
5435 [D loss: 0.482 R 0.417 F 0.546][D acc: 0.773 R 0.766 F 0.781][G loss: 1.602 acc: 0.109] 0:06:00.580604
5436 [D loss: 0.525 R 0.635 F 0.415][D acc: 0.766 R 0.641 F 0.891][G loss: 1.397 acc: 0.109] 0:06:00.659217
5437 [D loss: 0.588 R 0.550 F 0.625][D acc: 0.727 R 0.656 F 0.797][G loss: 1.560 acc: 0.047] 0:06:00.743043
5438 [D loss: 0.551 R 0.625 F 0.478][D acc: 0.695 R 0.625 F 0.766][G loss: 1.500 acc: 0.094] 0:06:00.835679
5439 [D loss: 0.523 R 0.496 F 0.550][D acc: 0.719 R 0.703 F 0.734][G loss: 1.514 acc: 0.094] 0:06:00.909672
5440 [D loss: 0.554 R 0.659 F 0.448][D acc: 0.750 R 0.641 F 0.859][G loss: 1.501 acc: 0.078] 0:06:01.003830
5441 [D loss: 0.497 R 0.573 F 0.421][D acc: 0.711 R 0.609 F 0.812][G loss: 1.369 acc: 0.156] 0:06:01.084263
5442 [D loss: 0.537 R 0.498 F 0.577][D acc: 0.719 R 0.688 F 0.750][G loss: 1.316 acc: 0.125] 0:06:01.160228
5443 [D loss: 0.449 R 0.430 F 0.468][D acc: 0.805 R 0.781 F 0.828][G loss: 1.401 acc: 0.094] 0:06:01.247768
5444 [D loss: 0.539 R 0.482 F 0.596][D acc: 0.758 R 0.703 F 0.812][G loss: 1.332 acc: 0.188] 0:06:01.333137
5445 [D loss: 0.429 R 0.504 F 0.355][D acc: 0.805 R 0.688 F 0.922][G loss: 1.444 acc: 0.109] 0:06:01.409720
5446 [D loss: 0.460 R 0.423 F 0.496][D acc: 0.820 R 0.797 F 0.844][G loss: 1.725 acc: 0.031] 0:06:01.489989
5447 [D loss: 0.529 R 0.571 F 0.488][D acc: 0.703 R 0.562 F 0.844][G loss: 1.474 acc: 0.109] 0:06:01.564180
5448 [D loss: 0.503 R 0.515 F 0.491][D acc: 0.766 R 0.703 F 0.828][G loss: 1.516 acc: 0.109] 0:06:01.657649
5449 [D loss: 0.507 R 0.411 F 0.603][D acc: 0.766 R 0.781 F 0.750][G loss: 1.655 acc: 0.031] 0:06:01.738607
5450 [D loss: 0.495 R 0.569 F 0.421][D acc: 0.750 R 0.625 F 0.875][G loss: 1.498 acc: 0.094] 0:06:01.810304
5451 [D loss: 0.536 R 0.567 F 0.505][D acc: 0.727 R 0.656 F 0.797][G loss: 1.581 acc: 0.078] 0:06:01.886695
5452 [D loss: 0.488 R 0.478 F 0.498][D acc: 0.773 R 0.750 F 0.797][G loss: 1.516 acc: 0.078] 0:06:01.972800
5453 [D loss: 0.626 R 0.675 F 0.576][D acc: 0.695 R 0.516 F 0.875][G loss: 1.496 acc: 0.156] 0:06:02.044330
5454 [D loss: 0.526 R 0.578 F 0.474][D acc: 0.750 R 0.688 F 0.812][G loss: 1.502 acc: 0.094] 0:06:02.116739
5455 [D loss: 0.478 R 0.385 F 0.571][D acc: 0.805 R 0.797 F 0.812][G loss: 1.334 acc: 0.156] 0:06:02.195148
5456 [D loss: 0.488 R 0.503 F 0.472][D acc: 0.758 R 0.672 F 0.844][G loss: 1.419 acc: 0.125] 0:06:02.269203
5457 [D loss: 0.373 R 0.369 F 0.378][D acc: 0.828 R 0.781 F 0.875][G loss: 1.589 acc: 0.094] 0:06:02.352138
5458 [D loss: 0.637 R 0.652 F 0.622][D acc: 0.617 R 0.578 F 0.656][G loss: 1.644 acc: 0.047] 0:06:02.437317
5459 [D loss: 0.457 R 0.466 F 0.448][D acc: 0.789 R 0.688 F 0.891][G loss: 1.635 acc: 0.062] 0:06:02.510968
5460 [D loss: 0.441 R 0.416 F 0.467][D acc: 0.781 R 0.734 F 0.828][G loss: 1.571 acc: 0.047] 0:06:02.582912
5461 [D loss: 0.460 R 0.416 F 0.503][D acc: 0.828 R 0.828 F 0.828][G loss: 1.506 acc: 0.109] 0:06:02.673879
5462 [D loss: 0.536 R 0.553 F 0.519][D acc: 0.711 R 0.641 F 0.781][G loss: 1.874 acc: 0.047] 0:06:02.747740
5463 [D loss: 0.515 R 0.558 F 0.473][D acc: 0.688 R 0.594 F 0.781][G loss: 1.445 acc: 0.172] 0:06:02.818730
5464 [D loss: 0.406 R 0.472 F 0.341][D acc: 0.805 R 0.750 F 0.859][G loss: 1.583 acc: 0.172] 0:06:02.906961
5465 [D loss: 0.532 R 0.456 F 0.608][D acc: 0.734 R 0.703 F 0.766][G loss: 1.735 acc: 0.078] 0:06:02.982098
5466 [D loss: 0.450 R 0.457 F 0.442][D acc: 0.812 R 0.750 F 0.875][G loss: 1.669 acc: 0.031] 0:06:03.053682
5467 [D loss: 0.534 R 0.539 F 0.528][D acc: 0.719 R 0.672 F 0.766][G loss: 1.551 acc: 0.109] 0:06:03.137593
5468 [D loss: 0.501 R 0.524 F 0.477][D acc: 0.781 R 0.734 F 0.828][G loss: 1.541 acc: 0.094] 0:06:03.211381
5469 [D loss: 0.530 R 0.524 F 0.536][D acc: 0.766 R 0.703 F 0.828][G loss: 1.542 acc: 0.094] 0:06:03.291650
5470 [D loss: 0.500 R 0.567 F 0.433][D acc: 0.719 R 0.562 F 0.875][G loss: 1.752 acc: 0.141] 0:06:03.381012
5471 [D loss: 0.512 R 0.621 F 0.403][D acc: 0.758 R 0.625 F 0.891][G loss: 1.769 acc: 0.062] 0:06:03.463367
5472 [D loss: 0.545 R 0.495 F 0.594][D acc: 0.766 R 0.750 F 0.781][G loss: 1.790 acc: 0.094] 0:06:03.534783
5473 [D loss: 0.513 R 0.629 F 0.396][D acc: 0.773 R 0.641 F 0.906][G loss: 1.593 acc: 0.094] 0:06:03.613672
5474 [D loss: 0.486 R 0.522 F 0.451][D acc: 0.805 R 0.703 F 0.906][G loss: 1.678 acc: 0.031] 0:06:03.689560
5475 [D loss: 0.630 R 0.654 F 0.607][D acc: 0.688 R 0.578 F 0.797][G loss: 1.561 acc: 0.109] 0:06:03.764516
5476 [D loss: 0.449 R 0.465 F 0.432][D acc: 0.781 R 0.703 F 0.859][G loss: 1.630 acc: 0.109] 0:06:03.844384
5477 [D loss: 0.468 R 0.472 F 0.464][D acc: 0.758 R 0.688 F 0.828][G loss: 1.612 acc: 0.125] 0:06:03.916329
5478 [D loss: 0.471 R 0.543 F 0.399][D acc: 0.742 R 0.641 F 0.844][G loss: 1.563 acc: 0.125] 0:06:03.999103
5479 [D loss: 0.501 R 0.474 F 0.527][D acc: 0.734 R 0.688 F 0.781][G loss: 1.551 acc: 0.062] 0:06:04.079012
5480 [D loss: 0.466 R 0.466 F 0.466][D acc: 0.766 R 0.719 F 0.812][G loss: 1.600 acc: 0.062] 0:06:04.150018
5481 [D loss: 0.605 R 0.537 F 0.673][D acc: 0.711 R 0.672 F 0.750][G loss: 1.480 acc: 0.125] 0:06:04.224769
5482 [D loss: 0.516 R 0.639 F 0.393][D acc: 0.727 R 0.609 F 0.844][G loss: 1.573 acc: 0.078] 0:06:04.303578
5483 [D loss: 0.477 R 0.480 F 0.474][D acc: 0.758 R 0.672 F 0.844][G loss: 1.408 acc: 0.141] 0:06:04.383690
5484 [D loss: 0.475 R 0.458 F 0.491][D acc: 0.766 R 0.703 F 0.828][G loss: 1.747 acc: 0.094] 0:06:04.461725
5485 [D loss: 0.421 R 0.495 F 0.346][D acc: 0.836 R 0.734 F 0.938][G loss: 1.640 acc: 0.047] 0:06:04.542201
5486 [D loss: 0.500 R 0.532 F 0.468][D acc: 0.781 R 0.719 F 0.844][G loss: 1.425 acc: 0.141] 0:06:04.617010
5487 [D loss: 0.507 R 0.512 F 0.502][D acc: 0.727 R 0.688 F 0.766][G loss: 1.454 acc: 0.062] 0:06:04.700800
5488 [D loss: 0.581 R 0.564 F 0.597][D acc: 0.711 R 0.609 F 0.812][G loss: 1.352 acc: 0.094] 0:06:04.795657
5489 [D loss: 0.449 R 0.485 F 0.412][D acc: 0.812 R 0.734 F 0.891][G loss: 1.512 acc: 0.125] 0:06:04.869728
5490 [D loss: 0.527 R 0.607 F 0.447][D acc: 0.766 R 0.656 F 0.875][G loss: 1.291 acc: 0.141] 0:06:04.962630
5491 [D loss: 0.434 R 0.365 F 0.502][D acc: 0.805 R 0.797 F 0.812][G loss: 1.627 acc: 0.047] 0:06:05.050070
5492 [D loss: 0.491 R 0.556 F 0.427][D acc: 0.727 R 0.594 F 0.859][G loss: 1.475 acc: 0.109] 0:06:05.133094
5493 [D loss: 0.512 R 0.501 F 0.522][D acc: 0.766 R 0.688 F 0.844][G loss: 1.482 acc: 0.078] 0:06:05.207614
5494 [D loss: 0.528 R 0.545 F 0.511][D acc: 0.734 R 0.688 F 0.781][G loss: 1.584 acc: 0.125] 0:06:05.290866
5495 [D loss: 0.639 R 0.696 F 0.582][D acc: 0.672 R 0.594 F 0.750][G loss: 1.595 acc: 0.047] 0:06:05.385418
5496 [D loss: 0.517 R 0.604 F 0.430][D acc: 0.750 R 0.625 F 0.875][G loss: 1.558 acc: 0.047] 0:06:05.461508
5497 [D loss: 0.500 R 0.556 F 0.444][D acc: 0.734 R 0.625 F 0.844][G loss: 1.474 acc: 0.062] 0:06:05.541881
5498 [D loss: 0.450 R 0.465 F 0.434][D acc: 0.758 R 0.672 F 0.844][G loss: 1.491 acc: 0.062] 0:06:05.616596
5499 [D loss: 0.578 R 0.556 F 0.600][D acc: 0.648 R 0.594 F 0.703][G loss: 1.561 acc: 0.062] 0:06:05.689395
5500 [D loss: 0.448 R 0.536 F 0.360][D acc: 0.789 R 0.641 F 0.938][G loss: 1.495 acc: 0.094] 0:06:05.776259
5501 [D loss: 0.441 R 0.346 F 0.537][D acc: 0.805 R 0.828 F 0.781][G loss: 1.529 acc: 0.094] 0:06:05.852529
5502 [D loss: 0.500 R 0.508 F 0.492][D acc: 0.781 R 0.734 F 0.828][G loss: 1.523 acc: 0.078] 0:06:05.931291
5503 [D loss: 0.475 R 0.505 F 0.446][D acc: 0.734 R 0.688 F 0.781][G loss: 1.631 acc: 0.078] 0:06:06.019488
5504 [D loss: 0.476 R 0.486 F 0.467][D acc: 0.773 R 0.719 F 0.828][G loss: 1.592 acc: 0.078] 0:06:06.102204
5505 [D loss: 0.493 R 0.480 F 0.505][D acc: 0.766 R 0.703 F 0.828][G loss: 1.587 acc: 0.016] 0:06:06.176173
5506 [D loss: 0.554 R 0.538 F 0.571][D acc: 0.773 R 0.719 F 0.828][G loss: 1.510 acc: 0.094] 0:06:06.265035
5507 [D loss: 0.539 R 0.635 F 0.443][D acc: 0.758 R 0.656 F 0.859][G loss: 1.443 acc: 0.094] 0:06:06.339633
5508 [D loss: 0.457 R 0.512 F 0.403][D acc: 0.797 R 0.672 F 0.922][G loss: 1.486 acc: 0.047] 0:06:06.417552
5509 [D loss: 0.433 R 0.370 F 0.495][D acc: 0.797 R 0.797 F 0.797][G loss: 1.503 acc: 0.094] 0:06:06.498732
5510 [D loss: 0.528 R 0.480 F 0.576][D acc: 0.742 R 0.734 F 0.750][G loss: 1.580 acc: 0.062] 0:06:06.572270
5511 [D loss: 0.597 R 0.674 F 0.519][D acc: 0.711 R 0.562 F 0.859][G loss: 1.615 acc: 0.109] 0:06:06.648204
5512 [D loss: 0.542 R 0.521 F 0.564][D acc: 0.758 R 0.656 F 0.859][G loss: 1.478 acc: 0.125] 0:06:06.737001
5513 [D loss: 0.597 R 0.612 F 0.582][D acc: 0.695 R 0.641 F 0.750][G loss: 1.479 acc: 0.141] 0:06:06.819750
5514 [D loss: 0.439 R 0.452 F 0.425][D acc: 0.836 R 0.766 F 0.906][G loss: 1.366 acc: 0.094] 0:06:06.896698
5515 [D loss: 0.546 R 0.557 F 0.535][D acc: 0.719 R 0.641 F 0.797][G loss: 1.356 acc: 0.078] 0:06:06.979475
5516 [D loss: 0.442 R 0.410 F 0.474][D acc: 0.836 R 0.828 F 0.844][G loss: 1.535 acc: 0.141] 0:06:07.059493
5517 [D loss: 0.452 R 0.479 F 0.425][D acc: 0.773 R 0.703 F 0.844][G loss: 1.528 acc: 0.062] 0:06:07.131609
5518 [D loss: 0.441 R 0.435 F 0.448][D acc: 0.789 R 0.734 F 0.844][G loss: 1.420 acc: 0.125] 0:06:07.209949
5519 [D loss: 0.587 R 0.396 F 0.778][D acc: 0.750 R 0.797 F 0.703][G loss: 1.917 acc: 0.047] 0:06:07.281423
5520 [D loss: 0.405 R 0.442 F 0.369][D acc: 0.852 R 0.797 F 0.906][G loss: 1.653 acc: 0.047] 0:06:07.353851
5521 [D loss: 0.497 R 0.422 F 0.571][D acc: 0.797 R 0.797 F 0.797][G loss: 1.771 acc: 0.031] 0:06:07.443261
5522 [D loss: 0.478 R 0.566 F 0.391][D acc: 0.797 R 0.719 F 0.875][G loss: 1.592 acc: 0.062] 0:06:07.518119
5523 [D loss: 0.393 R 0.368 F 0.418][D acc: 0.828 R 0.812 F 0.844][G loss: 1.671 acc: 0.094] 0:06:07.590997
5524 [D loss: 0.489 R 0.515 F 0.462][D acc: 0.742 R 0.688 F 0.797][G loss: 1.763 acc: 0.031] 0:06:07.675627
5525 [D loss: 0.461 R 0.435 F 0.486][D acc: 0.797 R 0.750 F 0.844][G loss: 1.800 acc: 0.047] 0:06:07.751738
5526 [D loss: 0.619 R 0.778 F 0.460][D acc: 0.703 R 0.547 F 0.859][G loss: 1.434 acc: 0.094] 0:06:07.824389
5527 [D loss: 0.546 R 0.623 F 0.469][D acc: 0.719 R 0.594 F 0.844][G loss: 1.521 acc: 0.062] 0:06:07.905191
5528 [D loss: 0.416 R 0.427 F 0.405][D acc: 0.820 R 0.750 F 0.891][G loss: 1.621 acc: 0.094] 0:06:07.978946
5529 [D loss: 0.488 R 0.399 F 0.578][D acc: 0.742 R 0.781 F 0.703][G loss: 1.663 acc: 0.016] 0:06:08.068594
5530 [D loss: 0.565 R 0.705 F 0.424][D acc: 0.727 R 0.578 F 0.875][G loss: 1.659 acc: 0.047] 0:06:08.167249
5531 [D loss: 0.464 R 0.509 F 0.419][D acc: 0.766 R 0.719 F 0.812][G loss: 1.614 acc: 0.062] 0:06:08.240517
5532 [D loss: 0.551 R 0.641 F 0.460][D acc: 0.734 R 0.609 F 0.859][G loss: 1.480 acc: 0.141] 0:06:08.313330
5533 [D loss: 0.445 R 0.459 F 0.432][D acc: 0.789 R 0.703 F 0.875][G loss: 1.386 acc: 0.109] 0:06:08.403741
5534 [D loss: 0.428 R 0.434 F 0.422][D acc: 0.781 R 0.719 F 0.844][G loss: 1.589 acc: 0.094] 0:06:08.483024
5535 [D loss: 0.450 R 0.406 F 0.495][D acc: 0.828 R 0.766 F 0.891][G loss: 1.803 acc: 0.047] 0:06:08.555377
5536 [D loss: 0.453 R 0.484 F 0.422][D acc: 0.789 R 0.734 F 0.844][G loss: 1.740 acc: 0.016] 0:06:08.636667
5537 [D loss: 0.481 R 0.474 F 0.487][D acc: 0.789 R 0.750 F 0.828][G loss: 1.624 acc: 0.078] 0:06:08.713953
5538 [D loss: 0.548 R 0.568 F 0.529][D acc: 0.773 R 0.703 F 0.844][G loss: 1.663 acc: 0.031] 0:06:08.785115
5539 [D loss: 0.549 R 0.548 F 0.550][D acc: 0.727 R 0.656 F 0.797][G loss: 1.612 acc: 0.047] 0:06:08.870489
5540 [D loss: 0.529 R 0.602 F 0.456][D acc: 0.750 R 0.594 F 0.906][G loss: 1.557 acc: 0.078] 0:06:08.942921
5541 [D loss: 0.483 R 0.560 F 0.406][D acc: 0.805 R 0.688 F 0.922][G loss: 1.443 acc: 0.141] 0:06:09.017744
5542 [D loss: 0.447 R 0.474 F 0.420][D acc: 0.773 R 0.719 F 0.828][G loss: 1.572 acc: 0.094] 0:06:09.095856
5543 [D loss: 0.432 R 0.374 F 0.490][D acc: 0.750 R 0.719 F 0.781][G loss: 1.673 acc: 0.078] 0:06:09.172074
5544 [D loss: 0.444 R 0.499 F 0.388][D acc: 0.797 R 0.688 F 0.906][G loss: 1.651 acc: 0.141] 0:06:09.259039
5545 [D loss: 0.357 R 0.373 F 0.340][D acc: 0.859 R 0.797 F 0.922][G loss: 1.631 acc: 0.094] 0:06:09.344966
5546 [D loss: 0.519 R 0.409 F 0.628][D acc: 0.734 R 0.734 F 0.734][G loss: 1.672 acc: 0.047] 0:06:09.416722
5547 [D loss: 0.555 R 0.640 F 0.469][D acc: 0.695 R 0.547 F 0.844][G loss: 1.560 acc: 0.109] 0:06:09.489647
5548 [D loss: 0.509 R 0.559 F 0.458][D acc: 0.781 R 0.672 F 0.891][G loss: 1.589 acc: 0.094] 0:06:09.578102
5549 [D loss: 0.425 R 0.506 F 0.344][D acc: 0.812 R 0.703 F 0.922][G loss: 1.511 acc: 0.109] 0:06:09.652156
5550 [D loss: 0.521 R 0.432 F 0.610][D acc: 0.750 R 0.750 F 0.750][G loss: 1.697 acc: 0.047] 0:06:09.732800
5551 [D loss: 0.554 R 0.621 F 0.486][D acc: 0.672 R 0.531 F 0.812][G loss: 1.665 acc: 0.094] 0:06:09.814101
5552 [D loss: 0.505 R 0.453 F 0.556][D acc: 0.758 R 0.734 F 0.781][G loss: 1.709 acc: 0.047] 0:06:09.888936
5553 [D loss: 0.516 R 0.623 F 0.409][D acc: 0.766 R 0.594 F 0.938][G loss: 1.497 acc: 0.047] 0:06:09.962573
5554 [D loss: 0.441 R 0.511 F 0.372][D acc: 0.773 R 0.672 F 0.875][G loss: 1.719 acc: 0.062] 0:06:10.043950
5555 [D loss: 0.479 R 0.525 F 0.433][D acc: 0.789 R 0.703 F 0.875][G loss: 1.725 acc: 0.078] 0:06:10.117007
5556 [D loss: 0.492 R 0.421 F 0.564][D acc: 0.734 R 0.734 F 0.734][G loss: 1.564 acc: 0.125] 0:06:10.196794
5557 [D loss: 0.596 R 0.747 F 0.444][D acc: 0.695 R 0.578 F 0.812][G loss: 1.493 acc: 0.062] 0:06:10.277794
5558 [D loss: 0.440 R 0.450 F 0.430][D acc: 0.797 R 0.734 F 0.859][G loss: 1.429 acc: 0.141] 0:06:10.350853
5559 [D loss: 0.540 R 0.611 F 0.469][D acc: 0.734 R 0.656 F 0.812][G loss: 1.432 acc: 0.094] 0:06:10.423631
5560 [D loss: 0.567 R 0.431 F 0.703][D acc: 0.805 R 0.781 F 0.828][G loss: 1.466 acc: 0.094] 0:06:10.508723
5561 [D loss: 0.492 R 0.553 F 0.430][D acc: 0.742 R 0.688 F 0.797][G loss: 1.405 acc: 0.125] 0:06:10.584445
5562 [D loss: 0.433 R 0.404 F 0.462][D acc: 0.789 R 0.750 F 0.828][G loss: 1.595 acc: 0.109] 0:06:10.657768
5563 [D loss: 0.430 R 0.371 F 0.490][D acc: 0.852 R 0.812 F 0.891][G loss: 1.657 acc: 0.047] 0:06:10.739501
5564 [D loss: 0.651 R 0.688 F 0.614][D acc: 0.711 R 0.625 F 0.797][G loss: 1.689 acc: 0.062] 0:06:10.813047
5565 [D loss: 0.539 R 0.689 F 0.388][D acc: 0.734 R 0.594 F 0.875][G loss: 1.507 acc: 0.047] 0:06:10.902485
5566 [D loss: 0.511 R 0.487 F 0.534][D acc: 0.773 R 0.734 F 0.812][G loss: 1.557 acc: 0.047] 0:06:10.984328
5567 [D loss: 0.489 R 0.487 F 0.492][D acc: 0.758 R 0.688 F 0.828][G loss: 1.519 acc: 0.078] 0:06:11.059708
5568 [D loss: 0.506 R 0.522 F 0.490][D acc: 0.773 R 0.703 F 0.844][G loss: 1.540 acc: 0.016] 0:06:11.136351
5569 [D loss: 0.492 R 0.527 F 0.456][D acc: 0.734 R 0.656 F 0.812][G loss: 1.530 acc: 0.094] 0:06:11.229325
5570 [D loss: 0.547 R 0.618 F 0.475][D acc: 0.719 R 0.594 F 0.844][G loss: 1.365 acc: 0.109] 0:06:11.303291
5571 [D loss: 0.452 R 0.454 F 0.450][D acc: 0.805 R 0.719 F 0.891][G loss: 1.422 acc: 0.094] 0:06:11.378541
5572 [D loss: 0.607 R 0.532 F 0.681][D acc: 0.797 R 0.734 F 0.859][G loss: 1.535 acc: 0.109] 0:06:11.464932
5573 [D loss: 0.452 R 0.515 F 0.389][D acc: 0.789 R 0.688 F 0.891][G loss: 1.611 acc: 0.062] 0:06:11.536148
5574 [D loss: 0.561 R 0.531 F 0.590][D acc: 0.742 R 0.688 F 0.797][G loss: 1.596 acc: 0.078] 0:06:11.615024
5575 [D loss: 0.532 R 0.606 F 0.459][D acc: 0.727 R 0.656 F 0.797][G loss: 1.571 acc: 0.031] 0:06:11.696995
5576 [D loss: 0.397 R 0.436 F 0.358][D acc: 0.844 R 0.766 F 0.922][G loss: 1.650 acc: 0.047] 0:06:11.769132
5577 [D loss: 0.492 R 0.487 F 0.496][D acc: 0.789 R 0.719 F 0.859][G loss: 1.669 acc: 0.078] 0:06:11.841330
5578 [D loss: 0.570 R 0.609 F 0.530][D acc: 0.719 R 0.625 F 0.812][G loss: 1.561 acc: 0.094] 0:06:11.924103
5579 [D loss: 0.557 R 0.644 F 0.469][D acc: 0.719 R 0.578 F 0.859][G loss: 1.507 acc: 0.094] 0:06:12.004999
5580 [D loss: 0.553 R 0.550 F 0.557][D acc: 0.711 R 0.609 F 0.812][G loss: 1.399 acc: 0.109] 0:06:12.084325
5581 [D loss: 0.429 R 0.400 F 0.458][D acc: 0.812 R 0.781 F 0.844][G loss: 1.645 acc: 0.094] 0:06:12.172552
5582 [D loss: 0.461 R 0.478 F 0.445][D acc: 0.758 R 0.703 F 0.812][G loss: 1.740 acc: 0.031] 0:06:12.249210
5583 [D loss: 0.503 R 0.462 F 0.544][D acc: 0.742 R 0.719 F 0.766][G loss: 1.542 acc: 0.109] 0:06:12.333053
5584 [D loss: 0.491 R 0.543 F 0.439][D acc: 0.789 R 0.719 F 0.859][G loss: 1.635 acc: 0.047] 0:06:12.413352
5585 [D loss: 0.480 R 0.516 F 0.444][D acc: 0.742 R 0.641 F 0.844][G loss: 1.455 acc: 0.078] 0:06:12.491737
5586 [D loss: 0.416 R 0.452 F 0.380][D acc: 0.812 R 0.766 F 0.859][G loss: 1.707 acc: 0.016] 0:06:12.574163
5587 [D loss: 0.513 R 0.487 F 0.539][D acc: 0.766 R 0.734 F 0.797][G loss: 1.753 acc: 0.047] 0:06:12.670006
5588 [D loss: 0.400 R 0.445 F 0.355][D acc: 0.805 R 0.734 F 0.875][G loss: 1.654 acc: 0.078] 0:06:12.749917
5589 [D loss: 0.444 R 0.388 F 0.501][D acc: 0.812 R 0.812 F 0.812][G loss: 1.690 acc: 0.031] 0:06:12.825960
5590 [D loss: 0.481 R 0.558 F 0.403][D acc: 0.789 R 0.734 F 0.844][G loss: 1.835 acc: 0.062] 0:06:12.914890
5591 [D loss: 0.495 R 0.405 F 0.585][D acc: 0.797 R 0.766 F 0.828][G loss: 1.688 acc: 0.109] 0:06:12.997032
5592 [D loss: 0.506 R 0.577 F 0.435][D acc: 0.758 R 0.625 F 0.891][G loss: 1.613 acc: 0.047] 0:06:13.072708
5593 [D loss: 0.499 R 0.457 F 0.541][D acc: 0.758 R 0.719 F 0.797][G loss: 1.580 acc: 0.031] 0:06:13.165438
5594 [D loss: 0.567 R 0.584 F 0.551][D acc: 0.727 R 0.688 F 0.766][G loss: 1.637 acc: 0.047] 0:06:13.240650
5595 [D loss: 0.539 R 0.477 F 0.602][D acc: 0.727 R 0.719 F 0.734][G loss: 1.751 acc: 0.062] 0:06:13.311701
5596 [D loss: 0.480 R 0.661 F 0.298][D acc: 0.766 R 0.578 F 0.953][G loss: 2.148 acc: 0.047] 0:06:13.395087
5597 [D loss: 0.666 R 0.862 F 0.470][D acc: 0.664 R 0.500 F 0.828][G loss: 1.509 acc: 0.047] 0:06:13.479733
5598 [D loss: 0.448 R 0.502 F 0.394][D acc: 0.805 R 0.719 F 0.891][G loss: 1.731 acc: 0.094] 0:06:13.568775
5599 [D loss: 0.689 R 0.705 F 0.673][D acc: 0.625 R 0.531 F 0.719][G loss: 1.406 acc: 0.125] 0:06:13.661899
5600 [D loss: 0.472 R 0.373 F 0.571][D acc: 0.773 R 0.797 F 0.750][G loss: 1.533 acc: 0.094] 0:06:13.747089
5601 [D loss: 0.491 R 0.457 F 0.526][D acc: 0.703 R 0.656 F 0.750][G loss: 1.503 acc: 0.062] 0:06:13.818653
5602 [D loss: 0.471 R 0.508 F 0.434][D acc: 0.805 R 0.703 F 0.906][G loss: 1.555 acc: 0.109] 0:06:13.898725
5603 [D loss: 0.476 R 0.477 F 0.475][D acc: 0.742 R 0.672 F 0.812][G loss: 1.614 acc: 0.094] 0:06:13.973287
5604 [D loss: 0.445 R 0.419 F 0.471][D acc: 0.812 R 0.797 F 0.828][G loss: 1.524 acc: 0.031] 0:06:14.049704
5605 [D loss: 0.553 R 0.580 F 0.525][D acc: 0.703 R 0.672 F 0.734][G loss: 1.491 acc: 0.062] 0:06:14.141830
5606 [D loss: 0.602 R 0.581 F 0.622][D acc: 0.758 R 0.672 F 0.844][G loss: 1.709 acc: 0.031] 0:06:14.218705
5607 [D loss: 0.447 R 0.487 F 0.407][D acc: 0.820 R 0.734 F 0.906][G loss: 1.616 acc: 0.078] 0:06:14.290724
5608 [D loss: 0.432 R 0.462 F 0.403][D acc: 0.812 R 0.734 F 0.891][G loss: 1.642 acc: 0.047] 0:06:14.371694
5609 [D loss: 0.462 R 0.469 F 0.455][D acc: 0.797 R 0.797 F 0.797][G loss: 1.587 acc: 0.062] 0:06:14.450276
5610 [D loss: 0.452 R 0.513 F 0.392][D acc: 0.812 R 0.734 F 0.891][G loss: 1.709 acc: 0.078] 0:06:14.526559
5611 [D loss: 0.481 R 0.429 F 0.533][D acc: 0.750 R 0.719 F 0.781][G loss: 1.691 acc: 0.031] 0:06:14.610963
5612 [D loss: 0.462 R 0.519 F 0.405][D acc: 0.758 R 0.656 F 0.859][G loss: 1.675 acc: 0.016] 0:06:14.689113
5613 [D loss: 0.458 R 0.494 F 0.421][D acc: 0.773 R 0.688 F 0.859][G loss: 1.546 acc: 0.078] 0:06:14.761561
5614 [D loss: 0.462 R 0.489 F 0.435][D acc: 0.789 R 0.703 F 0.875][G loss: 1.674 acc: 0.094] 0:06:14.843197
5615 [D loss: 0.524 R 0.597 F 0.451][D acc: 0.695 R 0.562 F 0.828][G loss: 1.647 acc: 0.062] 0:06:14.922055
5616 [D loss: 0.397 R 0.370 F 0.424][D acc: 0.836 R 0.844 F 0.828][G loss: 1.411 acc: 0.125] 0:06:14.996609
5617 [D loss: 0.410 R 0.371 F 0.449][D acc: 0.812 R 0.797 F 0.828][G loss: 1.461 acc: 0.156] 0:06:15.087516
5618 [D loss: 0.412 R 0.360 F 0.463][D acc: 0.820 R 0.766 F 0.875][G loss: 1.712 acc: 0.047] 0:06:15.164068
5619 [D loss: 0.509 R 0.657 F 0.361][D acc: 0.758 R 0.609 F 0.906][G loss: 1.739 acc: 0.047] 0:06:15.238214
5620 [D loss: 0.547 R 0.464 F 0.630][D acc: 0.781 R 0.766 F 0.797][G loss: 1.708 acc: 0.078] 0:06:15.320889
5621 [D loss: 0.528 R 0.629 F 0.427][D acc: 0.711 R 0.625 F 0.797][G loss: 1.611 acc: 0.078] 0:06:15.399916
5622 [D loss: 0.585 R 0.630 F 0.540][D acc: 0.711 R 0.625 F 0.797][G loss: 1.721 acc: 0.062] 0:06:15.471746
5623 [D loss: 0.493 R 0.538 F 0.448][D acc: 0.766 R 0.672 F 0.859][G loss: 1.599 acc: 0.094] 0:06:15.556929
5624 [D loss: 0.519 R 0.552 F 0.487][D acc: 0.727 R 0.641 F 0.812][G loss: 1.667 acc: 0.094] 0:06:15.635558
5625 [D loss: 0.422 R 0.407 F 0.436][D acc: 0.797 R 0.719 F 0.875][G loss: 1.757 acc: 0.078] 0:06:15.732935
5626 [D loss: 0.315 R 0.332 F 0.298][D acc: 0.891 R 0.844 F 0.938][G loss: 1.760 acc: 0.047] 0:06:15.836613
5627 [D loss: 0.391 R 0.440 F 0.341][D acc: 0.820 R 0.719 F 0.922][G loss: 1.736 acc: 0.094] 0:06:15.913495
5628 [D loss: 0.384 R 0.383 F 0.385][D acc: 0.820 R 0.781 F 0.859][G loss: 1.795 acc: 0.016] 0:06:15.992205
5629 [D loss: 0.516 R 0.510 F 0.522][D acc: 0.742 R 0.656 F 0.828][G loss: 1.761 acc: 0.078] 0:06:16.075822
5630 [D loss: 0.550 R 0.430 F 0.670][D acc: 0.750 R 0.750 F 0.750][G loss: 2.034 acc: 0.078] 0:06:16.154822
5631 [D loss: 0.504 R 0.602 F 0.407][D acc: 0.695 R 0.531 F 0.859][G loss: 1.731 acc: 0.094] 0:06:16.232820
5632 [D loss: 0.395 R 0.365 F 0.426][D acc: 0.828 R 0.812 F 0.844][G loss: 1.764 acc: 0.094] 0:06:16.315821
5633 [D loss: 0.518 R 0.481 F 0.555][D acc: 0.727 R 0.688 F 0.766][G loss: 1.752 acc: 0.078] 0:06:16.391723
5634 [D loss: 0.474 R 0.474 F 0.474][D acc: 0.805 R 0.750 F 0.859][G loss: 1.648 acc: 0.125] 0:06:16.469048
5635 [D loss: 0.460 R 0.506 F 0.414][D acc: 0.773 R 0.750 F 0.797][G loss: 1.663 acc: 0.062] 0:06:16.559532
5636 [D loss: 0.471 R 0.428 F 0.514][D acc: 0.789 R 0.734 F 0.844][G loss: 1.660 acc: 0.078] 0:06:16.636671
5637 [D loss: 0.525 R 0.442 F 0.609][D acc: 0.781 R 0.781 F 0.781][G loss: 1.752 acc: 0.078] 0:06:16.715353
5638 [D loss: 0.483 R 0.644 F 0.321][D acc: 0.773 R 0.641 F 0.906][G loss: 1.712 acc: 0.109] 0:06:16.796591
5639 [D loss: 0.436 R 0.442 F 0.430][D acc: 0.812 R 0.766 F 0.859][G loss: 1.643 acc: 0.062] 0:06:16.872708
5640 [D loss: 0.576 R 0.448 F 0.705][D acc: 0.719 R 0.734 F 0.703][G loss: 2.099 acc: 0.109] 0:06:16.947807
5641 [D loss: 0.463 R 0.528 F 0.398][D acc: 0.797 R 0.688 F 0.906][G loss: 1.916 acc: 0.031] 0:06:17.036447
5642 [D loss: 0.561 R 0.721 F 0.402][D acc: 0.727 R 0.578 F 0.875][G loss: 1.725 acc: 0.031] 0:06:17.116024
5643 [D loss: 0.427 R 0.409 F 0.444][D acc: 0.789 R 0.766 F 0.812][G loss: 1.554 acc: 0.141] 0:06:17.189670
5644 [D loss: 0.597 R 0.710 F 0.484][D acc: 0.766 R 0.688 F 0.844][G loss: 1.700 acc: 0.016] 0:06:17.280070
5645 [D loss: 0.572 R 0.476 F 0.669][D acc: 0.750 R 0.719 F 0.781][G loss: 1.784 acc: 0.078] 0:06:17.353276
5646 [D loss: 0.590 R 0.567 F 0.614][D acc: 0.680 R 0.625 F 0.734][G loss: 1.781 acc: 0.031] 0:06:17.427761
5647 [D loss: 0.438 R 0.520 F 0.355][D acc: 0.805 R 0.719 F 0.891][G loss: 1.566 acc: 0.062] 0:06:17.514673
5648 [D loss: 0.522 R 0.581 F 0.463][D acc: 0.758 R 0.688 F 0.828][G loss: 1.793 acc: 0.047] 0:06:17.589559
5649 [D loss: 0.493 R 0.548 F 0.438][D acc: 0.727 R 0.625 F 0.828][G loss: 1.657 acc: 0.062] 0:06:17.663328
5650 [D loss: 0.518 R 0.421 F 0.615][D acc: 0.758 R 0.703 F 0.812][G loss: 1.560 acc: 0.094] 0:06:17.747456
5651 [D loss: 0.556 R 0.683 F 0.428][D acc: 0.711 R 0.578 F 0.844][G loss: 1.610 acc: 0.078] 0:06:17.823802
5652 [D loss: 0.476 R 0.457 F 0.495][D acc: 0.781 R 0.766 F 0.797][G loss: 1.736 acc: 0.062] 0:06:17.905556
5653 [D loss: 0.484 R 0.474 F 0.494][D acc: 0.742 R 0.688 F 0.797][G loss: 1.609 acc: 0.078] 0:06:18.004375
5654 [D loss: 0.487 R 0.580 F 0.394][D acc: 0.766 R 0.641 F 0.891][G loss: 1.808 acc: 0.062] 0:06:18.085349
5655 [D loss: 0.547 R 0.485 F 0.609][D acc: 0.734 R 0.688 F 0.781][G loss: 1.571 acc: 0.062] 0:06:18.159487
5656 [D loss: 0.474 R 0.539 F 0.409][D acc: 0.805 R 0.703 F 0.906][G loss: 1.596 acc: 0.109] 0:06:18.241012
5657 [D loss: 0.460 R 0.473 F 0.447][D acc: 0.781 R 0.688 F 0.875][G loss: 1.766 acc: 0.031] 0:06:18.318976
5658 [D loss: 0.576 R 0.430 F 0.723][D acc: 0.688 R 0.719 F 0.656][G loss: 1.737 acc: 0.016] 0:06:18.393180
5659 [D loss: 0.539 R 0.629 F 0.448][D acc: 0.711 R 0.625 F 0.797][G loss: 1.742 acc: 0.031] 0:06:18.473142
5660 [D loss: 0.424 R 0.509 F 0.339][D acc: 0.805 R 0.719 F 0.891][G loss: 1.547 acc: 0.094] 0:06:18.561697
5661 [D loss: 0.446 R 0.414 F 0.478][D acc: 0.820 R 0.797 F 0.844][G loss: 1.632 acc: 0.078] 0:06:18.644620
5662 [D loss: 0.594 R 0.586 F 0.603][D acc: 0.711 R 0.641 F 0.781][G loss: 1.712 acc: 0.047] 0:06:18.727966
5663 [D loss: 0.518 R 0.482 F 0.553][D acc: 0.781 R 0.734 F 0.828][G loss: 1.756 acc: 0.031] 0:06:18.799741
5664 [D loss: 0.472 R 0.550 F 0.394][D acc: 0.758 R 0.688 F 0.828][G loss: 1.588 acc: 0.062] 0:06:18.895659
5665 [D loss: 0.416 R 0.512 F 0.320][D acc: 0.828 R 0.719 F 0.938][G loss: 1.338 acc: 0.172] 0:06:18.978720
5666 [D loss: 0.625 R 0.441 F 0.810][D acc: 0.750 R 0.766 F 0.734][G loss: 1.531 acc: 0.141] 0:06:19.052986
5667 [D loss: 0.515 R 0.627 F 0.404][D acc: 0.719 R 0.609 F 0.828][G loss: 1.460 acc: 0.109] 0:06:19.125274
5668 [D loss: 0.519 R 0.516 F 0.521][D acc: 0.734 R 0.656 F 0.812][G loss: 1.641 acc: 0.047] 0:06:19.208844
5669 [D loss: 0.517 R 0.565 F 0.468][D acc: 0.711 R 0.672 F 0.750][G loss: 1.747 acc: 0.109] 0:06:19.281276
5670 [D loss: 0.521 R 0.582 F 0.461][D acc: 0.750 R 0.641 F 0.859][G loss: 1.635 acc: 0.047] 0:06:19.362700
5671 [D loss: 0.589 R 0.570 F 0.609][D acc: 0.727 R 0.656 F 0.797][G loss: 1.306 acc: 0.141] 0:06:19.458735
5672 [D loss: 0.463 R 0.501 F 0.426][D acc: 0.789 R 0.703 F 0.875][G loss: 1.534 acc: 0.109] 0:06:19.545870
5673 [D loss: 0.579 R 0.580 F 0.579][D acc: 0.711 R 0.656 F 0.766][G loss: 1.601 acc: 0.031] 0:06:19.622180
5674 [D loss: 0.561 R 0.552 F 0.571][D acc: 0.758 R 0.734 F 0.781][G loss: 1.600 acc: 0.078] 0:06:19.709964
5675 [D loss: 0.524 R 0.581 F 0.468][D acc: 0.711 R 0.641 F 0.781][G loss: 1.494 acc: 0.094] 0:06:19.785179
5676 [D loss: 0.495 R 0.492 F 0.499][D acc: 0.750 R 0.672 F 0.828][G loss: 1.378 acc: 0.109] 0:06:19.860785
5677 [D loss: 0.476 R 0.494 F 0.457][D acc: 0.727 R 0.688 F 0.766][G loss: 1.533 acc: 0.094] 0:06:19.947215
5678 [D loss: 0.400 R 0.416 F 0.384][D acc: 0.812 R 0.750 F 0.875][G loss: 1.535 acc: 0.047] 0:06:20.029264
5679 [D loss: 0.406 R 0.386 F 0.426][D acc: 0.820 R 0.750 F 0.891][G loss: 1.669 acc: 0.094] 0:06:20.103686
5680 [D loss: 0.500 R 0.503 F 0.498][D acc: 0.758 R 0.750 F 0.766][G loss: 1.579 acc: 0.016] 0:06:20.194852
5681 [D loss: 0.524 R 0.526 F 0.523][D acc: 0.727 R 0.656 F 0.797][G loss: 1.712 acc: 0.109] 0:06:20.281152
5682 [D loss: 0.440 R 0.523 F 0.357][D acc: 0.812 R 0.672 F 0.953][G loss: 1.426 acc: 0.125] 0:06:20.358850
5683 [D loss: 0.505 R 0.515 F 0.495][D acc: 0.734 R 0.688 F 0.781][G loss: 1.615 acc: 0.062] 0:06:20.448740
5684 [D loss: 0.536 R 0.568 F 0.504][D acc: 0.711 R 0.641 F 0.781][G loss: 1.727 acc: 0.062] 0:06:20.522251
5685 [D loss: 0.612 R 0.587 F 0.637][D acc: 0.711 R 0.656 F 0.766][G loss: 1.726 acc: 0.047] 0:06:20.605060
5686 [D loss: 0.466 R 0.548 F 0.384][D acc: 0.789 R 0.688 F 0.891][G loss: 1.552 acc: 0.062] 0:06:20.694887
5687 [D loss: 0.475 R 0.539 F 0.411][D acc: 0.758 R 0.672 F 0.844][G loss: 1.505 acc: 0.094] 0:06:20.784834
5688 [D loss: 0.452 R 0.313 F 0.591][D acc: 0.805 R 0.828 F 0.781][G loss: 1.731 acc: 0.047] 0:06:20.879868
5689 [D loss: 0.491 R 0.537 F 0.444][D acc: 0.766 R 0.672 F 0.859][G loss: 1.640 acc: 0.047] 0:06:20.961114
5690 [D loss: 0.410 R 0.408 F 0.411][D acc: 0.820 R 0.750 F 0.891][G loss: 1.578 acc: 0.109] 0:06:21.036980
5691 [D loss: 0.468 R 0.418 F 0.518][D acc: 0.742 R 0.734 F 0.750][G loss: 1.661 acc: 0.094] 0:06:21.110406
5692 [D loss: 0.476 R 0.520 F 0.433][D acc: 0.750 R 0.656 F 0.844][G loss: 1.719 acc: 0.016] 0:06:21.192637
5693 [D loss: 0.571 R 0.527 F 0.615][D acc: 0.742 R 0.688 F 0.797][G loss: 1.683 acc: 0.078] 0:06:21.268071
5694 [D loss: 0.473 R 0.552 F 0.394][D acc: 0.773 R 0.672 F 0.875][G loss: 1.635 acc: 0.047] 0:06:21.359768
5695 [D loss: 0.562 R 0.413 F 0.712][D acc: 0.742 R 0.750 F 0.734][G loss: 1.909 acc: 0.031] 0:06:21.442680
5696 [D loss: 0.569 R 0.735 F 0.404][D acc: 0.711 R 0.562 F 0.859][G loss: 1.641 acc: 0.016] 0:06:21.524069
5697 [D loss: 0.511 R 0.554 F 0.467][D acc: 0.758 R 0.703 F 0.812][G loss: 1.489 acc: 0.094] 0:06:21.600517
5698 [D loss: 0.458 R 0.443 F 0.473][D acc: 0.789 R 0.750 F 0.828][G loss: 1.532 acc: 0.094] 0:06:21.691983
5699 [D loss: 0.495 R 0.497 F 0.493][D acc: 0.734 R 0.688 F 0.781][G loss: 1.790 acc: 0.047] 0:06:21.772089
5700 [D loss: 0.505 R 0.622 F 0.389][D acc: 0.750 R 0.641 F 0.859][G loss: 1.804 acc: 0.047] 0:06:21.846770
5701 [D loss: 0.500 R 0.633 F 0.366][D acc: 0.719 R 0.547 F 0.891][G loss: 1.582 acc: 0.078] 0:06:21.927161
5702 [D loss: 0.602 R 0.507 F 0.696][D acc: 0.711 R 0.703 F 0.719][G loss: 1.715 acc: 0.047] 0:06:22.004897
5703 [D loss: 0.453 R 0.477 F 0.429][D acc: 0.766 R 0.672 F 0.859][G loss: 1.527 acc: 0.125] 0:06:22.080644
5704 [D loss: 0.492 R 0.522 F 0.463][D acc: 0.773 R 0.688 F 0.859][G loss: 1.753 acc: 0.109] 0:06:22.163450
5705 [D loss: 0.597 R 0.729 F 0.466][D acc: 0.703 R 0.594 F 0.812][G loss: 1.542 acc: 0.094] 0:06:22.250188
5706 [D loss: 0.544 R 0.558 F 0.529][D acc: 0.719 R 0.641 F 0.797][G loss: 1.600 acc: 0.016] 0:06:22.323976
5707 [D loss: 0.449 R 0.498 F 0.400][D acc: 0.766 R 0.641 F 0.891][G loss: 1.558 acc: 0.016] 0:06:22.405803
5708 [D loss: 0.515 R 0.473 F 0.558][D acc: 0.727 R 0.656 F 0.797][G loss: 1.417 acc: 0.125] 0:06:22.484636
5709 [D loss: 0.541 R 0.521 F 0.560][D acc: 0.727 R 0.688 F 0.766][G loss: 1.596 acc: 0.062] 0:06:22.559504
5710 [D loss: 0.485 R 0.470 F 0.501][D acc: 0.758 R 0.734 F 0.781][G loss: 1.621 acc: 0.031] 0:06:22.648344
5711 [D loss: 0.441 R 0.521 F 0.361][D acc: 0.805 R 0.688 F 0.922][G loss: 1.787 acc: 0.031] 0:06:22.731624
5712 [D loss: 0.487 R 0.417 F 0.557][D acc: 0.789 R 0.750 F 0.828][G loss: 1.710 acc: 0.047] 0:06:22.810081
5713 [D loss: 0.506 R 0.491 F 0.521][D acc: 0.719 R 0.688 F 0.750][G loss: 1.575 acc: 0.047] 0:06:22.905366
5714 [D loss: 0.485 R 0.562 F 0.408][D acc: 0.797 R 0.719 F 0.875][G loss: 1.536 acc: 0.141] 0:06:23.004563
5715 [D loss: 0.434 R 0.443 F 0.425][D acc: 0.805 R 0.750 F 0.859][G loss: 1.615 acc: 0.141] 0:06:23.084859
5716 [D loss: 0.448 R 0.331 F 0.565][D acc: 0.812 R 0.828 F 0.797][G loss: 1.618 acc: 0.109] 0:06:23.175642
5717 [D loss: 0.576 R 0.614 F 0.537][D acc: 0.695 R 0.609 F 0.781][G loss: 1.817 acc: 0.031] 0:06:23.254178
5718 [D loss: 0.636 R 0.798 F 0.475][D acc: 0.688 R 0.516 F 0.859][G loss: 1.791 acc: 0.031] 0:06:23.338573
5719 [D loss: 0.511 R 0.570 F 0.452][D acc: 0.773 R 0.688 F 0.859][G loss: 1.561 acc: 0.031] 0:06:23.420924
5720 [D loss: 0.500 R 0.551 F 0.450][D acc: 0.750 R 0.703 F 0.797][G loss: 1.665 acc: 0.094] 0:06:23.494611
5721 [D loss: 0.531 R 0.520 F 0.542][D acc: 0.742 R 0.688 F 0.797][G loss: 1.342 acc: 0.156] 0:06:23.573995
5722 [D loss: 0.556 R 0.431 F 0.681][D acc: 0.727 R 0.719 F 0.734][G loss: 1.629 acc: 0.125] 0:06:23.684327
5723 [D loss: 0.445 R 0.471 F 0.420][D acc: 0.805 R 0.719 F 0.891][G loss: 1.915 acc: 0.016] 0:06:23.761158
5724 [D loss: 0.495 R 0.619 F 0.370][D acc: 0.766 R 0.641 F 0.891][G loss: 1.708 acc: 0.078] 0:06:23.858002
5725 [D loss: 0.508 R 0.496 F 0.520][D acc: 0.766 R 0.734 F 0.797][G loss: 1.754 acc: 0.000] 0:06:23.940787
5726 [D loss: 0.480 R 0.539 F 0.421][D acc: 0.781 R 0.688 F 0.875][G loss: 1.558 acc: 0.109] 0:06:24.015591
5727 [D loss: 0.557 R 0.448 F 0.666][D acc: 0.742 R 0.750 F 0.734][G loss: 1.635 acc: 0.031] 0:06:24.095379
5728 [D loss: 0.485 R 0.526 F 0.445][D acc: 0.758 R 0.656 F 0.859][G loss: 1.558 acc: 0.094] 0:06:24.184267
5729 [D loss: 0.455 R 0.426 F 0.484][D acc: 0.797 R 0.781 F 0.812][G loss: 1.721 acc: 0.078] 0:06:24.259798
5730 [D loss: 0.503 R 0.545 F 0.460][D acc: 0.781 R 0.734 F 0.828][G loss: 1.613 acc: 0.062] 0:06:24.340499
5731 [D loss: 0.511 R 0.636 F 0.387][D acc: 0.727 R 0.594 F 0.859][G loss: 1.604 acc: 0.062] 0:06:24.426934
5732 [D loss: 0.488 R 0.435 F 0.540][D acc: 0.719 R 0.656 F 0.781][G loss: 1.876 acc: 0.016] 0:06:24.501857
5733 [D loss: 0.537 R 0.583 F 0.490][D acc: 0.750 R 0.672 F 0.828][G loss: 1.603 acc: 0.047] 0:06:24.579103
5734 [D loss: 0.498 R 0.509 F 0.488][D acc: 0.781 R 0.734 F 0.828][G loss: 1.447 acc: 0.109] 0:06:24.667572
5735 [D loss: 0.486 R 0.565 F 0.407][D acc: 0.758 R 0.656 F 0.859][G loss: 1.640 acc: 0.078] 0:06:24.745154
5736 [D loss: 0.566 R 0.662 F 0.471][D acc: 0.742 R 0.594 F 0.891][G loss: 1.455 acc: 0.078] 0:06:24.834722
5737 [D loss: 0.602 R 0.496 F 0.708][D acc: 0.742 R 0.719 F 0.766][G loss: 1.522 acc: 0.062] 0:06:24.921483
5738 [D loss: 0.535 R 0.622 F 0.447][D acc: 0.734 R 0.641 F 0.828][G loss: 1.746 acc: 0.094] 0:06:24.999082
5739 [D loss: 0.444 R 0.467 F 0.422][D acc: 0.805 R 0.781 F 0.828][G loss: 1.540 acc: 0.078] 0:06:25.081154
5740 [D loss: 0.463 R 0.407 F 0.519][D acc: 0.789 R 0.781 F 0.797][G loss: 1.494 acc: 0.172] 0:06:25.159580
5741 [D loss: 0.492 R 0.538 F 0.446][D acc: 0.812 R 0.750 F 0.875][G loss: 1.676 acc: 0.047] 0:06:25.231081
5742 [D loss: 0.477 R 0.505 F 0.449][D acc: 0.758 R 0.672 F 0.844][G loss: 1.753 acc: 0.031] 0:06:25.304494
5743 [D loss: 0.478 R 0.419 F 0.536][D acc: 0.773 R 0.766 F 0.781][G loss: 1.660 acc: 0.109] 0:06:25.390122
5744 [D loss: 0.398 R 0.377 F 0.419][D acc: 0.859 R 0.844 F 0.875][G loss: 1.670 acc: 0.078] 0:06:25.464958
5745 [D loss: 0.450 R 0.364 F 0.536][D acc: 0.773 R 0.719 F 0.828][G loss: 1.641 acc: 0.062] 0:06:25.538358
5746 [D loss: 0.545 R 0.478 F 0.613][D acc: 0.781 R 0.750 F 0.812][G loss: 1.630 acc: 0.078] 0:06:25.629752
5747 [D loss: 0.544 R 0.580 F 0.508][D acc: 0.734 R 0.656 F 0.812][G loss: 1.657 acc: 0.094] 0:06:25.710108
5748 [D loss: 0.533 R 0.565 F 0.502][D acc: 0.758 R 0.672 F 0.844][G loss: 1.648 acc: 0.062] 0:06:25.788341
5749 [D loss: 0.561 R 0.668 F 0.454][D acc: 0.711 R 0.609 F 0.812][G loss: 1.684 acc: 0.078] 0:06:25.871154
5750 [D loss: 0.419 R 0.391 F 0.446][D acc: 0.828 R 0.797 F 0.859][G loss: 1.617 acc: 0.062] 0:06:25.945248
5751 [D loss: 0.454 R 0.488 F 0.420][D acc: 0.781 R 0.688 F 0.875][G loss: 1.490 acc: 0.109] 0:06:26.016336
5752 [D loss: 0.496 R 0.397 F 0.594][D acc: 0.789 R 0.797 F 0.781][G loss: 1.565 acc: 0.078] 0:06:26.098915
5753 [D loss: 0.460 R 0.472 F 0.447][D acc: 0.758 R 0.688 F 0.828][G loss: 1.783 acc: 0.047] 0:06:26.183315
5754 [D loss: 0.498 R 0.463 F 0.532][D acc: 0.781 R 0.750 F 0.812][G loss: 1.717 acc: 0.031] 0:06:26.262541
5755 [D loss: 0.479 R 0.421 F 0.538][D acc: 0.805 R 0.812 F 0.797][G loss: 1.672 acc: 0.047] 0:06:26.345969
5756 [D loss: 0.507 R 0.665 F 0.350][D acc: 0.711 R 0.578 F 0.844][G loss: 1.656 acc: 0.062] 0:06:26.428409
5757 [D loss: 0.500 R 0.422 F 0.579][D acc: 0.781 R 0.797 F 0.766][G loss: 1.695 acc: 0.062] 0:06:26.528423
5758 [D loss: 0.487 R 0.585 F 0.389][D acc: 0.773 R 0.672 F 0.875][G loss: 1.591 acc: 0.031] 0:06:26.618492
5759 [D loss: 0.451 R 0.381 F 0.522][D acc: 0.773 R 0.766 F 0.781][G loss: 1.676 acc: 0.109] 0:06:26.707416
5760 [D loss: 0.440 R 0.361 F 0.519][D acc: 0.828 R 0.812 F 0.844][G loss: 1.790 acc: 0.000] 0:06:26.783186
5761 [D loss: 0.533 R 0.622 F 0.443][D acc: 0.719 R 0.609 F 0.828][G loss: 1.585 acc: 0.125] 0:06:26.863953
5762 [D loss: 0.419 R 0.468 F 0.370][D acc: 0.805 R 0.719 F 0.891][G loss: 1.619 acc: 0.141] 0:06:26.941806
5763 [D loss: 0.601 R 0.680 F 0.522][D acc: 0.695 R 0.609 F 0.781][G loss: 1.497 acc: 0.094] 0:06:27.017140
5764 [D loss: 0.542 R 0.618 F 0.467][D acc: 0.773 R 0.688 F 0.859][G loss: 1.525 acc: 0.094] 0:06:27.105984
5765 [D loss: 0.516 R 0.544 F 0.488][D acc: 0.750 R 0.672 F 0.828][G loss: 1.761 acc: 0.031] 0:06:27.185031
5766 [D loss: 0.569 R 0.648 F 0.489][D acc: 0.703 R 0.641 F 0.766][G loss: 1.643 acc: 0.062] 0:06:27.268947
5767 [D loss: 0.450 R 0.447 F 0.453][D acc: 0.773 R 0.703 F 0.844][G loss: 1.793 acc: 0.047] 0:06:27.360452
5768 [D loss: 0.687 R 0.677 F 0.697][D acc: 0.680 R 0.578 F 0.781][G loss: 1.660 acc: 0.016] 0:06:27.441425
5769 [D loss: 0.529 R 0.622 F 0.435][D acc: 0.742 R 0.625 F 0.859][G loss: 1.504 acc: 0.047] 0:06:27.527657
5770 [D loss: 0.525 R 0.529 F 0.522][D acc: 0.742 R 0.688 F 0.797][G loss: 1.600 acc: 0.031] 0:06:27.620508
5771 [D loss: 0.544 R 0.553 F 0.536][D acc: 0.734 R 0.656 F 0.812][G loss: 1.502 acc: 0.094] 0:06:27.706431
5772 [D loss: 0.475 R 0.505 F 0.445][D acc: 0.789 R 0.688 F 0.891][G loss: 1.551 acc: 0.078] 0:06:27.787876
5773 [D loss: 0.535 R 0.513 F 0.556][D acc: 0.727 R 0.688 F 0.766][G loss: 1.483 acc: 0.094] 0:06:27.880435
5774 [D loss: 0.553 R 0.502 F 0.604][D acc: 0.758 R 0.703 F 0.812][G loss: 1.448 acc: 0.109] 0:06:27.978663
5775 [D loss: 0.465 R 0.553 F 0.376][D acc: 0.789 R 0.656 F 0.922][G loss: 1.652 acc: 0.047] 0:06:28.059001
5776 [D loss: 0.562 R 0.557 F 0.567][D acc: 0.742 R 0.719 F 0.766][G loss: 1.463 acc: 0.078] 0:06:28.145202
5777 [D loss: 0.433 R 0.426 F 0.440][D acc: 0.836 R 0.781 F 0.891][G loss: 1.588 acc: 0.047] 0:06:28.222264
5778 [D loss: 0.491 R 0.555 F 0.427][D acc: 0.773 R 0.656 F 0.891][G loss: 1.498 acc: 0.078] 0:06:28.297107
5779 [D loss: 0.504 R 0.359 F 0.649][D acc: 0.766 R 0.781 F 0.750][G loss: 1.672 acc: 0.031] 0:06:28.376970
5780 [D loss: 0.601 R 0.672 F 0.530][D acc: 0.680 R 0.562 F 0.797][G loss: 1.660 acc: 0.031] 0:06:28.449507
5781 [D loss: 0.519 R 0.578 F 0.459][D acc: 0.727 R 0.609 F 0.844][G loss: 1.542 acc: 0.062] 0:06:28.525244
5782 [D loss: 0.406 R 0.360 F 0.452][D acc: 0.844 R 0.828 F 0.859][G loss: 1.520 acc: 0.062] 0:06:28.610509
5783 [D loss: 0.540 R 0.401 F 0.678][D acc: 0.758 R 0.734 F 0.781][G loss: 1.513 acc: 0.062] 0:06:28.695170
5784 [D loss: 0.511 R 0.575 F 0.447][D acc: 0.766 R 0.688 F 0.844][G loss: 1.541 acc: 0.016] 0:06:28.766734
5785 [D loss: 0.512 R 0.600 F 0.425][D acc: 0.758 R 0.656 F 0.859][G loss: 1.588 acc: 0.094] 0:06:28.857043
5786 [D loss: 0.421 R 0.455 F 0.386][D acc: 0.836 R 0.766 F 0.906][G loss: 1.418 acc: 0.141] 0:06:28.929641
5787 [D loss: 0.371 R 0.390 F 0.351][D acc: 0.852 R 0.781 F 0.922][G loss: 1.508 acc: 0.125] 0:06:29.021527
5788 [D loss: 0.455 R 0.445 F 0.466][D acc: 0.805 R 0.766 F 0.844][G loss: 1.518 acc: 0.125] 0:06:29.115503
5789 [D loss: 0.505 R 0.378 F 0.631][D acc: 0.773 R 0.797 F 0.750][G loss: 1.454 acc: 0.109] 0:06:29.190049
5790 [D loss: 0.533 R 0.540 F 0.525][D acc: 0.750 R 0.688 F 0.812][G loss: 1.574 acc: 0.172] 0:06:29.263949
5791 [D loss: 0.535 R 0.534 F 0.537][D acc: 0.773 R 0.719 F 0.828][G loss: 1.777 acc: 0.031] 0:06:29.348375
5792 [D loss: 0.496 R 0.519 F 0.474][D acc: 0.781 R 0.672 F 0.891][G loss: 1.659 acc: 0.062] 0:06:29.428725
5793 [D loss: 0.446 R 0.439 F 0.453][D acc: 0.820 R 0.797 F 0.844][G loss: 1.710 acc: 0.078] 0:06:29.503966
5794 [D loss: 0.495 R 0.598 F 0.392][D acc: 0.758 R 0.656 F 0.859][G loss: 1.765 acc: 0.109] 0:06:29.583823
5795 [D loss: 0.518 R 0.500 F 0.537][D acc: 0.750 R 0.719 F 0.781][G loss: 1.746 acc: 0.047] 0:06:29.662938
5796 [D loss: 0.636 R 0.633 F 0.639][D acc: 0.664 R 0.609 F 0.719][G loss: 1.586 acc: 0.031] 0:06:29.743042
5797 [D loss: 0.495 R 0.601 F 0.388][D acc: 0.766 R 0.656 F 0.875][G loss: 1.739 acc: 0.094] 0:06:29.822732
5798 [D loss: 0.437 R 0.472 F 0.402][D acc: 0.812 R 0.750 F 0.875][G loss: 1.677 acc: 0.109] 0:06:29.900362
5799 [D loss: 0.531 R 0.467 F 0.595][D acc: 0.727 R 0.703 F 0.750][G loss: 1.673 acc: 0.062] 0:06:29.991238
5800 [D loss: 0.447 R 0.470 F 0.424][D acc: 0.727 R 0.641 F 0.812][G loss: 1.556 acc: 0.141] 0:06:30.078396
5801 [D loss: 0.557 R 0.648 F 0.467][D acc: 0.688 R 0.594 F 0.781][G loss: 1.521 acc: 0.156] 0:06:30.150824
5802 [D loss: 0.494 R 0.517 F 0.471][D acc: 0.734 R 0.641 F 0.828][G loss: 1.470 acc: 0.125] 0:06:30.227062
5803 [D loss: 0.403 R 0.435 F 0.371][D acc: 0.828 R 0.766 F 0.891][G loss: 1.623 acc: 0.109] 0:06:30.311448
5804 [D loss: 0.535 R 0.584 F 0.486][D acc: 0.758 R 0.672 F 0.844][G loss: 1.765 acc: 0.078] 0:06:30.390700
5805 [D loss: 0.479 R 0.546 F 0.412][D acc: 0.781 R 0.672 F 0.891][G loss: 1.704 acc: 0.062] 0:06:30.467313
5806 [D loss: 0.515 R 0.581 F 0.448][D acc: 0.742 R 0.625 F 0.859][G loss: 1.489 acc: 0.141] 0:06:30.553025
5807 [D loss: 0.559 R 0.599 F 0.520][D acc: 0.711 R 0.656 F 0.766][G loss: 1.589 acc: 0.109] 0:06:30.628033
5808 [D loss: 0.494 R 0.528 F 0.461][D acc: 0.766 R 0.719 F 0.812][G loss: 1.601 acc: 0.125] 0:06:30.709789
5809 [D loss: 0.468 R 0.466 F 0.469][D acc: 0.820 R 0.812 F 0.828][G loss: 1.683 acc: 0.078] 0:06:30.798460
5810 [D loss: 0.402 R 0.359 F 0.444][D acc: 0.859 R 0.859 F 0.859][G loss: 1.829 acc: 0.031] 0:06:30.869482
5811 [D loss: 0.445 R 0.456 F 0.434][D acc: 0.766 R 0.719 F 0.812][G loss: 1.803 acc: 0.062] 0:06:30.939944
5812 [D loss: 0.432 R 0.502 F 0.363][D acc: 0.828 R 0.781 F 0.875][G loss: 1.520 acc: 0.125] 0:06:31.014619
5813 [D loss: 0.443 R 0.379 F 0.506][D acc: 0.773 R 0.781 F 0.766][G loss: 1.763 acc: 0.078] 0:06:31.086976
5814 [D loss: 0.514 R 0.556 F 0.472][D acc: 0.711 R 0.625 F 0.797][G loss: 1.720 acc: 0.094] 0:06:31.172458
5815 [D loss: 0.578 R 0.546 F 0.610][D acc: 0.711 R 0.656 F 0.766][G loss: 1.780 acc: 0.031] 0:06:31.252166
5816 [D loss: 0.597 R 0.691 F 0.502][D acc: 0.711 R 0.625 F 0.797][G loss: 1.786 acc: 0.062] 0:06:31.328548
5817 [D loss: 0.585 R 0.698 F 0.471][D acc: 0.719 R 0.625 F 0.812][G loss: 1.532 acc: 0.031] 0:06:31.401870
5818 [D loss: 0.431 R 0.481 F 0.381][D acc: 0.820 R 0.750 F 0.891][G loss: 1.591 acc: 0.109] 0:06:31.501951
5819 [D loss: 0.454 R 0.460 F 0.448][D acc: 0.805 R 0.750 F 0.859][G loss: 1.717 acc: 0.062] 0:06:31.581139
5820 [D loss: 0.485 R 0.433 F 0.538][D acc: 0.805 R 0.812 F 0.797][G loss: 1.634 acc: 0.094] 0:06:31.660002
5821 [D loss: 0.548 R 0.472 F 0.625][D acc: 0.742 R 0.719 F 0.766][G loss: 1.485 acc: 0.047] 0:06:31.750043
5822 [D loss: 0.456 R 0.535 F 0.376][D acc: 0.805 R 0.688 F 0.922][G loss: 1.484 acc: 0.094] 0:06:31.824467
5823 [D loss: 0.511 R 0.555 F 0.467][D acc: 0.758 R 0.672 F 0.844][G loss: 1.642 acc: 0.094] 0:06:31.901628
5824 [D loss: 0.522 R 0.460 F 0.583][D acc: 0.750 R 0.750 F 0.750][G loss: 1.393 acc: 0.156] 0:06:32.010402
5825 [D loss: 0.543 R 0.604 F 0.481][D acc: 0.711 R 0.641 F 0.781][G loss: 1.606 acc: 0.125] 0:06:32.083264
5826 [D loss: 0.496 R 0.496 F 0.496][D acc: 0.758 R 0.688 F 0.828][G loss: 1.461 acc: 0.094] 0:06:32.179886
5827 [D loss: 0.622 R 0.438 F 0.805][D acc: 0.711 R 0.750 F 0.672][G loss: 1.691 acc: 0.062] 0:06:32.267339
5828 [D loss: 0.502 R 0.606 F 0.399][D acc: 0.758 R 0.641 F 0.875][G loss: 1.754 acc: 0.062] 0:06:32.341247
5829 [D loss: 0.674 R 0.917 F 0.430][D acc: 0.672 R 0.484 F 0.859][G loss: 1.475 acc: 0.031] 0:06:32.417575
5830 [D loss: 0.408 R 0.453 F 0.363][D acc: 0.867 R 0.797 F 0.938][G loss: 1.505 acc: 0.094] 0:06:32.508228
5831 [D loss: 0.474 R 0.413 F 0.535][D acc: 0.773 R 0.781 F 0.766][G loss: 1.468 acc: 0.094] 0:06:32.587681
5832 [D loss: 0.399 R 0.402 F 0.396][D acc: 0.828 R 0.797 F 0.859][G loss: 1.470 acc: 0.156] 0:06:32.666328
5833 [D loss: 0.471 R 0.557 F 0.386][D acc: 0.797 R 0.688 F 0.906][G loss: 1.721 acc: 0.078] 0:06:32.756635
5834 [D loss: 0.483 R 0.394 F 0.572][D acc: 0.742 R 0.766 F 0.719][G loss: 1.566 acc: 0.062] 0:06:32.830290
5835 [D loss: 0.527 R 0.622 F 0.432][D acc: 0.734 R 0.594 F 0.875][G loss: 1.409 acc: 0.094] 0:06:32.912353
5836 [D loss: 0.446 R 0.411 F 0.482][D acc: 0.844 R 0.844 F 0.844][G loss: 1.584 acc: 0.094] 0:06:33.010796
5837 [D loss: 0.389 R 0.323 F 0.455][D acc: 0.859 R 0.875 F 0.844][G loss: 1.735 acc: 0.062] 0:06:33.085864
5838 [D loss: 0.443 R 0.463 F 0.423][D acc: 0.781 R 0.719 F 0.844][G loss: 1.848 acc: 0.094] 0:06:33.160717
5839 [D loss: 0.471 R 0.506 F 0.435][D acc: 0.766 R 0.688 F 0.844][G loss: 1.728 acc: 0.078] 0:06:33.243608
5840 [D loss: 0.530 R 0.584 F 0.475][D acc: 0.734 R 0.641 F 0.828][G loss: 1.618 acc: 0.062] 0:06:33.319283
5841 [D loss: 0.491 R 0.476 F 0.506][D acc: 0.805 R 0.781 F 0.828][G loss: 1.605 acc: 0.125] 0:06:33.398081
5842 [D loss: 0.529 R 0.547 F 0.511][D acc: 0.758 R 0.672 F 0.844][G loss: 1.723 acc: 0.047] 0:06:33.492246
5843 [D loss: 0.435 R 0.519 F 0.351][D acc: 0.812 R 0.734 F 0.891][G loss: 1.348 acc: 0.188] 0:06:33.571123
5844 [D loss: 0.442 R 0.493 F 0.392][D acc: 0.805 R 0.750 F 0.859][G loss: 1.584 acc: 0.094] 0:06:33.653483
5845 [D loss: 0.475 R 0.474 F 0.476][D acc: 0.766 R 0.734 F 0.797][G loss: 1.706 acc: 0.094] 0:06:33.739131
5846 [D loss: 0.498 R 0.440 F 0.556][D acc: 0.758 R 0.766 F 0.750][G loss: 1.804 acc: 0.031] 0:06:33.835700
5847 [D loss: 0.463 R 0.521 F 0.405][D acc: 0.812 R 0.750 F 0.875][G loss: 1.698 acc: 0.078] 0:06:33.926052
5848 [D loss: 0.706 R 0.635 F 0.778][D acc: 0.719 R 0.609 F 0.828][G loss: 1.621 acc: 0.016] 0:06:34.029053
5849 [D loss: 0.383 R 0.439 F 0.327][D acc: 0.797 R 0.688 F 0.906][G loss: 1.741 acc: 0.125] 0:06:34.115066
5850 [D loss: 0.408 R 0.436 F 0.380][D acc: 0.805 R 0.750 F 0.859][G loss: 1.890 acc: 0.031] 0:06:34.191733
5851 [D loss: 0.548 R 0.601 F 0.494][D acc: 0.695 R 0.656 F 0.734][G loss: 1.673 acc: 0.109] 0:06:34.274545
5852 [D loss: 0.415 R 0.466 F 0.364][D acc: 0.805 R 0.719 F 0.891][G loss: 1.503 acc: 0.109] 0:06:34.345787
5853 [D loss: 0.485 R 0.493 F 0.477][D acc: 0.789 R 0.719 F 0.859][G loss: 1.610 acc: 0.125] 0:06:34.427955
5854 [D loss: 0.472 R 0.562 F 0.383][D acc: 0.781 R 0.703 F 0.859][G loss: 1.739 acc: 0.062] 0:06:34.516536
5855 [D loss: 0.528 R 0.535 F 0.521][D acc: 0.773 R 0.734 F 0.812][G loss: 1.506 acc: 0.094] 0:06:34.593539
5856 [D loss: 0.532 R 0.496 F 0.569][D acc: 0.695 R 0.656 F 0.734][G loss: 1.662 acc: 0.078] 0:06:34.668372
5857 [D loss: 0.488 R 0.524 F 0.453][D acc: 0.812 R 0.766 F 0.859][G loss: 1.606 acc: 0.125] 0:06:34.755758
5858 [D loss: 0.411 R 0.337 F 0.486][D acc: 0.812 R 0.812 F 0.812][G loss: 1.660 acc: 0.078] 0:06:34.829594
5859 [D loss: 0.456 R 0.559 F 0.354][D acc: 0.758 R 0.641 F 0.875][G loss: 1.782 acc: 0.031] 0:06:34.902104
5860 [D loss: 0.483 R 0.472 F 0.493][D acc: 0.789 R 0.734 F 0.844][G loss: 1.748 acc: 0.047] 0:06:34.983024
5861 [D loss: 0.581 R 0.584 F 0.577][D acc: 0.742 R 0.703 F 0.781][G loss: 1.629 acc: 0.109] 0:06:35.063998
5862 [D loss: 0.521 R 0.637 F 0.404][D acc: 0.742 R 0.609 F 0.875][G loss: 1.483 acc: 0.078] 0:06:35.137737
5863 [D loss: 0.406 R 0.347 F 0.465][D acc: 0.789 R 0.750 F 0.828][G loss: 1.728 acc: 0.094] 0:06:35.221174
5864 [D loss: 0.576 R 0.668 F 0.484][D acc: 0.711 R 0.578 F 0.844][G loss: 1.651 acc: 0.047] 0:06:35.295132
5865 [D loss: 0.426 R 0.475 F 0.376][D acc: 0.766 R 0.719 F 0.812][G loss: 1.544 acc: 0.062] 0:06:35.384707
5866 [D loss: 0.544 R 0.478 F 0.610][D acc: 0.773 R 0.734 F 0.812][G loss: 1.753 acc: 0.016] 0:06:35.474829
5867 [D loss: 0.465 R 0.392 F 0.538][D acc: 0.750 R 0.797 F 0.703][G loss: 1.984 acc: 0.078] 0:06:35.548551
5868 [D loss: 0.374 R 0.399 F 0.348][D acc: 0.852 R 0.781 F 0.922][G loss: 1.922 acc: 0.047] 0:06:35.620492
5869 [D loss: 0.512 R 0.594 F 0.431][D acc: 0.727 R 0.656 F 0.797][G loss: 1.746 acc: 0.078] 0:06:35.711122
5870 [D loss: 0.484 R 0.506 F 0.461][D acc: 0.750 R 0.672 F 0.828][G loss: 1.691 acc: 0.094] 0:06:35.801926
5871 [D loss: 0.592 R 0.496 F 0.689][D acc: 0.766 R 0.750 F 0.781][G loss: 1.700 acc: 0.078] 0:06:35.873207
5872 [D loss: 0.498 R 0.559 F 0.437][D acc: 0.742 R 0.625 F 0.859][G loss: 1.710 acc: 0.062] 0:06:35.962856
5873 [D loss: 0.498 R 0.541 F 0.455][D acc: 0.758 R 0.688 F 0.828][G loss: 1.546 acc: 0.094] 0:06:36.041179
5874 [D loss: 0.466 R 0.383 F 0.548][D acc: 0.789 R 0.797 F 0.781][G loss: 1.769 acc: 0.031] 0:06:36.115313
5875 [D loss: 0.545 R 0.602 F 0.488][D acc: 0.758 R 0.641 F 0.875][G loss: 1.598 acc: 0.062] 0:06:36.198046
5876 [D loss: 0.398 R 0.425 F 0.371][D acc: 0.836 R 0.781 F 0.891][G loss: 1.744 acc: 0.062] 0:06:36.274483
5877 [D loss: 0.442 R 0.526 F 0.359][D acc: 0.789 R 0.703 F 0.875][G loss: 1.765 acc: 0.062] 0:06:36.350285
5878 [D loss: 0.481 R 0.464 F 0.498][D acc: 0.742 R 0.719 F 0.766][G loss: 1.728 acc: 0.062] 0:06:36.440339
5879 [D loss: 0.487 R 0.507 F 0.466][D acc: 0.695 R 0.609 F 0.781][G loss: 1.796 acc: 0.078] 0:06:36.527076
5880 [D loss: 0.419 R 0.469 F 0.370][D acc: 0.805 R 0.750 F 0.859][G loss: 1.872 acc: 0.062] 0:06:36.620512
5881 [D loss: 0.498 R 0.504 F 0.491][D acc: 0.773 R 0.688 F 0.859][G loss: 1.701 acc: 0.031] 0:06:36.707859
5882 [D loss: 0.492 R 0.533 F 0.450][D acc: 0.773 R 0.703 F 0.844][G loss: 1.674 acc: 0.078] 0:06:36.786244
5883 [D loss: 0.567 R 0.663 F 0.471][D acc: 0.727 R 0.609 F 0.844][G loss: 1.594 acc: 0.062] 0:06:36.860612
5884 [D loss: 0.430 R 0.440 F 0.419][D acc: 0.773 R 0.719 F 0.828][G loss: 1.631 acc: 0.062] 0:06:36.942192
5885 [D loss: 0.636 R 0.520 F 0.751][D acc: 0.727 R 0.703 F 0.750][G loss: 1.956 acc: 0.000] 0:06:37.018118
5886 [D loss: 0.444 R 0.472 F 0.415][D acc: 0.773 R 0.703 F 0.844][G loss: 1.857 acc: 0.047] 0:06:37.096483
5887 [D loss: 0.526 R 0.544 F 0.508][D acc: 0.789 R 0.703 F 0.875][G loss: 1.768 acc: 0.047] 0:06:37.184674
5888 [D loss: 0.459 R 0.422 F 0.497][D acc: 0.805 R 0.750 F 0.859][G loss: 1.832 acc: 0.078] 0:06:37.257736
5889 [D loss: 0.534 R 0.625 F 0.443][D acc: 0.719 R 0.578 F 0.859][G loss: 1.699 acc: 0.062] 0:06:37.344074
5890 [D loss: 0.528 R 0.528 F 0.527][D acc: 0.742 R 0.703 F 0.781][G loss: 1.724 acc: 0.031] 0:06:37.428280
5891 [D loss: 0.435 R 0.405 F 0.464][D acc: 0.773 R 0.734 F 0.812][G loss: 1.539 acc: 0.047] 0:06:37.504194
5892 [D loss: 0.439 R 0.416 F 0.462][D acc: 0.820 R 0.797 F 0.844][G loss: 1.977 acc: 0.094] 0:06:37.582020
5893 [D loss: 0.594 R 0.630 F 0.559][D acc: 0.672 R 0.594 F 0.750][G loss: 1.792 acc: 0.016] 0:06:37.672743
5894 [D loss: 0.499 R 0.484 F 0.515][D acc: 0.750 R 0.734 F 0.766][G loss: 1.670 acc: 0.094] 0:06:37.749433
5895 [D loss: 0.461 R 0.434 F 0.487][D acc: 0.758 R 0.719 F 0.797][G loss: 1.459 acc: 0.125] 0:06:37.826935
5896 [D loss: 0.527 R 0.497 F 0.556][D acc: 0.758 R 0.750 F 0.766][G loss: 1.626 acc: 0.109] 0:06:37.921304
5897 [D loss: 0.542 R 0.564 F 0.519][D acc: 0.734 R 0.672 F 0.797][G loss: 1.911 acc: 0.000] 0:06:38.004741
5898 [D loss: 0.500 R 0.426 F 0.575][D acc: 0.758 R 0.734 F 0.781][G loss: 1.817 acc: 0.062] 0:06:38.104567
5899 [D loss: 0.540 R 0.737 F 0.343][D acc: 0.734 R 0.562 F 0.906][G loss: 1.568 acc: 0.062] 0:06:38.202276
5900 [D loss: 0.513 R 0.568 F 0.457][D acc: 0.742 R 0.641 F 0.844][G loss: 1.504 acc: 0.078] 0:06:38.278068
5901 [D loss: 0.528 R 0.507 F 0.549][D acc: 0.688 R 0.625 F 0.750][G loss: 1.552 acc: 0.125] 0:06:38.351958
5902 [D loss: 0.432 R 0.493 F 0.371][D acc: 0.805 R 0.688 F 0.922][G loss: 1.568 acc: 0.047] 0:06:38.438787
5903 [D loss: 0.548 R 0.612 F 0.485][D acc: 0.742 R 0.641 F 0.844][G loss: 1.518 acc: 0.156] 0:06:38.516092
5904 [D loss: 0.459 R 0.408 F 0.510][D acc: 0.820 R 0.750 F 0.891][G loss: 1.467 acc: 0.062] 0:06:38.590303
5905 [D loss: 0.472 R 0.441 F 0.502][D acc: 0.789 R 0.766 F 0.812][G loss: 1.497 acc: 0.062] 0:06:38.680934
5906 [D loss: 0.541 R 0.715 F 0.367][D acc: 0.758 R 0.609 F 0.906][G loss: 1.361 acc: 0.172] 0:06:38.756832
5907 [D loss: 0.533 R 0.462 F 0.604][D acc: 0.742 R 0.781 F 0.703][G loss: 1.547 acc: 0.031] 0:06:38.837414
5908 [D loss: 0.544 R 0.508 F 0.579][D acc: 0.727 R 0.719 F 0.734][G loss: 1.573 acc: 0.094] 0:06:38.919564
5909 [D loss: 0.519 R 0.608 F 0.430][D acc: 0.742 R 0.625 F 0.859][G loss: 1.582 acc: 0.062] 0:06:38.999856
5910 [D loss: 0.507 R 0.490 F 0.524][D acc: 0.766 R 0.703 F 0.828][G loss: 1.580 acc: 0.109] 0:06:39.072569
5911 [D loss: 0.484 R 0.479 F 0.489][D acc: 0.734 R 0.688 F 0.781][G loss: 1.725 acc: 0.016] 0:06:39.151857
5912 [D loss: 0.492 R 0.590 F 0.394][D acc: 0.781 R 0.688 F 0.875][G loss: 1.528 acc: 0.047] 0:06:39.225336
5913 [D loss: 0.497 R 0.432 F 0.561][D acc: 0.797 R 0.766 F 0.828][G loss: 1.510 acc: 0.078] 0:06:39.306692
5914 [D loss: 0.537 R 0.593 F 0.481][D acc: 0.727 R 0.656 F 0.797][G loss: 1.425 acc: 0.078] 0:06:39.392161
5915 [D loss: 0.458 R 0.467 F 0.449][D acc: 0.797 R 0.719 F 0.875][G loss: 1.602 acc: 0.016] 0:06:39.465963
5916 [D loss: 0.529 R 0.588 F 0.470][D acc: 0.703 R 0.625 F 0.781][G loss: 1.610 acc: 0.047] 0:06:39.539272
5917 [D loss: 0.550 R 0.572 F 0.528][D acc: 0.727 R 0.641 F 0.812][G loss: 1.429 acc: 0.125] 0:06:39.616404
5918 [D loss: 0.466 R 0.402 F 0.530][D acc: 0.797 R 0.797 F 0.797][G loss: 1.629 acc: 0.109] 0:06:39.693508
5919 [D loss: 0.545 R 0.571 F 0.518][D acc: 0.711 R 0.656 F 0.766][G loss: 1.634 acc: 0.047] 0:06:39.768949
5920 [D loss: 0.551 R 0.654 F 0.448][D acc: 0.734 R 0.578 F 0.891][G loss: 1.448 acc: 0.062] 0:06:39.860979
5921 [D loss: 0.513 R 0.513 F 0.514][D acc: 0.766 R 0.672 F 0.859][G loss: 1.626 acc: 0.031] 0:06:39.938785
5922 [D loss: 0.485 R 0.537 F 0.434][D acc: 0.789 R 0.672 F 0.906][G loss: 1.581 acc: 0.078] 0:06:40.040106
5923 [D loss: 0.571 R 0.570 F 0.571][D acc: 0.727 R 0.656 F 0.797][G loss: 1.553 acc: 0.031] 0:06:40.140263
5924 [D loss: 0.458 R 0.552 F 0.363][D acc: 0.797 R 0.641 F 0.953][G loss: 1.528 acc: 0.062] 0:06:40.233926
5925 [D loss: 0.435 R 0.426 F 0.443][D acc: 0.781 R 0.734 F 0.828][G loss: 1.474 acc: 0.094] 0:06:40.312046
5926 [D loss: 0.452 R 0.516 F 0.389][D acc: 0.758 R 0.656 F 0.859][G loss: 1.542 acc: 0.094] 0:06:40.399819
5927 [D loss: 0.468 R 0.518 F 0.417][D acc: 0.781 R 0.656 F 0.906][G loss: 1.603 acc: 0.078] 0:06:40.476578
5928 [D loss: 0.417 R 0.452 F 0.382][D acc: 0.828 R 0.750 F 0.906][G loss: 1.542 acc: 0.078] 0:06:40.552107
5929 [D loss: 0.448 R 0.400 F 0.495][D acc: 0.797 R 0.734 F 0.859][G loss: 1.587 acc: 0.094] 0:06:40.645635
5930 [D loss: 0.585 R 0.516 F 0.654][D acc: 0.727 R 0.672 F 0.781][G loss: 1.733 acc: 0.094] 0:06:40.724194
5931 [D loss: 0.569 R 0.593 F 0.546][D acc: 0.703 R 0.609 F 0.797][G loss: 1.556 acc: 0.047] 0:06:40.803939
5932 [D loss: 0.566 R 0.636 F 0.496][D acc: 0.703 R 0.594 F 0.812][G loss: 1.567 acc: 0.156] 0:06:40.896355
5933 [D loss: 0.517 R 0.506 F 0.527][D acc: 0.742 R 0.688 F 0.797][G loss: 1.577 acc: 0.062] 0:06:40.969120
5934 [D loss: 0.515 R 0.633 F 0.397][D acc: 0.727 R 0.562 F 0.891][G loss: 1.602 acc: 0.078] 0:06:41.041254
5935 [D loss: 0.478 R 0.602 F 0.353][D acc: 0.766 R 0.656 F 0.875][G loss: 1.459 acc: 0.125] 0:06:41.123682
5936 [D loss: 0.487 R 0.523 F 0.452][D acc: 0.766 R 0.688 F 0.844][G loss: 1.494 acc: 0.094] 0:06:41.212508
5937 [D loss: 0.379 R 0.333 F 0.425][D acc: 0.797 R 0.750 F 0.844][G loss: 1.535 acc: 0.094] 0:06:41.290354
5938 [D loss: 0.478 R 0.439 F 0.517][D acc: 0.789 R 0.750 F 0.828][G loss: 1.529 acc: 0.047] 0:06:41.373184
5939 [D loss: 0.497 R 0.434 F 0.560][D acc: 0.727 R 0.703 F 0.750][G loss: 1.605 acc: 0.062] 0:06:41.463721
5940 [D loss: 0.449 R 0.532 F 0.366][D acc: 0.805 R 0.672 F 0.938][G loss: 1.506 acc: 0.047] 0:06:41.539122
5941 [D loss: 0.514 R 0.558 F 0.470][D acc: 0.734 R 0.625 F 0.844][G loss: 1.818 acc: 0.062] 0:06:41.625537
5942 [D loss: 0.494 R 0.518 F 0.470][D acc: 0.773 R 0.734 F 0.812][G loss: 1.605 acc: 0.094] 0:06:41.711862
5943 [D loss: 0.626 R 0.462 F 0.790][D acc: 0.727 R 0.703 F 0.750][G loss: 1.611 acc: 0.094] 0:06:41.785991
5944 [D loss: 0.487 R 0.569 F 0.405][D acc: 0.727 R 0.609 F 0.844][G loss: 1.657 acc: 0.047] 0:06:41.874525
5945 [D loss: 0.460 R 0.481 F 0.439][D acc: 0.789 R 0.734 F 0.844][G loss: 1.476 acc: 0.016] 0:06:41.972528
5946 [D loss: 0.550 R 0.494 F 0.606][D acc: 0.766 R 0.812 F 0.719][G loss: 1.444 acc: 0.141] 0:06:42.064729
5947 [D loss: 0.470 R 0.526 F 0.415][D acc: 0.805 R 0.688 F 0.922][G loss: 1.475 acc: 0.125] 0:06:42.146691
5948 [D loss: 0.488 R 0.469 F