from keras.datasets import mnist
from keras.layers import Input, Dense, Reshape, Flatten, Dropout
from keras.layers import BatchNormalization, Activation, ZeroPadding2D
from keras.layers.advanced_activations import LeakyReLU
from keras.models import Sequential, Model
from keras.optimizers import Adam
import plotly
import plotly.plotly as py
from plotly.offline import iplot
import plotly.graph_objs as go
import matplotlib.pyplot as plt
import h5py
import sys
import numpy as np
Using TensorFlow backend.
plotly.offline.init_notebook_mode()
def load_data():
data_filename = "../generation/TXTtoHDF5/eminus_Ele-Eta0-Phi0-Energy50.h5"
data_file = h5py.File(data_filename, 'r')
np_data = np.array(data_file['layer_0'])
np.random.shuffle(np_data)
training_size = int(np_data.shape[0]*0.8)
training, testing = np_data[:training_size,:,:], np_data[training_size:,:,:]
return training, testing
def plot_heatmap(data, name):
data_points = go.Heatmap(z=data)
plot_data=[data_points]
iplot(plot_data, filename="jupyter/{}".format(name))
def save_imgs(epoch):
noise = np.random.normal(0, 1,(1, 100))
gen_imgs = generator.predict(noise)
plot_heatmap(np.squeeze(gen_imgs[0],axis=2),"Plot")
# Rescale images 0 - 1
#gen_imgs = 0.5 * gen_imgs + 0.5
#fig, axs = plt.subplots(r, c)
#cnt = 0
#for i in range(r):
# for j in range(c):
# axs[i,j].imshow(gen_imgs[cnt, :,:,0], cmap='gray')
# axs[i,j].axis('off')
# cnt += 1
#fig.savefig("generated_images/electron_cal%d.png" % epoch)
#plt.close()
def build_generator():
noise_shape = (100,)
model = Sequential()
model.add(Dense(32, input_shape=noise_shape))
model.add(LeakyReLU(alpha=0.2))
model.add(BatchNormalization(momentum=0.8))
#model.add(Dense(128))
#model.add(LeakyReLU(alpha=0.2))
#model.add(BatchNormalization(momentum=0.8))
#model.add(Dense(1024))
#model.add(LeakyReLU(alpha=0.2))
#model.add(BatchNormalization(momentum=0.8))
model.add(Dense(np.prod(img_shape), activation='tanh'))
model.add(Reshape(img_shape))
model.summary()
noise = Input(shape=noise_shape)
img = model(noise)
return Model(noise, img)
def build_discriminator():
img_shape = (img_rows, img_cols, channels)
model = Sequential()
model.add(Flatten(input_shape=img_shape))
model.add(Dense(512))
model.add(LeakyReLU(alpha=0.2))
model.add(Dense(256))
model.add(LeakyReLU(alpha=0.2))
model.add(Dense(1, activation='sigmoid'))
model.summary()
img = Input(shape=img_shape)
validity = model(img)
return Model(img, validity)
def train(epochs, batch_size=128, save_interval=50):
# Load the dataset
#(X_train, _), (_, _) = mnist.load_data()
X_train, _ = load_data()
# Logscale?
#X_train = np.log10(X_train)
X_train = np.expand_dims(X_train, axis=3)
half_batch = int(batch_size / 2)
for epoch in range(epochs):
# ---------------------
# Train Discriminator
# ---------------------
# Select a random half batch of images
idx = np.random.randint(0, X_train.shape[0], half_batch)
imgs = X_train[idx]
noise = np.random.normal(0, 1, (half_batch, 100))
# Generate a half batch of new images
gen_imgs = generator.predict(noise)
# Train the discriminator
d_loss_real = discriminator.train_on_batch(imgs, np.ones((half_batch, 1)))
d_loss_fake = discriminator.train_on_batch(gen_imgs, np.zeros((half_batch, 1)))
d_loss = 0.5 * np.add(d_loss_real, d_loss_fake)
# ---------------------
# Train Generator
# ---------------------
noise = np.random.normal(0, 1, (batch_size, 100))
# The generator wants the discriminator to label the generated samples
# as valid (ones)
valid_y = np.array([1] * batch_size)
# Train the generator
g_loss = combined.train_on_batch(noise, valid_y)
# Plot the progress
print ("%d [D loss: %f, acc.: %.2f%%] [G loss: %f]" % (epoch, d_loss[0], 100*d_loss[1], g_loss))
# If at save interval => save generated image samples
if epoch % save_interval == 0:
save_imgs(epoch)
img_rows = 6
img_cols = 360
channels = 1
img_shape = (img_rows, img_cols, channels)
optimizer = Adam(0.0002, 0.5)
optimizer_combined = Adam(0.0001, 0.5)
# Build and compile the discriminator
discriminator = build_discriminator()
discriminator.compile(loss='binary_crossentropy', optimizer=optimizer, metrics=['accuracy'])
_________________________________________________________________ Layer (type) Output Shape Param # ================================================================= flatten_1 (Flatten) (None, 2160) 0 _________________________________________________________________ dense_1 (Dense) (None, 512) 1106432 _________________________________________________________________ leaky_re_lu_1 (LeakyReLU) (None, 512) 0 _________________________________________________________________ dense_2 (Dense) (None, 256) 131328 _________________________________________________________________ leaky_re_lu_2 (LeakyReLU) (None, 256) 0 _________________________________________________________________ dense_3 (Dense) (None, 1) 257 ================================================================= Total params: 1,238,017 Trainable params: 1,238,017 Non-trainable params: 0 _________________________________________________________________
# Build and compile the generator
generator = build_generator()
generator.compile(loss='binary_crossentropy', optimizer=optimizer)
_________________________________________________________________ Layer (type) Output Shape Param # ================================================================= dense_4 (Dense) (None, 32) 3232 _________________________________________________________________ leaky_re_lu_3 (LeakyReLU) (None, 32) 0 _________________________________________________________________ batch_normalization_1 (Batch (None, 32) 128 _________________________________________________________________ dense_5 (Dense) (None, 2160) 71280 _________________________________________________________________ reshape_1 (Reshape) (None, 6, 360, 1) 0 ================================================================= Total params: 74,640 Trainable params: 74,576 Non-trainable params: 64 _________________________________________________________________
# The generator takes noise as input and generated imgs
z = Input(shape=(100,))
img = generator(z)
# For the combined model we will only train the generator
discriminator.trainable = False
# The valid takes generated images as input and determines validity
valid = discriminator(img)
# The combined model (stacked generator and discriminator) takes
# noise as input => generates images => determines validity
combined = Model(z, valid)
combined.compile(loss='binary_crossentropy', optimizer=optimizer)
train(epochs=2000, batch_size=64, save_interval=200)
0 [D loss: 0.683810, acc.: 37.50%] [G loss: 0.624079]
1 [D loss: 0.559395, acc.: 85.94%] [G loss: 0.624083] 2 [D loss: 0.440188, acc.: 95.31%] [G loss: 0.635589] 3 [D loss: 0.383659, acc.: 93.75%] [G loss: 0.644418] 4 [D loss: 0.339490, acc.: 90.62%] [G loss: 0.673686] 5 [D loss: 0.345841, acc.: 87.50%] [G loss: 0.720193] 6 [D loss: 0.348215, acc.: 87.50%] [G loss: 0.761666] 7 [D loss: 0.373879, acc.: 81.25%] [G loss: 0.805196] 8 [D loss: 0.306166, acc.: 82.81%] [G loss: 0.863466] 9 [D loss: 0.377845, acc.: 75.00%] [G loss: 0.895901] 10 [D loss: 0.354493, acc.: 85.94%] [G loss: 0.936397] 11 [D loss: 0.354962, acc.: 84.38%] [G loss: 1.008376] 12 [D loss: 0.269887, acc.: 93.75%] [G loss: 1.035024] 13 [D loss: 0.290927, acc.: 89.06%] [G loss: 1.086633] 14 [D loss: 0.279386, acc.: 90.62%] [G loss: 1.136752] 15 [D loss: 0.310261, acc.: 90.62%] [G loss: 1.189220] 16 [D loss: 0.290479, acc.: 89.06%] [G loss: 1.256200] 17 [D loss: 0.221321, acc.: 98.44%] [G loss: 1.321565] 18 [D loss: 0.216095, acc.: 96.88%] [G loss: 1.375322] 19 [D loss: 0.213248, acc.: 96.88%] [G loss: 1.457901] 20 [D loss: 0.220400, acc.: 95.31%] [G loss: 1.476834] 21 [D loss: 0.199413, acc.: 98.44%] [G loss: 1.546102] 22 [D loss: 0.196142, acc.: 96.88%] [G loss: 1.593654] 23 [D loss: 0.155060, acc.: 100.00%] [G loss: 1.645873] 24 [D loss: 0.165666, acc.: 96.88%] [G loss: 1.707500] 25 [D loss: 0.175584, acc.: 96.88%] [G loss: 1.727895] 26 [D loss: 0.150837, acc.: 98.44%] [G loss: 1.744481] 27 [D loss: 0.147903, acc.: 98.44%] [G loss: 1.817653] 28 [D loss: 0.161608, acc.: 95.31%] [G loss: 1.838917] 29 [D loss: 0.151573, acc.: 95.31%] [G loss: 1.919117] 30 [D loss: 0.136840, acc.: 96.88%] [G loss: 1.908165] 31 [D loss: 0.134528, acc.: 96.88%] [G loss: 1.949020] 32 [D loss: 0.104079, acc.: 98.44%] [G loss: 2.005713] 33 [D loss: 0.117848, acc.: 96.88%] [G loss: 1.991838] 34 [D loss: 0.122544, acc.: 96.88%] [G loss: 2.067612] 35 [D loss: 0.142446, acc.: 98.44%] [G loss: 2.055012] 36 [D loss: 0.110367, acc.: 98.44%] [G loss: 2.103494] 37 [D loss: 0.127280, acc.: 95.31%] [G loss: 2.142793] 38 [D loss: 0.118337, acc.: 96.88%] [G loss: 2.158476] 39 [D loss: 0.119767, acc.: 96.88%] [G loss: 2.158930] 40 [D loss: 0.121750, acc.: 95.31%] [G loss: 2.183889] 41 [D loss: 0.116541, acc.: 93.75%] [G loss: 2.185467] 42 [D loss: 0.081860, acc.: 100.00%] [G loss: 2.282871] 43 [D loss: 0.102434, acc.: 95.31%] [G loss: 2.265282] 44 [D loss: 0.091311, acc.: 96.88%] [G loss: 2.291054] 45 [D loss: 0.071243, acc.: 98.44%] [G loss: 2.354984] 46 [D loss: 0.094171, acc.: 96.88%] [G loss: 2.355665] 47 [D loss: 0.124487, acc.: 96.88%] [G loss: 2.365761] 48 [D loss: 0.105068, acc.: 95.31%] [G loss: 2.356796] 49 [D loss: 0.087226, acc.: 96.88%] [G loss: 2.429628] 50 [D loss: 0.119394, acc.: 95.31%] [G loss: 2.458606] 51 [D loss: 0.106396, acc.: 98.44%] [G loss: 2.466286] 52 [D loss: 0.068448, acc.: 98.44%] [G loss: 2.425686] 53 [D loss: 0.122245, acc.: 93.75%] [G loss: 2.483999] 54 [D loss: 0.077261, acc.: 96.88%] [G loss: 2.453020] 55 [D loss: 0.081879, acc.: 98.44%] [G loss: 2.452426] 56 [D loss: 0.097552, acc.: 96.88%] [G loss: 2.571585] 57 [D loss: 0.089920, acc.: 95.31%] [G loss: 2.503883] 58 [D loss: 0.064786, acc.: 100.00%] [G loss: 2.529850] 59 [D loss: 0.049522, acc.: 100.00%] [G loss: 2.573429] 60 [D loss: 0.114606, acc.: 95.31%] [G loss: 2.569641] 61 [D loss: 0.062024, acc.: 98.44%] [G loss: 2.533026] 62 [D loss: 0.079041, acc.: 96.88%] [G loss: 2.610205] 63 [D loss: 0.053044, acc.: 100.00%] [G loss: 2.608944] 64 [D loss: 0.084716, acc.: 96.88%] [G loss: 2.614474] 65 [D loss: 0.094989, acc.: 95.31%] [G loss: 2.680144] 66 [D loss: 0.073189, acc.: 98.44%] [G loss: 2.686644] 67 [D loss: 0.125150, acc.: 95.31%] [G loss: 2.666678] 68 [D loss: 0.106752, acc.: 93.75%] [G loss: 2.615278] 69 [D loss: 0.087703, acc.: 96.88%] [G loss: 2.680683] 70 [D loss: 0.084838, acc.: 96.88%] [G loss: 2.655741] 71 [D loss: 0.122157, acc.: 92.19%] [G loss: 2.630316] 72 [D loss: 0.060662, acc.: 98.44%] [G loss: 2.655554] 73 [D loss: 0.078277, acc.: 96.88%] [G loss: 2.715255] 74 [D loss: 0.076246, acc.: 98.44%] [G loss: 2.731626] 75 [D loss: 0.076888, acc.: 96.88%] [G loss: 2.699541] 76 [D loss: 0.088579, acc.: 96.88%] [G loss: 2.679857] 77 [D loss: 0.085034, acc.: 96.88%] [G loss: 2.691697] 78 [D loss: 0.095362, acc.: 95.31%] [G loss: 2.700917] 79 [D loss: 0.125587, acc.: 93.75%] [G loss: 2.686056] 80 [D loss: 0.065948, acc.: 96.88%] [G loss: 2.674013] 81 [D loss: 0.048100, acc.: 98.44%] [G loss: 2.698267] 82 [D loss: 0.076447, acc.: 96.88%] [G loss: 2.683790] 83 [D loss: 0.072184, acc.: 98.44%] [G loss: 2.667586] 84 [D loss: 0.091286, acc.: 95.31%] [G loss: 2.636477] 85 [D loss: 0.128788, acc.: 93.75%] [G loss: 2.666413] 86 [D loss: 0.100967, acc.: 98.44%] [G loss: 2.674078] 87 [D loss: 0.111393, acc.: 93.75%] [G loss: 2.686933] 88 [D loss: 0.099407, acc.: 96.88%] [G loss: 2.596852] 89 [D loss: 0.063081, acc.: 98.44%] [G loss: 2.657015] 90 [D loss: 0.092468, acc.: 96.88%] [G loss: 2.701215] 91 [D loss: 0.115623, acc.: 95.31%] [G loss: 2.641441] 92 [D loss: 0.071715, acc.: 100.00%] [G loss: 2.647393] 93 [D loss: 0.094682, acc.: 96.88%] [G loss: 2.597127] 94 [D loss: 0.056313, acc.: 98.44%] [G loss: 2.676924] 95 [D loss: 0.048818, acc.: 100.00%] [G loss: 2.684457] 96 [D loss: 0.075158, acc.: 98.44%] [G loss: 2.634891] 97 [D loss: 0.125309, acc.: 93.75%] [G loss: 2.733966] 98 [D loss: 0.078653, acc.: 96.88%] [G loss: 2.688800] 99 [D loss: 0.104953, acc.: 96.88%] [G loss: 2.791531] 100 [D loss: 0.145905, acc.: 92.19%] [G loss: 2.689105] 101 [D loss: 0.083172, acc.: 96.88%] [G loss: 2.650910] 102 [D loss: 0.050902, acc.: 100.00%] [G loss: 2.701724] 103 [D loss: 0.134621, acc.: 93.75%] [G loss: 2.720747] 104 [D loss: 0.101781, acc.: 95.31%] [G loss: 2.725645] 105 [D loss: 0.073116, acc.: 100.00%] [G loss: 2.740754] 106 [D loss: 0.100670, acc.: 95.31%] [G loss: 2.585070] 107 [D loss: 0.099940, acc.: 96.88%] [G loss: 2.665859] 108 [D loss: 0.074412, acc.: 98.44%] [G loss: 2.647470] 109 [D loss: 0.092827, acc.: 96.88%] [G loss: 2.672641] 110 [D loss: 0.104645, acc.: 95.31%] [G loss: 2.659107] 111 [D loss: 0.122350, acc.: 95.31%] [G loss: 2.763187] 112 [D loss: 0.091970, acc.: 95.31%] [G loss: 2.789337] 113 [D loss: 0.116723, acc.: 96.88%] [G loss: 2.778910] 114 [D loss: 0.103415, acc.: 96.88%] [G loss: 2.794168] 115 [D loss: 0.062752, acc.: 98.44%] [G loss: 2.772866] 116 [D loss: 0.080153, acc.: 96.88%] [G loss: 2.729021] 117 [D loss: 0.129787, acc.: 93.75%] [G loss: 2.669968] 118 [D loss: 0.078151, acc.: 98.44%] [G loss: 2.679573] 119 [D loss: 0.165752, acc.: 90.62%] [G loss: 2.602396] 120 [D loss: 0.143276, acc.: 92.19%] [G loss: 2.683693] 121 [D loss: 0.068471, acc.: 98.44%] [G loss: 2.671622] 122 [D loss: 0.114898, acc.: 96.88%] [G loss: 2.615315] 123 [D loss: 0.084859, acc.: 96.88%] [G loss: 2.711295] 124 [D loss: 0.127380, acc.: 93.75%] [G loss: 2.712180] 125 [D loss: 0.094057, acc.: 93.75%] [G loss: 2.786922] 126 [D loss: 0.063029, acc.: 100.00%] [G loss: 2.728312] 127 [D loss: 0.070923, acc.: 98.44%] [G loss: 2.845274] 128 [D loss: 0.091982, acc.: 95.31%] [G loss: 2.874714] 129 [D loss: 0.107103, acc.: 95.31%] [G loss: 2.879266] 130 [D loss: 0.090692, acc.: 96.88%] [G loss: 2.815072] 131 [D loss: 0.104702, acc.: 95.31%] [G loss: 2.755658] 132 [D loss: 0.100420, acc.: 95.31%] [G loss: 2.770746] 133 [D loss: 0.062647, acc.: 98.44%] [G loss: 2.818038] 134 [D loss: 0.089553, acc.: 95.31%] [G loss: 2.870056] 135 [D loss: 0.140590, acc.: 92.19%] [G loss: 2.831269] 136 [D loss: 0.120783, acc.: 95.31%] [G loss: 2.623664] 137 [D loss: 0.114218, acc.: 96.88%] [G loss: 2.711244] 138 [D loss: 0.093537, acc.: 95.31%] [G loss: 2.740316] 139 [D loss: 0.111911, acc.: 95.31%] [G loss: 2.688157] 140 [D loss: 0.136904, acc.: 92.19%] [G loss: 2.667064] 141 [D loss: 0.137929, acc.: 93.75%] [G loss: 2.726798] 142 [D loss: 0.111323, acc.: 96.88%] [G loss: 2.766639] 143 [D loss: 0.071331, acc.: 100.00%] [G loss: 2.846098] 144 [D loss: 0.121395, acc.: 93.75%] [G loss: 2.784636] 145 [D loss: 0.177685, acc.: 92.19%] [G loss: 2.781492] 146 [D loss: 0.127186, acc.: 93.75%] [G loss: 2.771072] 147 [D loss: 0.072921, acc.: 98.44%] [G loss: 2.697182] 148 [D loss: 0.136798, acc.: 93.75%] [G loss: 2.738769] 149 [D loss: 0.140739, acc.: 92.19%] [G loss: 2.531304] 150 [D loss: 0.117329, acc.: 95.31%] [G loss: 2.643030] 151 [D loss: 0.119831, acc.: 96.88%] [G loss: 2.642291] 152 [D loss: 0.152367, acc.: 92.19%] [G loss: 2.828656] 153 [D loss: 0.052221, acc.: 98.44%] [G loss: 2.756474] 154 [D loss: 0.130465, acc.: 95.31%] [G loss: 2.760949] 155 [D loss: 0.076543, acc.: 98.44%] [G loss: 2.828224] 156 [D loss: 0.155038, acc.: 92.19%] [G loss: 2.688816] 157 [D loss: 0.139169, acc.: 95.31%] [G loss: 2.629369] 158 [D loss: 0.156624, acc.: 93.75%] [G loss: 2.586581] 159 [D loss: 0.368484, acc.: 84.38%] [G loss: 2.303724] 160 [D loss: 0.234639, acc.: 89.06%] [G loss: 2.260779] 161 [D loss: 0.140550, acc.: 98.44%] [G loss: 2.481306] 162 [D loss: 0.120578, acc.: 96.88%] [G loss: 2.650541] 163 [D loss: 0.104101, acc.: 96.88%] [G loss: 2.651005] 164 [D loss: 0.165743, acc.: 90.62%] [G loss: 2.624848] 165 [D loss: 0.096809, acc.: 95.31%] [G loss: 2.617813] 166 [D loss: 0.104883, acc.: 96.88%] [G loss: 2.605442] 167 [D loss: 0.105035, acc.: 95.31%] [G loss: 2.576151] 168 [D loss: 0.234368, acc.: 95.31%] [G loss: 2.474471] 169 [D loss: 0.184869, acc.: 90.62%] [G loss: 2.491997] 170 [D loss: 0.126859, acc.: 93.75%] [G loss: 2.457990] 171 [D loss: 0.170421, acc.: 93.75%] [G loss: 2.598344] 172 [D loss: 0.238420, acc.: 85.94%] [G loss: 2.610443] 173 [D loss: 0.421661, acc.: 82.81%] [G loss: 2.655766] 174 [D loss: 0.155317, acc.: 93.75%] [G loss: 2.709587] 175 [D loss: 0.107711, acc.: 96.88%] [G loss: 2.627770] 176 [D loss: 0.133771, acc.: 96.88%] [G loss: 2.475842] 177 [D loss: 0.116697, acc.: 96.88%] [G loss: 2.451212] 178 [D loss: 0.146538, acc.: 95.31%] [G loss: 2.514983] 179 [D loss: 0.171839, acc.: 90.62%] [G loss: 2.350307] 180 [D loss: 0.175642, acc.: 92.19%] [G loss: 2.400219] 181 [D loss: 0.154081, acc.: 96.88%] [G loss: 2.408816] 182 [D loss: 0.135291, acc.: 95.31%] [G loss: 2.591578] 183 [D loss: 0.150139, acc.: 95.31%] [G loss: 2.583284] 184 [D loss: 0.113825, acc.: 96.88%] [G loss: 2.766766] 185 [D loss: 0.213660, acc.: 93.75%] [G loss: 2.566853] 186 [D loss: 0.276345, acc.: 87.50%] [G loss: 2.590843] 187 [D loss: 0.156543, acc.: 92.19%] [G loss: 2.592763] 188 [D loss: 0.175560, acc.: 90.62%] [G loss: 2.539856] 189 [D loss: 0.178136, acc.: 92.19%] [G loss: 2.598713] 190 [D loss: 0.195443, acc.: 93.75%] [G loss: 2.529690] 191 [D loss: 0.227646, acc.: 90.62%] [G loss: 2.473850] 192 [D loss: 0.168459, acc.: 93.75%] [G loss: 2.579555] 193 [D loss: 0.120825, acc.: 96.88%] [G loss: 2.686107] 194 [D loss: 0.084652, acc.: 98.44%] [G loss: 2.644247] 195 [D loss: 0.178797, acc.: 90.62%] [G loss: 2.708609] 196 [D loss: 0.188807, acc.: 90.62%] [G loss: 2.566177] 197 [D loss: 0.173788, acc.: 92.19%] [G loss: 2.618196] 198 [D loss: 0.204774, acc.: 90.62%] [G loss: 2.661512] 199 [D loss: 0.209772, acc.: 90.62%] [G loss: 2.650968] 200 [D loss: 0.306429, acc.: 92.19%] [G loss: 2.456381]
201 [D loss: 0.190984, acc.: 90.62%] [G loss: 2.444964] 202 [D loss: 0.216380, acc.: 87.50%] [G loss: 2.551170] 203 [D loss: 0.323689, acc.: 92.19%] [G loss: 2.461388] 204 [D loss: 0.163086, acc.: 93.75%] [G loss: 2.514653] 205 [D loss: 0.169584, acc.: 92.19%] [G loss: 2.612388] 206 [D loss: 0.191150, acc.: 89.06%] [G loss: 2.594213] 207 [D loss: 0.184567, acc.: 90.62%] [G loss: 2.696650] 208 [D loss: 0.156596, acc.: 93.75%] [G loss: 2.600200] 209 [D loss: 0.212339, acc.: 93.75%] [G loss: 2.661460] 210 [D loss: 0.147990, acc.: 93.75%] [G loss: 2.571961] 211 [D loss: 0.171613, acc.: 95.31%] [G loss: 2.616117] 212 [D loss: 0.122986, acc.: 98.44%] [G loss: 2.647120] 213 [D loss: 0.203114, acc.: 93.75%] [G loss: 2.716175] 214 [D loss: 0.257658, acc.: 89.06%] [G loss: 2.445478] 215 [D loss: 0.188394, acc.: 92.19%] [G loss: 2.548821] 216 [D loss: 0.217733, acc.: 89.06%] [G loss: 2.527555] 217 [D loss: 0.210856, acc.: 92.19%] [G loss: 2.576628] 218 [D loss: 0.245917, acc.: 87.50%] [G loss: 2.444550] 219 [D loss: 0.211667, acc.: 93.75%] [G loss: 2.493158] 220 [D loss: 0.232639, acc.: 92.19%] [G loss: 2.510449] 221 [D loss: 0.165158, acc.: 95.31%] [G loss: 2.490071] 222 [D loss: 0.157642, acc.: 96.88%] [G loss: 2.476922] 223 [D loss: 0.147934, acc.: 95.31%] [G loss: 2.555937] 224 [D loss: 0.227682, acc.: 93.75%] [G loss: 2.454449] 225 [D loss: 0.274262, acc.: 89.06%] [G loss: 2.461978] 226 [D loss: 0.182176, acc.: 92.19%] [G loss: 2.369320] 227 [D loss: 0.196721, acc.: 95.31%] [G loss: 2.393405] 228 [D loss: 0.281127, acc.: 89.06%] [G loss: 2.518134] 229 [D loss: 0.175824, acc.: 92.19%] [G loss: 2.557870] 230 [D loss: 0.085038, acc.: 100.00%] [G loss: 2.559948] 231 [D loss: 0.126246, acc.: 96.88%] [G loss: 2.512428] 232 [D loss: 0.262861, acc.: 90.62%] [G loss: 2.364958] 233 [D loss: 0.186330, acc.: 93.75%] [G loss: 2.390078] 234 [D loss: 0.263644, acc.: 87.50%] [G loss: 2.349633] 235 [D loss: 0.159326, acc.: 95.31%] [G loss: 2.351431] 236 [D loss: 0.148647, acc.: 95.31%] [G loss: 2.435678] 237 [D loss: 0.284700, acc.: 87.50%] [G loss: 2.284272] 238 [D loss: 0.374787, acc.: 85.94%] [G loss: 2.314984] 239 [D loss: 0.227462, acc.: 90.62%] [G loss: 2.392543] 240 [D loss: 0.176457, acc.: 95.31%] [G loss: 2.543291] 241 [D loss: 0.176384, acc.: 95.31%] [G loss: 2.643877] 242 [D loss: 0.156583, acc.: 93.75%] [G loss: 2.479157] 243 [D loss: 0.095627, acc.: 100.00%] [G loss: 2.464810] 244 [D loss: 0.220648, acc.: 92.19%] [G loss: 2.406336] 245 [D loss: 0.162278, acc.: 96.88%] [G loss: 2.503890] 246 [D loss: 0.222559, acc.: 90.62%] [G loss: 2.478099] 247 [D loss: 0.188262, acc.: 95.31%] [G loss: 2.385081] 248 [D loss: 0.184192, acc.: 95.31%] [G loss: 2.282400] 249 [D loss: 0.157306, acc.: 93.75%] [G loss: 2.280170] 250 [D loss: 0.251760, acc.: 90.62%] [G loss: 2.410669] 251 [D loss: 0.255493, acc.: 87.50%] [G loss: 2.432177] 252 [D loss: 0.234345, acc.: 92.19%] [G loss: 2.402771] 253 [D loss: 0.228610, acc.: 93.75%] [G loss: 2.416021] 254 [D loss: 0.179309, acc.: 93.75%] [G loss: 2.473162] 255 [D loss: 0.328865, acc.: 89.06%] [G loss: 2.392895] 256 [D loss: 0.320214, acc.: 95.31%] [G loss: 2.349708] 257 [D loss: 0.197687, acc.: 93.75%] [G loss: 2.303771] 258 [D loss: 0.133577, acc.: 96.88%] [G loss: 2.350460] 259 [D loss: 0.323924, acc.: 85.94%] [G loss: 2.244127] 260 [D loss: 0.174002, acc.: 95.31%] [G loss: 2.282036] 261 [D loss: 0.137527, acc.: 98.44%] [G loss: 2.256159] 262 [D loss: 0.222144, acc.: 92.19%] [G loss: 2.345848] 263 [D loss: 0.184762, acc.: 93.75%] [G loss: 2.498981] 264 [D loss: 0.133245, acc.: 95.31%] [G loss: 2.660988] 265 [D loss: 0.116761, acc.: 96.88%] [G loss: 2.496211] 266 [D loss: 0.161087, acc.: 92.19%] [G loss: 2.406761] 267 [D loss: 0.203297, acc.: 93.75%] [G loss: 2.418152] 268 [D loss: 0.180097, acc.: 95.31%] [G loss: 2.368440] 269 [D loss: 0.194534, acc.: 95.31%] [G loss: 2.346467] 270 [D loss: 0.169545, acc.: 93.75%] [G loss: 2.317435] 271 [D loss: 0.200750, acc.: 93.75%] [G loss: 2.351268] 272 [D loss: 0.128243, acc.: 96.88%] [G loss: 2.296334] 273 [D loss: 0.262460, acc.: 89.06%] [G loss: 2.381576] 274 [D loss: 0.070702, acc.: 100.00%] [G loss: 2.431389] 275 [D loss: 0.206693, acc.: 93.75%] [G loss: 2.418791] 276 [D loss: 0.265254, acc.: 90.62%] [G loss: 2.436247] 277 [D loss: 0.124971, acc.: 98.44%] [G loss: 2.550707] 278 [D loss: 0.178572, acc.: 93.75%] [G loss: 2.685619] 279 [D loss: 0.218884, acc.: 92.19%] [G loss: 2.686692] 280 [D loss: 0.141426, acc.: 95.31%] [G loss: 2.585024] 281 [D loss: 0.219094, acc.: 92.19%] [G loss: 2.449337] 282 [D loss: 0.269407, acc.: 90.62%] [G loss: 2.389521] 283 [D loss: 0.189391, acc.: 93.75%] [G loss: 2.388834] 284 [D loss: 0.116622, acc.: 96.88%] [G loss: 2.516754] 285 [D loss: 0.130875, acc.: 95.31%] [G loss: 2.414488] 286 [D loss: 0.169986, acc.: 95.31%] [G loss: 2.280694] 287 [D loss: 0.255395, acc.: 90.62%] [G loss: 2.381983] 288 [D loss: 0.146141, acc.: 96.88%] [G loss: 2.556097] 289 [D loss: 0.205791, acc.: 93.75%] [G loss: 2.497323] 290 [D loss: 0.226002, acc.: 90.62%] [G loss: 2.440970] 291 [D loss: 0.174015, acc.: 95.31%] [G loss: 2.432104] 292 [D loss: 0.226372, acc.: 92.19%] [G loss: 2.418648] 293 [D loss: 0.156670, acc.: 95.31%] [G loss: 2.444683] 294 [D loss: 0.106794, acc.: 96.88%] [G loss: 2.451937] 295 [D loss: 0.222019, acc.: 96.88%] [G loss: 2.498496] 296 [D loss: 0.175913, acc.: 95.31%] [G loss: 2.461622] 297 [D loss: 0.168961, acc.: 95.31%] [G loss: 2.439393] 298 [D loss: 0.173071, acc.: 93.75%] [G loss: 2.512928] 299 [D loss: 0.157457, acc.: 95.31%] [G loss: 2.410518] 300 [D loss: 0.200055, acc.: 95.31%] [G loss: 2.541190] 301 [D loss: 0.266925, acc.: 90.62%] [G loss: 2.459649] 302 [D loss: 0.160136, acc.: 95.31%] [G loss: 2.498511] 303 [D loss: 0.171187, acc.: 95.31%] [G loss: 2.495792] 304 [D loss: 0.181174, acc.: 93.75%] [G loss: 2.592648] 305 [D loss: 0.275373, acc.: 89.06%] [G loss: 2.477652] 306 [D loss: 0.122444, acc.: 96.88%] [G loss: 2.478397] 307 [D loss: 0.199546, acc.: 93.75%] [G loss: 2.384773] 308 [D loss: 0.187547, acc.: 93.75%] [G loss: 2.580845] 309 [D loss: 0.116750, acc.: 98.44%] [G loss: 2.572994] 310 [D loss: 0.158263, acc.: 95.31%] [G loss: 2.517018] 311 [D loss: 0.188726, acc.: 92.19%] [G loss: 2.490248] 312 [D loss: 0.164938, acc.: 95.31%] [G loss: 2.513863] 313 [D loss: 0.186165, acc.: 93.75%] [G loss: 2.498479] 314 [D loss: 0.200163, acc.: 93.75%] [G loss: 2.441396] 315 [D loss: 0.238749, acc.: 92.19%] [G loss: 2.505206] 316 [D loss: 0.180796, acc.: 93.75%] [G loss: 2.506669] 317 [D loss: 0.111693, acc.: 96.88%] [G loss: 2.492621] 318 [D loss: 0.121566, acc.: 98.44%] [G loss: 2.582328] 319 [D loss: 0.168753, acc.: 95.31%] [G loss: 2.489691] 320 [D loss: 0.124760, acc.: 96.88%] [G loss: 2.476106] 321 [D loss: 0.145391, acc.: 96.88%] [G loss: 2.488235] 322 [D loss: 0.118757, acc.: 96.88%] [G loss: 2.472406] 323 [D loss: 0.174819, acc.: 95.31%] [G loss: 2.421459] 324 [D loss: 0.293671, acc.: 89.06%] [G loss: 2.486755] 325 [D loss: 0.167270, acc.: 95.31%] [G loss: 2.520027] 326 [D loss: 0.409202, acc.: 89.06%] [G loss: 2.462174] 327 [D loss: 0.092123, acc.: 98.44%] [G loss: 2.500175] 328 [D loss: 0.201395, acc.: 93.75%] [G loss: 2.581331] 329 [D loss: 0.213863, acc.: 92.19%] [G loss: 2.558071] 330 [D loss: 0.090629, acc.: 98.44%] [G loss: 2.535285] 331 [D loss: 0.161789, acc.: 95.31%] [G loss: 2.447540] 332 [D loss: 0.133208, acc.: 96.88%] [G loss: 2.591760] 333 [D loss: 0.292806, acc.: 89.06%] [G loss: 2.576179] 334 [D loss: 0.276794, acc.: 89.06%] [G loss: 2.431577] 335 [D loss: 0.164059, acc.: 95.31%] [G loss: 2.406020] 336 [D loss: 0.137881, acc.: 95.31%] [G loss: 2.292100] 337 [D loss: 0.262678, acc.: 90.62%] [G loss: 2.371161] 338 [D loss: 0.184122, acc.: 95.31%] [G loss: 2.379999] 339 [D loss: 0.138493, acc.: 96.88%] [G loss: 2.477786] 340 [D loss: 0.257716, acc.: 93.75%] [G loss: 2.564721] 341 [D loss: 0.135647, acc.: 96.88%] [G loss: 2.714332] 342 [D loss: 0.154960, acc.: 95.31%] [G loss: 2.780292] 343 [D loss: 0.273719, acc.: 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0.108057, acc.: 96.88%] [G loss: 2.612874] 362 [D loss: 0.238127, acc.: 92.19%] [G loss: 2.625150] 363 [D loss: 0.141153, acc.: 95.31%] [G loss: 2.642863] 364 [D loss: 0.122339, acc.: 96.88%] [G loss: 2.594809] 365 [D loss: 0.180606, acc.: 93.75%] [G loss: 2.546185] 366 [D loss: 0.124824, acc.: 96.88%] [G loss: 2.527121] 367 [D loss: 0.223115, acc.: 92.19%] [G loss: 2.632065] 368 [D loss: 0.173657, acc.: 95.31%] [G loss: 2.604175] 369 [D loss: 0.198043, acc.: 92.19%] [G loss: 2.548420] 370 [D loss: 0.185732, acc.: 93.75%] [G loss: 2.484202] 371 [D loss: 0.238252, acc.: 92.19%] [G loss: 2.561577] 372 [D loss: 0.235954, acc.: 90.62%] [G loss: 2.502435] 373 [D loss: 0.212813, acc.: 92.19%] [G loss: 2.534755] 374 [D loss: 0.200231, acc.: 93.75%] [G loss: 2.593184] 375 [D loss: 0.096493, acc.: 98.44%] [G loss: 2.618206] 376 [D loss: 0.111247, acc.: 96.88%] [G loss: 2.651184] 377 [D loss: 0.179542, acc.: 93.75%] [G loss: 2.600592] 378 [D loss: 0.160610, acc.: 93.75%] [G loss: 2.565344] 379 [D loss: 0.170997, acc.: 95.31%] [G loss: 2.654129] 380 [D loss: 0.197185, acc.: 92.19%] [G loss: 2.590198] 381 [D loss: 0.170177, acc.: 93.75%] [G loss: 2.616748] 382 [D loss: 0.153848, acc.: 95.31%] [G loss: 2.635463] 383 [D loss: 0.100175, acc.: 98.44%] [G loss: 2.699486] 384 [D loss: 0.174497, acc.: 93.75%] [G loss: 2.693474] 385 [D loss: 0.150055, acc.: 95.31%] [G loss: 2.752206] 386 [D loss: 0.115609, acc.: 96.88%] [G loss: 2.705148] 387 [D loss: 0.303174, acc.: 87.50%] [G loss: 2.551197] 388 [D loss: 0.279043, acc.: 89.06%] [G loss: 2.453706] 389 [D loss: 0.250903, acc.: 90.62%] [G loss: 2.465618] 390 [D loss: 0.237246, acc.: 90.62%] [G loss: 2.434049] 391 [D loss: 0.228925, acc.: 92.19%] [G loss: 2.475796] 392 [D loss: 0.147515, acc.: 95.31%] [G loss: 2.551724] 393 [D loss: 0.142302, acc.: 95.31%] [G loss: 2.614371] 394 [D loss: 0.129248, acc.: 96.88%] [G loss: 2.574176] 395 [D loss: 0.180296, acc.: 93.75%] [G loss: 2.539450] 396 [D loss: 0.092841, acc.: 98.44%] [G loss: 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401 [D loss: 0.155812, acc.: 95.31%] [G loss: 2.681081] 402 [D loss: 0.171901, acc.: 93.75%] [G loss: 2.664074] 403 [D loss: 0.143532, acc.: 95.31%] [G loss: 2.565408] 404 [D loss: 0.183187, acc.: 93.75%] [G loss: 2.514790] 405 [D loss: 0.213410, acc.: 92.19%] [G loss: 2.450023] 406 [D loss: 0.191034, acc.: 95.31%] [G loss: 2.421136] 407 [D loss: 0.241363, acc.: 92.19%] [G loss: 2.427962] 408 [D loss: 0.163041, acc.: 95.31%] [G loss: 2.598855] 409 [D loss: 0.137595, acc.: 95.31%] [G loss: 2.670337] 410 [D loss: 0.124698, acc.: 96.88%] [G loss: 2.711338] 411 [D loss: 0.181410, acc.: 92.19%] [G loss: 2.627347] 412 [D loss: 0.152614, acc.: 95.31%] [G loss: 2.602242] 413 [D loss: 0.198274, acc.: 93.75%] [G loss: 2.641985] 414 [D loss: 0.252158, acc.: 90.62%] [G loss: 2.725381] 415 [D loss: 0.199721, acc.: 93.75%] [G loss: 2.761403] 416 [D loss: 0.106423, acc.: 96.88%] [G loss: 2.750154] 417 [D loss: 0.200940, acc.: 92.19%] [G loss: 2.655604] 418 [D loss: 0.164620, acc.: 95.31%] [G loss: 2.617891] 419 [D loss: 0.082403, acc.: 98.44%] [G loss: 2.581880] 420 [D loss: 0.245103, acc.: 90.62%] [G loss: 2.454832] 421 [D loss: 0.163269, acc.: 95.31%] [G loss: 2.433476] 422 [D loss: 0.217525, acc.: 92.19%] [G loss: 2.422374] 423 [D loss: 0.196389, acc.: 93.75%] [G loss: 2.480669] 424 [D loss: 0.100014, acc.: 98.44%] [G loss: 2.515288] 425 [D loss: 0.072491, acc.: 100.00%] [G loss: 2.480214] 426 [D loss: 0.125290, acc.: 96.88%] [G loss: 2.509231] 427 [D loss: 0.187357, acc.: 93.75%] [G loss: 2.548841] 428 [D loss: 0.136112, acc.: 96.88%] [G loss: 2.555518] 429 [D loss: 0.158006, acc.: 95.31%] [G loss: 2.695205] 430 [D loss: 0.172021, acc.: 93.75%] [G loss: 2.650105] 431 [D loss: 0.182639, acc.: 93.75%] [G loss: 2.539437] 432 [D loss: 0.107805, acc.: 96.88%] [G loss: 2.523410] 433 [D loss: 0.243378, acc.: 92.19%] [G loss: 2.692499] 434 [D loss: 0.208379, acc.: 92.19%] [G loss: 2.769483] 435 [D loss: 0.124945, acc.: 96.88%] [G loss: 2.823057] 436 [D loss: 0.170517, acc.: 93.75%] [G loss: 2.769889] 437 [D loss: 0.224797, acc.: 92.19%] [G loss: 2.587949] 438 [D loss: 0.143188, acc.: 95.31%] [G loss: 2.501861] 439 [D loss: 0.138173, acc.: 96.88%] [G loss: 2.463174] 440 [D loss: 0.270312, acc.: 89.06%] [G loss: 2.365324] 441 [D loss: 0.270220, acc.: 90.62%] [G loss: 2.619179] 442 [D loss: 0.139037, acc.: 95.31%] [G loss: 2.762471] 443 [D loss: 0.110614, acc.: 96.88%] [G loss: 2.785478] 444 [D loss: 0.232314, acc.: 92.19%] [G loss: 2.698332] 445 [D loss: 0.115346, acc.: 96.88%] [G loss: 2.634190] 446 [D loss: 0.199816, acc.: 93.75%] [G loss: 2.594651] 447 [D loss: 0.138470, acc.: 95.31%] [G loss: 2.584902] 448 [D loss: 0.252391, acc.: 90.62%] [G loss: 2.547440] 449 [D loss: 0.290763, acc.: 87.50%] [G loss: 2.492291] 450 [D loss: 0.147221, acc.: 95.31%] [G loss: 2.430087] 451 [D loss: 0.134774, acc.: 96.88%] [G loss: 2.536172] 452 [D loss: 0.207890, acc.: 92.19%] [G loss: 2.620792] 453 [D loss: 0.142274, acc.: 95.31%] [G loss: 2.631843] 454 [D loss: 0.170441, acc.: 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0.122286, acc.: 96.88%] [G loss: 2.685636] 473 [D loss: 0.277972, acc.: 89.06%] [G loss: 2.723884] 474 [D loss: 0.190066, acc.: 92.19%] [G loss: 2.722343] 475 [D loss: 0.179250, acc.: 93.75%] [G loss: 2.707961] 476 [D loss: 0.157283, acc.: 93.75%] [G loss: 2.628979] 477 [D loss: 0.194720, acc.: 92.19%] [G loss: 2.611398] 478 [D loss: 0.269002, acc.: 89.06%] [G loss: 2.568513] 479 [D loss: 0.284711, acc.: 89.06%] [G loss: 2.476909] 480 [D loss: 0.135807, acc.: 96.88%] [G loss: 2.536457] 481 [D loss: 0.092174, acc.: 98.44%] [G loss: 2.621468] 482 [D loss: 0.252476, acc.: 90.62%] [G loss: 2.539341] 483 [D loss: 0.157982, acc.: 95.31%] [G loss: 2.550435] 484 [D loss: 0.146519, acc.: 95.31%] [G loss: 2.574845] 485 [D loss: 0.233821, acc.: 90.62%] [G loss: 2.568005] 486 [D loss: 0.143032, acc.: 95.31%] [G loss: 2.551226] 487 [D loss: 0.095834, acc.: 98.44%] [G loss: 2.671900] 488 [D loss: 0.275757, acc.: 89.06%] [G loss: 2.652589] 489 [D loss: 0.170294, acc.: 93.75%] [G loss: 2.727647] 490 [D loss: 0.138275, acc.: 96.88%] [G loss: 2.583966] 491 [D loss: 0.177357, acc.: 93.75%] [G loss: 2.517556] 492 [D loss: 0.090985, acc.: 98.44%] [G loss: 2.560723] 493 [D loss: 0.137309, acc.: 95.31%] [G loss: 2.572944] 494 [D loss: 0.108423, acc.: 98.44%] [G loss: 2.617833] 495 [D loss: 0.150973, acc.: 95.31%] [G loss: 2.660927] 496 [D loss: 0.086858, acc.: 98.44%] [G loss: 2.590692] 497 [D loss: 0.104194, acc.: 98.44%] [G loss: 2.630677] 498 [D loss: 0.103956, acc.: 96.88%] [G loss: 2.643457] 499 [D loss: 0.112970, acc.: 96.88%] [G loss: 2.696669] 500 [D loss: 0.164940, acc.: 93.75%] [G loss: 2.716202] 501 [D loss: 0.142868, acc.: 95.31%] [G loss: 2.685187] 502 [D loss: 0.089309, acc.: 98.44%] [G loss: 2.726784] 503 [D loss: 0.229441, acc.: 92.19%] [G loss: 2.606234] 504 [D loss: 0.150355, acc.: 95.31%] [G loss: 2.633283] 505 [D loss: 0.102574, acc.: 96.88%] [G loss: 2.637497] 506 [D loss: 0.139249, acc.: 95.31%] [G loss: 2.651711] 507 [D loss: 0.116397, acc.: 96.88%] [G loss: 2.713058] 508 [D loss: 0.104371, acc.: 96.88%] [G loss: 2.703585] 509 [D loss: 0.200916, acc.: 92.19%] [G loss: 2.706858] 510 [D loss: 0.228901, acc.: 90.62%] [G loss: 2.699309] 511 [D loss: 0.212467, acc.: 92.19%] [G loss: 2.649589] 512 [D loss: 0.175953, acc.: 93.75%] [G loss: 2.678531] 513 [D loss: 0.117859, acc.: 96.88%] [G loss: 2.731141] 514 [D loss: 0.139873, acc.: 95.31%] [G loss: 2.735013] 515 [D loss: 0.139466, acc.: 95.31%] [G loss: 2.740822] 516 [D loss: 0.190615, acc.: 93.75%] [G loss: 2.709184] 517 [D loss: 0.121990, acc.: 96.88%] [G loss: 2.756183] 518 [D loss: 0.179242, acc.: 92.19%] [G loss: 2.823949] 519 [D loss: 0.163779, acc.: 93.75%] [G loss: 2.787800] 520 [D loss: 0.128111, acc.: 96.88%] [G loss: 2.774928] 521 [D loss: 0.177371, acc.: 93.75%] [G loss: 2.772449] 522 [D loss: 0.071268, acc.: 98.44%] [G loss: 2.752189] 523 [D loss: 0.078724, acc.: 98.44%] [G loss: 2.737506] 524 [D loss: 0.108983, acc.: 96.88%] [G loss: 2.758021] 525 [D loss: 0.185373, acc.: 93.75%] [G loss: 2.742624] 526 [D loss: 0.080649, acc.: 98.44%] [G loss: 2.715123] 527 [D loss: 0.119517, acc.: 96.88%] [G loss: 2.826217] 528 [D loss: 0.199339, acc.: 92.19%] [G loss: 2.824151] 529 [D loss: 0.170608, acc.: 93.75%] [G loss: 2.824823] 530 [D loss: 0.142098, acc.: 95.31%] [G loss: 2.799612] 531 [D loss: 0.181594, acc.: 93.75%] [G loss: 2.653219] 532 [D loss: 0.178632, acc.: 93.75%] [G loss: 2.577613] 533 [D loss: 0.168349, acc.: 93.75%] [G loss: 2.676595] 534 [D loss: 0.151612, acc.: 95.31%] [G loss: 2.642550] 535 [D loss: 0.146773, acc.: 95.31%] [G loss: 2.726730] 536 [D loss: 0.081822, acc.: 98.44%] [G loss: 2.751214] 537 [D loss: 0.172281, acc.: 93.75%] [G loss: 2.737718] 538 [D loss: 0.174813, acc.: 93.75%] [G loss: 2.644402] 539 [D loss: 0.147489, acc.: 93.75%] [G loss: 2.560685] 540 [D loss: 0.188596, acc.: 93.75%] [G loss: 2.637699] 541 [D loss: 0.236337, acc.: 90.62%] [G loss: 2.656865] 542 [D loss: 0.144227, acc.: 95.31%] [G loss: 2.731163] 543 [D loss: 0.179111, acc.: 93.75%] [G loss: 2.700363] 544 [D loss: 0.075767, acc.: 98.44%] [G loss: 2.781246] 545 [D loss: 0.167690, acc.: 93.75%] [G loss: 2.723533] 546 [D loss: 0.142084, acc.: 95.31%] [G loss: 2.677015] 547 [D loss: 0.222496, acc.: 90.62%] [G loss: 2.722657] 548 [D loss: 0.110345, acc.: 96.88%] [G loss: 2.697301] 549 [D loss: 0.171441, acc.: 93.75%] [G loss: 2.707273] 550 [D loss: 0.217163, acc.: 92.19%] [G loss: 2.759030] 551 [D loss: 0.121352, acc.: 96.88%] [G loss: 2.774734] 552 [D loss: 0.141413, acc.: 95.31%] [G loss: 2.627200] 553 [D loss: 0.172260, acc.: 93.75%] [G loss: 2.595775] 554 [D loss: 0.263498, acc.: 89.06%] [G loss: 2.659623] 555 [D loss: 0.141334, acc.: 95.31%] [G loss: 2.764639] 556 [D loss: 0.190789, acc.: 92.19%] [G loss: 2.774197] 557 [D loss: 0.170571, acc.: 93.75%] [G loss: 2.709055] 558 [D loss: 0.307200, acc.: 87.50%] [G loss: 2.624432] 559 [D loss: 0.143679, acc.: 95.31%] [G loss: 2.696314] 560 [D loss: 0.132048, acc.: 95.31%] [G loss: 2.699023] 561 [D loss: 0.084544, acc.: 98.44%] [G loss: 2.735665] 562 [D loss: 0.131916, acc.: 95.31%] [G loss: 2.778488] 563 [D loss: 0.129963, acc.: 95.31%] [G loss: 2.680323] 564 [D loss: 0.085429, acc.: 98.44%] [G loss: 2.648012] 565 [D loss: 0.145615, acc.: 95.31%] [G loss: 2.606087] 566 [D loss: 0.116126, acc.: 96.88%] [G loss: 2.557661] 567 [D loss: 0.242027, acc.: 90.62%] [G loss: 2.548506] 568 [D loss: 0.187144, acc.: 93.75%] [G loss: 2.644822] 569 [D loss: 0.142086, acc.: 95.31%] [G loss: 2.773895] 570 [D loss: 0.080478, acc.: 98.44%] [G loss: 2.636040] 571 [D loss: 0.109545, acc.: 96.88%] [G loss: 2.605721] 572 [D loss: 0.246213, acc.: 90.62%] [G loss: 2.620921] 573 [D loss: 0.182577, acc.: 93.75%] [G loss: 2.578024] 574 [D loss: 0.097696, acc.: 98.44%] [G loss: 2.698636] 575 [D loss: 0.086626, acc.: 98.44%] [G loss: 2.755757] 576 [D loss: 0.106652, acc.: 96.88%] [G loss: 2.794458] 577 [D loss: 0.105956, acc.: 96.88%] [G loss: 2.794610] 578 [D loss: 0.170270, acc.: 93.75%] [G loss: 2.807495] 579 [D loss: 0.105017, acc.: 96.88%] [G loss: 2.784217] 580 [D loss: 0.172742, acc.: 93.75%] [G loss: 2.739368] 581 [D loss: 0.165516, acc.: 93.75%] [G loss: 2.751350] 582 [D loss: 0.196891, acc.: 92.19%] [G loss: 2.727139] 583 [D loss: 0.172146, acc.: 93.75%] [G loss: 2.709370] 584 [D loss: 0.142626, acc.: 95.31%] [G loss: 2.764019] 585 [D loss: 0.171386, acc.: 93.75%] [G loss: 2.737394] 586 [D loss: 0.169420, acc.: 93.75%] [G loss: 2.764284] 587 [D loss: 0.171632, acc.: 93.75%] [G loss: 2.767118] 588 [D loss: 0.099360, acc.: 96.88%] [G loss: 2.785509] 589 [D loss: 0.173535, acc.: 93.75%] [G loss: 2.676779] 590 [D loss: 0.186852, acc.: 93.75%] [G loss: 2.713606] 591 [D loss: 0.075150, acc.: 98.44%] [G loss: 2.771657] 592 [D loss: 0.188849, acc.: 92.19%] [G loss: 2.801757] 593 [D loss: 0.068116, acc.: 98.44%] [G loss: 2.817832] 594 [D loss: 0.176880, acc.: 93.75%] [G loss: 2.833757] 595 [D loss: 0.249046, acc.: 89.06%] [G loss: 2.846462] 596 [D loss: 0.136610, acc.: 95.31%] [G loss: 2.771245] 597 [D loss: 0.195387, acc.: 92.19%] [G loss: 2.698721] 598 [D loss: 0.102044, acc.: 96.88%] [G loss: 2.715534] 599 [D loss: 0.222334, acc.: 90.62%] [G loss: 2.774412] 600 [D loss: 0.075480, acc.: 98.44%] [G loss: 2.786172]
601 [D loss: 0.073611, acc.: 98.44%] [G loss: 2.782419] 602 [D loss: 0.191020, acc.: 92.19%] [G loss: 2.771563] 603 [D loss: 0.152698, acc.: 93.75%] [G loss: 2.691826] 604 [D loss: 0.117939, acc.: 95.31%] [G loss: 2.662067] 605 [D loss: 0.058896, acc.: 100.00%] [G loss: 2.702398] 606 [D loss: 0.188185, acc.: 95.31%] [G loss: 2.820254] 607 [D loss: 0.151234, acc.: 93.75%] [G loss: 2.784239] 608 [D loss: 0.149548, acc.: 95.31%] [G loss: 2.769416] 609 [D loss: 0.180945, acc.: 93.75%] [G loss: 2.783991] 610 [D loss: 0.096629, acc.: 96.88%] [G loss: 2.763288] 611 [D loss: 0.160683, acc.: 93.75%] [G loss: 2.766599] 612 [D loss: 0.164852, acc.: 93.75%] [G loss: 2.721484] 613 [D loss: 0.047589, acc.: 100.00%] [G loss: 2.686536] 614 [D loss: 0.129442, acc.: 95.31%] [G loss: 2.668196] 615 [D loss: 0.120983, acc.: 96.88%] [G loss: 2.747260] 616 [D loss: 0.127389, acc.: 95.31%] [G loss: 2.885606] 617 [D loss: 0.133205, acc.: 95.31%] [G loss: 2.886358] 618 [D loss: 0.173430, acc.: 93.75%] [G loss: 2.764527] 619 [D loss: 0.280292, acc.: 87.50%] [G loss: 2.686182] 620 [D loss: 0.262428, acc.: 90.62%] [G loss: 2.567260] 621 [D loss: 0.134122, acc.: 95.31%] [G loss: 2.647063] 622 [D loss: 0.115657, acc.: 96.88%] [G loss: 2.648808] 623 [D loss: 0.107688, acc.: 96.88%] [G loss: 2.683449] 624 [D loss: 0.289676, acc.: 87.50%] [G loss: 2.690821] 625 [D loss: 0.276331, acc.: 89.06%] [G loss: 2.666479] 626 [D loss: 0.084304, acc.: 96.88%] [G loss: 2.736861] 627 [D loss: 0.049415, acc.: 100.00%] [G loss: 2.717559] 628 [D loss: 0.106334, acc.: 96.88%] [G loss: 2.864161] 629 [D loss: 0.151189, acc.: 93.75%] [G loss: 2.801473] 630 [D loss: 0.108553, acc.: 96.88%] [G loss: 2.762450] 631 [D loss: 0.173444, acc.: 93.75%] [G loss: 2.683772] 632 [D loss: 0.100254, acc.: 96.88%] [G loss: 2.693738] 633 [D loss: 0.151485, acc.: 93.75%] [G loss: 2.633756] 634 [D loss: 0.113481, acc.: 96.88%] [G loss: 2.664272] 635 [D loss: 0.142324, acc.: 95.31%] [G loss: 2.763382] 636 [D loss: 0.161375, acc.: 93.75%] [G loss: 2.780895] 637 [D loss: 0.133728, acc.: 95.31%] [G loss: 2.762262] 638 [D loss: 0.186627, acc.: 92.19%] [G loss: 2.699281] 639 [D loss: 0.121362, acc.: 95.31%] [G loss: 2.844433] 640 [D loss: 0.256593, acc.: 89.06%] [G loss: 2.850638] 641 [D loss: 0.093541, acc.: 96.88%] [G loss: 2.812728] 642 [D loss: 0.133401, acc.: 95.31%] [G loss: 2.752331] 643 [D loss: 0.159342, acc.: 93.75%] [G loss: 2.665699] 644 [D loss: 0.117859, acc.: 96.88%] [G loss: 2.812092] 645 [D loss: 0.155462, acc.: 93.75%] [G loss: 2.829885] 646 [D loss: 0.121156, acc.: 95.31%] [G loss: 2.827129] 647 [D loss: 0.164277, acc.: 93.75%] [G loss: 2.755955] 648 [D loss: 0.207083, acc.: 92.19%] [G loss: 2.620538] 649 [D loss: 0.179996, acc.: 93.75%] [G loss: 2.680893] 650 [D loss: 0.132583, acc.: 95.31%] [G loss: 2.679549] 651 [D loss: 0.172964, acc.: 93.75%] [G loss: 2.686717] 652 [D loss: 0.186539, acc.: 93.75%] [G loss: 2.657826] 653 [D loss: 0.221681, acc.: 90.62%] [G loss: 2.609333] 654 [D loss: 0.267559, acc.: 89.06%] [G loss: 2.729371] 655 [D loss: 0.191780, acc.: 90.62%] [G loss: 2.824378] 656 [D loss: 0.050104, acc.: 100.00%] [G loss: 2.783601] 657 [D loss: 0.126817, acc.: 95.31%] [G loss: 2.862830] 658 [D loss: 0.130420, acc.: 95.31%] [G loss: 2.805038] 659 [D loss: 0.273037, acc.: 89.06%] [G loss: 2.626752] 660 [D loss: 0.126158, acc.: 95.31%] [G loss: 2.594302] 661 [D loss: 0.225034, acc.: 90.62%] [G loss: 2.591825] 662 [D loss: 0.118725, acc.: 95.31%] [G loss: 2.595074] 663 [D loss: 0.152197, acc.: 93.75%] [G loss: 2.599078] 664 [D loss: 0.160459, acc.: 93.75%] [G loss: 2.637860] 665 [D loss: 0.112020, acc.: 96.88%] [G loss: 2.649058] 666 [D loss: 0.085181, acc.: 98.44%] [G loss: 2.700966] 667 [D loss: 0.130960, acc.: 95.31%] [G loss: 2.756209] 668 [D loss: 0.069671, acc.: 98.44%] [G loss: 2.729614] 669 [D loss: 0.096678, acc.: 96.88%] [G loss: 2.767015] 670 [D loss: 0.109329, acc.: 96.88%] [G loss: 2.762108] 671 [D loss: 0.184831, acc.: 93.75%] [G loss: 2.570162] 672 [D loss: 0.166529, acc.: 95.31%] [G loss: 2.456329] 673 [D loss: 0.065172, acc.: 100.00%] [G loss: 2.504210] 674 [D loss: 0.137091, acc.: 95.31%] [G loss: 2.604397] 675 [D loss: 0.112666, acc.: 96.88%] [G loss: 2.642236] 676 [D loss: 0.074843, acc.: 98.44%] [G loss: 2.661318] 677 [D loss: 0.160831, acc.: 93.75%] [G loss: 2.609245] 678 [D loss: 0.081032, acc.: 98.44%] [G loss: 2.603701] 679 [D loss: 0.152543, acc.: 95.31%] [G loss: 2.758767] 680 [D loss: 0.232564, acc.: 89.06%] [G loss: 2.809482] 681 [D loss: 0.165891, acc.: 93.75%] [G loss: 2.801058] 682 [D loss: 0.128766, acc.: 95.31%] [G loss: 2.770507] 683 [D loss: 0.102585, acc.: 96.88%] [G loss: 2.714796] 684 [D loss: 0.163725, acc.: 93.75%] [G loss: 2.789857] 685 [D loss: 0.132188, acc.: 95.31%] [G loss: 2.799903] 686 [D loss: 0.191334, acc.: 92.19%] [G loss: 2.745820] 687 [D loss: 0.185443, acc.: 92.19%] [G loss: 2.760249] 688 [D loss: 0.137217, acc.: 95.31%] [G loss: 2.711244] 689 [D loss: 0.188275, acc.: 92.19%] [G loss: 2.760305] 690 [D loss: 0.274403, acc.: 89.06%] [G loss: 2.690925] 691 [D loss: 0.078869, acc.: 98.44%] [G loss: 2.751776] 692 [D loss: 0.173907, acc.: 93.75%] [G loss: 2.787426] 693 [D loss: 0.188404, acc.: 92.19%] [G loss: 2.741658] 694 [D loss: 0.137148, acc.: 95.31%] [G loss: 2.757523] 695 [D loss: 0.280637, acc.: 87.50%] [G loss: 2.710875] 696 [D loss: 0.291183, acc.: 87.50%] [G loss: 2.669462] 697 [D loss: 0.204818, acc.: 90.62%] [G loss: 2.640286] 698 [D loss: 0.111519, acc.: 95.31%] [G loss: 2.684949] 699 [D loss: 0.096019, acc.: 96.88%] [G loss: 2.737371] 700 [D loss: 0.145571, acc.: 95.31%] [G loss: 2.724231] 701 [D loss: 0.234603, acc.: 89.06%] [G loss: 2.753433] 702 [D loss: 0.159357, acc.: 93.75%] [G loss: 2.733769] 703 [D loss: 0.197743, acc.: 92.19%] [G loss: 2.770370] 704 [D loss: 0.165829, acc.: 93.75%] [G loss: 2.777438] 705 [D loss: 0.149950, acc.: 93.75%] [G loss: 2.707299] 706 [D loss: 0.137050, acc.: 93.75%] [G loss: 2.769478] 707 [D loss: 0.128900, acc.: 95.31%] [G loss: 2.727445] 708 [D loss: 0.185891, acc.: 92.19%] [G loss: 2.682071] 709 [D loss: 0.091729, acc.: 98.44%] [G loss: 2.703241] 710 [D loss: 0.165251, acc.: 92.19%] [G loss: 2.753789] 711 [D loss: 0.136378, acc.: 95.31%] [G loss: 2.678723] 712 [D loss: 0.120602, acc.: 95.31%] [G loss: 2.704198] 713 [D loss: 0.066790, acc.: 98.44%] [G loss: 2.784933] 714 [D loss: 0.136515, acc.: 95.31%] [G loss: 2.856768] 715 [D loss: 0.198941, acc.: 93.75%] [G loss: 2.966194] 716 [D loss: 0.064333, acc.: 98.44%] [G loss: 2.997271] 717 [D loss: 0.109434, acc.: 95.31%] [G loss: 2.904821] 718 [D loss: 0.092077, acc.: 96.88%] [G loss: 2.797927] 719 [D loss: 0.150673, acc.: 93.75%] [G loss: 2.752742] 720 [D loss: 0.139477, acc.: 93.75%] [G loss: 2.634933] 721 [D loss: 0.070055, acc.: 98.44%] [G loss: 2.628141] 722 [D loss: 0.271514, acc.: 89.06%] [G loss: 2.602549] 723 [D loss: 0.148892, acc.: 95.31%] [G loss: 2.603859] 724 [D loss: 0.210540, acc.: 90.62%] [G loss: 2.614409] 725 [D loss: 0.180607, acc.: 92.19%] [G loss: 2.567536] 726 [D loss: 0.144956, acc.: 95.31%] [G loss: 2.607971] 727 [D loss: 0.152277, acc.: 95.31%] [G loss: 2.652983] 728 [D loss: 0.075039, acc.: 98.44%] [G loss: 2.757471] 729 [D loss: 0.119497, acc.: 95.31%] [G loss: 2.756352] 730 [D loss: 0.104728, acc.: 96.88%] [G loss: 2.718162] 731 [D loss: 0.183370, acc.: 92.19%] [G loss: 2.716849] 732 [D loss: 0.182424, acc.: 93.75%] [G loss: 2.683767] 733 [D loss: 0.220670, acc.: 90.62%] [G loss: 2.648078] 734 [D loss: 0.077698, acc.: 98.44%] [G loss: 2.642049] 735 [D loss: 0.073200, acc.: 98.44%] [G loss: 2.704265] 736 [D loss: 0.167221, acc.: 93.75%] [G loss: 2.592535] 737 [D loss: 0.093692, acc.: 96.88%] [G loss: 2.634639] 738 [D loss: 0.277591, acc.: 87.50%] [G loss: 2.699484] 739 [D loss: 0.152893, acc.: 93.75%] [G loss: 2.703662] 740 [D loss: 0.067881, acc.: 98.44%] [G loss: 2.689563] 741 [D loss: 0.089225, acc.: 96.88%] [G loss: 2.710732] 742 [D loss: 0.141021, acc.: 93.75%] [G loss: 2.728223] 743 [D loss: 0.214076, acc.: 90.62%] [G loss: 2.794225] 744 [D loss: 0.131085, acc.: 95.31%] [G loss: 2.774461] 745 [D loss: 0.095394, acc.: 96.88%] [G loss: 2.746783] 746 [D loss: 0.105139, acc.: 96.88%] [G loss: 2.764454] 747 [D loss: 0.203490, acc.: 90.62%] [G loss: 2.763413] 748 [D loss: 0.151542, acc.: 93.75%] [G loss: 2.752455] 749 [D loss: 0.056444, acc.: 98.44%] [G loss: 2.824492] 750 [D loss: 0.135288, acc.: 95.31%] [G loss: 2.794457] 751 [D loss: 0.212649, acc.: 90.62%] [G loss: 2.618174] 752 [D loss: 0.103338, acc.: 96.88%] [G loss: 2.715278] 753 [D loss: 0.103042, acc.: 96.88%] [G loss: 2.754999] 754 [D loss: 0.149529, acc.: 93.75%] [G loss: 2.769457] 755 [D loss: 0.093882, acc.: 96.88%] [G loss: 2.813551] 756 [D loss: 0.192300, acc.: 92.19%] [G loss: 2.796063] 757 [D loss: 0.241659, acc.: 89.06%] [G loss: 2.733336] 758 [D loss: 0.198078, acc.: 90.62%] [G loss: 2.664183] 759 [D loss: 0.178017, acc.: 92.19%] [G loss: 2.624164] 760 [D loss: 0.126789, acc.: 95.31%] [G loss: 2.672889] 761 [D loss: 0.131013, acc.: 95.31%] [G loss: 2.678300] 762 [D loss: 0.129989, acc.: 95.31%] [G loss: 2.613722] 763 [D loss: 0.075093, acc.: 98.44%] [G loss: 2.736820] 764 [D loss: 0.102849, acc.: 96.88%] [G loss: 2.742873] 765 [D loss: 0.269159, acc.: 89.06%] [G loss: 2.614136] 766 [D loss: 0.102239, acc.: 96.88%] [G loss: 2.703238] 767 [D loss: 0.104319, acc.: 96.88%] [G loss: 2.757300] 768 [D loss: 0.064644, acc.: 98.44%] [G loss: 2.718531] 769 [D loss: 0.080471, acc.: 98.44%] [G loss: 2.782727] 770 [D loss: 0.063772, acc.: 98.44%] [G loss: 2.780824] 771 [D loss: 0.173173, acc.: 92.19%] [G loss: 2.810970] 772 [D loss: 0.122822, acc.: 95.31%] [G loss: 2.774505] 773 [D loss: 0.127905, acc.: 95.31%] [G loss: 2.705315] 774 [D loss: 0.121803, acc.: 95.31%] [G loss: 2.701559] 775 [D loss: 0.179255, acc.: 93.75%] [G loss: 2.659195] 776 [D loss: 0.126155, acc.: 95.31%] [G loss: 2.676842] 777 [D loss: 0.196832, acc.: 92.19%] [G loss: 2.727999] 778 [D loss: 0.118225, acc.: 96.88%] [G loss: 2.677110] 779 [D loss: 0.188860, acc.: 92.19%] [G loss: 2.674438] 780 [D loss: 0.174505, acc.: 92.19%] [G loss: 2.701076] 781 [D loss: 0.199765, acc.: 92.19%] [G loss: 2.787570] 782 [D loss: 0.117411, acc.: 96.88%] [G loss: 2.738488] 783 [D loss: 0.127733, acc.: 95.31%] [G loss: 2.671237] 784 [D loss: 0.070236, acc.: 98.44%] [G loss: 2.790481] 785 [D loss: 0.126011, acc.: 95.31%] [G loss: 2.743402] 786 [D loss: 0.133292, acc.: 95.31%] [G loss: 2.655113] 787 [D loss: 0.077243, acc.: 98.44%] [G loss: 2.679913] 788 [D loss: 0.104258, acc.: 96.88%] [G loss: 2.670941] 789 [D loss: 0.072970, acc.: 98.44%] [G loss: 2.713599] 790 [D loss: 0.084321, acc.: 98.44%] [G loss: 2.769589] 791 [D loss: 0.080295, acc.: 98.44%] [G loss: 2.789629] 792 [D loss: 0.207144, acc.: 93.75%] [G loss: 2.661053] 793 [D loss: 0.371570, acc.: 81.25%] [G loss: 2.638733] 794 [D loss: 0.162419, acc.: 93.75%] [G loss: 2.727256] 795 [D loss: 0.128992, acc.: 96.88%] [G loss: 2.746433] 796 [D loss: 0.212032, acc.: 92.19%] [G loss: 2.685823] 797 [D loss: 0.129976, acc.: 95.31%] [G loss: 2.671903] 798 [D loss: 0.179104, acc.: 92.19%] [G loss: 2.567790] 799 [D loss: 0.078261, acc.: 98.44%] [G loss: 2.584254] 800 [D loss: 0.162523, acc.: 95.31%] [G loss: 2.658380]
801 [D loss: 0.058129, acc.: 100.00%] [G loss: 2.677029] 802 [D loss: 0.041434, acc.: 100.00%] [G loss: 2.685044] 803 [D loss: 0.181511, acc.: 92.19%] [G loss: 2.681771] 804 [D loss: 0.161531, acc.: 93.75%] [G loss: 2.738407] 805 [D loss: 0.149613, acc.: 93.75%] [G loss: 2.726920] 806 [D loss: 0.071248, acc.: 98.44%] [G loss: 2.716755] 807 [D loss: 0.203087, acc.: 90.62%] [G loss: 2.609207] 808 [D loss: 0.185214, acc.: 92.19%] [G loss: 2.601525] 809 [D loss: 0.104768, acc.: 96.88%] [G loss: 2.541989] 810 [D loss: 0.183543, acc.: 92.19%] [G loss: 2.628990] 811 [D loss: 0.155744, acc.: 93.75%] [G loss: 2.635871] 812 [D loss: 0.207713, acc.: 90.62%] [G loss: 2.622185] 813 [D loss: 0.084585, acc.: 96.88%] [G loss: 2.615396] 814 [D loss: 0.154949, acc.: 93.75%] [G loss: 2.640377] 815 [D loss: 0.097413, acc.: 96.88%] [G loss: 2.594307] 816 [D loss: 0.103055, acc.: 96.88%] [G loss: 2.662240] 817 [D loss: 0.109295, acc.: 96.88%] [G loss: 2.703483] 818 [D loss: 0.110920, acc.: 96.88%] [G loss: 2.618839] 819 [D loss: 0.139366, acc.: 95.31%] [G loss: 2.734629] 820 [D loss: 0.121530, acc.: 95.31%] [G loss: 2.813874] 821 [D loss: 0.091038, acc.: 96.88%] [G loss: 2.836181] 822 [D loss: 0.122571, acc.: 95.31%] [G loss: 2.829843] 823 [D loss: 0.149845, acc.: 93.75%] [G loss: 2.854132] 824 [D loss: 0.147328, acc.: 95.31%] [G loss: 2.840476] 825 [D loss: 0.100196, acc.: 96.88%] [G loss: 2.913488] 826 [D loss: 0.128675, acc.: 95.31%] [G loss: 2.816171] 827 [D loss: 0.094555, acc.: 96.88%] [G loss: 2.836150] 828 [D loss: 0.099701, acc.: 96.88%] [G loss: 2.829610] 829 [D loss: 0.223635, acc.: 90.62%] [G loss: 2.756295] 830 [D loss: 0.165375, acc.: 93.75%] [G loss: 2.758287] 831 [D loss: 0.104171, acc.: 96.88%] [G loss: 2.669456] 832 [D loss: 0.105617, acc.: 96.88%] [G loss: 2.723207] 833 [D loss: 0.186352, acc.: 92.19%] [G loss: 2.726182] 834 [D loss: 0.105529, acc.: 96.88%] [G loss: 2.731234] 835 [D loss: 0.073045, acc.: 98.44%] [G loss: 2.779332] 836 [D loss: 0.160520, acc.: 93.75%] [G loss: 2.789443] 837 [D loss: 0.159256, acc.: 93.75%] [G loss: 2.794228] 838 [D loss: 0.082803, acc.: 96.88%] [G loss: 2.848160] 839 [D loss: 0.154881, acc.: 93.75%] [G loss: 2.794699] 840 [D loss: 0.239362, acc.: 89.06%] [G loss: 2.776916] 841 [D loss: 0.130343, acc.: 95.31%] [G loss: 2.736817] 842 [D loss: 0.070459, acc.: 98.44%] [G loss: 2.755342] 843 [D loss: 0.095817, acc.: 96.88%] [G loss: 2.730292] 844 [D loss: 0.117674, acc.: 96.88%] [G loss: 2.784794] 845 [D loss: 0.125024, acc.: 96.88%] [G loss: 2.809335] 846 [D loss: 0.307386, acc.: 85.94%] [G loss: 2.746395] 847 [D loss: 0.095280, acc.: 96.88%] [G loss: 2.707389] 848 [D loss: 0.067731, acc.: 98.44%] [G loss: 2.762012] 849 [D loss: 0.133795, acc.: 95.31%] [G loss: 2.723582] 850 [D loss: 0.115769, acc.: 95.31%] [G loss: 2.763149] 851 [D loss: 0.093099, acc.: 96.88%] [G loss: 2.839786] 852 [D loss: 0.147091, acc.: 93.75%] [G loss: 2.788733] 853 [D loss: 0.180061, acc.: 92.19%] [G loss: 2.706439] 854 [D loss: 0.101246, acc.: 96.88%] [G loss: 2.731446] 855 [D loss: 0.155024, acc.: 93.75%] [G loss: 2.729182] 856 [D loss: 0.109098, acc.: 95.31%] [G loss: 2.733224] 857 [D loss: 0.145509, acc.: 93.75%] [G loss: 2.746793] 858 [D loss: 0.119727, acc.: 95.31%] [G loss: 2.730921] 859 [D loss: 0.097115, acc.: 96.88%] [G loss: 2.744235] 860 [D loss: 0.093037, acc.: 96.88%] [G loss: 2.756978] 861 [D loss: 0.140189, acc.: 93.75%] [G loss: 2.808759] 862 [D loss: 0.114429, acc.: 98.44%] [G loss: 2.826554] 863 [D loss: 0.143427, acc.: 93.75%] [G loss: 2.790753] 864 [D loss: 0.184147, acc.: 92.19%] [G loss: 2.744181] 865 [D loss: 0.157456, acc.: 93.75%] [G loss: 2.758051] 866 [D loss: 0.156363, acc.: 93.75%] [G loss: 2.731836] 867 [D loss: 0.093555, acc.: 96.88%] [G loss: 2.724440] 868 [D loss: 0.151967, acc.: 95.31%] [G loss: 2.739732] 869 [D loss: 0.105575, acc.: 96.88%] [G loss: 2.696991] 870 [D loss: 0.071247, acc.: 98.44%] [G loss: 2.736793] 871 [D loss: 0.183189, acc.: 92.19%] [G loss: 2.739416] 872 [D loss: 0.238553, acc.: 90.62%] [G loss: 2.663334] 873 [D loss: 0.236273, acc.: 90.62%] [G loss: 2.643974] 874 [D loss: 0.251151, acc.: 89.06%] [G loss: 2.609252] 875 [D loss: 0.109754, acc.: 96.88%] [G loss: 2.670071] 876 [D loss: 0.140734, acc.: 95.31%] [G loss: 2.729711] 877 [D loss: 0.162574, acc.: 93.75%] [G loss: 2.747162] 878 [D loss: 0.070556, acc.: 98.44%] [G loss: 2.768806] 879 [D loss: 0.081251, acc.: 98.44%] [G loss: 2.761115] 880 [D loss: 0.091425, acc.: 96.88%] [G loss: 2.792397] 881 [D loss: 0.186033, acc.: 93.75%] [G loss: 2.826935] 882 [D loss: 0.085646, acc.: 96.88%] [G loss: 2.626074] 883 [D loss: 0.161155, acc.: 93.75%] [G loss: 2.626535] 884 [D loss: 0.150486, acc.: 95.31%] [G loss: 2.616754] 885 [D loss: 0.205289, acc.: 90.62%] [G loss: 2.655106] 886 [D loss: 0.150141, acc.: 93.75%] [G loss: 2.618901] 887 [D loss: 0.214604, acc.: 92.19%] [G loss: 2.629730] 888 [D loss: 0.123489, acc.: 95.31%] [G loss: 2.607135] 889 [D loss: 0.160008, acc.: 93.75%] [G loss: 2.655488] 890 [D loss: 0.130575, acc.: 95.31%] [G loss: 2.701605] 891 [D loss: 0.068121, acc.: 98.44%] [G loss: 2.746386] 892 [D loss: 0.176949, acc.: 92.19%] [G loss: 2.745843] 893 [D loss: 0.278608, acc.: 87.50%] [G loss: 2.706167] 894 [D loss: 0.231517, acc.: 89.06%] [G loss: 2.681187] 895 [D loss: 0.156639, acc.: 93.75%] [G loss: 2.668849] 896 [D loss: 0.083005, acc.: 96.88%] [G loss: 2.606545] 897 [D loss: 0.078733, acc.: 98.44%] [G loss: 2.707162] 898 [D loss: 0.148393, acc.: 93.75%] [G loss: 2.700160] 899 [D loss: 0.066802, acc.: 98.44%] [G loss: 2.715811] 900 [D loss: 0.094839, acc.: 96.88%] [G loss: 2.751740] 901 [D loss: 0.101248, acc.: 96.88%] [G loss: 2.728488] 902 [D loss: 0.149402, acc.: 95.31%] [G loss: 2.682379] 903 [D loss: 0.095630, acc.: 96.88%] [G loss: 2.716923] 904 [D loss: 0.192005, acc.: 92.19%] [G loss: 2.724694] 905 [D loss: 0.139789, acc.: 95.31%] [G loss: 2.690092] 906 [D loss: 0.288962, acc.: 89.06%] [G loss: 2.619087] 907 [D loss: 0.256135, acc.: 89.06%] [G loss: 2.629198] 908 [D loss: 0.098346, acc.: 96.88%] [G loss: 2.655553] 909 [D loss: 0.131602, acc.: 95.31%] [G loss: 2.681204] 910 [D loss: 0.190851, acc.: 92.19%] [G loss: 2.725699] 911 [D loss: 0.129100, acc.: 95.31%] [G loss: 2.622246] 912 [D loss: 0.185309, acc.: 90.62%] [G loss: 2.634142] 913 [D loss: 0.126865, acc.: 96.88%] [G loss: 2.640473] 914 [D loss: 0.150212, acc.: 93.75%] [G loss: 2.684105] 915 [D loss: 0.104962, acc.: 96.88%] [G loss: 2.686586] 916 [D loss: 0.116441, acc.: 96.88%] [G loss: 2.644835] 917 [D loss: 0.056587, acc.: 98.44%] [G loss: 2.749053] 918 [D loss: 0.103409, acc.: 96.88%] [G loss: 2.772760] 919 [D loss: 0.096641, acc.: 96.88%] [G loss: 2.811262] 920 [D loss: 0.168109, acc.: 93.75%] [G loss: 2.871021] 921 [D loss: 0.141636, acc.: 93.75%] [G loss: 2.809764] 922 [D loss: 0.110019, acc.: 95.31%] [G loss: 2.789988] 923 [D loss: 0.153403, acc.: 93.75%] [G loss: 2.760933] 924 [D loss: 0.160786, acc.: 95.31%] [G loss: 2.761828] 925 [D loss: 0.164107, acc.: 93.75%] [G loss: 2.672919] 926 [D loss: 0.110234, acc.: 96.88%] [G loss: 2.732690] 927 [D loss: 0.158260, acc.: 93.75%] [G loss: 2.785819] 928 [D loss: 0.124121, acc.: 95.31%] [G loss: 2.726865] 929 [D loss: 0.149169, acc.: 93.75%] [G loss: 2.702683] 930 [D loss: 0.131553, acc.: 95.31%] [G loss: 2.680361] 931 [D loss: 0.125932, acc.: 95.31%] [G loss: 2.631492] 932 [D loss: 0.202044, acc.: 90.62%] [G loss: 2.644917] 933 [D loss: 0.124420, acc.: 95.31%] [G loss: 2.636388] 934 [D loss: 0.102075, acc.: 96.88%] [G loss: 2.687574] 935 [D loss: 0.127085, acc.: 95.31%] [G loss: 2.702732] 936 [D loss: 0.110045, acc.: 95.31%] [G loss: 2.639154] 937 [D loss: 0.184416, acc.: 92.19%] [G loss: 2.638223] 938 [D loss: 0.106566, acc.: 96.88%] [G loss: 2.674878] 939 [D loss: 0.097696, acc.: 96.88%] [G loss: 2.682540] 940 [D loss: 0.212320, acc.: 90.62%] [G loss: 2.724241] 941 [D loss: 0.133772, acc.: 95.31%] [G loss: 2.690679] 942 [D loss: 0.183222, acc.: 93.75%] [G loss: 2.676397] 943 [D loss: 0.103299, acc.: 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0.104562, acc.: 96.88%] [G loss: 2.673833] 962 [D loss: 0.099429, acc.: 96.88%] [G loss: 2.680382] 963 [D loss: 0.195598, acc.: 92.19%] [G loss: 2.604700] 964 [D loss: 0.225988, acc.: 90.62%] [G loss: 2.605576] 965 [D loss: 0.129750, acc.: 96.88%] [G loss: 2.639364] 966 [D loss: 0.112730, acc.: 96.88%] [G loss: 2.697424] 967 [D loss: 0.130080, acc.: 95.31%] [G loss: 2.674383] 968 [D loss: 0.044198, acc.: 100.00%] [G loss: 2.709162] 969 [D loss: 0.203454, acc.: 92.19%] [G loss: 2.632159] 970 [D loss: 0.099823, acc.: 96.88%] [G loss: 2.676038] 971 [D loss: 0.094513, acc.: 96.88%] [G loss: 2.751197] 972 [D loss: 0.131291, acc.: 95.31%] [G loss: 2.760184] 973 [D loss: 0.085629, acc.: 96.88%] [G loss: 2.745121] 974 [D loss: 0.158244, acc.: 93.75%] [G loss: 2.675045] 975 [D loss: 0.135651, acc.: 95.31%] [G loss: 2.697309] 976 [D loss: 0.169511, acc.: 93.75%] [G loss: 2.699406] 977 [D loss: 0.096037, acc.: 96.88%] [G loss: 2.692835] 978 [D loss: 0.137173, acc.: 95.31%] [G loss: 2.694627] 979 [D loss: 0.183353, acc.: 92.19%] [G loss: 2.696507] 980 [D loss: 0.149971, acc.: 93.75%] [G loss: 2.658790] 981 [D loss: 0.216103, acc.: 90.62%] [G loss: 2.699362] 982 [D loss: 0.148005, acc.: 93.75%] [G loss: 2.684603] 983 [D loss: 0.207432, acc.: 90.62%] [G loss: 2.622087] 984 [D loss: 0.126741, acc.: 95.31%] [G loss: 2.639350] 985 [D loss: 0.154409, acc.: 95.31%] [G loss: 2.566417] 986 [D loss: 0.133836, acc.: 95.31%] [G loss: 2.623628] 987 [D loss: 0.113539, acc.: 96.88%] [G loss: 2.658190] 988 [D loss: 0.173391, acc.: 93.75%] [G loss: 2.628981] 989 [D loss: 0.151382, acc.: 93.75%] [G loss: 2.608796] 990 [D loss: 0.147929, acc.: 95.31%] [G loss: 2.640429] 991 [D loss: 0.171305, acc.: 93.75%] [G loss: 2.636881] 992 [D loss: 0.133640, acc.: 95.31%] [G loss: 2.571139] 993 [D loss: 0.222367, acc.: 92.19%] [G loss: 2.588486] 994 [D loss: 0.171988, acc.: 92.19%] [G loss: 2.627224] 995 [D loss: 0.103051, acc.: 96.88%] [G loss: 2.595006] 996 [D loss: 0.125334, acc.: 95.31%] [G loss: 2.626171] 997 [D loss: 0.161589, acc.: 93.75%] [G loss: 2.689358] 998 [D loss: 0.093476, acc.: 96.88%] [G loss: 2.731077] 999 [D loss: 0.206190, acc.: 92.19%] [G loss: 2.708039] 1000 [D loss: 0.346818, acc.: 85.94%] [G loss: 2.593462]
1001 [D loss: 0.156129, acc.: 93.75%] [G loss: 2.493688] 1002 [D loss: 0.140353, acc.: 95.31%] [G loss: 2.522859] 1003 [D loss: 0.185539, acc.: 93.75%] [G loss: 2.552532] 1004 [D loss: 0.164550, acc.: 93.75%] [G loss: 2.496300] 1005 [D loss: 0.076103, acc.: 98.44%] [G loss: 2.558872] 1006 [D loss: 0.136668, acc.: 95.31%] [G loss: 2.579578] 1007 [D loss: 0.236129, acc.: 89.06%] [G loss: 2.561934] 1008 [D loss: 0.107990, acc.: 96.88%] [G loss: 2.554522] 1009 [D loss: 0.226548, acc.: 90.62%] [G loss: 2.553082] 1010 [D loss: 0.130220, acc.: 95.31%] [G loss: 2.540954] 1011 [D loss: 0.121937, acc.: 95.31%] [G loss: 2.483626] 1012 [D loss: 0.178080, acc.: 92.19%] [G loss: 2.489252] 1013 [D loss: 0.090602, acc.: 98.44%] [G loss: 2.550341] 1014 [D loss: 0.171288, acc.: 93.75%] [G loss: 2.537071] 1015 [D loss: 0.078769, acc.: 98.44%] [G loss: 2.554728] 1016 [D loss: 0.128891, acc.: 95.31%] [G loss: 2.619178] 1017 [D loss: 0.093578, acc.: 96.88%] [G loss: 2.598283] 1018 [D loss: 0.153049, acc.: 93.75%] [G loss: 2.626652] 1019 [D loss: 0.167731, acc.: 93.75%] [G loss: 2.578436] 1020 [D loss: 0.263083, acc.: 89.06%] [G loss: 2.568187] 1021 [D loss: 0.150264, acc.: 93.75%] [G loss: 2.593898] 1022 [D loss: 0.206267, acc.: 90.62%] [G loss: 2.575269] 1023 [D loss: 0.141914, acc.: 95.31%] [G loss: 2.522844] 1024 [D loss: 0.113657, acc.: 96.88%] [G loss: 2.500329] 1025 [D loss: 0.138026, acc.: 95.31%] [G loss: 2.555332] 1026 [D loss: 0.083929, acc.: 98.44%] [G loss: 2.612540] 1027 [D loss: 0.093122, acc.: 96.88%] [G loss: 2.631901] 1028 [D loss: 0.123653, acc.: 95.31%] [G loss: 2.639525] 1029 [D loss: 0.162593, acc.: 93.75%] [G loss: 2.683653] 1030 [D loss: 0.137448, acc.: 95.31%] [G loss: 2.625526] 1031 [D loss: 0.120721, acc.: 96.88%] [G loss: 2.592815] 1032 [D loss: 0.107670, acc.: 96.88%] [G loss: 2.638268] 1033 [D loss: 0.098211, acc.: 96.88%] [G loss: 2.610961] 1034 [D loss: 0.183325, acc.: 92.19%] [G loss: 2.532372] 1035 [D loss: 0.174835, acc.: 93.75%] [G loss: 2.589802] 1036 [D loss: 0.247992, acc.: 89.06%] [G loss: 2.580226] 1037 [D loss: 0.162078, acc.: 93.75%] [G loss: 2.588023] 1038 [D loss: 0.141137, acc.: 95.31%] [G loss: 2.544337] 1039 [D loss: 0.163389, acc.: 93.75%] [G loss: 2.572909] 1040 [D loss: 0.091140, acc.: 96.88%] [G loss: 2.637887] 1041 [D loss: 0.079061, acc.: 98.44%] [G loss: 2.598608] 1042 [D loss: 0.075125, acc.: 98.44%] [G loss: 2.657009] 1043 [D loss: 0.172827, acc.: 95.31%] [G loss: 2.669291] 1044 [D loss: 0.193788, acc.: 93.75%] [G loss: 2.604995] 1045 [D loss: 0.128693, acc.: 95.31%] [G loss: 2.561343] 1046 [D loss: 0.077556, acc.: 98.44%] [G loss: 2.610269] 1047 [D loss: 0.117732, acc.: 96.88%] [G loss: 2.671733] 1048 [D loss: 0.074759, acc.: 98.44%] [G loss: 2.691516] 1049 [D loss: 0.188329, acc.: 92.19%] [G loss: 2.682845] 1050 [D loss: 0.206517, acc.: 92.19%] [G loss: 2.630584] 1051 [D loss: 0.130655, acc.: 96.88%] [G loss: 2.602551] 1052 [D loss: 0.150605, acc.: 95.31%] [G loss: 2.562846] 1053 [D loss: 0.154833, acc.: 93.75%] [G loss: 2.566442] 1054 [D loss: 0.134802, acc.: 95.31%] [G loss: 2.493929] 1055 [D loss: 0.149453, acc.: 95.31%] [G loss: 2.569292] 1056 [D loss: 0.179717, acc.: 92.19%] [G loss: 2.548322] 1057 [D loss: 0.070993, acc.: 98.44%] [G loss: 2.547232] 1058 [D loss: 0.115199, acc.: 96.88%] [G loss: 2.588610] 1059 [D loss: 0.150438, acc.: 95.31%] [G loss: 2.556982] 1060 [D loss: 0.197436, acc.: 92.19%] [G loss: 2.606251] 1061 [D loss: 0.108322, acc.: 96.88%] [G loss: 2.663831] 1062 [D loss: 0.170507, acc.: 93.75%] [G loss: 2.655876] 1063 [D loss: 0.125609, acc.: 96.88%] [G loss: 2.610577] 1064 [D loss: 0.201325, acc.: 92.19%] [G loss: 2.574431] 1065 [D loss: 0.127678, acc.: 95.31%] [G loss: 2.630790] 1066 [D loss: 0.078013, acc.: 98.44%] [G loss: 2.615740] 1067 [D loss: 0.227494, acc.: 92.19%] [G loss: 2.586838] 1068 [D loss: 0.124518, acc.: 95.31%] [G loss: 2.676709] 1069 [D loss: 0.172631, acc.: 93.75%] [G loss: 2.594969] 1070 [D loss: 0.141297, acc.: 95.31%] [G loss: 2.642514] 1071 [D loss: 0.126006, acc.: 96.88%] [G loss: 2.665165] 1072 [D loss: 0.077157, acc.: 98.44%] [G loss: 2.621894] 1073 [D loss: 0.124176, acc.: 96.88%] [G loss: 2.625834] 1074 [D loss: 0.318016, acc.: 89.06%] [G loss: 2.494907] 1075 [D loss: 0.105672, acc.: 96.88%] [G loss: 2.579020] 1076 [D loss: 0.150402, acc.: 95.31%] [G loss: 2.607274] 1077 [D loss: 0.126010, acc.: 95.31%] [G loss: 2.596764] 1078 [D loss: 0.145926, acc.: 95.31%] [G loss: 2.598920] 1079 [D loss: 0.047488, acc.: 100.00%] [G loss: 2.648097] 1080 [D loss: 0.110120, acc.: 96.88%] [G loss: 2.663187] 1081 [D loss: 0.180881, acc.: 93.75%] [G loss: 2.633884] 1082 [D loss: 0.204814, acc.: 92.19%] [G loss: 2.595098] 1083 [D loss: 0.118556, acc.: 96.88%] [G loss: 2.575732] 1084 [D loss: 0.182735, acc.: 93.75%] [G loss: 2.518447] 1085 [D loss: 0.145989, acc.: 95.31%] [G loss: 2.500695] 1086 [D loss: 0.138574, acc.: 95.31%] [G loss: 2.552462] 1087 [D loss: 0.215469, acc.: 92.19%] [G loss: 2.549645] 1088 [D loss: 0.228417, acc.: 90.62%] [G loss: 2.511849] 1089 [D loss: 0.079728, acc.: 98.44%] [G loss: 2.502480] 1090 [D loss: 0.205861, acc.: 92.19%] [G loss: 2.561120] 1091 [D loss: 0.119462, acc.: 96.88%] [G loss: 2.467134] 1092 [D loss: 0.189089, acc.: 92.19%] [G loss: 2.488948] 1093 [D loss: 0.106390, acc.: 96.88%] [G loss: 2.482432] 1094 [D loss: 0.179467, acc.: 93.75%] [G loss: 2.520551] 1095 [D loss: 0.108043, acc.: 96.88%] [G loss: 2.522797] 1096 [D loss: 0.216526, acc.: 90.62%] [G loss: 2.515516] 1097 [D loss: 0.193147, acc.: 92.19%] [G loss: 2.555149] 1098 [D loss: 0.112635, acc.: 96.88%] [G loss: 2.519345] 1099 [D loss: 0.124615, acc.: 95.31%] [G loss: 2.544254] 1100 [D loss: 0.115773, acc.: 96.88%] [G loss: 2.541655] 1101 [D loss: 0.107656, acc.: 96.88%] [G loss: 2.612023] 1102 [D loss: 0.168599, acc.: 95.31%] [G loss: 2.609207] 1103 [D loss: 0.112728, acc.: 96.88%] [G loss: 2.609382] 1104 [D loss: 0.273775, acc.: 89.06%] [G loss: 2.551401] 1105 [D loss: 0.242895, acc.: 90.62%] [G loss: 2.563121] 1106 [D loss: 0.108807, acc.: 96.88%] [G loss: 2.587309] 1107 [D loss: 0.140914, acc.: 95.31%] [G loss: 2.535833] 1108 [D loss: 0.175216, acc.: 93.75%] [G loss: 2.505796] 1109 [D loss: 0.080455, acc.: 98.44%] [G loss: 2.514177] 1110 [D loss: 0.066983, acc.: 100.00%] [G loss: 2.574015] 1111 [D loss: 0.095993, acc.: 96.88%] [G loss: 2.560280] 1112 [D loss: 0.279332, acc.: 89.06%] [G loss: 2.525223] 1113 [D loss: 0.258794, acc.: 90.62%] [G loss: 2.483230] 1114 [D loss: 0.171089, acc.: 93.75%] [G loss: 2.506553] 1115 [D loss: 0.075881, acc.: 98.44%] [G loss: 2.537901] 1116 [D loss: 0.195804, acc.: 92.19%] [G loss: 2.524605] 1117 [D loss: 0.138642, acc.: 95.31%] [G loss: 2.535232] 1118 [D loss: 0.104299, acc.: 96.88%] [G loss: 2.509269] 1119 [D loss: 0.122275, acc.: 95.31%] [G loss: 2.507944] 1120 [D loss: 0.115072, acc.: 96.88%] [G loss: 2.533108] 1121 [D loss: 0.182760, acc.: 93.75%] [G loss: 2.536330] 1122 [D loss: 0.140432, acc.: 95.31%] [G loss: 2.561199] 1123 [D loss: 0.200234, acc.: 92.19%] [G loss: 2.507974] 1124 [D loss: 0.197154, acc.: 92.19%] [G loss: 2.489000] 1125 [D loss: 0.219708, acc.: 90.62%] [G loss: 2.452205] 1126 [D loss: 0.173368, acc.: 93.75%] [G loss: 2.485562] 1127 [D loss: 0.175320, acc.: 93.75%] [G loss: 2.505506] 1128 [D loss: 0.173237, acc.: 93.75%] [G loss: 2.481132] 1129 [D loss: 0.218632, acc.: 90.62%] [G loss: 2.508721] 1130 [D loss: 0.168369, acc.: 93.75%] [G loss: 2.474037] 1131 [D loss: 0.148764, acc.: 95.31%] [G loss: 2.457023] 1132 [D loss: 0.050568, acc.: 100.00%] [G loss: 2.504631] 1133 [D loss: 0.145363, acc.: 95.31%] [G loss: 2.506702] 1134 [D loss: 0.082608, acc.: 98.44%] [G loss: 2.572643] 1135 [D loss: 0.147328, acc.: 95.31%] [G loss: 2.563799] 1136 [D loss: 0.147511, acc.: 95.31%] [G loss: 2.524915] 1137 [D loss: 0.231458, acc.: 90.62%] [G loss: 2.554337] 1138 [D loss: 0.107765, acc.: 96.88%] [G loss: 2.552641] 1139 [D loss: 0.213736, acc.: 92.19%] [G loss: 2.572168] 1140 [D loss: 0.147476, acc.: 95.31%] [G loss: 2.514375] 1141 [D loss: 0.113248, acc.: 96.88%] [G loss: 2.522263] 1142 [D loss: 0.210087, acc.: 92.19%] [G loss: 2.500965] 1143 [D loss: 0.179044, acc.: 93.75%] [G loss: 2.487786] 1144 [D loss: 0.079069, acc.: 98.44%] [G loss: 2.551089] 1145 [D loss: 0.130342, acc.: 95.31%] [G loss: 2.500226] 1146 [D loss: 0.206243, acc.: 92.19%] [G loss: 2.524006] 1147 [D loss: 0.144718, acc.: 95.31%] [G loss: 2.532676] 1148 [D loss: 0.170529, acc.: 93.75%] [G loss: 2.517566] 1149 [D loss: 0.120312, acc.: 96.88%] [G loss: 2.529613] 1150 [D loss: 0.157945, acc.: 93.75%] [G loss: 2.462221] 1151 [D loss: 0.115202, acc.: 96.88%] [G loss: 2.498502] 1152 [D loss: 0.143138, acc.: 95.31%] [G loss: 2.504505] 1153 [D loss: 0.170902, acc.: 95.31%] [G loss: 2.458373] 1154 [D loss: 0.155331, acc.: 95.31%] [G loss: 2.454448] 1155 [D loss: 0.059121, acc.: 100.00%] [G loss: 2.482125] 1156 [D loss: 0.141592, acc.: 95.31%] [G loss: 2.553104] 1157 [D loss: 0.150908, acc.: 95.31%] [G loss: 2.519748] 1158 [D loss: 0.173912, acc.: 93.75%] [G loss: 2.548344] 1159 [D loss: 0.150767, acc.: 95.31%] [G loss: 2.564449] 1160 [D loss: 0.174466, acc.: 93.75%] [G loss: 2.515931] 1161 [D loss: 0.204196, acc.: 92.19%] [G loss: 2.497535] 1162 [D loss: 0.087422, acc.: 98.44%] [G loss: 2.533669] 1163 [D loss: 0.047842, acc.: 100.00%] [G loss: 2.580899] 1164 [D loss: 0.116957, acc.: 96.88%] [G loss: 2.617488] 1165 [D loss: 0.147129, acc.: 95.31%] [G loss: 2.614736] 1166 [D loss: 0.107845, acc.: 96.88%] [G loss: 2.637825] 1167 [D loss: 0.164049, acc.: 93.75%] [G loss: 2.622714] 1168 [D loss: 0.079574, acc.: 98.44%] [G loss: 2.664556] 1169 [D loss: 0.142251, acc.: 95.31%] [G loss: 2.642557] 1170 [D loss: 0.241242, acc.: 90.62%] [G loss: 2.596643] 1171 [D loss: 0.166779, acc.: 93.75%] [G loss: 2.594611] 1172 [D loss: 0.144489, acc.: 95.31%] [G loss: 2.577134] 1173 [D loss: 0.110133, acc.: 96.88%] [G loss: 2.552703] 1174 [D loss: 0.128525, acc.: 96.88%] [G loss: 2.561234] 1175 [D loss: 0.134246, acc.: 95.31%] [G loss: 2.564262] 1176 [D loss: 0.146091, acc.: 95.31%] [G loss: 2.606106] 1177 [D loss: 0.130485, acc.: 96.88%] [G loss: 2.559273] 1178 [D loss: 0.130651, acc.: 96.88%] [G loss: 2.528806] 1179 [D loss: 0.180287, acc.: 93.75%] [G loss: 2.498725] 1180 [D loss: 0.119015, acc.: 96.88%] [G loss: 2.483825] 1181 [D loss: 0.249258, acc.: 90.62%] [G loss: 2.492260] 1182 [D loss: 0.266983, acc.: 90.62%] [G loss: 2.467597] 1183 [D loss: 0.053266, acc.: 100.00%] [G loss: 2.535514] 1184 [D loss: 0.278206, acc.: 89.06%] [G loss: 2.492207] 1185 [D loss: 0.174333, acc.: 93.75%] [G loss: 2.495031] 1186 [D loss: 0.142151, acc.: 95.31%] [G loss: 2.518658] 1187 [D loss: 0.047358, acc.: 100.00%] [G loss: 2.600741] 1188 [D loss: 0.173294, acc.: 93.75%] [G loss: 2.597050] 1189 [D loss: 0.140714, acc.: 95.31%] [G loss: 2.584051] 1190 [D loss: 0.092125, acc.: 98.44%] [G loss: 2.619563] 1191 [D loss: 0.138024, acc.: 95.31%] [G loss: 2.593028] 1192 [D loss: 0.185407, acc.: 93.75%] [G loss: 2.522919] 1193 [D loss: 0.153989, acc.: 95.31%] [G loss: 2.551393] 1194 [D loss: 0.152634, acc.: 95.31%] [G loss: 2.546935] 1195 [D loss: 0.119979, acc.: 96.88%] [G loss: 2.504152] 1196 [D loss: 0.111328, acc.: 96.88%] [G loss: 2.471657] 1197 [D loss: 0.107592, acc.: 96.88%] [G loss: 2.462667] 1198 [D loss: 0.186594, acc.: 93.75%] [G loss: 2.497137] 1199 [D loss: 0.086392, acc.: 98.44%] [G loss: 2.493598] 1200 [D loss: 0.153862, acc.: 95.31%] [G loss: 2.479994]
1201 [D loss: 0.082566, acc.: 98.44%] [G loss: 2.538465] 1202 [D loss: 0.186488, acc.: 93.75%] [G loss: 2.536242] 1203 [D loss: 0.192503, acc.: 93.75%] [G loss: 2.564312] 1204 [D loss: 0.255221, acc.: 90.62%] [G loss: 2.500276] 1205 [D loss: 0.090764, acc.: 98.44%] [G loss: 2.525130] 1206 [D loss: 0.123965, acc.: 96.88%] [G loss: 2.543108] 1207 [D loss: 0.220758, acc.: 92.19%] [G loss: 2.553103] 1208 [D loss: 0.153981, acc.: 95.31%] [G loss: 2.511573] 1209 [D loss: 0.195461, acc.: 93.75%] [G loss: 2.501794] 1210 [D loss: 0.232880, acc.: 92.19%] [G loss: 2.528305] 1211 [D loss: 0.114370, acc.: 96.88%] [G loss: 2.523920] 1212 [D loss: 0.195232, acc.: 93.75%] [G loss: 2.528592] 1213 [D loss: 0.121469, acc.: 96.88%] [G loss: 2.587164] 1214 [D loss: 0.167910, acc.: 93.75%] [G loss: 2.538908] 1215 [D loss: 0.155314, acc.: 95.31%] [G loss: 2.538284] 1216 [D loss: 0.141097, acc.: 95.31%] [G loss: 2.505157] 1217 [D loss: 0.178810, acc.: 93.75%] [G loss: 2.580713] 1218 [D loss: 0.237828, acc.: 90.62%] [G loss: 2.529971] 1219 [D loss: 0.182959, acc.: 93.75%] [G loss: 2.533512] 1220 [D loss: 0.200402, acc.: 92.19%] [G loss: 2.539047] 1221 [D loss: 0.210648, acc.: 92.19%] [G loss: 2.506486] 1222 [D loss: 0.141336, acc.: 95.31%] [G loss: 2.495417] 1223 [D loss: 0.185192, acc.: 93.75%] [G loss: 2.520836] 1224 [D loss: 0.222642, acc.: 92.19%] [G loss: 2.477795] 1225 [D loss: 0.129760, acc.: 95.31%] [G loss: 2.496148] 1226 [D loss: 0.094100, acc.: 98.44%] [G loss: 2.540736] 1227 [D loss: 0.213178, acc.: 92.19%] [G loss: 2.523121] 1228 [D loss: 0.148144, acc.: 95.31%] [G loss: 2.557198] 1229 [D loss: 0.124889, acc.: 96.88%] [G loss: 2.562849] 1230 [D loss: 0.272868, acc.: 89.06%] [G loss: 2.525794] 1231 [D loss: 0.051299, acc.: 100.00%] [G loss: 2.571493] 1232 [D loss: 0.077325, acc.: 98.44%] [G loss: 2.558950] 1233 [D loss: 0.117685, acc.: 96.88%] [G loss: 2.529009] 1234 [D loss: 0.115025, acc.: 96.88%] [G loss: 2.499773] 1235 [D loss: 0.121057, acc.: 96.88%] [G loss: 2.531214] 1236 [D loss: 0.154155, acc.: 95.31%] [G loss: 2.485465] 1237 [D loss: 0.188071, acc.: 93.75%] [G loss: 2.484728] 1238 [D loss: 0.188435, acc.: 93.75%] [G loss: 2.504169] 1239 [D loss: 0.144036, acc.: 95.31%] [G loss: 2.495458] 1240 [D loss: 0.119966, acc.: 96.88%] [G loss: 2.529475] 1241 [D loss: 0.085844, acc.: 98.44%] [G loss: 2.535821] 1242 [D loss: 0.220924, acc.: 92.19%] [G loss: 2.477190] 1243 [D loss: 0.087903, acc.: 98.44%] [G loss: 2.509015] 1244 [D loss: 0.151275, acc.: 95.31%] [G loss: 2.507686] 1245 [D loss: 0.153940, acc.: 95.31%] [G loss: 2.523840] 1246 [D loss: 0.124027, acc.: 96.88%] [G loss: 2.554238] 1247 [D loss: 0.155771, acc.: 95.31%] [G loss: 2.550045] 1248 [D loss: 0.177894, acc.: 93.75%] [G loss: 2.580928] 1249 [D loss: 0.171312, acc.: 93.75%] [G loss: 2.566024] 1250 [D loss: 0.131298, acc.: 96.88%] [G loss: 2.563920] 1251 [D loss: 0.188014, acc.: 93.75%] [G loss: 2.541598] 1252 [D loss: 0.236623, acc.: 93.75%] [G loss: 2.500616] 1253 [D loss: 0.153581, acc.: 95.31%] [G loss: 2.531151] 1254 [D loss: 0.222578, acc.: 92.19%] [G loss: 2.533463] 1255 [D loss: 0.154360, acc.: 95.31%] [G loss: 2.534922] 1256 [D loss: 0.115254, acc.: 96.88%] [G loss: 2.551799] 1257 [D loss: 0.045722, acc.: 100.00%] [G loss: 2.609628] 1258 [D loss: 0.098735, acc.: 96.88%] [G loss: 2.585822] 1259 [D loss: 0.115035, acc.: 96.88%] [G loss: 2.591487] 1260 [D loss: 0.115238, acc.: 96.88%] [G loss: 2.607944] 1261 [D loss: 0.177662, acc.: 93.75%] [G loss: 2.573295] 1262 [D loss: 0.185601, acc.: 93.75%] [G loss: 2.545681] 1263 [D loss: 0.078448, acc.: 98.44%] [G loss: 2.551795] 1264 [D loss: 0.269323, acc.: 90.62%] [G loss: 2.508869] 1265 [D loss: 0.098067, acc.: 96.88%] [G loss: 2.547202] 1266 [D loss: 0.121402, acc.: 96.88%] [G loss: 2.578424] 1267 [D loss: 0.159973, acc.: 95.31%] [G loss: 2.550662] 1268 [D loss: 0.197880, acc.: 93.75%] [G loss: 2.561231] 1269 [D loss: 0.147483, acc.: 95.31%] [G loss: 2.583086] 1270 [D loss: 0.188539, acc.: 92.19%] [G loss: 2.598193] 1271 [D loss: 0.112234, acc.: 96.88%] [G loss: 2.620205] 1272 [D loss: 0.080191, acc.: 98.44%] [G loss: 2.621515] 1273 [D loss: 0.111917, acc.: 96.88%] [G loss: 2.649612] 1274 [D loss: 0.047439, acc.: 100.00%] [G loss: 2.672216] 1275 [D loss: 0.146765, acc.: 95.31%] [G loss: 2.645345] 1276 [D loss: 0.233520, acc.: 92.19%] [G loss: 2.614088] 1277 [D loss: 0.115387, acc.: 96.88%] [G loss: 2.595290] 1278 [D loss: 0.212490, acc.: 92.19%] [G loss: 2.572618] 1279 [D loss: 0.276240, acc.: 90.62%] [G loss: 2.499775] 1280 [D loss: 0.131735, acc.: 96.88%] [G loss: 2.531218] 1281 [D loss: 0.051030, acc.: 100.00%] [G loss: 2.625448] 1282 [D loss: 0.116251, acc.: 96.88%] [G loss: 2.623523] 1283 [D loss: 0.083400, acc.: 98.44%] [G loss: 2.625247] 1284 [D loss: 0.204133, acc.: 93.75%] [G loss: 2.611786] 1285 [D loss: 0.077144, acc.: 98.44%] [G loss: 2.620249] 1286 [D loss: 0.149100, acc.: 95.31%] [G loss: 2.615609] 1287 [D loss: 0.176692, acc.: 93.75%] [G loss: 2.622582] 1288 [D loss: 0.143091, acc.: 95.31%] [G loss: 2.609133] 1289 [D loss: 0.150068, acc.: 95.31%] [G loss: 2.587773] 1290 [D loss: 0.295967, acc.: 90.62%] [G loss: 2.564403] 1291 [D loss: 0.198652, acc.: 93.75%] [G loss: 2.524374] 1292 [D loss: 0.184979, acc.: 93.75%] [G loss: 2.562161] 1293 [D loss: 0.148790, acc.: 95.31%] [G loss: 2.611836] 1294 [D loss: 0.204584, acc.: 92.19%] [G loss: 2.615750] 1295 [D loss: 0.084052, acc.: 98.44%] [G loss: 2.615204] 1296 [D loss: 0.218512, acc.: 92.19%] [G loss: 2.556552] 1297 [D loss: 0.182956, acc.: 95.31%] [G loss: 2.552016] 1298 [D loss: 0.144648, acc.: 95.31%] [G loss: 2.569428] 1299 [D loss: 0.084634, acc.: 98.44%] [G loss: 2.568137] 1300 [D loss: 0.045079, acc.: 100.00%] [G loss: 2.591205] 1301 [D loss: 0.260189, acc.: 90.62%] [G loss: 2.549504] 1302 [D loss: 0.185638, acc.: 93.75%] [G loss: 2.550736] 1303 [D loss: 0.120130, acc.: 96.88%] [G loss: 2.559310] 1304 [D loss: 0.146727, acc.: 95.31%] [G loss: 2.580078] 1305 [D loss: 0.080520, acc.: 98.44%] [G loss: 2.615077] 1306 [D loss: 0.086890, acc.: 98.44%] [G loss: 2.628153] 1307 [D loss: 0.154486, acc.: 95.31%] [G loss: 2.622534] 1308 [D loss: 0.078069, acc.: 98.44%] [G loss: 2.625791] 1309 [D loss: 0.148329, acc.: 95.31%] [G loss: 2.628993] 1310 [D loss: 0.175938, acc.: 95.31%] [G loss: 2.588738] 1311 [D loss: 0.173859, acc.: 93.75%] [G loss: 2.590216] 1312 [D loss: 0.197328, acc.: 93.75%] [G loss: 2.548779] 1313 [D loss: 0.162143, acc.: 95.31%] [G loss: 2.573368] 1314 [D loss: 0.257975, acc.: 90.62%] [G loss: 2.507689] 1315 [D loss: 0.233701, acc.: 92.19%] [G loss: 2.490578] 1316 [D loss: 0.232302, acc.: 90.62%] [G loss: 2.445131] 1317 [D loss: 0.054547, acc.: 100.00%] [G loss: 2.479117] 1318 [D loss: 0.222862, acc.: 92.19%] [G loss: 2.499521] 1319 [D loss: 0.185402, acc.: 93.75%] [G loss: 2.480709] 1320 [D loss: 0.222135, acc.: 92.19%] [G loss: 2.455859] 1321 [D loss: 0.174030, acc.: 93.75%] [G loss: 2.476193] 1322 [D loss: 0.090569, acc.: 98.44%] [G loss: 2.509986] 1323 [D loss: 0.152730, acc.: 95.31%] [G loss: 2.537097] 1324 [D loss: 0.163380, acc.: 95.31%] [G loss: 2.511199] 1325 [D loss: 0.119458, acc.: 96.88%] [G loss: 2.503621] 1326 [D loss: 0.198171, acc.: 93.75%] [G loss: 2.485736] 1327 [D loss: 0.147296, acc.: 95.31%] [G loss: 2.511858] 1328 [D loss: 0.051426, acc.: 100.00%] [G loss: 2.516409] 1329 [D loss: 0.191901, acc.: 93.75%] [G loss: 2.542633] 1330 [D loss: 0.116638, acc.: 96.88%] [G loss: 2.534967] 1331 [D loss: 0.111843, acc.: 96.88%] [G loss: 2.568754] 1332 [D loss: 0.126998, acc.: 96.88%] [G loss: 2.577694] 1333 [D loss: 0.223847, acc.: 92.19%] [G loss: 2.535042] 1334 [D loss: 0.213748, acc.: 92.19%] [G loss: 2.529469] 1335 [D loss: 0.124403, acc.: 96.88%] [G loss: 2.529440] 1336 [D loss: 0.298241, acc.: 89.06%] [G loss: 2.513460] 1337 [D loss: 0.125386, acc.: 96.88%] [G loss: 2.518145] 1338 [D loss: 0.190563, acc.: 93.75%] [G loss: 2.531384] 1339 [D loss: 0.185988, acc.: 93.75%] [G loss: 2.518087] 1340 [D loss: 0.076899, acc.: 98.44%] [G loss: 2.588455] 1341 [D loss: 0.178857, acc.: 93.75%] [G loss: 2.547915] 1342 [D loss: 0.187813, acc.: 93.75%] [G loss: 2.553345] 1343 [D loss: 0.159883, acc.: 95.31%] [G loss: 2.489701] 1344 [D loss: 0.232092, acc.: 92.19%] [G loss: 2.492842] 1345 [D loss: 0.153854, acc.: 95.31%] [G loss: 2.487511] 1346 [D loss: 0.125237, acc.: 96.88%] [G loss: 2.493603] 1347 [D loss: 0.279232, acc.: 90.62%] [G loss: 2.492705] 1348 [D loss: 0.143725, acc.: 95.31%] [G loss: 2.528011] 1349 [D loss: 0.269214, acc.: 90.62%] [G loss: 2.514628] 1350 [D loss: 0.060683, acc.: 100.00%] [G loss: 2.554267] 1351 [D loss: 0.052943, acc.: 100.00%] [G loss: 2.599355] 1352 [D loss: 0.046597, acc.: 100.00%] [G loss: 2.695627] 1353 [D loss: 0.074483, acc.: 98.44%] [G loss: 2.697019] 1354 [D loss: 0.116837, acc.: 96.88%] [G loss: 2.718256] 1355 [D loss: 0.073016, acc.: 98.44%] [G loss: 2.738558] 1356 [D loss: 0.231681, acc.: 92.19%] [G loss: 2.667523] 1357 [D loss: 0.111995, acc.: 96.88%] [G loss: 2.651936] 1358 [D loss: 0.110659, acc.: 96.88%] [G loss: 2.639593] 1359 [D loss: 0.119034, acc.: 96.88%] [G loss: 2.656450] 1360 [D loss: 0.113891, acc.: 96.88%] [G loss: 2.718623] 1361 [D loss: 0.149103, acc.: 95.31%] [G loss: 2.742071] 1362 [D loss: 0.128853, acc.: 96.88%] [G loss: 2.681657] 1363 [D loss: 0.091137, acc.: 98.44%] [G loss: 2.639540] 1364 [D loss: 0.200343, acc.: 93.75%] [G loss: 2.636625] 1365 [D loss: 0.160336, acc.: 95.31%] [G loss: 2.624339] 1366 [D loss: 0.185875, acc.: 93.75%] [G loss: 2.607931] 1367 [D loss: 0.080121, acc.: 98.44%] [G loss: 2.665768] 1368 [D loss: 0.077253, acc.: 98.44%] [G loss: 2.679243] 1369 [D loss: 0.192599, acc.: 93.75%] [G loss: 2.653153] 1370 [D loss: 0.136404, acc.: 96.88%] [G loss: 2.639538] 1371 [D loss: 0.236706, acc.: 92.19%] [G loss: 2.610172] 1372 [D loss: 0.081869, acc.: 98.44%] [G loss: 2.631309] 1373 [D loss: 0.156154, acc.: 95.31%] [G loss: 2.645831] 1374 [D loss: 0.113503, acc.: 96.88%] [G loss: 2.671220] 1375 [D loss: 0.079474, acc.: 98.44%] [G loss: 2.677645] 1376 [D loss: 0.185224, acc.: 93.75%] [G loss: 2.675448] 1377 [D loss: 0.155819, acc.: 95.31%] [G loss: 2.644569] 1378 [D loss: 0.280739, acc.: 90.62%] [G loss: 2.608566] 1379 [D loss: 0.109385, acc.: 96.88%] [G loss: 2.632462] 1380 [D loss: 0.114777, acc.: 96.88%] [G loss: 2.619741] 1381 [D loss: 0.235581, acc.: 92.19%] [G loss: 2.553062] 1382 [D loss: 0.163386, acc.: 95.31%] [G loss: 2.559436] 1383 [D loss: 0.194545, acc.: 93.75%] [G loss: 2.526740] 1384 [D loss: 0.119009, acc.: 96.88%] [G loss: 2.544813] 1385 [D loss: 0.155540, acc.: 95.31%] [G loss: 2.560848] 1386 [D loss: 0.309947, acc.: 89.06%] [G loss: 2.548643] 1387 [D loss: 0.117595, acc.: 96.88%] [G loss: 2.560563] 1388 [D loss: 0.081191, acc.: 98.44%] [G loss: 2.619437] 1389 [D loss: 0.229955, acc.: 92.19%] [G loss: 2.635159] 1390 [D loss: 0.080118, acc.: 98.44%] [G loss: 2.646981] 1391 [D loss: 0.115036, acc.: 96.88%] [G loss: 2.648923] 1392 [D loss: 0.080407, acc.: 98.44%] [G loss: 2.655513] 1393 [D loss: 0.198304, acc.: 92.19%] [G loss: 2.645776] 1394 [D loss: 0.113899, acc.: 96.88%] [G loss: 2.648452] 1395 [D loss: 0.224509, acc.: 92.19%] [G loss: 2.603824] 1396 [D loss: 0.146874, acc.: 95.31%] [G loss: 2.601798] 1397 [D loss: 0.262886, acc.: 90.62%] [G loss: 2.543505] 1398 [D loss: 0.185347, acc.: 93.75%] [G loss: 2.512784] 1399 [D loss: 0.180737, acc.: 93.75%] [G loss: 2.481391] 1400 [D loss: 0.151299, acc.: 95.31%] [G loss: 2.501364]
1401 [D loss: 0.116390, acc.: 96.88%] [G loss: 2.525072] 1402 [D loss: 0.082825, acc.: 98.44%] [G loss: 2.558055] 1403 [D loss: 0.080217, acc.: 98.44%] [G loss: 2.545371] 1404 [D loss: 0.236961, acc.: 92.19%] [G loss: 2.512879] 1405 [D loss: 0.053555, acc.: 100.00%] [G loss: 2.545015] 1406 [D loss: 0.092667, acc.: 98.44%] [G loss: 2.561600] 1407 [D loss: 0.118079, acc.: 96.88%] [G loss: 2.528813] 1408 [D loss: 0.282209, acc.: 90.62%] [G loss: 2.478262] 1409 [D loss: 0.190503, acc.: 93.75%] [G loss: 2.462369] 1410 [D loss: 0.154407, acc.: 95.31%] [G loss: 2.459737] 1411 [D loss: 0.198904, acc.: 93.75%] [G loss: 2.444302] 1412 [D loss: 0.128560, acc.: 96.88%] [G loss: 2.458136] 1413 [D loss: 0.123050, acc.: 96.88%] [G loss: 2.520163] 1414 [D loss: 0.158450, acc.: 95.31%] [G loss: 2.500850] 1415 [D loss: 0.153783, acc.: 95.31%] [G loss: 2.517026] 1416 [D loss: 0.153138, acc.: 95.31%] [G loss: 2.534669] 1417 [D loss: 0.081381, acc.: 98.44%] [G loss: 2.518753] 1418 [D loss: 0.186662, acc.: 93.75%] [G loss: 2.532690] 1419 [D loss: 0.121328, acc.: 96.88%] [G loss: 2.559243] 1420 [D loss: 0.187507, acc.: 93.75%] [G loss: 2.575827] 1421 [D loss: 0.159499, acc.: 95.31%] [G loss: 2.561523] 1422 [D loss: 0.227180, acc.: 92.19%] [G loss: 2.510376] 1423 [D loss: 0.130821, acc.: 96.88%] [G loss: 2.545507] 1424 [D loss: 0.115811, acc.: 96.88%] [G loss: 2.537025] 1425 [D loss: 0.155669, acc.: 95.31%] [G loss: 2.539391] 1426 [D loss: 0.196444, acc.: 93.75%] [G loss: 2.545974] 1427 [D loss: 0.242504, acc.: 92.19%] [G loss: 2.513209] 1428 [D loss: 0.190738, acc.: 93.75%] [G loss: 2.517023] 1429 [D loss: 0.179434, acc.: 93.75%] [G loss: 2.511860] 1430 [D loss: 0.163642, acc.: 95.31%] [G loss: 2.537929] 1431 [D loss: 0.195494, acc.: 93.75%] [G loss: 2.511409] 1432 [D loss: 0.215573, acc.: 92.19%] [G loss: 2.486340] 1433 [D loss: 0.121608, acc.: 96.88%] [G loss: 2.537609] 1434 [D loss: 0.086788, acc.: 98.44%] [G loss: 2.595000] 1435 [D loss: 0.114653, acc.: 96.88%] [G loss: 2.588574] 1436 [D loss: 0.119949, acc.: 96.88%] [G loss: 2.609566] 1437 [D loss: 0.186563, acc.: 93.75%] [G loss: 2.576733] 1438 [D loss: 0.191294, acc.: 93.75%] [G loss: 2.570000] 1439 [D loss: 0.083269, acc.: 98.44%] [G loss: 2.579233] 1440 [D loss: 0.200476, acc.: 93.75%] [G loss: 2.499728] 1441 [D loss: 0.083283, acc.: 98.44%] [G loss: 2.536361] 1442 [D loss: 0.158859, acc.: 95.31%] [G loss: 2.536510] 1443 [D loss: 0.159050, acc.: 95.31%] [G loss: 2.535449] 1444 [D loss: 0.117123, acc.: 96.88%] [G loss: 2.591142] 1445 [D loss: 0.111666, acc.: 96.88%] [G loss: 2.620396] 1446 [D loss: 0.153756, acc.: 95.31%] [G loss: 2.635972] 1447 [D loss: 0.304569, acc.: 89.06%] [G loss: 2.575806] 1448 [D loss: 0.118174, acc.: 96.88%] [G loss: 2.575310] 1449 [D loss: 0.117729, acc.: 96.88%] [G loss: 2.601976] 1450 [D loss: 0.117315, acc.: 96.88%] [G loss: 2.623180] 1451 [D loss: 0.226236, acc.: 92.19%] [G loss: 2.594929] 1452 [D loss: 0.115807, acc.: 96.88%] [G loss: 2.616252] 1453 [D loss: 0.078500, acc.: 98.44%] [G loss: 2.670156] 1454 [D loss: 0.206813, acc.: 93.75%] [G loss: 2.661931] 1455 [D loss: 0.076426, acc.: 98.44%] [G loss: 2.686820] 1456 [D loss: 0.197635, acc.: 93.75%] [G loss: 2.678289] 1457 [D loss: 0.149119, acc.: 95.31%] [G loss: 2.641455] 1458 [D loss: 0.116159, acc.: 96.88%] [G loss: 2.636073] 1459 [D loss: 0.043087, acc.: 100.00%] [G loss: 2.683988] 1460 [D loss: 0.265215, acc.: 90.62%] [G loss: 2.655427] 1461 [D loss: 0.289689, acc.: 89.06%] [G loss: 2.588149] 1462 [D loss: 0.048154, acc.: 100.00%] [G loss: 2.610741] 1463 [D loss: 0.116667, acc.: 96.88%] [G loss: 2.630833] 1464 [D loss: 0.151251, acc.: 95.31%] [G loss: 2.627065] 1465 [D loss: 0.113753, acc.: 96.88%] [G loss: 2.616090] 1466 [D loss: 0.114328, acc.: 96.88%] [G loss: 2.616359] 1467 [D loss: 0.156027, acc.: 95.31%] [G loss: 2.615617] 1468 [D loss: 0.192307, acc.: 93.75%] [G loss: 2.572531] 1469 [D loss: 0.151413, acc.: 95.31%] [G loss: 2.584814] 1470 [D loss: 0.047449, acc.: 100.00%] [G loss: 2.657722] 1471 [D loss: 0.121057, acc.: 96.88%] [G loss: 2.667035] 1472 [D loss: 0.086681, acc.: 98.44%] [G loss: 2.653131] 1473 [D loss: 0.171546, acc.: 95.31%] [G loss: 2.637884] 1474 [D loss: 0.279294, acc.: 90.62%] [G loss: 2.519577] 1475 [D loss: 0.120909, acc.: 96.88%] [G loss: 2.513811] 1476 [D loss: 0.123531, acc.: 96.88%] [G loss: 2.547107] 1477 [D loss: 0.115783, acc.: 96.88%] [G loss: 2.579159] 1478 [D loss: 0.185919, acc.: 93.75%] [G loss: 2.570456] 1479 [D loss: 0.085348, acc.: 98.44%] [G loss: 2.548715] 1480 [D loss: 0.045709, acc.: 100.00%] [G loss: 2.582951] 1481 [D loss: 0.121855, acc.: 96.88%] [G loss: 2.576549] 1482 [D loss: 0.122100, acc.: 96.88%] [G loss: 2.598811] 1483 [D loss: 0.242793, acc.: 92.19%] [G loss: 2.577915] 1484 [D loss: 0.129326, acc.: 96.88%] [G loss: 2.578918] 1485 [D loss: 0.120444, acc.: 96.88%] [G loss: 2.604603] 1486 [D loss: 0.120149, acc.: 96.88%] [G loss: 2.664738] 1487 [D loss: 0.039502, acc.: 100.00%] [G loss: 2.690205] 1488 [D loss: 0.199345, acc.: 93.75%] [G loss: 2.673453] 1489 [D loss: 0.164287, acc.: 95.31%] [G loss: 2.662517] 1490 [D loss: 0.241751, acc.: 92.19%] [G loss: 2.605586] 1491 [D loss: 0.119467, acc.: 96.88%] [G loss: 2.604590] 1492 [D loss: 0.123464, acc.: 96.88%] [G loss: 2.616988] 1493 [D loss: 0.088390, acc.: 98.44%] [G loss: 2.627691] 1494 [D loss: 0.081449, acc.: 98.44%] [G loss: 2.690824] 1495 [D loss: 0.153381, acc.: 95.31%] [G loss: 2.697984] 1496 [D loss: 0.084838, acc.: 98.44%] [G loss: 2.764238] 1497 [D loss: 0.057567, acc.: 98.44%] [G loss: 2.764115] 1498 [D loss: 0.147213, acc.: 95.31%] [G loss: 2.716774] 1499 [D loss: 0.073278, acc.: 98.44%] [G loss: 2.725178] 1500 [D loss: 0.079421, acc.: 98.44%] [G loss: 2.748960] 1501 [D loss: 0.204444, acc.: 93.75%] [G loss: 2.713903] 1502 [D loss: 0.164921, acc.: 95.31%] [G loss: 2.723566] 1503 [D loss: 0.230225, acc.: 92.19%] [G loss: 2.735180] 1504 [D loss: 0.082427, acc.: 98.44%] [G loss: 2.758201] 1505 [D loss: 0.154009, acc.: 95.31%] [G loss: 2.742841] 1506 [D loss: 0.074313, acc.: 98.44%] [G loss: 2.777862] 1507 [D loss: 0.151536, acc.: 95.31%] [G loss: 2.757563] 1508 [D loss: 0.115019, acc.: 96.88%] [G loss: 2.778877] 1509 [D loss: 0.151958, acc.: 95.31%] [G loss: 2.780352] 1510 [D loss: 0.077222, acc.: 98.44%] [G loss: 2.814756] 1511 [D loss: 0.291360, acc.: 90.62%] [G loss: 2.702410] 1512 [D loss: 0.117555, acc.: 96.88%] [G loss: 2.703549] 1513 [D loss: 0.245258, acc.: 92.19%] [G loss: 2.682601] 1514 [D loss: 0.101755, acc.: 96.88%] [G loss: 2.697407] 1515 [D loss: 0.308109, acc.: 89.06%] [G loss: 2.643019] 1516 [D loss: 0.195122, acc.: 93.75%] [G loss: 2.622640] 1517 [D loss: 0.179339, acc.: 93.75%] [G loss: 2.655225] 1518 [D loss: 0.190412, acc.: 93.75%] [G loss: 2.607741] 1519 [D loss: 0.116758, acc.: 96.88%] [G loss: 2.634190] 1520 [D loss: 0.115594, acc.: 96.88%] [G loss: 2.650909] 1521 [D loss: 0.192431, acc.: 93.75%] [G loss: 2.620220] 1522 [D loss: 0.183773, acc.: 93.75%] [G loss: 2.624250] 1523 [D loss: 0.184393, acc.: 93.75%] [G loss: 2.631725] 1524 [D loss: 0.177300, acc.: 93.75%] [G loss: 2.605418] 1525 [D loss: 0.117833, acc.: 96.88%] [G loss: 2.584573] 1526 [D loss: 0.193528, acc.: 93.75%] [G loss: 2.577289] 1527 [D loss: 0.153438, acc.: 95.31%] [G loss: 2.576406] 1528 [D loss: 0.258602, acc.: 90.62%] [G loss: 2.552606] 1529 [D loss: 0.148141, acc.: 95.31%] [G loss: 2.560982] 1530 [D loss: 0.193827, acc.: 93.75%] [G loss: 2.576891] 1531 [D loss: 0.175121, acc.: 93.75%] [G loss: 2.576071] 1532 [D loss: 0.112227, acc.: 96.88%] [G loss: 2.580093] 1533 [D loss: 0.226165, acc.: 92.19%] [G loss: 2.535348] 1534 [D loss: 0.232883, acc.: 92.19%] [G loss: 2.491710] 1535 [D loss: 0.150237, acc.: 95.31%] [G loss: 2.490854] 1536 [D loss: 0.050626, acc.: 100.00%] [G loss: 2.535782] 1537 [D loss: 0.184856, acc.: 93.75%] [G loss: 2.521681] 1538 [D loss: 0.153866, acc.: 95.31%] [G loss: 2.540277] 1539 [D loss: 0.154641, acc.: 95.31%] [G loss: 2.518172] 1540 [D loss: 0.121232, acc.: 96.88%] [G loss: 2.533390] 1541 [D loss: 0.145769, acc.: 95.31%] [G loss: 2.529574] 1542 [D loss: 0.152656, acc.: 95.31%] [G loss: 2.521830] 1543 [D loss: 0.046417, acc.: 100.00%] [G loss: 2.551799] 1544 [D loss: 0.150360, acc.: 95.31%] [G loss: 2.553867] 1545 [D loss: 0.118433, acc.: 96.88%] [G loss: 2.521441] 1546 [D loss: 0.228407, acc.: 92.19%] [G loss: 2.496583] 1547 [D loss: 0.144745, acc.: 95.31%] [G loss: 2.482685] 1548 [D loss: 0.155206, acc.: 95.31%] [G loss: 2.506399] 1549 [D loss: 0.121705, acc.: 96.88%] [G loss: 2.517715] 1550 [D loss: 0.082312, acc.: 98.44%] [G loss: 2.539569] 1551 [D loss: 0.048143, acc.: 100.00%] [G loss: 2.606399] 1552 [D loss: 0.127498, acc.: 96.88%] [G loss: 2.601785] 1553 [D loss: 0.045308, acc.: 100.00%] [G loss: 2.648624] 1554 [D loss: 0.082672, acc.: 98.44%] [G loss: 2.672908] 1555 [D loss: 0.200594, acc.: 92.19%] [G loss: 2.615148] 1556 [D loss: 0.305540, acc.: 89.06%] [G loss: 2.532675] 1557 [D loss: 0.165682, acc.: 95.31%] [G loss: 2.505182] 1558 [D loss: 0.258118, acc.: 90.62%] [G loss: 2.490362] 1559 [D loss: 0.203542, acc.: 93.75%] [G loss: 2.485817] 1560 [D loss: 0.121357, acc.: 96.88%] [G loss: 2.543138] 1561 [D loss: 0.086838, acc.: 98.44%] [G loss: 2.588499] 1562 [D loss: 0.082590, acc.: 98.44%] [G loss: 2.649878] 1563 [D loss: 0.138703, acc.: 95.31%] [G loss: 2.624672] 1564 [D loss: 0.157593, acc.: 95.31%] [G loss: 2.604990] 1565 [D loss: 0.232362, acc.: 92.19%] [G loss: 2.614192] 1566 [D loss: 0.152645, acc.: 95.31%] [G loss: 2.623465] 1567 [D loss: 0.197630, acc.: 93.75%] [G loss: 2.598210] 1568 [D loss: 0.175771, acc.: 93.75%] [G loss: 2.586805] 1569 [D loss: 0.082168, acc.: 98.44%] [G loss: 2.619607] 1570 [D loss: 0.083409, acc.: 98.44%] [G loss: 2.661739] 1571 [D loss: 0.079655, acc.: 98.44%] [G loss: 2.660976] 1572 [D loss: 0.189654, acc.: 93.75%] [G loss: 2.644492] 1573 [D loss: 0.150163, acc.: 95.31%] [G loss: 2.581559] 1574 [D loss: 0.240874, acc.: 92.19%] [G loss: 2.561570] 1575 [D loss: 0.158985, acc.: 95.31%] [G loss: 2.563046] 1576 [D loss: 0.199525, acc.: 93.75%] [G loss: 2.539071] 1577 [D loss: 0.197329, acc.: 93.75%] [G loss: 2.539280] 1578 [D loss: 0.080422, acc.: 98.44%] [G loss: 2.590386] 1579 [D loss: 0.154448, acc.: 95.31%] [G loss: 2.625184] 1580 [D loss: 0.153414, acc.: 95.31%] [G loss: 2.593472] 1581 [D loss: 0.119897, acc.: 96.88%] [G loss: 2.616101] 1582 [D loss: 0.102850, acc.: 96.88%] [G loss: 2.661900] 1583 [D loss: 0.114978, acc.: 96.88%] [G loss: 2.689844] 1584 [D loss: 0.153983, acc.: 95.31%] [G loss: 2.660295] 1585 [D loss: 0.197422, acc.: 93.75%] [G loss: 2.635520] 1586 [D loss: 0.094028, acc.: 96.88%] [G loss: 2.706175] 1587 [D loss: 0.076816, acc.: 98.44%] [G loss: 2.760743] 1588 [D loss: 0.112594, acc.: 96.88%] [G loss: 2.749184] 1589 [D loss: 0.043559, acc.: 100.00%] [G loss: 2.749525] 1590 [D loss: 0.195345, acc.: 93.75%] [G loss: 2.705018] 1591 [D loss: 0.202970, acc.: 92.19%] [G loss: 2.685095] 1592 [D loss: 0.118305, acc.: 96.88%] [G loss: 2.684211] 1593 [D loss: 0.117972, acc.: 96.88%] [G loss: 2.692315] 1594 [D loss: 0.201416, acc.: 93.75%] [G loss: 2.692906] 1595 [D loss: 0.151644, acc.: 95.31%] [G loss: 2.660220] 1596 [D loss: 0.133207, acc.: 96.88%] [G loss: 2.682387] 1597 [D loss: 0.205716, acc.: 93.75%] [G loss: 2.624230] 1598 [D loss: 0.166938, acc.: 95.31%] [G loss: 2.610078] 1599 [D loss: 0.091294, acc.: 98.44%] [G loss: 2.643718] 1600 [D loss: 0.191155, acc.: 93.75%] [G loss: 2.668560]
1601 [D loss: 0.124097, acc.: 96.88%] [G loss: 2.659213] 1602 [D loss: 0.152775, acc.: 95.31%] [G loss: 2.674334] 1603 [D loss: 0.257485, acc.: 92.19%] [G loss: 2.629219] 1604 [D loss: 0.153487, acc.: 95.31%] [G loss: 2.706040] 1605 [D loss: 0.239700, acc.: 90.62%] [G loss: 2.663137] 1606 [D loss: 0.232465, acc.: 92.19%] [G loss: 2.612333] 1607 [D loss: 0.156835, acc.: 95.31%] [G loss: 2.618695] 1608 [D loss: 0.192511, acc.: 93.75%] [G loss: 2.616789] 1609 [D loss: 0.182639, acc.: 93.75%] [G loss: 2.660440] 1610 [D loss: 0.253701, acc.: 90.62%] [G loss: 2.595896] 1611 [D loss: 0.087954, acc.: 98.44%] [G loss: 2.637405] 1612 [D loss: 0.149179, acc.: 95.31%] [G loss: 2.633179] 1613 [D loss: 0.191319, acc.: 93.75%] [G loss: 2.619596] 1614 [D loss: 0.155410, acc.: 95.31%] [G loss: 2.620615] 1615 [D loss: 0.253988, acc.: 90.62%] [G loss: 2.623681] 1616 [D loss: 0.184612, acc.: 93.75%] [G loss: 2.595181] 1617 [D loss: 0.084145, acc.: 98.44%] [G loss: 2.639707] 1618 [D loss: 0.232504, acc.: 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[D loss: 0.081528, acc.: 98.44%] [G loss: 2.709706] 1637 [D loss: 0.233472, acc.: 92.19%] [G loss: 2.636254] 1638 [D loss: 0.177577, acc.: 93.75%] [G loss: 2.528205] 1639 [D loss: 0.093927, acc.: 98.44%] [G loss: 2.613997] 1640 [D loss: 0.043243, acc.: 100.00%] [G loss: 2.624143] 1641 [D loss: 0.208096, acc.: 92.19%] [G loss: 2.786427] 1642 [D loss: 0.113974, acc.: 96.88%] [G loss: 2.855196] 1643 [D loss: 0.154929, acc.: 95.31%] [G loss: 2.763438] 1644 [D loss: 0.119121, acc.: 96.88%] [G loss: 2.773897] 1645 [D loss: 0.354721, acc.: 87.50%] [G loss: 2.647079] 1646 [D loss: 0.124392, acc.: 96.88%] [G loss: 2.641720] 1647 [D loss: 0.116760, acc.: 96.88%] [G loss: 2.702188] 1648 [D loss: 0.158718, acc.: 95.31%] [G loss: 2.692556] 1649 [D loss: 0.161346, acc.: 95.31%] [G loss: 2.640522] 1650 [D loss: 0.099186, acc.: 96.88%] [G loss: 2.809841] 1651 [D loss: 0.237683, acc.: 92.19%] [G loss: 2.849381] 1652 [D loss: 0.036121, acc.: 100.00%] [G loss: 2.821635] 1653 [D loss: 0.089558, acc.: 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[D loss: 0.110302, acc.: 96.88%] [G loss: 2.726191] 1672 [D loss: 0.162438, acc.: 95.31%] [G loss: 2.720103] 1673 [D loss: 0.073405, acc.: 98.44%] [G loss: 2.760784] 1674 [D loss: 0.077015, acc.: 98.44%] [G loss: 2.798532] 1675 [D loss: 0.145387, acc.: 95.31%] [G loss: 2.762798] 1676 [D loss: 0.131238, acc.: 96.88%] [G loss: 2.769418] 1677 [D loss: 0.228423, acc.: 90.62%] [G loss: 2.754040] 1678 [D loss: 0.112651, acc.: 96.88%] [G loss: 2.741484] 1679 [D loss: 0.087613, acc.: 98.44%] [G loss: 2.763494] 1680 [D loss: 0.074205, acc.: 98.44%] [G loss: 2.795145] 1681 [D loss: 0.071331, acc.: 98.44%] [G loss: 2.795849] 1682 [D loss: 0.148536, acc.: 95.31%] [G loss: 2.794969] 1683 [D loss: 0.205932, acc.: 92.19%] [G loss: 2.785201] 1684 [D loss: 0.176872, acc.: 93.75%] [G loss: 2.760822] 1685 [D loss: 0.229627, acc.: 92.19%] [G loss: 2.666903] 1686 [D loss: 0.081662, acc.: 98.44%] [G loss: 2.635833] 1687 [D loss: 0.154732, acc.: 95.31%] [G loss: 2.618369] 1688 [D loss: 0.119540, acc.: 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[D loss: 0.183145, acc.: 93.75%] [G loss: 2.576656] 1707 [D loss: 0.182613, acc.: 93.75%] [G loss: 2.545866] 1708 [D loss: 0.242243, acc.: 92.19%] [G loss: 2.490918] 1709 [D loss: 0.054576, acc.: 100.00%] [G loss: 2.534687] 1710 [D loss: 0.151982, acc.: 95.31%] [G loss: 2.551947] 1711 [D loss: 0.201771, acc.: 93.75%] [G loss: 2.518024] 1712 [D loss: 0.163417, acc.: 95.31%] [G loss: 2.505535] 1713 [D loss: 0.118996, acc.: 96.88%] [G loss: 2.544454] 1714 [D loss: 0.119265, acc.: 96.88%] [G loss: 2.541212] 1715 [D loss: 0.081412, acc.: 98.44%] [G loss: 2.633810] 1716 [D loss: 0.080094, acc.: 98.44%] [G loss: 2.651683] 1717 [D loss: 0.147200, acc.: 95.31%] [G loss: 2.674643] 1718 [D loss: 0.173671, acc.: 95.31%] [G loss: 2.662333] 1719 [D loss: 0.233186, acc.: 92.19%] [G loss: 2.568971] 1720 [D loss: 0.184083, acc.: 93.75%] [G loss: 2.547873] 1721 [D loss: 0.284951, acc.: 90.62%] [G loss: 2.520655] 1722 [D loss: 0.121945, acc.: 96.88%] [G loss: 2.533927] 1723 [D loss: 0.114385, acc.: 96.88%] [G loss: 2.616401] 1724 [D loss: 0.186740, acc.: 93.75%] [G loss: 2.613346] 1725 [D loss: 0.084587, acc.: 98.44%] [G loss: 2.649057] 1726 [D loss: 0.072520, acc.: 98.44%] [G loss: 2.656704] 1727 [D loss: 0.120699, acc.: 96.88%] [G loss: 2.632576] 1728 [D loss: 0.153139, acc.: 95.31%] [G loss: 2.675108] 1729 [D loss: 0.102146, acc.: 96.88%] [G loss: 2.680826] 1730 [D loss: 0.040075, acc.: 100.00%] [G loss: 2.682033] 1731 [D loss: 0.149397, acc.: 95.31%] [G loss: 2.686701] 1732 [D loss: 0.241085, acc.: 92.19%] [G loss: 2.636531] 1733 [D loss: 0.119850, acc.: 96.88%] [G loss: 2.644515] 1734 [D loss: 0.155136, acc.: 95.31%] [G loss: 2.665208] 1735 [D loss: 0.111354, acc.: 96.88%] [G loss: 2.676054] 1736 [D loss: 0.113292, acc.: 96.88%] [G loss: 2.700444] 1737 [D loss: 0.196111, acc.: 93.75%] [G loss: 2.710030] 1738 [D loss: 0.185046, acc.: 93.75%] [G loss: 2.706797] 1739 [D loss: 0.084982, acc.: 98.44%] [G loss: 2.725809] 1740 [D loss: 0.199093, acc.: 93.75%] [G loss: 2.737748] 1741 [D loss: 0.158536, acc.: 95.31%] [G loss: 2.738361] 1742 [D loss: 0.115683, acc.: 96.88%] [G loss: 2.731492] 1743 [D loss: 0.076426, acc.: 98.44%] [G loss: 2.778114] 1744 [D loss: 0.146725, acc.: 95.31%] [G loss: 2.772616] 1745 [D loss: 0.117921, acc.: 96.88%] [G loss: 2.780906] 1746 [D loss: 0.155035, acc.: 95.31%] [G loss: 2.774620] 1747 [D loss: 0.239511, acc.: 92.19%] [G loss: 2.724946] 1748 [D loss: 0.073747, acc.: 98.44%] [G loss: 2.720302] 1749 [D loss: 0.110493, acc.: 96.88%] [G loss: 2.691628] 1750 [D loss: 0.187042, acc.: 93.75%] [G loss: 2.681940] 1751 [D loss: 0.116256, acc.: 96.88%] [G loss: 2.666300] 1752 [D loss: 0.155654, acc.: 95.31%] [G loss: 2.700342] 1753 [D loss: 0.064553, acc.: 98.44%] [G loss: 2.707007] 1754 [D loss: 0.187973, acc.: 93.75%] [G loss: 2.660316] 1755 [D loss: 0.078608, acc.: 98.44%] [G loss: 2.715883] 1756 [D loss: 0.076200, acc.: 98.44%] [G loss: 2.731272] 1757 [D loss: 0.164689, acc.: 95.31%] [G loss: 2.748313] 1758 [D loss: 0.083727, acc.: 98.44%] [G loss: 2.785051] 1759 [D loss: 0.113039, acc.: 96.88%] [G loss: 2.807973] 1760 [D loss: 0.251893, acc.: 92.19%] [G loss: 2.738696] 1761 [D loss: 0.196475, acc.: 93.75%] [G loss: 2.701404] 1762 [D loss: 0.074631, acc.: 98.44%] [G loss: 2.749270] 1763 [D loss: 0.200573, acc.: 93.75%] [G loss: 2.734675] 1764 [D loss: 0.077553, acc.: 98.44%] [G loss: 2.784853] 1765 [D loss: 0.194978, acc.: 93.75%] [G loss: 2.767571] 1766 [D loss: 0.120550, acc.: 96.88%] [G loss: 2.769490] 1767 [D loss: 0.271979, acc.: 90.62%] [G loss: 2.687598] 1768 [D loss: 0.080972, acc.: 98.44%] [G loss: 2.760498] 1769 [D loss: 0.114646, acc.: 96.88%] [G loss: 2.780927] 1770 [D loss: 0.082711, acc.: 98.44%] [G loss: 2.798196] 1771 [D loss: 0.243221, acc.: 92.19%] [G loss: 2.725794] 1772 [D loss: 0.168119, acc.: 95.31%] [G loss: 2.670835] 1773 [D loss: 0.225505, acc.: 92.19%] [G loss: 2.642085] 1774 [D loss: 0.185582, acc.: 93.75%] [G loss: 2.643140] 1775 [D loss: 0.084203, acc.: 98.44%] [G loss: 2.666319] 1776 [D loss: 0.076586, acc.: 98.44%] [G loss: 2.735486] 1777 [D loss: 0.075938, acc.: 98.44%] [G loss: 2.754845] 1778 [D loss: 0.140101, acc.: 95.31%] [G loss: 2.752155] 1779 [D loss: 0.125195, acc.: 96.88%] [G loss: 2.784565] 1780 [D loss: 0.159091, acc.: 95.31%] [G loss: 2.747974] 1781 [D loss: 0.282481, acc.: 89.06%] [G loss: 2.655083] 1782 [D loss: 0.220595, acc.: 92.19%] [G loss: 2.635902] 1783 [D loss: 0.194587, acc.: 93.75%] [G loss: 2.607472] 1784 [D loss: 0.194937, acc.: 93.75%] [G loss: 2.567126] 1785 [D loss: 0.046858, acc.: 100.00%] [G loss: 2.669656] 1786 [D loss: 0.226991, acc.: 92.19%] [G loss: 2.693668] 1787 [D loss: 0.114743, acc.: 96.88%] [G loss: 2.674423] 1788 [D loss: 0.242429, acc.: 92.19%] [G loss: 2.617587] 1789 [D loss: 0.115705, acc.: 96.88%] [G loss: 2.629632] 1790 [D loss: 0.191659, acc.: 93.75%] [G loss: 2.610818] 1791 [D loss: 0.150209, acc.: 95.31%] [G loss: 2.621731] 1792 [D loss: 0.085486, acc.: 98.44%] [G loss: 2.614167] 1793 [D loss: 0.086053, acc.: 98.44%] [G loss: 2.609857] 1794 [D loss: 0.154620, acc.: 95.31%] [G loss: 2.590064] 1795 [D loss: 0.198201, acc.: 93.75%] [G loss: 2.568601] 1796 [D loss: 0.163702, acc.: 95.31%] [G loss: 2.555268] 1797 [D loss: 0.115344, acc.: 96.88%] [G loss: 2.545944] 1798 [D loss: 0.153782, acc.: 95.31%] [G loss: 2.578765] 1799 [D loss: 0.092603, acc.: 96.88%] [G loss: 2.571310] 1800 [D loss: 0.081393, acc.: 98.44%] [G loss: 2.599622]
1801 [D loss: 0.249823, acc.: 92.19%] [G loss: 2.520222] 1802 [D loss: 0.272224, acc.: 90.62%] [G loss: 2.483541] 1803 [D loss: 0.194287, acc.: 93.75%] [G loss: 2.471776] 1804 [D loss: 0.122290, acc.: 96.88%] [G loss: 2.500095] 1805 [D loss: 0.231438, acc.: 92.19%] [G loss: 2.528044] 1806 [D loss: 0.090064, acc.: 98.44%] [G loss: 2.583571] 1807 [D loss: 0.165046, acc.: 95.31%] [G loss: 2.530928] 1808 [D loss: 0.052728, acc.: 100.00%] [G loss: 2.583229] 1809 [D loss: 0.157941, acc.: 95.31%] [G loss: 2.604008] 1810 [D loss: 0.151194, acc.: 95.31%] [G loss: 2.636507] 1811 [D loss: 0.083258, acc.: 98.44%] [G loss: 2.655761] 1812 [D loss: 0.118133, acc.: 96.88%] [G loss: 2.697890] 1813 [D loss: 0.157063, acc.: 95.31%] [G loss: 2.660979] 1814 [D loss: 0.225752, acc.: 92.19%] [G loss: 2.625290] 1815 [D loss: 0.116439, acc.: 96.88%] [G loss: 2.631861] 1816 [D loss: 0.309535, acc.: 89.06%] [G loss: 2.596732] 1817 [D loss: 0.118938, acc.: 96.88%] [G loss: 2.662161] 1818 [D loss: 0.114196, acc.: 96.88%] [G loss: 2.637485] 1819 [D loss: 0.237101, acc.: 92.19%] [G loss: 2.597619] 1820 [D loss: 0.116580, acc.: 96.88%] [G loss: 2.558563] 1821 [D loss: 0.044821, acc.: 100.00%] [G loss: 2.585870] 1822 [D loss: 0.074195, acc.: 98.44%] [G loss: 2.628294] 1823 [D loss: 0.157292, acc.: 95.31%] [G loss: 2.627865] 1824 [D loss: 0.237605, acc.: 92.19%] [G loss: 2.592012] 1825 [D loss: 0.235029, acc.: 92.19%] [G loss: 2.585893] 1826 [D loss: 0.117739, acc.: 96.88%] [G loss: 2.599396] 1827 [D loss: 0.162064, acc.: 95.31%] [G loss: 2.607527] 1828 [D loss: 0.150023, acc.: 95.31%] [G loss: 2.573700] 1829 [D loss: 0.077827, acc.: 98.44%] [G loss: 2.624120] 1830 [D loss: 0.155207, acc.: 95.31%] [G loss: 2.599376] 1831 [D loss: 0.276735, acc.: 90.62%] [G loss: 2.528004] 1832 [D loss: 0.159184, acc.: 95.31%] [G loss: 2.533534] 1833 [D loss: 0.225399, acc.: 92.19%] [G loss: 2.545079] 1834 [D loss: 0.081701, acc.: 98.44%] [G loss: 2.589703] 1835 [D loss: 0.149190, acc.: 95.31%] [G loss: 2.610343] 1836 [D loss: 0.153039, acc.: 95.31%] [G loss: 2.616586] 1837 [D loss: 0.115371, acc.: 96.88%] [G loss: 2.633348] 1838 [D loss: 0.190141, acc.: 93.75%] [G loss: 2.628828] 1839 [D loss: 0.255469, acc.: 90.62%] [G loss: 2.585358] 1840 [D loss: 0.230602, acc.: 92.19%] [G loss: 2.593827] 1841 [D loss: 0.155651, acc.: 95.31%] [G loss: 2.602118] 1842 [D loss: 0.082012, acc.: 98.44%] [G loss: 2.624534] 1843 [D loss: 0.128992, acc.: 96.88%] [G loss: 2.645568] 1844 [D loss: 0.139827, acc.: 95.31%] [G loss: 2.653594] 1845 [D loss: 0.119431, acc.: 96.88%] [G loss: 2.658551] 1846 [D loss: 0.041040, acc.: 100.00%] [G loss: 2.673632] 1847 [D loss: 0.203011, acc.: 93.75%] [G loss: 2.652620] 1848 [D loss: 0.169314, acc.: 95.31%] [G loss: 2.623470] 1849 [D loss: 0.115623, acc.: 96.88%] [G loss: 2.635056] 1850 [D loss: 0.116589, acc.: 96.88%] [G loss: 2.650228] 1851 [D loss: 0.117117, acc.: 96.88%] [G loss: 2.677775] 1852 [D loss: 0.101295, acc.: 96.88%] [G loss: 2.714340] 1853 [D loss: 0.272640, acc.: 90.62%] [G loss: 2.689538] 1854 [D loss: 0.113252, acc.: 96.88%] [G loss: 2.700830] 1855 [D loss: 0.162767, acc.: 95.31%] [G loss: 2.675144] 1856 [D loss: 0.305193, acc.: 89.06%] [G loss: 2.551530] 1857 [D loss: 0.148754, acc.: 95.31%] [G loss: 2.523071] 1858 [D loss: 0.110258, acc.: 96.88%] [G loss: 2.553205] 1859 [D loss: 0.081024, acc.: 98.44%] [G loss: 2.658367] 1860 [D loss: 0.087663, acc.: 98.44%] [G loss: 2.699999] 1861 [D loss: 0.171478, acc.: 93.75%] [G loss: 2.675307] 1862 [D loss: 0.117640, acc.: 96.88%] [G loss: 2.682502] 1863 [D loss: 0.193549, acc.: 93.75%] [G loss: 2.662826] 1864 [D loss: 0.185474, acc.: 93.75%] [G loss: 2.631022] 1865 [D loss: 0.226156, acc.: 92.19%] [G loss: 2.586690] 1866 [D loss: 0.150733, acc.: 95.31%] [G loss: 2.607240] 1867 [D loss: 0.078560, acc.: 98.44%] [G loss: 2.618764] 1868 [D loss: 0.117638, acc.: 96.88%] [G loss: 2.646014] 1869 [D loss: 0.261388, acc.: 90.62%] [G loss: 2.611869] 1870 [D loss: 0.115605, acc.: 96.88%] [G loss: 2.608215] 1871 [D loss: 0.257507, acc.: 90.62%] [G loss: 2.569420] 1872 [D loss: 0.187207, acc.: 93.75%] [G loss: 2.541994] 1873 [D loss: 0.119645, acc.: 96.88%] [G loss: 2.590682] 1874 [D loss: 0.155933, acc.: 95.31%] [G loss: 2.601434] 1875 [D loss: 0.081249, acc.: 98.44%] [G loss: 2.625448] 1876 [D loss: 0.078050, acc.: 98.44%] [G loss: 2.658689] 1877 [D loss: 0.115677, acc.: 96.88%] [G loss: 2.673986] 1878 [D loss: 0.238005, acc.: 92.19%] [G loss: 2.611215] 1879 [D loss: 0.052036, acc.: 100.00%] [G loss: 2.602149] 1880 [D loss: 0.236693, acc.: 92.19%] [G loss: 2.601740] 1881 [D loss: 0.158656, acc.: 95.31%] [G loss: 2.595845] 1882 [D loss: 0.272243, acc.: 90.62%] [G loss: 2.553053] 1883 [D loss: 0.177944, acc.: 93.75%] [G loss: 2.574027] 1884 [D loss: 0.079557, acc.: 98.44%] [G loss: 2.647576] 1885 [D loss: 0.116611, acc.: 96.88%] [G loss: 2.674710] 1886 [D loss: 0.190084, acc.: 93.75%] [G loss: 2.655292] 1887 [D loss: 0.145561, acc.: 95.31%] [G loss: 2.645097] 1888 [D loss: 0.159789, acc.: 95.31%] [G loss: 2.631584] 1889 [D loss: 0.133869, acc.: 96.88%] [G loss: 2.600963] 1890 [D loss: 0.116456, acc.: 96.88%] [G loss: 2.598702] 1891 [D loss: 0.243691, acc.: 92.19%] [G loss: 2.523003] 1892 [D loss: 0.120848, acc.: 96.88%] [G loss: 2.512951] 1893 [D loss: 0.246151, acc.: 92.19%] [G loss: 2.484374] 1894 [D loss: 0.233274, acc.: 92.19%] [G loss: 2.461969] 1895 [D loss: 0.194025, acc.: 93.75%] [G loss: 2.512912] 1896 [D loss: 0.160209, acc.: 95.31%] [G loss: 2.536201] 1897 [D loss: 0.118848, acc.: 96.88%] [G loss: 2.540612] 1898 [D loss: 0.262618, acc.: 90.62%] [G loss: 2.534471] 1899 [D loss: 0.116108, acc.: 96.88%] [G loss: 2.550395] 1900 [D loss: 0.157669, acc.: 95.31%] [G loss: 2.582107] 1901 [D loss: 0.149549, acc.: 95.31%] [G loss: 2.613921] 1902 [D loss: 0.148709, acc.: 95.31%] [G loss: 2.658716] 1903 [D loss: 0.145323, acc.: 95.31%] [G loss: 2.647026] 1904 [D loss: 0.237710, acc.: 90.62%] [G loss: 2.603917] 1905 [D loss: 0.186970, acc.: 93.75%] [G loss: 2.619754] 1906 [D loss: 0.115109, acc.: 96.88%] [G loss: 2.621799] 1907 [D loss: 0.149768, acc.: 95.31%] [G loss: 2.643113] 1908 [D loss: 0.115707, acc.: 96.88%] [G loss: 2.643433] 1909 [D loss: 0.211954, acc.: 92.19%] [G loss: 2.605789] 1910 [D loss: 0.266071, acc.: 90.62%] [G loss: 2.528822] 1911 [D loss: 0.166191, acc.: 93.75%] [G loss: 2.487538] 1912 [D loss: 0.221238, acc.: 92.19%] [G loss: 2.483115] 1913 [D loss: 0.130813, acc.: 95.31%] [G loss: 2.550728] 1914 [D loss: 0.192305, acc.: 93.75%] [G loss: 2.557866] 1915 [D loss: 0.112918, acc.: 96.88%] [G loss: 2.617795] 1916 [D loss: 0.220386, acc.: 92.19%] [G loss: 2.591768] 1917 [D loss: 0.186215, acc.: 93.75%] [G loss: 2.536340] 1918 [D loss: 0.185879, acc.: 93.75%] [G loss: 2.557571] 1919 [D loss: 0.153099, acc.: 95.31%] [G loss: 2.557829] 1920 [D loss: 0.087429, acc.: 98.44%] [G loss: 2.593209] 1921 [D loss: 0.160211, acc.: 95.31%] [G loss: 2.575326] 1922 [D loss: 0.186294, acc.: 93.75%] [G loss: 2.595738] 1923 [D loss: 0.193038, acc.: 93.75%] [G loss: 2.568331] 1924 [D loss: 0.084642, acc.: 98.44%] [G loss: 2.576808] 1925 [D loss: 0.123063, acc.: 96.88%] [G loss: 2.610821] 1926 [D loss: 0.070413, acc.: 98.44%] [G loss: 2.661866] 1927 [D loss: 0.082328, acc.: 98.44%] [G loss: 2.682669] 1928 [D loss: 0.082929, acc.: 98.44%] [G loss: 2.687756] 1929 [D loss: 0.114380, acc.: 96.88%] [G loss: 2.681778] 1930 [D loss: 0.229726, acc.: 92.19%] [G loss: 2.604925] 1931 [D loss: 0.233866, acc.: 92.19%] [G loss: 2.514620] 1932 [D loss: 0.251258, acc.: 90.62%] [G loss: 2.468825] 1933 [D loss: 0.160086, acc.: 95.31%] [G loss: 2.474728] 1934 [D loss: 0.128076, acc.: 96.88%] [G loss: 2.507586] 1935 [D loss: 0.189705, acc.: 93.75%] [G loss: 2.501590] 1936 [D loss: 0.148238, acc.: 95.31%] [G loss: 2.524175] 1937 [D loss: 0.078852, acc.: 98.44%] [G loss: 2.511479] 1938 [D loss: 0.052283, acc.: 100.00%] [G loss: 2.561555] 1939 [D loss: 0.045686, acc.: 100.00%] [G loss: 2.657974] 1940 [D loss: 0.256461, acc.: 92.19%] [G loss: 2.659124] 1941 [D loss: 0.176933, acc.: 95.31%] [G loss: 2.597731] 1942 [D loss: 0.158202, acc.: 95.31%] [G loss: 2.609090] 1943 [D loss: 0.119401, acc.: 96.88%] [G loss: 2.617578] 1944 [D loss: 0.207023, acc.: 92.19%] [G loss: 2.594183] 1945 [D loss: 0.114827, acc.: 96.88%] [G loss: 2.643837] 1946 [D loss: 0.044012, acc.: 100.00%] [G loss: 2.747587] 1947 [D loss: 0.038041, acc.: 100.00%] [G loss: 2.790279] 1948 [D loss: 0.128078, acc.: 95.31%] [G loss: 2.774992] 1949 [D loss: 0.123367, acc.: 96.88%] [G loss: 2.734206] 1950 [D loss: 0.121279, acc.: 96.88%] [G loss: 2.760462] 1951 [D loss: 0.115406, acc.: 96.88%] [G loss: 2.755116] 1952 [D loss: 0.124128, acc.: 96.88%] [G loss: 2.736521] 1953 [D loss: 0.083697, acc.: 98.44%] [G loss: 2.800792] 1954 [D loss: 0.080385, acc.: 98.44%] [G loss: 2.782240] 1955 [D loss: 0.077903, acc.: 98.44%] [G loss: 2.807444] 1956 [D loss: 0.114643, acc.: 96.88%] [G loss: 2.796587] 1957 [D loss: 0.097241, acc.: 98.44%] [G loss: 2.789675] 1958 [D loss: 0.159371, acc.: 95.31%] [G loss: 2.763048] 1959 [D loss: 0.214747, acc.: 93.75%] [G loss: 2.699660] 1960 [D loss: 0.271677, acc.: 92.19%] [G loss: 2.653405] 1961 [D loss: 0.117606, acc.: 96.88%] [G loss: 2.665311] 1962 [D loss: 0.230014, acc.: 92.19%] [G loss: 2.619421] 1963 [D loss: 0.233163, acc.: 92.19%] [G loss: 2.625873] 1964 [D loss: 0.125952, acc.: 96.88%] [G loss: 2.696040] 1965 [D loss: 0.118226, acc.: 96.88%] [G loss: 2.723883] 1966 [D loss: 0.196485, acc.: 93.75%] [G loss: 2.715796] 1967 [D loss: 0.157309, acc.: 95.31%] [G loss: 2.757981] 1968 [D loss: 0.148081, acc.: 95.31%] [G loss: 2.769513] 1969 [D loss: 0.186591, acc.: 93.75%] [G loss: 2.790321] 1970 [D loss: 0.202252, acc.: 93.75%] [G loss: 2.726527] 1971 [D loss: 0.142215, acc.: 95.31%] [G loss: 2.712309] 1972 [D loss: 0.074354, acc.: 98.44%] [G loss: 2.726448] 1973 [D loss: 0.114084, acc.: 96.88%] [G loss: 2.720444] 1974 [D loss: 0.188527, acc.: 93.75%] [G loss: 2.669908] 1975 [D loss: 0.161326, acc.: 95.31%] [G loss: 2.664988] 1976 [D loss: 0.145903, acc.: 95.31%] [G loss: 2.639076] 1977 [D loss: 0.121850, acc.: 96.88%] [G loss: 2.768139] 1978 [D loss: 0.153096, acc.: 95.31%] [G loss: 2.675559] 1979 [D loss: 0.228324, acc.: 92.19%] [G loss: 2.674833] 1980 [D loss: 0.173823, acc.: 93.75%] [G loss: 2.778135] 1981 [D loss: 0.116310, acc.: 96.88%] [G loss: 2.802267] 1982 [D loss: 0.102164, acc.: 96.88%] [G loss: 2.839278] 1983 [D loss: 0.227692, acc.: 92.19%] [G loss: 2.697880] 1984 [D loss: 0.153934, acc.: 95.31%] [G loss: 2.695135] 1985 [D loss: 0.265514, acc.: 90.62%] [G loss: 2.564559] 1986 [D loss: 0.164274, acc.: 95.31%] [G loss: 2.667103] 1987 [D loss: 0.193791, acc.: 93.75%] [G loss: 2.654261] 1988 [D loss: 0.213681, acc.: 92.19%] [G loss: 2.589434] 1989 [D loss: 0.225685, acc.: 92.19%] [G loss: 2.680743] 1990 [D loss: 0.117623, acc.: 96.88%] [G loss: 2.745975] 1991 [D loss: 0.073210, acc.: 98.44%] [G loss: 2.810477] 1992 [D loss: 0.262472, acc.: 90.62%] [G loss: 2.796001] 1993 [D loss: 0.115037, acc.: 96.88%] [G loss: 2.715740] 1994 [D loss: 0.183521, acc.: 93.75%] [G loss: 2.698153] 1995 [D loss: 0.076503, acc.: 98.44%] [G loss: 2.659890] 1996 [D loss: 0.246580, acc.: 90.62%] [G loss: 2.752921] 1997 [D loss: 0.071921, acc.: 98.44%] [G loss: 2.865303] 1998 [D loss: 0.107133, acc.: 96.88%] [G loss: 2.859418] 1999 [D loss: 0.184456, acc.: 93.75%] [G loss: 2.768016]