In [1]:
import numpy as np
# Keras
from keras.models import Sequential
from keras.layers.core import Dense, Reshape, Dropout, Activation
from keras.layers import Input, merge
from keras.models import Model
from keras.layers.wrappers import TimeDistributed
from keras.layers.recurrent import LSTM
# Other
import matplotlib.pyplot as plt
from copy import deepcopy
import os
import pickle
%matplotlib inline
# Local
import McNeuron
import models
import train
import batch_utils
import data_transforms
Using Theano backend.
In [2]:
neuron_list = McNeuron.visualize.get_all_path(os.getcwd()+"/Data/Pyramidal/chen")
neuron = McNeuron.Neuron(file_format = 'swc', input_file=neuron_list[50])
McNeuron.visualize.plot_2D(neuron)
/Users/pavanramkumar/anaconda2/lib/python2.7/site-packages/scipy/sparse/compressed.py:730: SparseEfficiencyWarning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.
SparseEfficiencyWarning)
In [20]:
training_data = pickle.load(open("/Users/pavanramkumar/Dropbox/HG-GAN/03-Data/synthetic_two_segment_model_different_directions_n20.p", "rb"))
In [21]:
print training_data['morphology']['n20'].shape
print training_data['geometry']['n20'].shape
(50000, 18)
(50000, 19, 3)
In [22]:
n_levels = 1
n_nodes = [20]
input_dim = 100
n_epochs = 5
batch_size = 64
n_batch_per_epoch = np.floor(training_data['morphology']['n20'].shape[0]/batch_size).astype(int)
d_iters = 20
lr_discriminator = 0.005
lr_generator = 0.0005
weight_constraint = [-0.03, 0.03]
In [23]:
geom_model, morph_model, disc_model, gan_model = \
train.train_model(training_data=training_data,
n_levels=n_levels,
n_nodes=n_nodes,
input_dim=input_dim,
n_epochs=n_epochs,
batch_size=batch_size,
n_batch_per_epoch=n_batch_per_epoch,
d_iters=d_iters,
lr_discriminator=lr_discriminator,
lr_generator=lr_generator,
weight_constraint=weight_constraint)
====================
Level #0
====================
Epoch #0
After 20 iterations
Discriminator Loss = -12.8815717697
Generator_Loss: 9.90909576416
2
After 20 iterations
Discriminator Loss = -13.2205533981
Generator_Loss: 8.19215488434
3
After 20 iterations
Discriminator Loss = -13.2312259674
Generator_Loss: 8.42862892151
4
After 20 iterations
Discriminator Loss = -14.0650682449
Generator_Loss: 8.91390800476
5
After 20 iterations
Discriminator Loss = -13.2035207748
Generator_Loss: 8.20751094818
6
After 20 iterations
Discriminator Loss = -13.1682863235
Generator_Loss: 7.22156667709
7
After 20 iterations
Discriminator Loss = -13.1464605331
Generator_Loss: 7.24950885773
8
After 20 iterations
Discriminator Loss = -13.0809497833
Generator_Loss: 7.5634803772
9
After 20 iterations
Discriminator Loss = -13.3341522217
Generator_Loss: 7.38945817947
10
After 20 iterations
Discriminator Loss = -12.6854457855
Generator_Loss: 7.10011959076
11
After 20 iterations
Discriminator Loss = -12.8260984421
Generator_Loss: 6.51193714142
12
After 20 iterations
Discriminator Loss = -12.9645290375
Generator_Loss: 6.75611686707
13
After 20 iterations
Discriminator Loss = -12.9872903824
Generator_Loss: 7.29532289505
14
After 20 iterations
Discriminator Loss = -12.5523529053
Generator_Loss: 6.80625486374
15
After 20 iterations
Discriminator Loss = -12.6850862503
Generator_Loss: 6.8612241745
16
After 20 iterations
Discriminator Loss = -12.5436153412
Generator_Loss: 5.30746984482
17
After 20 iterations
Discriminator Loss = -12.6298561096
Generator_Loss: 6.24225568771
18
After 20 iterations
Discriminator Loss = -12.8364639282
Generator_Loss: 6.31260061264
19
After 20 iterations
Discriminator Loss = -12.453289032
Generator_Loss: 6.45923137665
20
After 20 iterations
Discriminator Loss = -12.6945104599
Generator_Loss: 5.21345186234
21
After 20 iterations
Discriminator Loss = -12.8600959778
Generator_Loss: 6.18013954163
22
After 20 iterations
Discriminator Loss = -12.6570663452
Generator_Loss: 5.96526288986
23
After 20 iterations
Discriminator Loss = -12.8512229919
Generator_Loss: 6.14543628693
24
After 20 iterations
Discriminator Loss = -12.6898994446
Generator_Loss: 6.47677612305
25
Level #0 Epoch #0 Batch #25
After 20 iterations
Discriminator Loss = -12.5881986618
Generator_Loss: 6.23206853867
26
After 20 iterations
Discriminator Loss = -13.4970626831
Generator_Loss: 5.6443901062
27
After 20 iterations
Discriminator Loss = -12.3094968796
Generator_Loss: 5.12741565704
28
After 20 iterations
Discriminator Loss = -12.6679954529
Generator_Loss: 5.88370609283
29
After 20 iterations
Discriminator Loss = -12.2680959702
Generator_Loss: 5.58302307129
30
After 20 iterations
Discriminator Loss = -11.9328699112
Generator_Loss: 5.41436958313
31
After 20 iterations
Discriminator Loss = -12.9156932831
Generator_Loss: 4.85352373123
32
After 20 iterations
Discriminator Loss = -12.7562236786
Generator_Loss: 5.8150177002
33
After 20 iterations
Discriminator Loss = -11.9775180817
Generator_Loss: 3.66974616051
34
After 20 iterations
Discriminator Loss = -12.4821472168
Generator_Loss: 3.50251483917
35
After 20 iterations
Discriminator Loss = -12.1401033401
Generator_Loss: 4.35635280609
36
After 20 iterations
Discriminator Loss = -12.5664167404
Generator_Loss: 4.9796962738
37
After 20 iterations
Discriminator Loss = -12.2414741516
Generator_Loss: 5.11347770691
38
After 20 iterations
Discriminator Loss = -11.920091629
Generator_Loss: 4.1976723671
39
After 20 iterations
Discriminator Loss = -12.5779561996
Generator_Loss: 4.72509622574
40
After 20 iterations
Discriminator Loss = -12.3913679123
Generator_Loss: 3.94900035858
41
After 20 iterations
Discriminator Loss = -12.3976964951
Generator_Loss: 4.2993979454
42
After 20 iterations
Discriminator Loss = -12.0816354752
Generator_Loss: 3.89155554771
43
After 20 iterations
Discriminator Loss = -11.5771169662
Generator_Loss: 4.57246398926
44
After 20 iterations
Discriminator Loss = -11.863694191
Generator_Loss: 3.99701595306
45
After 20 iterations
Discriminator Loss = -12.5129184723
Generator_Loss: 4.09083938599
46
After 20 iterations
Discriminator Loss = -12.1605463028
Generator_Loss: 4.16618585587
47
After 20 iterations
Discriminator Loss = -12.2934408188
Generator_Loss: 3.68125510216
48
After 20 iterations
Discriminator Loss = -12.4672145844
Generator_Loss: 3.52101206779
49
After 20 iterations
Discriminator Loss = -11.8552780151
Generator_Loss: 3.04987502098
50
Level #0 Epoch #0 Batch #50
After 20 iterations
Discriminator Loss = -11.9585294724
Generator_Loss: 3.40966153145
51
After 20 iterations
Discriminator Loss = -11.8181657791
Generator_Loss: 4.16909742355
52
After 20 iterations
Discriminator Loss = -11.4861221313
Generator_Loss: 3.5142621994
53
After 20 iterations
Discriminator Loss = -11.6897783279
Generator_Loss: 1.85664570332
54
After 20 iterations
Discriminator Loss = -12.0449323654
Generator_Loss: 2.33259558678
55
After 20 iterations
Discriminator Loss = -11.351732254
Generator_Loss: 2.37895202637
56
After 20 iterations
Discriminator Loss = -12.6112680435
Generator_Loss: 3.10356473923
57
After 20 iterations
Discriminator Loss = -11.7622728348
Generator_Loss: 2.58198428154
58
After 20 iterations
Discriminator Loss = -11.5449056625
Generator_Loss: 2.23770093918
59
After 20 iterations
Discriminator Loss = -11.4792346954
Generator_Loss: 1.91650700569
60
After 20 iterations
Discriminator Loss = -11.3088951111
Generator_Loss: 3.43442606926
61
After 20 iterations
Discriminator Loss = -11.7044057846
Generator_Loss: 0.923225820065
62
After 20 iterations
Discriminator Loss = -11.3960418701
Generator_Loss: 2.50989198685
63
After 20 iterations
Discriminator Loss = -12.0127716064
Generator_Loss: 2.65546131134
64
After 20 iterations
Discriminator Loss = -11.7006635666
Generator_Loss: 2.05286836624
65
After 20 iterations
Discriminator Loss = -11.4838457108
Generator_Loss: 2.05706691742
66
After 20 iterations
Discriminator Loss = -11.5354318619
Generator_Loss: 1.99489068985
67
After 20 iterations
Discriminator Loss = -11.7846212387
Generator_Loss: 2.18369030952
68
After 20 iterations
Discriminator Loss = -11.8143033981
Generator_Loss: 2.36591482162
69
After 20 iterations
Discriminator Loss = -11.4802722931
Generator_Loss: 2.36462306976
70
After 20 iterations
Discriminator Loss = -11.9273500443
Generator_Loss: 2.57326126099
71
After 20 iterations
Discriminator Loss = -11.6908073425
Generator_Loss: 1.90080618858
72
After 20 iterations
Discriminator Loss = -11.1621303558
Generator_Loss: 2.08432412148
73
After 20 iterations
Discriminator Loss = -11.443230629
Generator_Loss: 1.53220307827
74
After 20 iterations
Discriminator Loss = -11.5872745514
Generator_Loss: 1.74324798584
75
Level #0 Epoch #0 Batch #75
After 20 iterations
Discriminator Loss = -11.8785533905
Generator_Loss: 1.60158836842
76
After 20 iterations
Discriminator Loss = -11.9711771011
Generator_Loss: 1.31724214554
77
After 20 iterations
Discriminator Loss = -11.4349565506
Generator_Loss: 1.12859225273
78
After 20 iterations
Discriminator Loss = -11.2453975677
Generator_Loss: 0.786049187183
79
After 20 iterations
Discriminator Loss = -11.2357883453
Generator_Loss: 1.90397167206
80
After 20 iterations
Discriminator Loss = -11.6595802307
Generator_Loss: 1.86413359642
81
After 20 iterations
Discriminator Loss = -11.7721004486
Generator_Loss: 2.02742385864
82
After 20 iterations
Discriminator Loss = -11.5967283249
Generator_Loss: 1.56525969505
83
After 20 iterations
Discriminator Loss = -10.9895410538
Generator_Loss: 2.02397680283
84
After 20 iterations
Discriminator Loss = -11.955124855
Generator_Loss: 1.75122308731
85
After 20 iterations
Discriminator Loss = -11.4893198013
Generator_Loss: 2.03007888794
86
After 20 iterations
Discriminator Loss = -11.1039972305
Generator_Loss: 1.01704394817
87
After 20 iterations
Discriminator Loss = -11.0760173798
Generator_Loss: 0.531072258949
88
After 20 iterations
Discriminator Loss = -11.6769065857
Generator_Loss: 1.1342754364
89
After 20 iterations
Discriminator Loss = -11.2007417679
Generator_Loss: 1.27493572235
90
After 20 iterations
Discriminator Loss = -11.1132316589
Generator_Loss: 0.224772900343
91
After 20 iterations
Discriminator Loss = -11.5121917725
Generator_Loss: 0.919174134731
92
After 20 iterations
Discriminator Loss = -12.0278186798
Generator_Loss: 1.57830238342
93
After 20 iterations
Discriminator Loss = -11.4715194702
Generator_Loss: 1.07037556171
94
After 20 iterations
Discriminator Loss = -11.9220247269
Generator_Loss: 0.940689206123
95
After 20 iterations
Discriminator Loss = -10.9261264801
Generator_Loss: 0.484530001879
96
After 20 iterations
Discriminator Loss = -11.1628293991
Generator_Loss: 0.521870195866
97
After 20 iterations
Discriminator Loss = -10.8240756989
Generator_Loss: 0.820512235165
98
After 20 iterations
Discriminator Loss = -11.2184009552
Generator_Loss: 0.858783900738
99
After 20 iterations
Discriminator Loss = -11.0709781647
Generator_Loss: 1.27373528481
100
Level #0 Epoch #0 Batch #100
After 20 iterations
Discriminator Loss = -10.6219930649
Generator_Loss: 0.851259589195
101
After 20 iterations
Discriminator Loss = -10.8727712631
Generator_Loss: -0.379910349846
102
After 20 iterations
Discriminator Loss = -11.5727424622
Generator_Loss: 0.608915746212
103
After 20 iterations
Discriminator Loss = -11.4810600281
Generator_Loss: 0.38149946928
104
After 20 iterations
Discriminator Loss = -11.2944631577
Generator_Loss: 0.188092634082
105
After 20 iterations
Discriminator Loss = -10.8126497269
Generator_Loss: -0.304168015718
106
After 20 iterations
Discriminator Loss = -10.6878385544
Generator_Loss: -0.338862329721
107
After 20 iterations
Discriminator Loss = -10.7798566818
Generator_Loss: 0.0454427711666
108
After 20 iterations
Discriminator Loss = -11.1377029419
Generator_Loss: 0.558257162571
109
After 20 iterations
Discriminator Loss = -11.0973615646
Generator_Loss: -0.0356652587652
110
After 20 iterations
Discriminator Loss = -11.7380161285
Generator_Loss: 0.724857628345
111
After 20 iterations
Discriminator Loss = -11.1627264023
Generator_Loss: 0.346536070108
112
After 20 iterations
Discriminator Loss = -10.8419342041
Generator_Loss: 1.15741872787
113
After 20 iterations
Discriminator Loss = -11.0826425552
Generator_Loss: 0.45269998908
114
After 20 iterations
Discriminator Loss = -11.2998228073
Generator_Loss: 0.679222762585
115
After 20 iterations
Discriminator Loss = -10.4674863815
Generator_Loss: -0.851411640644
116
After 20 iterations
Discriminator Loss = -11.6667394638
Generator_Loss: -0.167995512486
117
After 20 iterations
Discriminator Loss = -10.9932861328
Generator_Loss: -0.340444982052
118
After 20 iterations
Discriminator Loss = -10.6299448013
Generator_Loss: -0.391113221645
119
After 20 iterations
Discriminator Loss = -11.0611963272
Generator_Loss: -0.663474798203
120
After 20 iterations
Discriminator Loss = -10.8295888901
Generator_Loss: 0.228511691093
121
After 20 iterations
Discriminator Loss = -10.7356119156
Generator_Loss: -0.301257312298
122
After 20 iterations
Discriminator Loss = -10.5038833618
Generator_Loss: -0.564352214336
123
After 20 iterations
Discriminator Loss = -11.2891559601
Generator_Loss: -0.233491376042
124
After 20 iterations
Discriminator Loss = -10.7959280014
Generator_Loss: -0.375069022179
125
Level #0 Epoch #0 Batch #125
After 20 iterations
Discriminator Loss = -10.5404224396
Generator_Loss: -0.368256688118
126
After 20 iterations
Discriminator Loss = -10.7800149918
Generator_Loss: -0.958366274834
127
After 20 iterations
Discriminator Loss = -11.1082925797
Generator_Loss: -0.589753448963
128
After 20 iterations
Discriminator Loss = -10.6555376053
Generator_Loss: -0.795020222664
129
After 20 iterations
Discriminator Loss = -11.0219764709
Generator_Loss: -0.056469310075
130
After 20 iterations
Discriminator Loss = -11.3437509537
Generator_Loss: -0.946845054626
131
After 20 iterations
Discriminator Loss = -11.0413007736
Generator_Loss: -0.996802568436
132
After 20 iterations
Discriminator Loss = -10.7575263977
Generator_Loss: -0.31228864193
133
After 20 iterations
Discriminator Loss = -10.6068849564
Generator_Loss: -0.335714280605
134
After 20 iterations
Discriminator Loss = -10.8203430176
Generator_Loss: -0.514675080776
135
After 20 iterations
Discriminator Loss = -10.4103250504
Generator_Loss: -0.417217612267
136
After 20 iterations
Discriminator Loss = -11.1936807632
Generator_Loss: -0.939723074436
137
After 20 iterations
Discriminator Loss = -11.0470867157
Generator_Loss: -0.891192018986
138
After 20 iterations
Discriminator Loss = -11.0235042572
Generator_Loss: -0.925597667694
139
After 20 iterations
Discriminator Loss = -10.3875379562
Generator_Loss: -1.05325937271
140
After 20 iterations
Discriminator Loss = -10.5149183273
Generator_Loss: -0.287610918283
141
After 20 iterations
Discriminator Loss = -11.2044906616
Generator_Loss: -0.619033813477
142
After 20 iterations
Discriminator Loss = -10.4159479141
Generator_Loss: -1.02785265446
143
After 20 iterations
Discriminator Loss = -10.7996673584
Generator_Loss: -1.77089750767
144
After 20 iterations
Discriminator Loss = -10.1087856293
Generator_Loss: -1.93922913074
145
After 20 iterations
Discriminator Loss = -10.7620754242
Generator_Loss: -2.25975489616
146
After 20 iterations
Discriminator Loss = -10.5228662491
Generator_Loss: -2.03119945526
147
After 20 iterations
Discriminator Loss = -10.5658836365
Generator_Loss: -1.49927806854
148
After 20 iterations
Discriminator Loss = -10.8737249374
Generator_Loss: -1.65485954285
149
After 20 iterations
Discriminator Loss = -10.57234478
Generator_Loss: -0.868899226189
150
Level #0 Epoch #0 Batch #150
After 20 iterations
Discriminator Loss = -10.612988472
Generator_Loss: -1.9157834053
151
After 20 iterations
Discriminator Loss = -10.5600347519
Generator_Loss: -1.16224992275
152
After 20 iterations
Discriminator Loss = -10.6848888397
Generator_Loss: -1.62523019314
153
After 20 iterations
Discriminator Loss = -10.4430475235
Generator_Loss: -1.05687153339
154
After 20 iterations
Discriminator Loss = -10.282084465
Generator_Loss: -2.57060790062
155
After 20 iterations
Discriminator Loss = -10.3549194336
Generator_Loss: -2.86916303635
156
After 20 iterations
Discriminator Loss = -10.4050035477
Generator_Loss: -2.8762216568
157
After 20 iterations
Discriminator Loss = -10.0574932098
Generator_Loss: -2.50799107552
158
After 20 iterations
Discriminator Loss = -10.589597702
Generator_Loss: -2.4561226368
159
After 20 iterations
Discriminator Loss = -10.234872818
Generator_Loss: -2.03585720062
160
After 20 iterations
Discriminator Loss = -10.5122509003
Generator_Loss: -2.01077389717
161
After 20 iterations
Discriminator Loss = -10.447057724
Generator_Loss: -2.71097993851
162
After 20 iterations
Discriminator Loss = -10.8449926376
Generator_Loss: -2.11008858681
163
After 20 iterations
Discriminator Loss = -10.4264831543
Generator_Loss: -2.73714733124
164
After 20 iterations
Discriminator Loss = -10.1511507034
Generator_Loss: -2.66369509697
165
After 20 iterations
Discriminator Loss = -9.76028728485
Generator_Loss: -3.52031254768
166
After 20 iterations
Discriminator Loss = -10.6367740631
Generator_Loss: -1.79799628258
167
After 20 iterations
Discriminator Loss = -10.2923088074
Generator_Loss: -2.9751393795
168
After 20 iterations
Discriminator Loss = -10.3177556992
Generator_Loss: -2.62335157394
169
After 20 iterations
Discriminator Loss = -10.3483915329
Generator_Loss: -3.46155881882
170
After 20 iterations
Discriminator Loss = -10.3195085526
Generator_Loss: -3.35186576843
171
After 20 iterations
Discriminator Loss = -10.9151611328
Generator_Loss: -2.64693665504
172
After 20 iterations
Discriminator Loss = -10.0885438919
Generator_Loss: -2.47850465775
173
After 20 iterations
Discriminator Loss = -9.91362667084
Generator_Loss: -3.040391922
174
After 20 iterations
Discriminator Loss = -10.5284862518
Generator_Loss: -3.33367562294
175
Level #0 Epoch #0 Batch #175
After 20 iterations
Discriminator Loss = -10.1327476501
Generator_Loss: -3.66902470589
176
After 20 iterations
Discriminator Loss = -10.0768251419
Generator_Loss: -3.1734213829
177
After 20 iterations
Discriminator Loss = -9.70008945465
Generator_Loss: -2.39133143425
178
After 20 iterations
Discriminator Loss = -10.1699619293
Generator_Loss: -3.73304510117
179
After 20 iterations
Discriminator Loss = -10.7115793228
Generator_Loss: -3.1585381031
180
After 20 iterations
Discriminator Loss = -10.1904602051
Generator_Loss: -2.83579492569
181
After 20 iterations
Discriminator Loss = -10.1446943283
Generator_Loss: -4.09622144699
182
After 20 iterations
Discriminator Loss = -9.80254745483
Generator_Loss: -3.5070579052
183
After 20 iterations
Discriminator Loss = -9.93461036682
Generator_Loss: -3.01951861382
184
After 20 iterations
Discriminator Loss = -10.1908178329
Generator_Loss: -3.85009932518
185
After 20 iterations
Discriminator Loss = -9.87029075623
Generator_Loss: -3.39590406418
186
After 20 iterations
Discriminator Loss = -9.41383266449
Generator_Loss: -3.9712729454
187
After 20 iterations
Discriminator Loss = -9.81210231781
Generator_Loss: -3.25662279129
188
After 20 iterations
Discriminator Loss = -9.72662162781
Generator_Loss: -4.88209676743
189
After 20 iterations
Discriminator Loss = -10.7634840012
Generator_Loss: -4.27612686157
190
After 20 iterations
Discriminator Loss = -9.64422225952
Generator_Loss: -3.22218394279
191
After 20 iterations
Discriminator Loss = -10.2132930756
Generator_Loss: -5.15475845337
192
After 20 iterations
Discriminator Loss = -10.0339021683
Generator_Loss: -3.8540828228
193
After 20 iterations
Discriminator Loss = -10.1046695709
Generator_Loss: -3.80665612221
194
After 20 iterations
Discriminator Loss = -10.1052713394
Generator_Loss: -4.49550485611
195
After 20 iterations
Discriminator Loss = -9.42488765717
Generator_Loss: -4.8825507164
196
After 20 iterations
Discriminator Loss = -10.27094841
Generator_Loss: -3.94692015648
197
After 20 iterations
Discriminator Loss = -9.96645069122
Generator_Loss: -4.96843385696
198
After 20 iterations
Discriminator Loss = -9.97919940948
Generator_Loss: -4.01791954041
199
After 20 iterations
Discriminator Loss = -9.7104883194
Generator_Loss: -4.8513007164
200
Level #0 Epoch #0 Batch #200
After 20 iterations
Discriminator Loss = -9.43948459625
Generator_Loss: -4.95001268387
201
After 20 iterations
Discriminator Loss = -9.91156768799
Generator_Loss: -4.59664058685
202
After 20 iterations
Discriminator Loss = -9.27104377747
Generator_Loss: -5.08579826355
203
After 20 iterations
Discriminator Loss = -9.65399742126
Generator_Loss: -5.08002090454
204
After 20 iterations
Discriminator Loss = -9.86593818665
Generator_Loss: -4.31326055527
205
After 20 iterations
Discriminator Loss = -9.65686988831
Generator_Loss: -4.67533731461
206
After 20 iterations
Discriminator Loss = -9.6670627594
Generator_Loss: -5.21527194977
207
After 20 iterations
Discriminator Loss = -9.69655895233
Generator_Loss: -4.92017173767
208
After 20 iterations
Discriminator Loss = -9.55528640747
Generator_Loss: -4.84470796585
209
After 20 iterations
Discriminator Loss = -9.45094680786
Generator_Loss: -5.29834842682
210
After 20 iterations
Discriminator Loss = -10.5874185562
Generator_Loss: -5.75915765762
211
After 20 iterations
Discriminator Loss = -9.56614303589
Generator_Loss: -6.30065631866
212
After 20 iterations
Discriminator Loss = -8.81779670715
Generator_Loss: -5.96813964844
213
After 20 iterations
Discriminator Loss = -9.96874046326
Generator_Loss: -5.47540712357
214
After 20 iterations
Discriminator Loss = -9.31216239929
Generator_Loss: -6.04233551025
215
After 20 iterations
Discriminator Loss = -9.55952167511
Generator_Loss: -5.19054841995
216
After 20 iterations
Discriminator Loss = -9.38351535797
Generator_Loss: -6.21941137314
217
After 20 iterations
Discriminator Loss = -9.50566101074
Generator_Loss: -6.39319705963
218
After 20 iterations
Discriminator Loss = -10.06092453
Generator_Loss: -6.40174722672
219
After 20 iterations
Discriminator Loss = -8.91318416595
Generator_Loss: -5.8068113327
220
After 20 iterations
Discriminator Loss = -10.2861366272
Generator_Loss: -5.45309925079
221
After 20 iterations
Discriminator Loss = -9.34757328033
Generator_Loss: -5.61075544357
222
After 20 iterations
Discriminator Loss = -9.07558822632
Generator_Loss: -5.37324476242
223
After 20 iterations
Discriminator Loss = -9.68554210663
Generator_Loss: -5.25707578659
224
After 20 iterations
Discriminator Loss = -9.50952529907
Generator_Loss: -5.30540084839
225
Level #0 Epoch #0 Batch #225
After 20 iterations
Discriminator Loss = -9.30018424988
Generator_Loss: -5.38779878616
226
After 20 iterations
Discriminator Loss = -9.02283191681
Generator_Loss: -6.25685071945
227
After 20 iterations
Discriminator Loss = -8.8837890625
Generator_Loss: -6.02468156815
228
After 20 iterations
Discriminator Loss = -9.31436061859
Generator_Loss: -6.54181051254
229
After 20 iterations
Discriminator Loss = -9.34702968597
Generator_Loss: -6.27002286911
230
After 20 iterations
Discriminator Loss = -9.07860088348
Generator_Loss: -5.92215442657
231
After 20 iterations
Discriminator Loss = -9.47839736938
Generator_Loss: -6.43864393234
232
After 20 iterations
Discriminator Loss = -9.10227108002
Generator_Loss: -7.01912117004
233
After 20 iterations
Discriminator Loss = -8.80320549011
Generator_Loss: -7.10070896149
234
After 20 iterations
Discriminator Loss = -8.97706604004
Generator_Loss: -6.14369249344
235
After 20 iterations
Discriminator Loss = -9.24655532837
Generator_Loss: -5.72563648224
236
After 20 iterations
Discriminator Loss = -9.53919792175
Generator_Loss: -7.04822158813
237
After 20 iterations
Discriminator Loss = -9.23914527893
Generator_Loss: -6.24763345718
238
After 20 iterations
Discriminator Loss = -9.29647541046
Generator_Loss: -6.62944889069
239
After 20 iterations
Discriminator Loss = -9.18742752075
Generator_Loss: -7.34624052048
240
After 20 iterations
Discriminator Loss = -9.35655975342
Generator_Loss: -7.60570526123
241
After 20 iterations
Discriminator Loss = -8.65771389008
Generator_Loss: -7.04670858383
242
After 20 iterations
Discriminator Loss = -9.07418060303
Generator_Loss: -6.33890008926
243
After 20 iterations
Discriminator Loss = -9.12864303589
Generator_Loss: -7.22387742996
244
After 20 iterations
Discriminator Loss = -8.69592571259
Generator_Loss: -7.68198680878
245
After 20 iterations
Discriminator Loss = -8.85606479645
Generator_Loss: -7.70368862152
246
After 20 iterations
Discriminator Loss = -9.15848922729
Generator_Loss: -6.77505493164
247
After 20 iterations
Discriminator Loss = -9.00971603394
Generator_Loss: -7.70597457886
248
After 20 iterations
Discriminator Loss = -8.79958724976
Generator_Loss: -8.0939655304
249
After 20 iterations
Discriminator Loss = -9.14731025696
Generator_Loss: -6.71391868591
250
Level #0 Epoch #0 Batch #250
After 20 iterations
Discriminator Loss = -8.71440315247
Generator_Loss: -6.94900941849
251
After 20 iterations
Discriminator Loss = -9.07864189148
Generator_Loss: -6.59301519394
252
After 20 iterations
Discriminator Loss = -8.90672779083
Generator_Loss: -6.51219129562
253
After 20 iterations
Discriminator Loss = -8.74088954926
Generator_Loss: -6.9141702652
254
After 20 iterations
Discriminator Loss = -8.7194814682
Generator_Loss: -7.65209531784
255
After 20 iterations
Discriminator Loss = -8.52773284912
Generator_Loss: -7.45801734924
256
After 20 iterations
Discriminator Loss = -9.07307052612
Generator_Loss: -7.65406513214
257
After 20 iterations
Discriminator Loss = -8.76621437073
Generator_Loss: -6.92774009705
258
After 20 iterations
Discriminator Loss = -8.76327419281
Generator_Loss: -8.74270915985
259
After 20 iterations
Discriminator Loss = -8.94432544708
Generator_Loss: -8.35767173767
260
After 20 iterations
Discriminator Loss = -9.27849578857
Generator_Loss: -7.97306156158
261
After 20 iterations
Discriminator Loss = -9.00769805908
Generator_Loss: -7.93010091782
262
After 20 iterations
Discriminator Loss = -8.80020236969
Generator_Loss: -9.11428165436
263
After 20 iterations
Discriminator Loss = -8.63522624969
Generator_Loss: -8.38197612762
264
After 20 iterations
Discriminator Loss = -8.63528728485
Generator_Loss: -8.40020751953
265
After 20 iterations
Discriminator Loss = -8.72606277466
Generator_Loss: -8.68119907379
266
After 20 iterations
Discriminator Loss = -8.79717540741
Generator_Loss: -9.18147659302
267
After 20 iterations
Discriminator Loss = -8.57308864594
Generator_Loss: -8.23075962067
268
After 20 iterations
Discriminator Loss = -8.81707668304
Generator_Loss: -6.65056610107
269
After 20 iterations
Discriminator Loss = -8.78688144684
Generator_Loss: -8.76443958282
270
After 20 iterations
Discriminator Loss = -8.99737167358
Generator_Loss: -7.11486577988
271
After 20 iterations
Discriminator Loss = -8.36759662628
Generator_Loss: -8.51085186005
272
After 20 iterations
Discriminator Loss = -8.59740352631
Generator_Loss: -8.72624397278
273
After 20 iterations
Discriminator Loss = -8.71296215057
Generator_Loss: -8.96037578583
274
After 20 iterations
Discriminator Loss = -8.28604793549
Generator_Loss: -8.86164093018
275
Level #0 Epoch #0 Batch #275
After 20 iterations
Discriminator Loss = -8.27793979645
Generator_Loss: -8.94458961487
276
After 20 iterations
Discriminator Loss = -8.38883972168
Generator_Loss: -8.10275936127
277
After 20 iterations
Discriminator Loss = -8.78654289246
Generator_Loss: -10.3296318054
278
After 20 iterations
Discriminator Loss = -8.29170131683
Generator_Loss: -9.22732543945
279
After 20 iterations
Discriminator Loss = -8.40725803375
Generator_Loss: -7.61797046661
280
After 20 iterations
Discriminator Loss = -8.54648685455
Generator_Loss: -9.1685295105
281
After 20 iterations
Discriminator Loss = -8.18085289001
Generator_Loss: -8.76870346069
282
After 20 iterations
Discriminator Loss = -8.66273880005
Generator_Loss: -9.44996929169
283
After 20 iterations
Discriminator Loss = -8.20316982269
Generator_Loss: -8.12024784088
284
After 20 iterations
Discriminator Loss = -8.2754278183
Generator_Loss: -7.87596797943
285
After 20 iterations
Discriminator Loss = -8.17863559723
Generator_Loss: -8.67043018341
286
After 20 iterations
Discriminator Loss = -9.01777839661
Generator_Loss: -8.65561771393
287
After 20 iterations
Discriminator Loss = -8.37127304077
Generator_Loss: -8.7366733551
288
After 20 iterations
Discriminator Loss = -8.32482147217
Generator_Loss: -9.2443151474
289
After 20 iterations
Discriminator Loss = -8.23405265808
Generator_Loss: -8.12156200409
290
After 20 iterations
Discriminator Loss = -8.66823482513
Generator_Loss: -9.71459197998
291
After 20 iterations
Discriminator Loss = -8.65068244934
Generator_Loss: -8.80165290833
292
After 20 iterations
Discriminator Loss = -8.20331573486
Generator_Loss: -8.69405460358
293
After 20 iterations
Discriminator Loss = -8.18524932861
Generator_Loss: -8.58929443359
294
After 20 iterations
Discriminator Loss = -8.92189788818
Generator_Loss: -8.462682724
295
After 20 iterations
Discriminator Loss = -8.27288722992
Generator_Loss: -8.2430562973
296
After 20 iterations
Discriminator Loss = -8.49885940552
Generator_Loss: -7.81401824951
297
After 20 iterations
Discriminator Loss = -8.45941734314
Generator_Loss: -9.4417963028
298
After 20 iterations
Discriminator Loss = -8.22334861755
Generator_Loss: -9.51303195953
299
After 20 iterations
Discriminator Loss = -8.29529762268
Generator_Loss: -8.95259094238
300
Level #0 Epoch #0 Batch #300
After 20 iterations
Discriminator Loss = -8.04024124146
Generator_Loss: -9.25647163391
301
After 20 iterations
Discriminator Loss = -8.15460586548
Generator_Loss: -7.9180264473
302
After 20 iterations
Discriminator Loss = -8.27470207214
Generator_Loss: -10.0674152374
303
After 20 iterations
Discriminator Loss = -8.54799365997
Generator_Loss: -8.84121704102
304
After 20 iterations
Discriminator Loss = -8.11176967621
Generator_Loss: -9.14415359497
305
After 20 iterations
Discriminator Loss = -7.62240076065
Generator_Loss: -9.22697257996
306
After 20 iterations
Discriminator Loss = -8.74176311493
Generator_Loss: -11.0143852234
307
After 20 iterations
Discriminator Loss = -8.10092163086
Generator_Loss: -9.75707817078
308
After 20 iterations
Discriminator Loss = -8.08409786224
Generator_Loss: -10.238615036
309
After 20 iterations
Discriminator Loss = -7.95153617859
Generator_Loss: -8.31875896454
310
After 20 iterations
Discriminator Loss = -7.7295460701
Generator_Loss: -8.80912590027
311
After 20 iterations
Discriminator Loss = -8.07561302185
Generator_Loss: -9.61646842957
312
After 20 iterations
Discriminator Loss = -8.15985679626
Generator_Loss: -9.40537834167
313
After 20 iterations
Discriminator Loss = -7.93832063675
Generator_Loss: -9.7541437149
314
After 20 iterations
Discriminator Loss = -7.99904823303
Generator_Loss: -9.6196641922
315
After 20 iterations
Discriminator Loss = -7.82902288437
Generator_Loss: -10.5923862457
316
After 20 iterations
Discriminator Loss = -7.72743034363
Generator_Loss: -9.93569564819
317
After 20 iterations
Discriminator Loss = -8.00422477722
Generator_Loss: -10.2695102692
318
After 20 iterations
Discriminator Loss = -7.86740064621
Generator_Loss: -10.5291137695
319
After 20 iterations
Discriminator Loss = -8.00549602509
Generator_Loss: -8.46372509003
320
After 20 iterations
Discriminator Loss = -7.92354393005
Generator_Loss: -9.04891014099
321
After 20 iterations
Discriminator Loss = -7.84395170212
Generator_Loss: -8.70690727234
322
After 20 iterations
Discriminator Loss = -7.34580993652
Generator_Loss: -8.78424835205
323
After 20 iterations
Discriminator Loss = -8.59102249146
Generator_Loss: -11.8658266068
324
After 20 iterations
Discriminator Loss = -7.60292816162
Generator_Loss: -9.51907730103
325
Level #0 Epoch #0 Batch #325
After 20 iterations
Discriminator Loss = -7.35815668106
Generator_Loss: -7.92906904221
326
After 20 iterations
Discriminator Loss = -7.77389812469
Generator_Loss: -9.23618793488
327
After 20 iterations
Discriminator Loss = -7.77261686325
Generator_Loss: -10.293056488
328
After 20 iterations
Discriminator Loss = -8.00063896179
Generator_Loss: -10.7185907364
329
After 20 iterations
Discriminator Loss = -7.25223875046
Generator_Loss: -9.71435165405
330
After 20 iterations
Discriminator Loss = -7.4735660553
Generator_Loss: -12.017832756
331
After 20 iterations
Discriminator Loss = -7.91327905655
Generator_Loss: -12.4585943222
332
After 20 iterations
Discriminator Loss = -7.92200565338
Generator_Loss: -11.290356636
333
After 20 iterations
Discriminator Loss = -7.92727994919
Generator_Loss: -10.5840177536
334
After 20 iterations
Discriminator Loss = -7.68054771423
Generator_Loss: -11.6516990662
335
After 20 iterations
Discriminator Loss = -7.36133241653
Generator_Loss: -9.35865879059
336
After 20 iterations
Discriminator Loss = -7.46709442139
Generator_Loss: -9.11618518829
337
After 20 iterations
Discriminator Loss = -7.77708625793
Generator_Loss: -11.5342178345
338
After 20 iterations
Discriminator Loss = -7.2249751091
Generator_Loss: -11.4471378326
339
After 20 iterations
Discriminator Loss = -7.9622220993
Generator_Loss: -12.0746717453
340
After 20 iterations
Discriminator Loss = -8.16597938538
Generator_Loss: -12.6373310089
341
After 20 iterations
Discriminator Loss = -7.89501237869
Generator_Loss: -11.4813308716
342
After 20 iterations
Discriminator Loss = -7.71454429626
Generator_Loss: -9.8281917572
343
After 20 iterations
Discriminator Loss = -7.53458929062
Generator_Loss: -11.2289123535
344
After 20 iterations
Discriminator Loss = -7.70800924301
Generator_Loss: -10.8123064041
345
After 20 iterations
Discriminator Loss = -7.34782218933
Generator_Loss: -8.56939411163
346
After 20 iterations
Discriminator Loss = -7.15478754044
Generator_Loss: -9.15285491943
347
After 20 iterations
Discriminator Loss = -7.36284637451
Generator_Loss: -9.43183135986
348
After 20 iterations
Discriminator Loss = -7.15792798996
Generator_Loss: -11.2774248123
349
After 20 iterations
Discriminator Loss = -7.28197336197
Generator_Loss: -8.24615097046
350
Level #0 Epoch #0 Batch #350
After 20 iterations
Discriminator Loss = -7.4623875618
Generator_Loss: -11.2167787552
351
After 20 iterations
Discriminator Loss = -7.54107713699
Generator_Loss: -10.1437101364
352
After 20 iterations
Discriminator Loss = -7.09044742584
Generator_Loss: -11.5332355499
353
After 20 iterations
Discriminator Loss = -7.28100967407
Generator_Loss: -8.5490732193
354
After 20 iterations
Discriminator Loss = -7.5070643425
Generator_Loss: -9.4523191452
355
After 20 iterations
Discriminator Loss = -7.38593435287
Generator_Loss: -9.44538879395
356
After 20 iterations
Discriminator Loss = -7.87091064453
Generator_Loss: -12.6892147064
357
After 20 iterations
Discriminator Loss = -7.36722421646
Generator_Loss: -8.7746553421
358
After 20 iterations
Discriminator Loss = -7.53926324844
Generator_Loss: -10.4685993195
359
After 20 iterations
Discriminator Loss = -7.1416888237
Generator_Loss: -9.40140533447
360
After 20 iterations
Discriminator Loss = -7.22808885574
Generator_Loss: -11.1753702164
361
After 20 iterations
Discriminator Loss = -7.22170066833
Generator_Loss: -11.6937189102
362
After 20 iterations
Discriminator Loss = -7.18753576279
Generator_Loss: -9.66012954712
363
After 20 iterations
Discriminator Loss = -7.69613742828
Generator_Loss: -11.9133205414
364
After 20 iterations
Discriminator Loss = -7.33455038071
Generator_Loss: -10.3636798859
365
After 20 iterations
Discriminator Loss = -7.03297519684
Generator_Loss: -9.38607883453
366
After 20 iterations
Discriminator Loss = -6.86803007126
Generator_Loss: -10.8657588959
367
After 20 iterations
Discriminator Loss = -7.27746200562
Generator_Loss: -10.3147125244
368
After 20 iterations
Discriminator Loss = -6.89240312576
Generator_Loss: -11.3091173172
369
After 20 iterations
Discriminator Loss = -7.48772621155
Generator_Loss: -9.81999778748
370
After 20 iterations
Discriminator Loss = -6.97032499313
Generator_Loss: -10.3322057724
371
After 20 iterations
Discriminator Loss = -6.83522462845
Generator_Loss: -12.418967247
372
After 20 iterations
Discriminator Loss = -7.338991642
Generator_Loss: -12.1344881058
373
After 20 iterations
Discriminator Loss = -7.26751470566
Generator_Loss: -8.89818096161
374
After 20 iterations
Discriminator Loss = -7.21094846725
Generator_Loss: -8.99458694458
375
Level #0 Epoch #0 Batch #375
After 20 iterations
Discriminator Loss = -7.19482278824
Generator_Loss: -12.8187332153
376
After 20 iterations
Discriminator Loss = -6.81469011307
Generator_Loss: -11.6154003143
377
After 20 iterations
Discriminator Loss = -7.27585268021
Generator_Loss: -8.80448532104
378
After 20 iterations
Discriminator Loss = -7.24549627304
Generator_Loss: -12.1698503494
379
After 20 iterations
Discriminator Loss = -7.31828737259
Generator_Loss: -9.80538654327
380
After 20 iterations
Discriminator Loss = -7.08153772354
Generator_Loss: -10.9163475037
381
After 20 iterations
Discriminator Loss = -7.19698286057
Generator_Loss: -12.7096672058
382
After 20 iterations
Discriminator Loss = -7.20944309235
Generator_Loss: -11.6571550369
383
After 20 iterations
Discriminator Loss = -7.08220005035
Generator_Loss: -11.4160814285
384
After 20 iterations
Discriminator Loss = -6.78574562073
Generator_Loss: -10.8814868927
385
After 20 iterations
Discriminator Loss = -6.8935585022
Generator_Loss: -12.6850748062
386
After 20 iterations
Discriminator Loss = -7.15939474106
Generator_Loss: -12.2926168442
387
After 20 iterations
Discriminator Loss = -6.85976982117
Generator_Loss: -12.6127586365
388
After 20 iterations
Discriminator Loss = -7.09952497482
Generator_Loss: -8.73854923248
389
After 20 iterations
Discriminator Loss = -7.05979061127
Generator_Loss: -9.95799446106
390
After 20 iterations
Discriminator Loss = -6.85419368744
Generator_Loss: -12.1280736923
391
After 20 iterations
Discriminator Loss = -7.19552326202
Generator_Loss: -12.0927457809
392
After 20 iterations
Discriminator Loss = -6.82477807999
Generator_Loss: -9.34650993347
393
After 20 iterations
Discriminator Loss = -7.08592557907
Generator_Loss: -8.64974880219
394
After 20 iterations
Discriminator Loss = -7.4628443718
Generator_Loss: -11.7096300125
395
After 20 iterations
Discriminator Loss = -6.71790266037
Generator_Loss: -11.922039032
396
After 20 iterations
Discriminator Loss = -7.2823882103
Generator_Loss: -12.8319797516
397
After 20 iterations
Discriminator Loss = -6.6240439415
Generator_Loss: -11.5326623917
398
After 20 iterations
Discriminator Loss = -6.88525629044
Generator_Loss: -13.1997289658
399
After 20 iterations
Discriminator Loss = -7.30057954788
Generator_Loss: -9.19475841522
400
Level #0 Epoch #0 Batch #400
After 20 iterations
Discriminator Loss = -7.28230285645
Generator_Loss: -8.97942638397
401
After 20 iterations
Discriminator Loss = -6.66935110092
Generator_Loss: -11.4496917725
402
After 20 iterations
Discriminator Loss = -6.84156370163
Generator_Loss: -10.5382061005
403
After 20 iterations
Discriminator Loss = -6.85848665237
Generator_Loss: -13.0709686279
404
After 20 iterations
Discriminator Loss = -6.61767864227
Generator_Loss: -11.7948598862
405
After 20 iterations
Discriminator Loss = -6.52942752838
Generator_Loss: -11.0706596375
406
After 20 iterations
Discriminator Loss = -6.7013964653
Generator_Loss: -11.779296875
407
After 20 iterations
Discriminator Loss = -7.18449783325
Generator_Loss: -9.1164855957
408
After 20 iterations
Discriminator Loss = -6.28206539154
Generator_Loss: -9.15551185608
409
After 20 iterations
Discriminator Loss = -6.82803535461
Generator_Loss: -8.12529563904
410
After 20 iterations
Discriminator Loss = -6.80638933182
Generator_Loss: -11.8178911209
411
After 20 iterations
Discriminator Loss = -6.51049613953
Generator_Loss: -10.604765892
412
After 20 iterations
Discriminator Loss = -6.66191148758
Generator_Loss: -9.85882854462
413
After 20 iterations
Discriminator Loss = -6.69254827499
Generator_Loss: -11.353518486
414
After 20 iterations
Discriminator Loss = -6.56282424927
Generator_Loss: -12.1837282181
415
After 20 iterations
Discriminator Loss = -6.3557934761
Generator_Loss: -11.7870473862
416
After 20 iterations
Discriminator Loss = -6.63106870651
Generator_Loss: -11.7495737076
417
After 20 iterations
Discriminator Loss = -7.00822019577
Generator_Loss: -9.33764362335
418
After 20 iterations
Discriminator Loss = -6.58607530594
Generator_Loss: -10.584230423
419
After 20 iterations
Discriminator Loss = -6.62523174286
Generator_Loss: -9.02359867096
420
After 20 iterations
Discriminator Loss = -6.69655323029
Generator_Loss: -9.27994537354
421
After 20 iterations
Discriminator Loss = -6.6442861557
Generator_Loss: -11.2017269135
422
After 20 iterations
Discriminator Loss = -6.49882125854
Generator_Loss: -11.6401596069
423
After 20 iterations
Discriminator Loss = -6.62460803986
Generator_Loss: -10.1999406815
424
After 20 iterations
Discriminator Loss = -6.45949459076
Generator_Loss: -10.9989089966
425
Level #0 Epoch #0 Batch #425
After 20 iterations
Discriminator Loss = -6.9461607933
Generator_Loss: -8.76125144958
426
After 20 iterations
Discriminator Loss = -6.13587427139
Generator_Loss: -12.5860080719
427
After 20 iterations
Discriminator Loss = -6.5772690773
Generator_Loss: -14.4463500977
428
After 20 iterations
Discriminator Loss = -6.23614263535
Generator_Loss: -13.0473995209
429
After 20 iterations
Discriminator Loss = -6.75823450089
Generator_Loss: -11.5418205261
430
After 20 iterations
Discriminator Loss = -6.32023048401
Generator_Loss: -11.5648021698
431
After 20 iterations
Discriminator Loss = -6.35104513168
Generator_Loss: -12.201590538
432
After 20 iterations
Discriminator Loss = -6.35685682297
Generator_Loss: -13.5704813004
433
After 20 iterations
Discriminator Loss = -6.40346050262
Generator_Loss: -9.89348602295
434
After 20 iterations
Discriminator Loss = -6.24600219727
Generator_Loss: -13.791554451
435
After 20 iterations
Discriminator Loss = -6.39701080322
Generator_Loss: -10.5953044891
436
After 20 iterations
Discriminator Loss = -6.18839979172
Generator_Loss: -12.075378418
437
After 20 iterations
Discriminator Loss = -6.35419750214
Generator_Loss: -16.1100006104
438
After 20 iterations
Discriminator Loss = -6.0946969986
Generator_Loss: -13.1611537933
439
After 20 iterations
Discriminator Loss = -6.11364459991
Generator_Loss: -10.3600645065
440
After 20 iterations
Discriminator Loss = -6.65575742722
Generator_Loss: -12.581240654
441
After 20 iterations
Discriminator Loss = -6.18234682083
Generator_Loss: -12.4473743439
442
After 20 iterations
Discriminator Loss = -6.30455684662
Generator_Loss: -10.5181722641
443
After 20 iterations
Discriminator Loss = -6.64356327057
Generator_Loss: -9.32256317139
444
After 20 iterations
Discriminator Loss = -6.54170942307
Generator_Loss: -8.99308776855
445
After 20 iterations
Discriminator Loss = -6.2036447525
Generator_Loss: -13.5622901917
446
After 20 iterations
Discriminator Loss = -6.40323829651
Generator_Loss: -12.9227323532
447
After 20 iterations
Discriminator Loss = -6.10556745529
Generator_Loss: -14.5313682556
448
After 20 iterations
Discriminator Loss = -6.17706918716
Generator_Loss: -13.5855035782
449
After 20 iterations
Discriminator Loss = -6.35519266129
Generator_Loss: -9.2818069458
450
Level #0 Epoch #0 Batch #450
After 20 iterations
Discriminator Loss = -6.14500284195
Generator_Loss: -12.1420116425
451
After 20 iterations
Discriminator Loss = -6.21944761276
Generator_Loss: -11.0060253143
452
After 20 iterations
Discriminator Loss = -6.01743412018
Generator_Loss: -11.7108774185
453
After 20 iterations
Discriminator Loss = -6.16427087784
Generator_Loss: -11.0747127533
454
After 20 iterations
Discriminator Loss = -6.20229482651
Generator_Loss: -13.3340864182
455
After 20 iterations
Discriminator Loss = -5.78250551224
Generator_Loss: -13.1779336929
456
After 20 iterations
Discriminator Loss = -6.36001110077
Generator_Loss: -14.5458202362
457
After 20 iterations
Discriminator Loss = -5.92658185959
Generator_Loss: -9.9131975174
458
After 20 iterations
Discriminator Loss = -6.12760066986
Generator_Loss: -11.4067058563
459
After 20 iterations
Discriminator Loss = -5.82818508148
Generator_Loss: -13.8484735489
460
After 20 iterations
Discriminator Loss = -6.47216272354
Generator_Loss: -15.7068214417
461
After 20 iterations
Discriminator Loss = -6.37809419632
Generator_Loss: -11.8015089035
462
After 20 iterations
Discriminator Loss = -6.5073723793
Generator_Loss: -14.7207622528
463
After 20 iterations
Discriminator Loss = -5.82020568848
Generator_Loss: -11.9621620178
464
After 20 iterations
Discriminator Loss = -5.88514041901
Generator_Loss: -10.0403165817
465
After 20 iterations
Discriminator Loss = -6.40853023529
Generator_Loss: -10.9738140106
466
After 20 iterations
Discriminator Loss = -5.94845724106
Generator_Loss: -13.3304195404
467
After 20 iterations
Discriminator Loss = -6.16476964951
Generator_Loss: -14.9390964508
468
After 20 iterations
Discriminator Loss = -6.08111143112
Generator_Loss: -10.7628927231
469
After 20 iterations
Discriminator Loss = -6.11240243912
Generator_Loss: -13.5184621811
470
After 20 iterations
Discriminator Loss = -5.92214393616
Generator_Loss: -14.1149892807
471
After 20 iterations
Discriminator Loss = -5.89380693436
Generator_Loss: -11.1867456436
472
After 20 iterations
Discriminator Loss = -6.2095246315
Generator_Loss: -12.0379190445
473
After 20 iterations
Discriminator Loss = -6.04354429245
Generator_Loss: -12.6199703217
474
After 20 iterations
Discriminator Loss = -6.02962589264
Generator_Loss: -7.11928081512
475
Level #0 Epoch #0 Batch #475
After 20 iterations
Discriminator Loss = -5.84105539322
Generator_Loss: -10.6013498306
476
After 20 iterations
Discriminator Loss = -6.46886634827
Generator_Loss: -8.61693286896
477
After 20 iterations
Discriminator Loss = -6.14286851883
Generator_Loss: -10.3021850586
478
After 20 iterations
Discriminator Loss = -5.99379634857
Generator_Loss: -14.2696819305
479
After 20 iterations
Discriminator Loss = -5.98681020737
Generator_Loss: -16.4026565552
480
After 20 iterations
Discriminator Loss = -5.82040071487
Generator_Loss: -14.9640378952
481
After 20 iterations
Discriminator Loss = -6.66740655899
Generator_Loss: -10.8864250183
482
After 20 iterations
Discriminator Loss = -5.78390026093
Generator_Loss: -8.98580551147
483
After 20 iterations
Discriminator Loss = -5.76820421219
Generator_Loss: -13.388510704
484
After 20 iterations
Discriminator Loss = -5.76931476593
Generator_Loss: -15.5807676315
485
After 20 iterations
Discriminator Loss = -5.78254079819
Generator_Loss: -8.37628269196
486
After 20 iterations
Discriminator Loss = -6.13429641724
Generator_Loss: -9.76205444336
487
After 20 iterations
Discriminator Loss = -5.80127668381
Generator_Loss: -13.7659702301
488
After 20 iterations
Discriminator Loss = -5.51934862137
Generator_Loss: -15.2668399811
489
After 20 iterations
Discriminator Loss = -6.20831012726
Generator_Loss: -5.54635334015
490
After 20 iterations
Discriminator Loss = -5.68332862854
Generator_Loss: -11.9957199097
491
After 20 iterations
Discriminator Loss = -5.7328619957
Generator_Loss: -8.84541130066
492
After 20 iterations
Discriminator Loss = -6.09736871719
Generator_Loss: -9.19919395447
493
After 20 iterations
Discriminator Loss = -5.69511413574
Generator_Loss: -16.2055206299
494
After 20 iterations
Discriminator Loss = -5.89223003387
Generator_Loss: -19.2611446381
495
After 20 iterations
Discriminator Loss = -5.7431178093
Generator_Loss: -16.536611557
496
After 20 iterations
Discriminator Loss = -5.45465564728
Generator_Loss: -11.3169317245
497
After 20 iterations
Discriminator Loss = -5.96320343018
Generator_Loss: -9.75263881683
498
After 20 iterations
Discriminator Loss = -5.88299369812
Generator_Loss: -10.8182277679
499
After 20 iterations
Discriminator Loss = -5.47550010681
Generator_Loss: -13.2524662018
500
Level #0 Epoch #0 Batch #500
After 20 iterations
Discriminator Loss = -5.50913667679
Generator_Loss: -12.8323078156
501
After 20 iterations
Discriminator Loss = -5.97845888138
Generator_Loss: -10.0997819901
502
After 20 iterations
Discriminator Loss = -5.71160125732
Generator_Loss: -13.8125228882
503
After 20 iterations
Discriminator Loss = -5.69303941727
Generator_Loss: -11.7909603119
504
After 20 iterations
Discriminator Loss = -6.09206628799
Generator_Loss: -7.77473545074
505
After 20 iterations
Discriminator Loss = -5.59322357178
Generator_Loss: -9.07935810089
506
After 20 iterations
Discriminator Loss = -5.86739397049
Generator_Loss: -11.8692951202
507
After 20 iterations
Discriminator Loss = -5.4518866539
Generator_Loss: -12.572637558
508
After 20 iterations
Discriminator Loss = -5.29376888275
Generator_Loss: -13.8270235062
509
After 20 iterations
Discriminator Loss = -5.78909635544
Generator_Loss: -9.43911170959
510
After 20 iterations
Discriminator Loss = -6.4273018837
Generator_Loss: -7.3032336235
511
After 20 iterations
Discriminator Loss = -5.45860147476
Generator_Loss: -12.6184749603
512
After 20 iterations
Discriminator Loss = -5.39330482483
Generator_Loss: -13.0231876373
513
After 20 iterations
Discriminator Loss = -5.28753757477
Generator_Loss: -13.8721542358
514
After 20 iterations
Discriminator Loss = -5.50808906555
Generator_Loss: -15.8776597977
515
After 20 iterations
Discriminator Loss = -5.29033231735
Generator_Loss: -14.1454172134
516
After 20 iterations
Discriminator Loss = -5.86799097061
Generator_Loss: -11.24858284
517
After 20 iterations
Discriminator Loss = -5.58638763428
Generator_Loss: -19.2298259735
518
After 20 iterations
Discriminator Loss = -6.422747612
Generator_Loss: -11.3663158417
519
After 20 iterations
Discriminator Loss = -5.91521120071
Generator_Loss: -17.0799884796
520
After 20 iterations
Discriminator Loss = -6.93940353394
Generator_Loss: -6.11821126938
521
After 20 iterations
Discriminator Loss = -5.28330278397
Generator_Loss: -14.8151807785
522
After 20 iterations
Discriminator Loss = -5.79503202438
Generator_Loss: -12.9889440536
523
After 20 iterations
Discriminator Loss = -5.3427696228
Generator_Loss: -6.38992595673
524
After 20 iterations
Discriminator Loss = -5.7945728302
Generator_Loss: -13.8084354401
525
Level #0 Epoch #0 Batch #525
After 20 iterations
Discriminator Loss = -5.38985729218
Generator_Loss: -15.0136785507
526
After 20 iterations
Discriminator Loss = -5.29273033142
Generator_Loss: -16.8661594391
527
After 20 iterations
Discriminator Loss = -5.12285041809
Generator_Loss: -12.8785352707
528
After 20 iterations
Discriminator Loss = -5.93483972549
Generator_Loss: -11.1280174255
529
After 20 iterations
Discriminator Loss = -5.55064868927
Generator_Loss: -7.6763882637
530
After 20 iterations
Discriminator Loss = -5.42035245895
Generator_Loss: -16.6231365204
531
After 20 iterations
Discriminator Loss = -5.64134931564
Generator_Loss: -13.7909259796
532
After 20 iterations
Discriminator Loss = -5.23097324371
Generator_Loss: -10.3019580841
533
After 20 iterations
Discriminator Loss = -5.58091783524
Generator_Loss: -11.0233621597
534
After 20 iterations
Discriminator Loss = -5.23445367813
Generator_Loss: -13.6753778458
535
After 20 iterations
Discriminator Loss = -5.28233528137
Generator_Loss: -13.1082515717
536
After 20 iterations
Discriminator Loss = -5.46137475967
Generator_Loss: -9.41579055786
537
After 20 iterations
Discriminator Loss = -5.32564640045
Generator_Loss: -14.7517585754
538
After 20 iterations
Discriminator Loss = -5.43141269684
Generator_Loss: -12.1202249527
539
After 20 iterations
Discriminator Loss = -5.45728111267
Generator_Loss: -12.6286525726
540
After 20 iterations
Discriminator Loss = -5.33937501907
Generator_Loss: -13.5835065842
541
After 20 iterations
Discriminator Loss = -5.19717693329
Generator_Loss: -14.6063766479
542
After 20 iterations
Discriminator Loss = -6.00124502182
Generator_Loss: -15.1399736404
543
After 20 iterations
Discriminator Loss = -4.99434757233
Generator_Loss: -14.0087490082
544
After 20 iterations
Discriminator Loss = -5.65031051636
Generator_Loss: -17.1473426819
545
After 20 iterations
Discriminator Loss = -5.64059591293
Generator_Loss: -13.7991781235
546
After 20 iterations
Discriminator Loss = -5.41337442398
Generator_Loss: -11.7225379944
547
After 20 iterations
Discriminator Loss = -5.24596071243
Generator_Loss: -10.279004097
548
After 20 iterations
Discriminator Loss = -5.46331882477
Generator_Loss: -5.37520551682
549
After 20 iterations
Discriminator Loss = -5.28649187088
Generator_Loss: -7.96096277237
550
Level #0 Epoch #0 Batch #550
After 20 iterations
Discriminator Loss = -5.16622066498
Generator_Loss: -17.5517635345
551
After 20 iterations
Discriminator Loss = -6.00310134888
Generator_Loss: -6.48271894455
552
After 20 iterations
Discriminator Loss = -5.46638345718
Generator_Loss: -5.30208873749
553
After 20 iterations
Discriminator Loss = -5.21972703934
Generator_Loss: -9.26140213013
554
After 20 iterations
Discriminator Loss = -5.49670410156
Generator_Loss: -5.95094347
555
After 20 iterations
Discriminator Loss = -5.25582265854
Generator_Loss: -20.7579307556
556
After 20 iterations
Discriminator Loss = -5.19865989685
Generator_Loss: -12.7575845718
557
After 20 iterations
Discriminator Loss = -5.24385499954
Generator_Loss: -10.7779407501
558
After 20 iterations
Discriminator Loss = -5.24436950684
Generator_Loss: -12.9576807022
559
After 20 iterations
Discriminator Loss = -5.09122276306
Generator_Loss: -17.5494289398
560
After 20 iterations
Discriminator Loss = -5.37442207336
Generator_Loss: -8.11749362946
561
After 20 iterations
Discriminator Loss = -5.11369800568
Generator_Loss: -14.8237142563
562
After 20 iterations
Discriminator Loss = -5.28740787506
Generator_Loss: -14.160692215
563
After 20 iterations
Discriminator Loss = -5.13265991211
Generator_Loss: -12.2398462296
564
After 20 iterations
Discriminator Loss = -5.14447832108
Generator_Loss: -13.4726171494
565
After 20 iterations
Discriminator Loss = -5.04874944687
Generator_Loss: -7.8883600235
566
After 20 iterations
Discriminator Loss = -4.83331394196
Generator_Loss: -11.6610984802
567
After 20 iterations
Discriminator Loss = -5.49744272232
Generator_Loss: -16.6489200592
568
After 20 iterations
Discriminator Loss = -4.94234418869
Generator_Loss: -10.4384508133
569
After 20 iterations
Discriminator Loss = -5.59756374359
Generator_Loss: -5.18889284134
570
After 20 iterations
Discriminator Loss = -5.35374069214
Generator_Loss: -10.2038669586
571
After 20 iterations
Discriminator Loss = -4.89777755737
Generator_Loss: -15.2171707153
572
After 20 iterations
Discriminator Loss = -5.87507724762
Generator_Loss: -12.1369819641
573
After 20 iterations
Discriminator Loss = -5.42531347275
Generator_Loss: -11.1653223038
574
After 20 iterations
Discriminator Loss = -5.03774213791
Generator_Loss: -7.36926841736
575
Level #0 Epoch #0 Batch #575
After 20 iterations
Discriminator Loss = -5.06378078461
Generator_Loss: -9.76539802551
576
After 20 iterations
Discriminator Loss = -5.6708483696
Generator_Loss: -4.76762008667
577
After 20 iterations
Discriminator Loss = -5.13752126694
Generator_Loss: -8.22728443146
578
After 20 iterations
Discriminator Loss = -4.91037273407
Generator_Loss: -11.9040870667
579
After 20 iterations
Discriminator Loss = -5.34145021439
Generator_Loss: -9.76726722717
580
After 20 iterations
Discriminator Loss = -4.87944555283
Generator_Loss: -14.6808252335
581
After 20 iterations
Discriminator Loss = -5.2347369194
Generator_Loss: -8.79679679871
582
After 20 iterations
Discriminator Loss = -4.60466909409
Generator_Loss: -9.04676818848
583
After 20 iterations
Discriminator Loss = -4.91985940933
Generator_Loss: -16.3057079315
584
After 20 iterations
Discriminator Loss = -5.73942995071
Generator_Loss: -0.149090722203
585
After 20 iterations
Discriminator Loss = -4.63950204849
Generator_Loss: -12.4628286362
586
After 20 iterations
Discriminator Loss = -4.67947530746
Generator_Loss: -11.4854068756
587
After 20 iterations
Discriminator Loss = -4.57546234131
Generator_Loss: -6.53645133972
588
After 20 iterations
Discriminator Loss = -5.01784181595
Generator_Loss: -9.34367370605
589
After 20 iterations
Discriminator Loss = -5.35492181778
Generator_Loss: -14.5589380264
590
After 20 iterations
Discriminator Loss = -4.94355726242
Generator_Loss: -16.1583824158
591
After 20 iterations
Discriminator Loss = -5.37719964981
Generator_Loss: -13.4603729248
592
After 20 iterations
Discriminator Loss = -5.13795661926
Generator_Loss: -12.4499053955
593
After 20 iterations
Discriminator Loss = -5.25921297073
Generator_Loss: -5.7591176033
594
After 20 iterations
Discriminator Loss = -4.79209804535
Generator_Loss: -8.07550907135
595
After 20 iterations
Discriminator Loss = -4.79585838318
Generator_Loss: -13.9707965851
596
After 20 iterations
Discriminator Loss = -5.49169683456
Generator_Loss: -23.6309318542
597
After 20 iterations
Discriminator Loss = -4.62271547318
Generator_Loss: -15.0903501511
598
After 20 iterations
Discriminator Loss = -5.3360247612
Generator_Loss: -20.7167301178
599
After 20 iterations
Discriminator Loss = -5.01237297058
Generator_Loss: -9.43198013306
600
Level #0 Epoch #0 Batch #600
After 20 iterations
Discriminator Loss = -4.96851444244
Generator_Loss: -13.9307289124
601
After 20 iterations
Discriminator Loss = -4.7326259613
Generator_Loss: -9.70773792267
602
After 20 iterations
Discriminator Loss = -4.82020950317
Generator_Loss: -10.2758617401
603
After 20 iterations
Discriminator Loss = -4.88670492172
Generator_Loss: -6.84935188293
604
After 20 iterations
Discriminator Loss = -4.68567419052
Generator_Loss: -10.8413190842
605
After 20 iterations
Discriminator Loss = -5.98677062988
Generator_Loss: -0.393699496984
606
After 20 iterations
Discriminator Loss = -6.02383852005
Generator_Loss: -0.493893831968
607
After 20 iterations
Discriminator Loss = -5.37293243408
Generator_Loss: -5.37452125549
608
After 20 iterations
Discriminator Loss = -4.46802711487
Generator_Loss: -13.1117219925
609
After 20 iterations
Discriminator Loss = -4.86689376831
Generator_Loss: -12.73823452
610
After 20 iterations
Discriminator Loss = -4.84585618973
Generator_Loss: -3.17381811142
611
After 20 iterations
Discriminator Loss = -4.4732208252
Generator_Loss: -6.9581079483
612
After 20 iterations
Discriminator Loss = -4.56508350372
Generator_Loss: -13.4492397308
613
After 20 iterations
Discriminator Loss = -4.52252149582
Generator_Loss: -10.5754394531
614
After 20 iterations
Discriminator Loss = -4.66207742691
Generator_Loss: -9.99060535431
615
After 20 iterations
Discriminator Loss = -5.97989225388
Generator_Loss: -0.673843860626
616
After 20 iterations
Discriminator Loss = -4.66011476517
Generator_Loss: -17.8672714233
617
After 20 iterations
Discriminator Loss = -4.38984775543
Generator_Loss: -15.4269475937
618
After 20 iterations
Discriminator Loss = -4.89808607101
Generator_Loss: -6.36039066315
619
After 20 iterations
Discriminator Loss = -4.28046178818
Generator_Loss: -13.7065124512
620
After 20 iterations
Discriminator Loss = -4.56596469879
Generator_Loss: -14.2369203568
621
After 20 iterations
Discriminator Loss = -5.5747294426
Generator_Loss: -7.36164999008
622
After 20 iterations
Discriminator Loss = -4.74239492416
Generator_Loss: -2.80045461655
623
After 20 iterations
Discriminator Loss = -4.50422859192
Generator_Loss: -11.4045209885
624
After 20 iterations
Discriminator Loss = -4.48899030685
Generator_Loss: -14.0494823456
625
Level #0 Epoch #0 Batch #625
After 20 iterations
Discriminator Loss = -4.31977987289
Generator_Loss: -11.2545690536
626
After 20 iterations
Discriminator Loss = -4.85789489746
Generator_Loss: -7.2737994194
627
After 20 iterations
Discriminator Loss = -4.47442054749
Generator_Loss: -17.1458511353
628
After 20 iterations
Discriminator Loss = -4.75209236145
Generator_Loss: -19.8469142914
629
After 20 iterations
Discriminator Loss = -4.65225315094
Generator_Loss: -10.1823854446
630
After 20 iterations
Discriminator Loss = -4.75207281113
Generator_Loss: -20.1039161682
631
After 20 iterations
Discriminator Loss = -4.65748310089
Generator_Loss: -6.69723367691
632
After 20 iterations
Discriminator Loss = -4.72124433517
Generator_Loss: -1.61891925335
633
After 20 iterations
Discriminator Loss = -4.71518707275
Generator_Loss: -6.19189119339
634
After 20 iterations
Discriminator Loss = -5.59549283981
Generator_Loss: -1.7601275444
635
After 20 iterations
Discriminator Loss = -4.37417268753
Generator_Loss: -9.21217823029
636
After 20 iterations
Discriminator Loss = -4.47179889679
Generator_Loss: -20.0355186462
637
After 20 iterations
Discriminator Loss = -4.48216724396
Generator_Loss: -20.8396549225
638
After 20 iterations
Discriminator Loss = -4.23406982422
Generator_Loss: -12.9065647125
639
After 20 iterations
Discriminator Loss = -4.64616107941
Generator_Loss: -17.460735321
640
After 20 iterations
Discriminator Loss = -4.32021713257
Generator_Loss: -16.0531539917
641
After 20 iterations
Discriminator Loss = -4.29945516586
Generator_Loss: -12.2673110962
642
After 20 iterations
Discriminator Loss = -4.57054948807
Generator_Loss: -19.9710960388
643
After 20 iterations
Discriminator Loss = -4.63075208664
Generator_Loss: -22.1350460052
644
After 20 iterations
Discriminator Loss = -4.52087783813
Generator_Loss: -6.46609210968
645
After 20 iterations
Discriminator Loss = -4.43515729904
Generator_Loss: -12.7386054993
646
After 20 iterations
Discriminator Loss = -4.72578287125
Generator_Loss: -4.45332670212
647
After 20 iterations
Discriminator Loss = -4.18255758286
Generator_Loss: -14.1424818039
648
After 20 iterations
Discriminator Loss = -4.58201169968
Generator_Loss: -3.93243002892
649
After 20 iterations
Discriminator Loss = -4.50489664078
Generator_Loss: -6.43009328842
650
Level #0 Epoch #0 Batch #650
After 20 iterations
Discriminator Loss = -4.52834606171
Generator_Loss: -1.81697225571
651
After 20 iterations
Discriminator Loss = -4.26141500473
Generator_Loss: -11.6980476379
652
After 20 iterations
Discriminator Loss = -5.29044008255
Generator_Loss: -1.26813077927
653
After 20 iterations
Discriminator Loss = -4.15291213989
Generator_Loss: -14.232301712
654
After 20 iterations
Discriminator Loss = -5.47750473022
Generator_Loss: 0.172040343285
655
After 20 iterations
Discriminator Loss = -4.40474414825
Generator_Loss: -14.2469978333
656
After 20 iterations
Discriminator Loss = -4.4215464592
Generator_Loss: -15.2559909821
657
After 20 iterations
Discriminator Loss = -4.88062143326
Generator_Loss: -2.76666593552
658
After 20 iterations
Discriminator Loss = -4.06494283676
Generator_Loss: -9.04424190521
659
After 20 iterations
Discriminator Loss = -4.58421421051
Generator_Loss: -13.101439476
660
After 20 iterations
Discriminator Loss = -4.48067998886
Generator_Loss: -18.3141403198
661
After 20 iterations
Discriminator Loss = -4.40582990646
Generator_Loss: -8.85137748718
662
After 20 iterations
Discriminator Loss = -3.97460913658
Generator_Loss: -9.55385684967
663
After 20 iterations
Discriminator Loss = -4.43216133118
Generator_Loss: -23.9692897797
664
After 20 iterations
Discriminator Loss = -4.60558128357
Generator_Loss: -15.1159915924
665
After 20 iterations
Discriminator Loss = -4.27135515213
Generator_Loss: -10.74193573
666
After 20 iterations
Discriminator Loss = -4.50877189636
Generator_Loss: -14.3598957062
667
After 20 iterations
Discriminator Loss = -4.17854499817
Generator_Loss: -11.6645622253
668
After 20 iterations
Discriminator Loss = -4.20949888229
Generator_Loss: -7.77382993698
669
After 20 iterations
Discriminator Loss = -4.71834182739
Generator_Loss: 0.902545392513
670
After 20 iterations
Discriminator Loss = -4.78296709061
Generator_Loss: 1.39920723438
671
After 20 iterations
Discriminator Loss = -4.5882563591
Generator_Loss: -5.25269651413
672
After 20 iterations
Discriminator Loss = -4.72136497498
Generator_Loss: -10.7434329987
673
After 20 iterations
Discriminator Loss = -4.13509273529
Generator_Loss: -10.2944355011
674
After 20 iterations
Discriminator Loss = -3.75584149361
Generator_Loss: -3.54105019569
675
Level #0 Epoch #0 Batch #675
After 20 iterations
Discriminator Loss = -5.2107052803
Generator_Loss: -1.95478475094
676
After 20 iterations
Discriminator Loss = -4.3293223381
Generator_Loss: -5.23446369171
677
After 20 iterations
Discriminator Loss = -4.32042789459
Generator_Loss: -5.59469890594
678
After 20 iterations
Discriminator Loss = -4.67509365082
Generator_Loss: 0.591628193855
679
After 20 iterations
Discriminator Loss = -3.96688389778
Generator_Loss: -12.8184051514
680
After 20 iterations
Discriminator Loss = -4.18496990204
Generator_Loss: -14.8980979919
681
After 20 iterations
Discriminator Loss = -4.7669172287
Generator_Loss: -8.59321975708
682
After 20 iterations
Discriminator Loss = -4.17503213882
Generator_Loss: -18.8889942169
683
After 20 iterations
Discriminator Loss = -3.7283987999
Generator_Loss: -9.91630935669
684
After 20 iterations
Discriminator Loss = -4.91118097305
Generator_Loss: -2.7718770504
685
After 20 iterations
Discriminator Loss = -4.03612852097
Generator_Loss: -11.2696809769
686
After 20 iterations
Discriminator Loss = -5.29799842834
Generator_Loss: -1.69396233559
687
After 20 iterations
Discriminator Loss = -4.13977336884
Generator_Loss: -13.1016426086
688
After 20 iterations
Discriminator Loss = -3.84510993958
Generator_Loss: -10.3078594208
689
After 20 iterations
Discriminator Loss = -4.05592536926
Generator_Loss: -12.0491676331
690
After 20 iterations
Discriminator Loss = -4.27528762817
Generator_Loss: -16.0601787567
691
After 20 iterations
Discriminator Loss = -5.01069164276
Generator_Loss: -5.61966943741
692
After 20 iterations
Discriminator Loss = -4.73196458817
Generator_Loss: -2.060734272
693
After 20 iterations
Discriminator Loss = -4.8267827034
Generator_Loss: -1.87225365639
694
After 20 iterations
Discriminator Loss = -4.23569822311
Generator_Loss: -5.46261692047
695
After 20 iterations
Discriminator Loss = -4.04343891144
Generator_Loss: -16.2818050385
696
After 20 iterations
Discriminator Loss = -4.19452095032
Generator_Loss: -24.7658786774
697
After 20 iterations
Discriminator Loss = -4.28122377396
Generator_Loss: -7.05274009705
698
After 20 iterations
Discriminator Loss = -4.50465488434
Generator_Loss: -2.57180333138
699
After 20 iterations
Discriminator Loss = -4.45938014984
Generator_Loss: -2.77542829514
700
Level #0 Epoch #0 Batch #700
After 20 iterations
Discriminator Loss = -4.11544418335
Generator_Loss: -8.36027908325
701
After 20 iterations
Discriminator Loss = -4.50006818771
Generator_Loss: -3.5662779808
702
After 20 iterations
Discriminator Loss = -4.00936412811
Generator_Loss: -4.41436338425
703
After 20 iterations
Discriminator Loss = -3.96030163765
Generator_Loss: -14.862739563
704
After 20 iterations
Discriminator Loss = -4.62989044189
Generator_Loss: -11.7322797775
705
After 20 iterations
Discriminator Loss = -3.97956514359
Generator_Loss: -9.64124584198
706
After 20 iterations
Discriminator Loss = -4.11478614807
Generator_Loss: -19.1975688934
707
After 20 iterations
Discriminator Loss = -5.45090913773
Generator_Loss: -1.36936295033
708
After 20 iterations
Discriminator Loss = -4.12488126755
Generator_Loss: -7.79200172424
709
After 20 iterations
Discriminator Loss = -4.057492733
Generator_Loss: -8.11466503143
710
After 20 iterations
Discriminator Loss = -4.18994045258
Generator_Loss: -4.34720802307
711
After 20 iterations
Discriminator Loss = -4.40181779861
Generator_Loss: -23.3598098755
712
After 20 iterations
Discriminator Loss = -4.13090801239
Generator_Loss: -6.47345495224
713
After 20 iterations
Discriminator Loss = -5.38650035858
Generator_Loss: 2.2444229126
714
After 20 iterations
Discriminator Loss = -4.28468561172
Generator_Loss: -5.89709758759
715
After 20 iterations
Discriminator Loss = -5.24359512329
Generator_Loss: 1.39409959316
716
After 20 iterations
Discriminator Loss = -4.74819469452
Generator_Loss: -2.16492176056
717
After 20 iterations
Discriminator Loss = -4.45502185822
Generator_Loss: -22.8955516815
718
After 20 iterations
Discriminator Loss = -4.20588636398
Generator_Loss: -11.8971776962
719
After 20 iterations
Discriminator Loss = -4.7040719986
Generator_Loss: -6.2971367836
720
After 20 iterations
Discriminator Loss = -4.18696594238
Generator_Loss: -25.2951889038
721
After 20 iterations
Discriminator Loss = -3.9537217617
Generator_Loss: -21.151140213
722
After 20 iterations
Discriminator Loss = -4.37131357193
Generator_Loss: -1.64200973511
723
After 20 iterations
Discriminator Loss = -3.86125731468
Generator_Loss: -10.7900829315
724
After 20 iterations
Discriminator Loss = -4.29715442657
Generator_Loss: -7.03213834763
725
Level #0 Epoch #0 Batch #725
After 20 iterations
Discriminator Loss = -4.16999912262
Generator_Loss: -9.53349304199
726
After 20 iterations
Discriminator Loss = -4.28871393204
Generator_Loss: -8.3007068634
727
After 20 iterations
Discriminator Loss = -4.0039768219
Generator_Loss: -13.2703647614
728
After 20 iterations
Discriminator Loss = -4.06438207626
Generator_Loss: -21.7296123505
729
After 20 iterations
Discriminator Loss = -3.86281847954
Generator_Loss: -15.1297903061
730
After 20 iterations
Discriminator Loss = -4.08222532272
Generator_Loss: -22.974445343
731
After 20 iterations
Discriminator Loss = -4.02195167542
Generator_Loss: -20.3977203369
732
After 20 iterations
Discriminator Loss = -3.74664902687
Generator_Loss: -17.7774372101
733
After 20 iterations
Discriminator Loss = -3.76756691933
Generator_Loss: -17.7655773163
734
After 20 iterations
Discriminator Loss = -3.95287156105
Generator_Loss: -21.5850257874
735
After 20 iterations
Discriminator Loss = -4.03888368607
Generator_Loss: -18.4923362732
736
After 20 iterations
Discriminator Loss = -3.90076231956
Generator_Loss: -9.11135578156
737
After 20 iterations
Discriminator Loss = -4.01731777191
Generator_Loss: -15.8636865616
738
After 20 iterations
Discriminator Loss = -3.63310980797
Generator_Loss: -8.28784751892
739
After 20 iterations
Discriminator Loss = -3.86138486862
Generator_Loss: -17.2573204041
740
After 20 iterations
Discriminator Loss = -4.00688648224
Generator_Loss: -2.33459234238
741
After 20 iterations
Discriminator Loss = -4.45469045639
Generator_Loss: 1.2860558033
742
After 20 iterations
Discriminator Loss = -3.9039850235
Generator_Loss: -16.9679450989
743
After 20 iterations
Discriminator Loss = -3.80585718155
Generator_Loss: -9.72767543793
744
After 20 iterations
Discriminator Loss = -4.00686836243
Generator_Loss: -18.122467041
745
After 20 iterations
Discriminator Loss = -3.8509581089
Generator_Loss: -7.24899196625
746
After 20 iterations
Discriminator Loss = -3.55667662621
Generator_Loss: -12.9126977921
747
After 20 iterations
Discriminator Loss = -3.97655749321
Generator_Loss: -24.6528949738
748
After 20 iterations
Discriminator Loss = -4.08239936829
Generator_Loss: -2.98866581917
749
After 20 iterations
Discriminator Loss = -4.14959383011
Generator_Loss: -6.52440977097
750
Level #0 Epoch #0 Batch #750
After 20 iterations
Discriminator Loss = -3.62357091904
Generator_Loss: -10.0095233917
751
After 20 iterations
Discriminator Loss = -3.79285669327
Generator_Loss: -5.30848360062
752
After 20 iterations
Discriminator Loss = -3.64477562904
Generator_Loss: -16.7972774506
753
After 20 iterations
Discriminator Loss = -3.8419611454
Generator_Loss: -19.3555793762
754
After 20 iterations
Discriminator Loss = -3.75820946693
Generator_Loss: -10.6809968948
755
After 20 iterations
Discriminator Loss = -3.83194160461
Generator_Loss: -15.6940336227
756
After 20 iterations
Discriminator Loss = -4.1640496254
Generator_Loss: -26.4410839081
757
After 20 iterations
Discriminator Loss = -3.58537578583
Generator_Loss: -7.81757307053
758
After 20 iterations
Discriminator Loss = -3.29700565338
Generator_Loss: -6.39218425751
759
After 20 iterations
Discriminator Loss = -3.69828104973
Generator_Loss: -17.7154064178
760
After 20 iterations
Discriminator Loss = -3.68815684319
Generator_Loss: -14.0361309052
761
After 20 iterations
Discriminator Loss = -5.17500972748
Generator_Loss: 8.02469539642
762
After 20 iterations
Discriminator Loss = -3.64598464966
Generator_Loss: -15.956782341
763
After 20 iterations
Discriminator Loss = -4.9988360405
Generator_Loss: 4.13341426849
764
After 20 iterations
Discriminator Loss = -3.48059630394
Generator_Loss: -17.9935264587
765
After 20 iterations
Discriminator Loss = -3.50685882568
Generator_Loss: -3.93475079536
766
After 20 iterations
Discriminator Loss = -3.83029055595
Generator_Loss: -0.620434463024
767
After 20 iterations
Discriminator Loss = -5.91972875595
Generator_Loss: 6.24867105484
768
After 20 iterations
Discriminator Loss = -3.8271715641
Generator_Loss: -16.1080551147
769
After 20 iterations
Discriminator Loss = -3.79151129723
Generator_Loss: -16.2158622742
770
After 20 iterations
Discriminator Loss = -3.85513043404
Generator_Loss: -15.6564321518
771
After 20 iterations
Discriminator Loss = -4.80419397354
Generator_Loss: 5.98413515091
772
After 20 iterations
Discriminator Loss = -3.8507399559
Generator_Loss: -8.33360290527
773
After 20 iterations
Discriminator Loss = -5.14520835876
Generator_Loss: 5.59046840668
774
After 20 iterations
Discriminator Loss = -3.79712343216
Generator_Loss: 0.391791701317
775
Level #0 Epoch #0 Batch #775
After 20 iterations
Discriminator Loss = -3.60091161728
Generator_Loss: 3.51651453972
776
After 20 iterations
Discriminator Loss = -3.29131698608
Generator_Loss: -11.1069841385
777
After 20 iterations
Discriminator Loss = -3.80893659592
Generator_Loss: -16.5843410492
778
After 20 iterations
Discriminator Loss = -3.89837932587
Generator_Loss: -27.8553028107
779
After 20 iterations
Discriminator Loss = -3.63066744804
Generator_Loss: -19.0470104218
780
After 20 iterations
Discriminator Loss = -3.80218052864
Generator_Loss: -23.1760139465
781
Epoch #1
After 20 iterations
Discriminator Loss = -4.18444919586
Generator_Loss: 0.770573616028
2
After 20 iterations
Discriminator Loss = -4.06743812561
Generator_Loss: 1.88674461842
3
After 20 iterations
Discriminator Loss = -3.86674642563
Generator_Loss: -3.12151885033
4
After 20 iterations
Discriminator Loss = -3.75811576843
Generator_Loss: -24.7167320251
5
After 20 iterations
Discriminator Loss = -3.38076591492
Generator_Loss: -12.4470853806
6
After 20 iterations
Discriminator Loss = -4.01606702805
Generator_Loss: -7.71413660049
7
After 20 iterations
Discriminator Loss = -3.4746940136
Generator_Loss: -19.9102344513
8
After 20 iterations
Discriminator Loss = -3.72532582283
Generator_Loss: -11.8966522217
9
After 20 iterations
Discriminator Loss = -4.10463094711
Generator_Loss: -5.84103965759
10
After 20 iterations
Discriminator Loss = -3.39172387123
Generator_Loss: -4.77456521988
11
After 20 iterations
Discriminator Loss = -3.21362519264
Generator_Loss: -14.6085634232
12
After 20 iterations
Discriminator Loss = -3.61279726028
Generator_Loss: -8.64377689362
13
After 20 iterations
Discriminator Loss = -3.49798083305
Generator_Loss: -24.9159107208
14
After 20 iterations
Discriminator Loss = -5.19660377502
Generator_Loss: 6.47053623199
15
After 20 iterations
Discriminator Loss = -3.82515788078
Generator_Loss: 2.83380699158
16
After 20 iterations
Discriminator Loss = -4.05870389938
Generator_Loss: -1.27285194397
17
After 20 iterations
Discriminator Loss = -3.47921347618
Generator_Loss: -11.2267103195
18
After 20 iterations
Discriminator Loss = -3.52043700218
Generator_Loss: -11.2933931351
19
After 20 iterations
Discriminator Loss = -3.46338200569
Generator_Loss: -3.27443695068
20
After 20 iterations
Discriminator Loss = -3.71247029305
Generator_Loss: -16.1715602875
21
After 20 iterations
Discriminator Loss = -3.85000061989
Generator_Loss: -12.6412277222
22
After 20 iterations
Discriminator Loss = -4.24512672424
Generator_Loss: -3.05336117744
23
After 20 iterations
Discriminator Loss = -3.28406763077
Generator_Loss: -20.049955368
24
After 20 iterations
Discriminator Loss = -3.5774512291
Generator_Loss: -5.34298753738
25
Level #0 Epoch #1 Batch #25
After 20 iterations
Discriminator Loss = -3.36907911301
Generator_Loss: -6.17438077927
26
After 20 iterations
Discriminator Loss = -4.04101705551
Generator_Loss: -25.8612613678
27
After 20 iterations
Discriminator Loss = -3.9658973217
Generator_Loss: -0.379822164774
28
After 20 iterations
Discriminator Loss = -4.03042602539
Generator_Loss: -4.51320171356
29
After 20 iterations
Discriminator Loss = -3.41182255745
Generator_Loss: -2.92162132263
30
After 20 iterations
Discriminator Loss = -3.79177188873
Generator_Loss: 2.97653317451
31
After 20 iterations
Discriminator Loss = -3.50145316124
Generator_Loss: -13.0086488724
32
After 20 iterations
Discriminator Loss = -3.54561829567
Generator_Loss: -21.601480484
33
After 20 iterations
Discriminator Loss = -3.49738240242
Generator_Loss: -11.2076425552
34
After 20 iterations
Discriminator Loss = -3.6027443409
Generator_Loss: -20.83502388
35
After 20 iterations
Discriminator Loss = -2.95254230499
Generator_Loss: -7.77270078659
36
After 20 iterations
Discriminator Loss = -3.52810120583
Generator_Loss: -13.5273752213
37
After 20 iterations
Discriminator Loss = -4.20418930054
Generator_Loss: -1.82744765282
38
After 20 iterations
Discriminator Loss = -3.446372509
Generator_Loss: 0.129116609693
39
After 20 iterations
Discriminator Loss = -3.37668371201
Generator_Loss: -14.4204893112
40
After 20 iterations
Discriminator Loss = -3.47058749199
Generator_Loss: -12.8895921707
41
After 20 iterations
Discriminator Loss = -3.91649889946
Generator_Loss: -13.7458581924
42
After 20 iterations
Discriminator Loss = -4.27649927139
Generator_Loss: -2.54362273216
43
After 20 iterations
Discriminator Loss = -4.05126953125
Generator_Loss: 5.81772089005
44
After 20 iterations
Discriminator Loss = -3.84214305878
Generator_Loss: 2.56248474121
45
After 20 iterations
Discriminator Loss = -3.75407981873
Generator_Loss: -21.9943599701
46
After 20 iterations
Discriminator Loss = -4.49708652496
Generator_Loss: -1.45026946068
47
After 20 iterations
Discriminator Loss = -3.37985229492
Generator_Loss: -18.2454528809
48
After 20 iterations
Discriminator Loss = -3.3657374382
Generator_Loss: -24.5290565491
49
After 20 iterations
Discriminator Loss = -3.47659730911
Generator_Loss: -0.633484005928
50
Level #0 Epoch #1 Batch #50
After 20 iterations
Discriminator Loss = -3.14184165001
Generator_Loss: -11.4971046448
51
After 20 iterations
Discriminator Loss = -3.32891845703
Generator_Loss: -10.8731431961
52
After 20 iterations
Discriminator Loss = -4.23693943024
Generator_Loss: 4.14343070984
53
After 20 iterations
Discriminator Loss = -3.14549183846
Generator_Loss: -3.52034425735
54
After 20 iterations
Discriminator Loss = -4.18858242035
Generator_Loss: -2.34311366081
55
After 20 iterations
Discriminator Loss = -3.2584207058
Generator_Loss: -8.12405967712
56
After 20 iterations
Discriminator Loss = -3.53889465332
Generator_Loss: -22.6153869629
57
After 20 iterations
Discriminator Loss = -3.26878118515
Generator_Loss: -11.2382259369
58
After 20 iterations
Discriminator Loss = -3.98877239227
Generator_Loss: 2.63688135147
59
After 20 iterations
Discriminator Loss = -4.28895950317
Generator_Loss: 1.99532806873
60
After 20 iterations
Discriminator Loss = -3.39126348495
Generator_Loss: 2.68007969856
61
After 20 iterations
Discriminator Loss = -3.81592226028
Generator_Loss: -7.353307724
62
After 20 iterations
Discriminator Loss = -3.34407019615
Generator_Loss: -3.43491482735
63
After 20 iterations
Discriminator Loss = -3.41375803947
Generator_Loss: -21.533662796
64
After 20 iterations
Discriminator Loss = -3.39906549454
Generator_Loss: -15.7777452469
65
After 20 iterations
Discriminator Loss = -3.5328066349
Generator_Loss: -3.7084107399
66
After 20 iterations
Discriminator Loss = -3.40372514725
Generator_Loss: -7.23980379105
67
After 20 iterations
Discriminator Loss = -3.27061128616
Generator_Loss: -23.4884204865
68
After 20 iterations
Discriminator Loss = -3.32219743729
Generator_Loss: -8.208943367
69
After 20 iterations
Discriminator Loss = -4.33592128754
Generator_Loss: -3.36555099487
70
After 20 iterations
Discriminator Loss = -3.65676832199
Generator_Loss: -24.8793849945
71
After 20 iterations
Discriminator Loss = -3.25964927673
Generator_Loss: -18.4437618256
72
After 20 iterations
Discriminator Loss = -3.07930111885
Generator_Loss: 1.50842738152
73
After 20 iterations
Discriminator Loss = -3.22181296349
Generator_Loss: -9.82111930847
74
After 20 iterations
Discriminator Loss = -3.21161079407
Generator_Loss: -11.7501811981
75
Level #0 Epoch #1 Batch #75
After 20 iterations
Discriminator Loss = -3.53860473633
Generator_Loss: -30.0825977325
76
After 20 iterations
Discriminator Loss = -3.53203082085
Generator_Loss: -28.9132328033
77
After 20 iterations
Discriminator Loss = -3.58118224144
Generator_Loss: -3.27246379852
78
After 20 iterations
Discriminator Loss = -3.87549448013
Generator_Loss: 0.0851592198014
79
After 20 iterations
Discriminator Loss = -3.55085587502
Generator_Loss: 4.77928495407
80
After 20 iterations
Discriminator Loss = -3.16777586937
Generator_Loss: -13.5789775848
81
After 20 iterations
Discriminator Loss = -3.39492726326
Generator_Loss: -23.3183135986
82
After 20 iterations
Discriminator Loss = -3.37111330032
Generator_Loss: -14.6856946945
83
After 20 iterations
Discriminator Loss = -3.55506849289
Generator_Loss: 2.47449564934
84
After 20 iterations
Discriminator Loss = -3.30580377579
Generator_Loss: -17.5327072144
85
After 20 iterations
Discriminator Loss = -3.19437241554
Generator_Loss: -10.4325780869
86
After 20 iterations
Discriminator Loss = -3.5221414566
Generator_Loss: 0.604148924351
87
After 20 iterations
Discriminator Loss = -3.11008405685
Generator_Loss: -1.05488669872
88
After 20 iterations
Discriminator Loss = -3.43574047089
Generator_Loss: -16.9412059784
89
After 20 iterations
Discriminator Loss = -3.8805232048
Generator_Loss: -9.28296375275
90
After 20 iterations
Discriminator Loss = -3.69017362595
Generator_Loss: -0.773168087006
91
After 20 iterations
Discriminator Loss = -3.08288955688
Generator_Loss: -14.507232666
92
After 20 iterations
Discriminator Loss = -3.63266134262
Generator_Loss: -26.972984314
93
After 20 iterations
Discriminator Loss = -3.05915546417
Generator_Loss: -22.0069694519
94
After 20 iterations
Discriminator Loss = -3.39395570755
Generator_Loss: -25.0411319733
95
After 20 iterations
Discriminator Loss = -3.76228404045
Generator_Loss: 6.05223178864
96
After 20 iterations
Discriminator Loss = -3.11594128609
Generator_Loss: -9.30524635315
97
After 20 iterations
Discriminator Loss = -3.2412519455
Generator_Loss: 1.36086702347
98
After 20 iterations
Discriminator Loss = -3.38231158257
Generator_Loss: -5.57236337662
99
After 20 iterations
Discriminator Loss = -4.50519037247
Generator_Loss: 7.3234500885
100
Level #0 Epoch #1 Batch #100
After 20 iterations
Discriminator Loss = -3.52152609825
Generator_Loss: 5.96936130524
101
After 20 iterations
Discriminator Loss = -4.50623559952
Generator_Loss: 4.70417785645
102
After 20 iterations
Discriminator Loss = -3.24777293205
Generator_Loss: -23.2168064117
103
After 20 iterations
Discriminator Loss = -3.29236340523
Generator_Loss: -19.7805557251
104
After 20 iterations
Discriminator Loss = -3.17127418518
Generator_Loss: -13.3343029022
105
After 20 iterations
Discriminator Loss = -2.93751263618
Generator_Loss: -6.61801767349
106
After 20 iterations
Discriminator Loss = -3.77200722694
Generator_Loss: -0.0979067981243
107
After 20 iterations
Discriminator Loss = -4.47294616699
Generator_Loss: 9.77868556976
108
After 20 iterations
Discriminator Loss = -3.18845462799
Generator_Loss: 1.56639444828
109
After 20 iterations
Discriminator Loss = -3.94763994217
Generator_Loss: -2.39360570908
110
After 20 iterations
Discriminator Loss = -3.61278247833
Generator_Loss: -25.2577476501
111
After 20 iterations
Discriminator Loss = -3.1927716732
Generator_Loss: -13.0137147903
112
After 20 iterations
Discriminator Loss = -2.87922000885
Generator_Loss: -8.13939094543
113
After 20 iterations
Discriminator Loss = -4.52816295624
Generator_Loss: -1.17033457756
114
After 20 iterations
Discriminator Loss = -3.05896806717
Generator_Loss: -24.7184391022
115
After 20 iterations
Discriminator Loss = -3.04780483246
Generator_Loss: -6.91223144531
116
After 20 iterations
Discriminator Loss = -3.51864051819
Generator_Loss: -28.0460529327
117
After 20 iterations
Discriminator Loss = -3.36949110031
Generator_Loss: -14.7481660843
118
After 20 iterations
Discriminator Loss = -2.86439585686
Generator_Loss: -4.24266958237
119
After 20 iterations
Discriminator Loss = -3.09857153893
Generator_Loss: -15.4353904724
120
After 20 iterations
Discriminator Loss = -4.33358716965
Generator_Loss: 2.74439263344
121
After 20 iterations
Discriminator Loss = -3.07220292091
Generator_Loss: 1.73675215244
122
After 20 iterations
Discriminator Loss = -3.33131098747
Generator_Loss: 1.90482974052
123
After 20 iterations
Discriminator Loss = -3.24644708633
Generator_Loss: -23.3239822388
124
After 20 iterations
Discriminator Loss = -3.65982794762
Generator_Loss: -3.17386364937
125
Level #0 Epoch #1 Batch #125
After 20 iterations
Discriminator Loss = -4.30701732635
Generator_Loss: 5.63301897049
126
After 20 iterations
Discriminator Loss = -3.06746864319
Generator_Loss: -7.03795814514
127
After 20 iterations
Discriminator Loss = -3.00163912773
Generator_Loss: -22.0105991364
128
After 20 iterations
Discriminator Loss = -2.99572706223
Generator_Loss: -8.56989383698
129
After 20 iterations
Discriminator Loss = -3.08877062798
Generator_Loss: -19.0891284943
130
After 20 iterations
Discriminator Loss = -3.38311362267
Generator_Loss: -31.0521755219
131
After 20 iterations
Discriminator Loss = -3.05571246147
Generator_Loss: -26.5323085785
132
After 20 iterations
Discriminator Loss = -3.88995790482
Generator_Loss: 5.08604955673
133
After 20 iterations
Discriminator Loss = -3.11333155632
Generator_Loss: 0.271259605885
134
After 20 iterations
Discriminator Loss = -3.13491940498
Generator_Loss: -10.4401578903
135
After 20 iterations
Discriminator Loss = -3.11185240746
Generator_Loss: 2.10174655914
136
After 20 iterations
Discriminator Loss = -3.84787297249
Generator_Loss: -7.47732496262
137
After 20 iterations
Discriminator Loss = -3.19785881042
Generator_Loss: -17.4545764923
138
After 20 iterations
Discriminator Loss = -3.68726444244
Generator_Loss: -8.12081336975
139
After 20 iterations
Discriminator Loss = -3.01264643669
Generator_Loss: 0.333733737469
140
After 20 iterations
Discriminator Loss = -2.98376441002
Generator_Loss: -0.95376765728
141
After 20 iterations
Discriminator Loss = -3.26817631721
Generator_Loss: -24.4749755859
142
After 20 iterations
Discriminator Loss = -2.71209836006
Generator_Loss: -7.0299782753
143
After 20 iterations
Discriminator Loss = -4.12159395218
Generator_Loss: -8.04252433777
144
After 20 iterations
Discriminator Loss = -3.72166323662
Generator_Loss: 7.51016378403
145
After 20 iterations
Discriminator Loss = -3.22608065605
Generator_Loss: -12.7921915054
146
After 20 iterations
Discriminator Loss = -3.00719976425
Generator_Loss: -10.9297895432
147
After 20 iterations
Discriminator Loss = -3.01209878922
Generator_Loss: -13.9719619751
148
After 20 iterations
Discriminator Loss = -3.12555003166
Generator_Loss: -24.508441925
149
After 20 iterations
Discriminator Loss = -2.82643318176
Generator_Loss: -17.5232791901
150
Level #0 Epoch #1 Batch #150
After 20 iterations
Discriminator Loss = -3.94875407219
Generator_Loss: 1.08100628853
151
After 20 iterations
Discriminator Loss = -3.07285857201
Generator_Loss: -16.9620552063
152
After 20 iterations
Discriminator Loss = -3.15001630783
Generator_Loss: -11.1491689682
153
After 20 iterations
Discriminator Loss = -2.98151564598
Generator_Loss: -3.35637974739
154
After 20 iterations
Discriminator Loss = -4.12602901459
Generator_Loss: 4.5236287117
155
After 20 iterations
Discriminator Loss = -3.56870436668
Generator_Loss: -3.37465500832
156
After 20 iterations
Discriminator Loss = -2.93385410309
Generator_Loss: -4.32167863846
157
After 20 iterations
Discriminator Loss = -3.95304179192
Generator_Loss: 7.0728597641
158
After 20 iterations
Discriminator Loss = -3.57600259781
Generator_Loss: -1.99957716465
159
After 20 iterations
Discriminator Loss = -3.09741592407
Generator_Loss: -6.68937969208
160
After 20 iterations
Discriminator Loss = -2.81096577644
Generator_Loss: -27.755903244
161
After 20 iterations
Discriminator Loss = -3.02125787735
Generator_Loss: -22.5441246033
162
After 20 iterations
Discriminator Loss = -3.26217603683
Generator_Loss: -21.9230709076
163
After 20 iterations
Discriminator Loss = -2.86953186989
Generator_Loss: -17.0091438293
164
After 20 iterations
Discriminator Loss = -2.85650634766
Generator_Loss: -5.64591789246
165
After 20 iterations
Discriminator Loss = -2.87297034264
Generator_Loss: 4.49020385742
166
After 20 iterations
Discriminator Loss = -3.7117536068
Generator_Loss: -12.1361856461
167
After 20 iterations
Discriminator Loss = -2.99786162376
Generator_Loss: -23.0447788239
168
After 20 iterations
Discriminator Loss = -3.02169466019
Generator_Loss: -18.8439331055
169
After 20 iterations
Discriminator Loss = -2.78149819374
Generator_Loss: -18.232585907
170
After 20 iterations
Discriminator Loss = -2.82613968849
Generator_Loss: -10.6792879105
171
After 20 iterations
Discriminator Loss = -3.2457113266
Generator_Loss: -24.2956085205
172
After 20 iterations
Discriminator Loss = -3.5088634491
Generator_Loss: 1.95322811604
173
After 20 iterations
Discriminator Loss = -2.87528944016
Generator_Loss: 1.68225741386
174
After 20 iterations
Discriminator Loss = -3.2731525898
Generator_Loss: -19.3268299103
175
Level #0 Epoch #1 Batch #175
After 20 iterations
Discriminator Loss = -3.92047309875
Generator_Loss: -0.375544607639
176
After 20 iterations
Discriminator Loss = -2.71964693069
Generator_Loss: -6.6238360405
177
After 20 iterations
Discriminator Loss = -2.77472352982
Generator_Loss: 2.94757723808
178
After 20 iterations
Discriminator Loss = -3.14640450478
Generator_Loss: -0.664312839508
179
After 20 iterations
Discriminator Loss = -3.03338336945
Generator_Loss: -26.0535736084
180
After 20 iterations
Discriminator Loss = -2.75016665459
Generator_Loss: -26.4747905731
181
After 20 iterations
Discriminator Loss = -2.85692095757
Generator_Loss: -17.4031009674
182
After 20 iterations
Discriminator Loss = -3.16702079773
Generator_Loss: 8.82517337799
183
After 20 iterations
Discriminator Loss = -2.55878090858
Generator_Loss: -9.09144020081
184
After 20 iterations
Discriminator Loss = -2.82963514328
Generator_Loss: -25.5046520233
185
After 20 iterations
Discriminator Loss = -2.781883955
Generator_Loss: -3.50776982307
186
After 20 iterations
Discriminator Loss = -2.8458738327
Generator_Loss: 7.82738828659
187
After 20 iterations
Discriminator Loss = -3.79447460175
Generator_Loss: 10.2563552856
188
After 20 iterations
Discriminator Loss = -2.83060312271
Generator_Loss: 1.19646596909
189
After 20 iterations
Discriminator Loss = -3.42728900909
Generator_Loss: -29.6984329224
190
After 20 iterations
Discriminator Loss = -2.94876194
Generator_Loss: -3.94636750221
191
After 20 iterations
Discriminator Loss = -3.16346716881
Generator_Loss: -6.87117338181
192
After 20 iterations
Discriminator Loss = -3.70437860489
Generator_Loss: -15.7429227829
193
After 20 iterations
Discriminator Loss = -2.87514257431
Generator_Loss: -13.8168773651
194
After 20 iterations
Discriminator Loss = -2.64399957657
Generator_Loss: -17.7775478363
195
After 20 iterations
Discriminator Loss = -3.48768830299
Generator_Loss: 10.5827360153
196
After 20 iterations
Discriminator Loss = -2.9462723732
Generator_Loss: -24.5865001678
197
After 20 iterations
Discriminator Loss = -4.22072267532
Generator_Loss: 1.74121963978
198
After 20 iterations
Discriminator Loss = -3.01159882545
Generator_Loss: -12.8396997452
199
After 20 iterations
Discriminator Loss = -3.04731655121
Generator_Loss: -2.91954994202
200
Level #0 Epoch #1 Batch #200
After 20 iterations
Discriminator Loss = -3.49009585381
Generator_Loss: 6.53321886063
201
After 20 iterations
Discriminator Loss = -2.77019476891
Generator_Loss: -18.6575508118
202
After 20 iterations
Discriminator Loss = -3.02774167061
Generator_Loss: 5.81040239334
203
After 20 iterations
Discriminator Loss = -2.49485874176
Generator_Loss: -13.0387439728
204
After 20 iterations
Discriminator Loss = -2.73511624336
Generator_Loss: -19.6961135864
205
After 20 iterations
Discriminator Loss = -2.85507321358
Generator_Loss: -13.2011165619
206
After 20 iterations
Discriminator Loss = -3.19453024864
Generator_Loss: 4.2304649353
207
After 20 iterations
Discriminator Loss = -2.51735663414
Generator_Loss: -8.62048053741
208
After 20 iterations
Discriminator Loss = -2.56619000435
Generator_Loss: -16.8241825104
209
After 20 iterations
Discriminator Loss = -3.19695878029
Generator_Loss: 3.38462734222
210
After 20 iterations
Discriminator Loss = -3.4175965786
Generator_Loss: -29.1496448517
211
After 20 iterations
Discriminator Loss = -2.89071774483
Generator_Loss: -12.0869722366
212
After 20 iterations
Discriminator Loss = -3.49898672104
Generator_Loss: 12.2303113937
213
After 20 iterations
Discriminator Loss = -4.41522121429
Generator_Loss: -12.4920434952
214
After 20 iterations
Discriminator Loss = -2.67757821083
Generator_Loss: -6.56301879883
215
After 20 iterations
Discriminator Loss = -2.78948307037
Generator_Loss: -18.7008724213
216
After 20 iterations
Discriminator Loss = -4.14374923706
Generator_Loss: -3.38676571846
217
After 20 iterations
Discriminator Loss = -2.40666079521
Generator_Loss: -9.66263484955
218
After 20 iterations
Discriminator Loss = -3.0761179924
Generator_Loss: -24.7629356384
219
After 20 iterations
Discriminator Loss = -3.07428526878
Generator_Loss: 2.26031804085
220
After 20 iterations
Discriminator Loss = -3.31442499161
Generator_Loss: -29.2423782349
221
After 20 iterations
Discriminator Loss = -2.42321181297
Generator_Loss: -17.9372730255
222
After 20 iterations
Discriminator Loss = -4.21834039688
Generator_Loss: 9.06140518188
223
After 20 iterations
Discriminator Loss = -2.74745178223
Generator_Loss: -18.3163013458
224
After 20 iterations
Discriminator Loss = -2.83939623833
Generator_Loss: -14.7940406799
225
Level #0 Epoch #1 Batch #225
After 20 iterations
Discriminator Loss = -3.68311810493
Generator_Loss: 10.9109582901
226
After 20 iterations
Discriminator Loss = -2.38586974144
Generator_Loss: -3.71782016754
227
After 20 iterations
Discriminator Loss = -2.58246064186
Generator_Loss: -6.90393924713
228
After 20 iterations
Discriminator Loss = -2.50505971909
Generator_Loss: -16.602684021
229
After 20 iterations
Discriminator Loss = -3.37719345093
Generator_Loss: -10.9312000275
230
After 20 iterations
Discriminator Loss = -2.75995016098
Generator_Loss: -0.0774967223406
231
After 20 iterations
Discriminator Loss = -2.74992990494
Generator_Loss: -24.0973110199
232
After 20 iterations
Discriminator Loss = -2.54866671562
Generator_Loss: -4.51924705505
233
After 20 iterations
Discriminator Loss = -3.3412027359
Generator_Loss: -2.07061886787
234
After 20 iterations
Discriminator Loss = -2.51997160912
Generator_Loss: -4.30067396164
235
After 20 iterations
Discriminator Loss = -3.05408191681
Generator_Loss: 3.41066455841
236
After 20 iterations
Discriminator Loss = -2.76086378098
Generator_Loss: -24.3061447144
237
After 20 iterations
Discriminator Loss = -2.743288517
Generator_Loss: -7.8239569664
238
After 20 iterations
Discriminator Loss = -2.95345234871
Generator_Loss: -2.97783064842
239
After 20 iterations
Discriminator Loss = -2.98474264145
Generator_Loss: -1.73792624474
240
After 20 iterations
Discriminator Loss = -2.88235497475
Generator_Loss: -20.9331474304
241
After 20 iterations
Discriminator Loss = -2.83621716499
Generator_Loss: 3.09653925896
242
After 20 iterations
Discriminator Loss = -2.52316331863
Generator_Loss: -12.4949045181
243
After 20 iterations
Discriminator Loss = -2.56796169281
Generator_Loss: -24.8385353088
244
After 20 iterations
Discriminator Loss = -2.46130228043
Generator_Loss: -4.86264944077
245
After 20 iterations
Discriminator Loss = -3.41872835159
Generator_Loss: 0.728496789932
246
After 20 iterations
Discriminator Loss = -2.46669745445
Generator_Loss: -21.9505348206
247
After 20 iterations
Discriminator Loss = -2.63514685631
Generator_Loss: -6.78522253036
248
After 20 iterations
Discriminator Loss = -2.70911121368
Generator_Loss: -7.49963378906
249
After 20 iterations
Discriminator Loss = -3.77624106407
Generator_Loss: -8.45734882355
250
Level #0 Epoch #1 Batch #250
After 20 iterations
Discriminator Loss = -2.68371796608
Generator_Loss: 2.0185713768
251
After 20 iterations
Discriminator Loss = -3.20854234695
Generator_Loss: 0.74295681715
252
After 20 iterations
Discriminator Loss = -4.33647871017
Generator_Loss: 12.1174898148
253
After 20 iterations
Discriminator Loss = -3.09418201447
Generator_Loss: 7.03080844879
254
After 20 iterations
Discriminator Loss = -2.80710744858
Generator_Loss: -5.4594039917
255
After 20 iterations
Discriminator Loss = -2.89161729813
Generator_Loss: 2.37197303772
256
After 20 iterations
Discriminator Loss = -2.81280112267
Generator_Loss: -21.9275417328
257
After 20 iterations
Discriminator Loss = -2.43316507339
Generator_Loss: -17.2924747467
258
After 20 iterations
Discriminator Loss = -2.4720890522
Generator_Loss: -29.4565391541
259
After 20 iterations
Discriminator Loss = -2.83517980576
Generator_Loss: -19.3871135712
260
After 20 iterations
Discriminator Loss = -3.02911162376
Generator_Loss: -20.5750198364
261
After 20 iterations
Discriminator Loss = -2.72321939468
Generator_Loss: -12.0722618103
262
After 20 iterations
Discriminator Loss = -2.73852062225
Generator_Loss: -15.8777389526
263
After 20 iterations
Discriminator Loss = -2.38425588608
Generator_Loss: -5.13583230972
264
After 20 iterations
Discriminator Loss = -3.12729406357
Generator_Loss: 4.7613940239
265
After 20 iterations
Discriminator Loss = -2.90437698364
Generator_Loss: -4.51076030731
266
After 20 iterations
Discriminator Loss = -3.17982530594
Generator_Loss: 3.36090278625
267
After 20 iterations
Discriminator Loss = -2.61676383018
Generator_Loss: 0.193049311638
268
After 20 iterations
Discriminator Loss = -4.28661966324
Generator_Loss: 12.6008472443
269
After 20 iterations
Discriminator Loss = -2.68755841255
Generator_Loss: -11.165728569
270
After 20 iterations
Discriminator Loss = -3.72614336014
Generator_Loss: -7.30738925934
271
After 20 iterations
Discriminator Loss = -2.70697712898
Generator_Loss: -0.200316384435
272
After 20 iterations
Discriminator Loss = -2.32142281532
Generator_Loss: -16.704574585
273
After 20 iterations
Discriminator Loss = -2.84011626244
Generator_Loss: -5.29117012024
274
After 20 iterations
Discriminator Loss = -2.47730898857
Generator_Loss: -0.698375046253
275
Level #0 Epoch #1 Batch #275
After 20 iterations
Discriminator Loss = -2.3048388958
Generator_Loss: -6.24894237518
276
After 20 iterations
Discriminator Loss = -3.09156703949
Generator_Loss: -3.23926901817
277
After 20 iterations
Discriminator Loss = -2.81180119514
Generator_Loss: -19.9614830017
278
After 20 iterations
Discriminator Loss = -2.56635951996
Generator_Loss: -3.06758069992
279
After 20 iterations
Discriminator Loss = -2.54895496368
Generator_Loss: -6.00985765457
280
After 20 iterations
Discriminator Loss = -2.67187714577
Generator_Loss: -14.7922849655
281
After 20 iterations
Discriminator Loss = -2.34947705269
Generator_Loss: -11.3463096619
282
After 20 iterations
Discriminator Loss = -2.91599345207
Generator_Loss: -17.0492191315
283
After 20 iterations
Discriminator Loss = -2.83212471008
Generator_Loss: -11.009768486
284
After 20 iterations
Discriminator Loss = -2.59813570976
Generator_Loss: -0.499531000853
285
After 20 iterations
Discriminator Loss = -2.46321868896
Generator_Loss: 3.20897459984
286
After 20 iterations
Discriminator Loss = -3.24083352089
Generator_Loss: -26.3593559265
287
After 20 iterations
Discriminator Loss = -2.59267926216
Generator_Loss: -6.98953723907
288
After 20 iterations
Discriminator Loss = -2.41688370705
Generator_Loss: -14.7618684769
289
After 20 iterations
Discriminator Loss = -2.69821834564
Generator_Loss: -5.57966661453
290
After 20 iterations
Discriminator Loss = -2.88305187225
Generator_Loss: -15.1244974136
291
After 20 iterations
Discriminator Loss = -2.86297750473
Generator_Loss: -5.96729946136
292
After 20 iterations
Discriminator Loss = -2.5356464386
Generator_Loss: -1.41818761826
293
After 20 iterations
Discriminator Loss = -2.98488712311
Generator_Loss: 2.23464822769
294
After 20 iterations
Discriminator Loss = -3.15705657005
Generator_Loss: -27.7629871368
295
After 20 iterations
Discriminator Loss = -3.69510173798
Generator_Loss: -11.113401413
296
After 20 iterations
Discriminator Loss = -3.24794435501
Generator_Loss: 9.00740909576
297
After 20 iterations
Discriminator Loss = -2.57931923866
Generator_Loss: -20.5793781281
298
After 20 iterations
Discriminator Loss = -2.47602367401
Generator_Loss: -12.6718215942
299
After 20 iterations
Discriminator Loss = -2.80137968063
Generator_Loss: -15.2571249008
300
Level #0 Epoch #1 Batch #300
After 20 iterations
Discriminator Loss = -2.57582378387
Generator_Loss: 5.44079828262
301
After 20 iterations
Discriminator Loss = -3.36845636368
Generator_Loss: 7.21047258377
302
After 20 iterations
Discriminator Loss = -2.64990282059
Generator_Loss: -2.83214092255
303
After 20 iterations
Discriminator Loss = -2.57656002045
Generator_Loss: -17.6864242554
304
After 20 iterations
Discriminator Loss = -2.43032765388
Generator_Loss: -14.5694179535
305
After 20 iterations
Discriminator Loss = -2.62325596809
Generator_Loss: 8.24461078644
306
After 20 iterations
Discriminator Loss = -3.00102996826
Generator_Loss: -27.8182487488
307
After 20 iterations
Discriminator Loss = -2.53395938873
Generator_Loss: -9.6270532608
308
After 20 iterations
Discriminator Loss = -2.68531489372
Generator_Loss: -13.417640686
309
After 20 iterations
Discriminator Loss = -2.81266880035
Generator_Loss: 12.3739528656
310
After 20 iterations
Discriminator Loss = -3.22926640511
Generator_Loss: 10.2423362732
311
After 20 iterations
Discriminator Loss = -2.92213392258
Generator_Loss: 1.826790452
312
After 20 iterations
Discriminator Loss = -3.22995495796
Generator_Loss: 12.5716629028
313
After 20 iterations
Discriminator Loss = -2.39660716057
Generator_Loss: -6.63001728058
314
After 20 iterations
Discriminator Loss = -2.90408420563
Generator_Loss: -6.6612238884
315
After 20 iterations
Discriminator Loss = -2.19584178925
Generator_Loss: -14.8809528351
316
After 20 iterations
Discriminator Loss = -2.45089745522
Generator_Loss: -2.82150578499
317
After 20 iterations
Discriminator Loss = -2.42165637016
Generator_Loss: -6.65606355667
318
After 20 iterations
Discriminator Loss = -2.34749937057
Generator_Loss: -16.5654296875
319
After 20 iterations
Discriminator Loss = -2.75836753845
Generator_Loss: 2.31628441811
320
After 20 iterations
Discriminator Loss = -3.58813428879
Generator_Loss: 13.9814529419
321
After 20 iterations
Discriminator Loss = -3.75880503654
Generator_Loss: 9.36132049561
322
After 20 iterations
Discriminator Loss = -2.23236989975
Generator_Loss: 5.43868160248
323
After 20 iterations
Discriminator Loss = -3.37539076805
Generator_Loss: -32.7669334412
324
After 20 iterations
Discriminator Loss = -2.42364645004
Generator_Loss: -8.46876716614
325
Level #0 Epoch #1 Batch #325
After 20 iterations
Discriminator Loss = -3.37133049965
Generator_Loss: 10.8288135529
326
After 20 iterations
Discriminator Loss = -2.8219602108
Generator_Loss: 9.60291671753
327
After 20 iterations
Discriminator Loss = -2.36811876297
Generator_Loss: 0.728274822235
328
After 20 iterations
Discriminator Loss = -2.72868609428
Generator_Loss: -19.0578632355
329
After 20 iterations
Discriminator Loss = -2.19480109215
Generator_Loss: 0.266507655382
330
After 20 iterations
Discriminator Loss = -2.17360782623
Generator_Loss: -17.2727146149
331
After 20 iterations
Discriminator Loss = -2.58727955818
Generator_Loss: -23.4803504944
332
After 20 iterations
Discriminator Loss = -2.56715345383
Generator_Loss: -16.6126213074
333
After 20 iterations
Discriminator Loss = -2.48355150223
Generator_Loss: -14.3478307724
334
After 20 iterations
Discriminator Loss = -2.46010947227
Generator_Loss: -22.7084541321
335
After 20 iterations
Discriminator Loss = -2.95598602295
Generator_Loss: 14.5305633545
336
After 20 iterations
Discriminator Loss = -2.88244771957
Generator_Loss: 10.3205852509
337
After 20 iterations
Discriminator Loss = -2.5962843895
Generator_Loss: -10.3942785263
338
After 20 iterations
Discriminator Loss = -2.39724755287
Generator_Loss: -1.03169035912
339
After 20 iterations
Discriminator Loss = -2.90438938141
Generator_Loss: -22.4562759399
340
After 20 iterations
Discriminator Loss = -2.88396120071
Generator_Loss: -28.3665275574
341
After 20 iterations
Discriminator Loss = -2.48265981674
Generator_Loss: -28.3132019043
342
After 20 iterations
Discriminator Loss = -2.55679917336
Generator_Loss: -3.93263220787
343
After 20 iterations
Discriminator Loss = -2.28616762161
Generator_Loss: -20.4926166534
344
After 20 iterations
Discriminator Loss = -2.55169916153
Generator_Loss: -5.17589187622
345
After 20 iterations
Discriminator Loss = -2.66583371162
Generator_Loss: 4.65992927551
346
After 20 iterations
Discriminator Loss = -2.28339290619
Generator_Loss: 6.11204051971
347
After 20 iterations
Discriminator Loss = -2.75482869148
Generator_Loss: 4.24916601181
348
After 20 iterations
Discriminator Loss = -2.10555434227
Generator_Loss: 1.28822469711
349
After 20 iterations
Discriminator Loss = -2.55540204048
Generator_Loss: 4.74992465973
350
Level #0 Epoch #1 Batch #350
After 20 iterations
Discriminator Loss = -2.24798989296
Generator_Loss: -17.2929973602
351
After 20 iterations
Discriminator Loss = -2.65315032005
Generator_Loss: -8.66595840454
352
After 20 iterations
Discriminator Loss = -2.20514130592
Generator_Loss: 2.60084152222
353
After 20 iterations
Discriminator Loss = -3.22444701195
Generator_Loss: -4.38713932037
354
After 20 iterations
Discriminator Loss = -2.67806601524
Generator_Loss: -16.5786705017
355
After 20 iterations
Discriminator Loss = -2.84859824181
Generator_Loss: 6.6699385643
356
After 20 iterations
Discriminator Loss = -3.06909918785
Generator_Loss: -16.0935897827
357
After 20 iterations
Discriminator Loss = -3.36026597023
Generator_Loss: 17.5910816193
358
After 20 iterations
Discriminator Loss = -2.69774508476
Generator_Loss: -3.32496786118
359
After 20 iterations
Discriminator Loss = -2.49256491661
Generator_Loss: -2.78453087807
360
After 20 iterations
Discriminator Loss = -2.32245993614
Generator_Loss: -12.3019447327
361
After 20 iterations
Discriminator Loss = -2.21317005157
Generator_Loss: -12.7284507751
362
After 20 iterations
Discriminator Loss = -2.76017212868
Generator_Loss: 8.8358259201
363
After 20 iterations
Discriminator Loss = -2.66867089272
Generator_Loss: -28.9674377441
364
After 20 iterations
Discriminator Loss = -2.30483913422
Generator_Loss: -10.701128006
365
After 20 iterations
Discriminator Loss = -2.57463717461
Generator_Loss: 9.51769924164
366
After 20 iterations
Discriminator Loss = -2.5660610199
Generator_Loss: 7.13770198822
367
After 20 iterations
Discriminator Loss = -2.59376478195
Generator_Loss: -1.10822701454
368
After 20 iterations
Discriminator Loss = -2.17636489868
Generator_Loss: -6.1343998909
369
After 20 iterations
Discriminator Loss = -2.72465801239
Generator_Loss: -20.6792964935
370
After 20 iterations
Discriminator Loss = -2.08014345169
Generator_Loss: -19.6922855377
371
After 20 iterations
Discriminator Loss = -2.27546977997
Generator_Loss: -9.44953346252
372
After 20 iterations
Discriminator Loss = -2.46681809425
Generator_Loss: -14.9261665344
373
After 20 iterations
Discriminator Loss = -2.9705991745
Generator_Loss: -11.0606327057
374
After 20 iterations
Discriminator Loss = -2.52220535278
Generator_Loss: -12.1765947342
375
Level #0 Epoch #1 Batch #375
After 20 iterations
Discriminator Loss = -2.41192340851
Generator_Loss: -11.9131994247
376
After 20 iterations
Discriminator Loss = -2.17180514336
Generator_Loss: 5.6164355278
377
After 20 iterations
Discriminator Loss = -3.02948927879
Generator_Loss: 8.97613143921
378
After 20 iterations
Discriminator Loss = -2.41989254951
Generator_Loss: -25.5497436523
379
After 20 iterations
Discriminator Loss = -2.80204057693
Generator_Loss: 13.7933082581
380
After 20 iterations
Discriminator Loss = -2.3748986721
Generator_Loss: 4.36355638504
381
After 20 iterations
Discriminator Loss = -2.72827386856
Generator_Loss: -10.6405096054
382
After 20 iterations
Discriminator Loss = -2.41872000694
Generator_Loss: -10.3752660751
383
After 20 iterations
Discriminator Loss = -2.16366839409
Generator_Loss: -15.718547821
384
After 20 iterations
Discriminator Loss = -2.47323393822
Generator_Loss: 2.41434979439
385
After 20 iterations
Discriminator Loss = -2.31506919861
Generator_Loss: -8.66128444672
386
After 20 iterations
Discriminator Loss = -2.54093718529
Generator_Loss: -27.8902606964
387
After 20 iterations
Discriminator Loss = -1.97272992134
Generator_Loss: -27.554019928
388
After 20 iterations
Discriminator Loss = -3.16659784317
Generator_Loss: 11.169921875
389
After 20 iterations
Discriminator Loss = -2.47560143471
Generator_Loss: 3.15434169769
390
After 20 iterations
Discriminator Loss = -2.25601553917
Generator_Loss: 3.13887810707
391
After 20 iterations
Discriminator Loss = -2.45896816254
Generator_Loss: -21.6881942749
392
After 20 iterations
Discriminator Loss = -2.79412674904
Generator_Loss: -8.80104637146
393
After 20 iterations
Discriminator Loss = -3.02060842514
Generator_Loss: 5.77672767639
394
After 20 iterations
Discriminator Loss = -2.59910869598
Generator_Loss: -14.7235126495
395
After 20 iterations
Discriminator Loss = -2.08039307594
Generator_Loss: -6.92299032211
396
After 20 iterations
Discriminator Loss = -2.55548191071
Generator_Loss: -14.307641983
397
After 20 iterations
Discriminator Loss = -2.05779790878
Generator_Loss: -12.8667802811
398
After 20 iterations
Discriminator Loss = -2.22097921371
Generator_Loss: -25.1751747131
399
After 20 iterations
Discriminator Loss = -2.80266022682
Generator_Loss: -12.7591514587
400
Level #0 Epoch #1 Batch #400
After 20 iterations
Discriminator Loss = -3.36031270027
Generator_Loss: 4.26700592041
401
After 20 iterations
Discriminator Loss = -2.14424872398
Generator_Loss: -9.00572872162
402
After 20 iterations
Discriminator Loss = -2.75083827972
Generator_Loss: 13.2515945435
403
After 20 iterations
Discriminator Loss = -2.32776069641
Generator_Loss: -10.8011827469
404
After 20 iterations
Discriminator Loss = -2.45111560822
Generator_Loss: 5.25876522064
405
After 20 iterations
Discriminator Loss = -2.00017023087
Generator_Loss: -8.17904949188
406
After 20 iterations
Discriminator Loss = -2.09244847298
Generator_Loss: -20.5127658844
407
After 20 iterations
Discriminator Loss = -3.44172739983
Generator_Loss: 13.0883026123
408
After 20 iterations
Discriminator Loss = -2.0786819458
Generator_Loss: 5.93285942078
409
After 20 iterations
Discriminator Loss = -2.80070328712
Generator_Loss: 3.64587283134
410
After 20 iterations
Discriminator Loss = -2.24141216278
Generator_Loss: -15.1605129242
411
After 20 iterations
Discriminator Loss = -2.22965621948
Generator_Loss: -16.4313659668
412
After 20 iterations
Discriminator Loss = -2.3328371048
Generator_Loss: -2.11045908928
413
After 20 iterations
Discriminator Loss = -2.39494419098
Generator_Loss: -0.998350858688
414
After 20 iterations
Discriminator Loss = -2.30787706375
Generator_Loss: 2.65796208382
415
After 20 iterations
Discriminator Loss = -2.17958140373
Generator_Loss: -4.45989894867
416
After 20 iterations
Discriminator Loss = -2.14128732681
Generator_Loss: -1.82935333252
417
After 20 iterations
Discriminator Loss = -3.02749919891
Generator_Loss: -8.48413181305
418
After 20 iterations
Discriminator Loss = -2.29141592979
Generator_Loss: 2.11885070801
419
After 20 iterations
Discriminator Loss = -2.72043657303
Generator_Loss: 13.0082807541
420
After 20 iterations
Discriminator Loss = -2.4125187397
Generator_Loss: -6.66807556152
421
After 20 iterations
Discriminator Loss = -2.19313359261
Generator_Loss: -12.7637424469
422
After 20 iterations
Discriminator Loss = -2.40169835091
Generator_Loss: 5.41047668457
423
After 20 iterations
Discriminator Loss = -2.32246017456
Generator_Loss: -2.96189665794
424
After 20 iterations
Discriminator Loss = -2.12131547928
Generator_Loss: -11.2157649994
425
Level #0 Epoch #1 Batch #425
After 20 iterations
Discriminator Loss = -3.17159080505
Generator_Loss: 8.59726238251
426
After 20 iterations
Discriminator Loss = -2.02376675606
Generator_Loss: -6.96350908279
427
After 20 iterations
Discriminator Loss = -2.70273375511
Generator_Loss: -31.7081451416
428
After 20 iterations
Discriminator Loss = -2.40299534798
Generator_Loss: -9.64670085907
429
After 20 iterations
Discriminator Loss = -2.51947975159
Generator_Loss: -6.7567486763
430
After 20 iterations
Discriminator Loss = -2.02911996841
Generator_Loss: -4.53707456589
431
After 20 iterations
Discriminator Loss = -1.98842632771
Generator_Loss: -17.9750804901
432
After 20 iterations
Discriminator Loss = -2.11793398857
Generator_Loss: -16.3382377625
433
After 20 iterations
Discriminator Loss = -2.19205331802
Generator_Loss: 1.07385849953
434
After 20 iterations
Discriminator Loss = -2.18445467949
Generator_Loss: -22.6696834564
435
After 20 iterations
Discriminator Loss = -2.13356590271
Generator_Loss: -5.03401565552
436
After 20 iterations
Discriminator Loss = -2.01149249077
Generator_Loss: -3.78770422935
437
After 20 iterations
Discriminator Loss = -2.33033680916
Generator_Loss: -22.299243927
438
After 20 iterations
Discriminator Loss = -2.10821700096
Generator_Loss: -6.04983377457
439
After 20 iterations
Discriminator Loss = -2.12834215164
Generator_Loss: 0.325106173754
440
After 20 iterations
Discriminator Loss = -2.09952187538
Generator_Loss: -14.3256092072
441
After 20 iterations
Discriminator Loss = -1.81411862373
Generator_Loss: -23.7669715881
442
After 20 iterations
Discriminator Loss = -2.28363537788
Generator_Loss: 1.1870020628
443
After 20 iterations
Discriminator Loss = -3.16362786293
Generator_Loss: 9.74361133575
444
After 20 iterations
Discriminator Loss = -2.90709710121
Generator_Loss: -18.6160335541
445
After 20 iterations
Discriminator Loss = -1.91494274139
Generator_Loss: -24.0633087158
446
After 20 iterations
Discriminator Loss = -2.15114164352
Generator_Loss: -1.7376486063
447
After 20 iterations
Discriminator Loss = -2.21651649475
Generator_Loss: -15.0316314697
448
After 20 iterations
Discriminator Loss = -2.06553912163
Generator_Loss: -5.47506332397
449
After 20 iterations
Discriminator Loss = -2.7151157856
Generator_Loss: 8.68051719666
450
Level #0 Epoch #1 Batch #450
After 20 iterations
Discriminator Loss = -2.17627120018
Generator_Loss: -1.19847011566
451
After 20 iterations
Discriminator Loss = -2.13948369026
Generator_Loss: -14.2620248795
452
After 20 iterations
Discriminator Loss = -2.02233576775
Generator_Loss: -6.09032869339
453
After 20 iterations
Discriminator Loss = -2.18496823311
Generator_Loss: -3.85776686668
454
After 20 iterations
Discriminator Loss = -2.01834511757
Generator_Loss: -20.7004261017
455
After 20 iterations
Discriminator Loss = -2.30703997612
Generator_Loss: -0.693803846836
456
After 20 iterations
Discriminator Loss = -2.43862247467
Generator_Loss: -24.9034347534
457
After 20 iterations
Discriminator Loss = -2.43231201172
Generator_Loss: 13.9682912827
458
After 20 iterations
Discriminator Loss = -2.1163752079
Generator_Loss: 5.56179380417
459
After 20 iterations
Discriminator Loss = -1.91468691826
Generator_Loss: -13.4257116318
460
After 20 iterations
Discriminator Loss = -2.37344408035
Generator_Loss: -31.4434757233
461
After 20 iterations
Discriminator Loss = -2.23800086975
Generator_Loss: -8.05392837524
462
After 20 iterations
Discriminator Loss = -2.34015488625
Generator_Loss: -29.9076709747
463
After 20 iterations
Discriminator Loss = -1.98007786274
Generator_Loss: -5.70245027542
464
After 20 iterations
Discriminator Loss = -1.96335411072
Generator_Loss: 9.30822944641
465
After 20 iterations
Discriminator Loss = -2.40986013412
Generator_Loss: -1.83542776108
466
After 20 iterations
Discriminator Loss = -2.00783014297
Generator_Loss: -21.3710231781
467
After 20 iterations
Discriminator Loss = -2.4985704422
Generator_Loss: -16.1213474274
468
After 20 iterations
Discriminator Loss = -2.33773493767
Generator_Loss: 9.82835960388
469
After 20 iterations
Discriminator Loss = -2.17640829086
Generator_Loss: 3.16807794571
470
After 20 iterations
Discriminator Loss = -1.88486301899
Generator_Loss: -7.61905622482
471
After 20 iterations
Discriminator Loss = -1.95688343048
Generator_Loss: 12.2480945587
472
After 20 iterations
Discriminator Loss = -2.05819129944
Generator_Loss: -2.03272151947
473
After 20 iterations
Discriminator Loss = -2.25429153442
Generator_Loss: -14.7964401245
474
After 20 iterations
Discriminator Loss = -2.68400287628
Generator_Loss: 19.6742610931
475
Level #0 Epoch #1 Batch #475
After 20 iterations
Discriminator Loss = -1.93292963505
Generator_Loss: -5.75258398056
476
After 20 iterations
Discriminator Loss = -2.9122531414
Generator_Loss: -3.1068956852
477
After 20 iterations
Discriminator Loss = -2.051476717
Generator_Loss: -4.3791513443
478
After 20 iterations
Discriminator Loss = -2.16742110252
Generator_Loss: -8.08790969849
479
After 20 iterations
Discriminator Loss = -2.67600297928
Generator_Loss: -13.2907762527
480
After 20 iterations
Discriminator Loss = -2.14226913452
Generator_Loss: -14.7492036819
481
After 20 iterations
Discriminator Loss = -2.99797964096
Generator_Loss: 9.67748260498
482
After 20 iterations
Discriminator Loss = -2.04742693901
Generator_Loss: 8.68236923218
483
After 20 iterations
Discriminator Loss = -1.93238198757
Generator_Loss: -13.25111866
484
After 20 iterations
Discriminator Loss = -1.89849209785
Generator_Loss: -11.1297998428
485
After 20 iterations
Discriminator Loss = -2.64614033699
Generator_Loss: 22.8959178925
486
After 20 iterations
Discriminator Loss = -2.26950120926
Generator_Loss: 5.23783779144
487
After 20 iterations
Discriminator Loss = -2.10929846764
Generator_Loss: -30.1591243744
488
After 20 iterations
Discriminator Loss = -1.78258776665
Generator_Loss: -22.4578895569
489
After 20 iterations
Discriminator Loss = -2.97409844398
Generator_Loss: -14.746014595
490
After 20 iterations
Discriminator Loss = -2.0057246685
Generator_Loss: 4.18296480179
491
After 20 iterations
Discriminator Loss = -2.50646042824
Generator_Loss: 18.2367134094
492
After 20 iterations
Discriminator Loss = -2.69485020638
Generator_Loss: 13.2789573669
493
After 20 iterations
Discriminator Loss = -2.33908295631
Generator_Loss: -20.0691547394
494
After 20 iterations
Discriminator Loss = -2.03495168686
Generator_Loss: -25.1664028168
495
After 20 iterations
Discriminator Loss = -2.12244057655
Generator_Loss: -29.8416481018
496
After 20 iterations
Discriminator Loss = -1.82095992565
Generator_Loss: 4.01760101318
497
After 20 iterations
Discriminator Loss = -2.59118509293
Generator_Loss: -12.0452356339
498
After 20 iterations
Discriminator Loss = -2.19135546684
Generator_Loss: 7.03856229782
499
After 20 iterations
Discriminator Loss = -1.86703896523
Generator_Loss: -1.55008196831
500
Level #0 Epoch #1 Batch #500
After 20 iterations
Discriminator Loss = -1.91655087471
Generator_Loss: 2.11723208427
501
After 20 iterations
Discriminator Loss = -2.30476784706
Generator_Loss: 7.51599836349
502
After 20 iterations
Discriminator Loss = -2.05148053169
Generator_Loss: 2.93820762634
503
After 20 iterations
Discriminator Loss = -2.0810406208
Generator_Loss: 6.75098371506
504
After 20 iterations
Discriminator Loss = -2.59273576736
Generator_Loss: 6.45517730713
505
After 20 iterations
Discriminator Loss = -2.03603386879
Generator_Loss: -7.77989578247
506
After 20 iterations
Discriminator Loss = -2.31212067604
Generator_Loss: -12.7522783279
507
After 20 iterations
Discriminator Loss = -1.9749557972
Generator_Loss: 2.03444838524
508
After 20 iterations
Discriminator Loss = -1.66002476215
Generator_Loss: -9.89678668976
509
After 20 iterations
Discriminator Loss = -2.49744987488
Generator_Loss: 8.45281124115
510
After 20 iterations
Discriminator Loss = -3.38340449333
Generator_Loss: 10.6984300613
511
After 20 iterations
Discriminator Loss = -1.76740801334
Generator_Loss: -11.6557970047
512
After 20 iterations
Discriminator Loss = -2.11182451248
Generator_Loss: -3.76135993004
513
After 20 iterations
Discriminator Loss = -1.78236150742
Generator_Loss: -12.309135437
514
After 20 iterations
Discriminator Loss = -2.17370152473
Generator_Loss: -13.9954376221
515
After 20 iterations
Discriminator Loss = -1.98266232014
Generator_Loss: -10.6639966965
516
After 20 iterations
Discriminator Loss = -2.27619385719
Generator_Loss: -11.1004076004
517
After 20 iterations
Discriminator Loss = -2.30828428268
Generator_Loss: -28.6152839661
518
After 20 iterations
Discriminator Loss = -2.82486200333
Generator_Loss: -13.1047096252
519
After 20 iterations
Discriminator Loss = -2.6195204258
Generator_Loss: -25.622882843
520
After 20 iterations
Discriminator Loss = -4.19595193863
Generator_Loss: 19.2550907135
521
After 20 iterations
Discriminator Loss = -2.12005853653
Generator_Loss: -1.28049361706
522
After 20 iterations
Discriminator Loss = -2.01344442368
Generator_Loss: -12.1171112061
523
After 20 iterations
Discriminator Loss = -2.34837675095
Generator_Loss: 15.0101509094
524
After 20 iterations
Discriminator Loss = -2.2650578022
Generator_Loss: -6.08145046234
525
Level #0 Epoch #1 Batch #525
After 20 iterations
Discriminator Loss = -1.81252419949
Generator_Loss: -9.85521888733
526
After 20 iterations
Discriminator Loss = -1.77837872505
Generator_Loss: -27.8819770813
527
After 20 iterations
Discriminator Loss = -1.69629132748
Generator_Loss: 5.83939123154
528
After 20 iterations
Discriminator Loss = -2.35670638084
Generator_Loss: -16.4897899628
529
After 20 iterations
Discriminator Loss = -2.36927962303
Generator_Loss: 18.7887268066
530
After 20 iterations
Discriminator Loss = -2.15874218941
Generator_Loss: -9.52064037323
531
After 20 iterations
Discriminator Loss = -2.23474764824
Generator_Loss: 3.95248818398
532
After 20 iterations
Discriminator Loss = -2.14263415337
Generator_Loss: 8.97832298279
533
After 20 iterations
Discriminator Loss = -2.35684537888
Generator_Loss: 3.51203775406
534
After 20 iterations
Discriminator Loss = -1.51432299614
Generator_Loss: -9.49973583221
535
After 20 iterations
Discriminator Loss = -1.78494811058
Generator_Loss: -15.1905460358
536
After 20 iterations
Discriminator Loss = -1.99891018867
Generator_Loss: 5.97538423538
537
After 20 iterations
Discriminator Loss = -1.84301435947
Generator_Loss: -23.7011795044
538
After 20 iterations
Discriminator Loss = -2.00747227669
Generator_Loss: -2.85333561897
539
After 20 iterations
Discriminator Loss = -2.05763721466
Generator_Loss: -7.08078527451
540
After 20 iterations
Discriminator Loss = -1.77688908577
Generator_Loss: -11.6163959503
541
After 20 iterations
Discriminator Loss = -1.99160850048
Generator_Loss: -0.352577775717
542
After 20 iterations
Discriminator Loss = -2.51608681679
Generator_Loss: -4.0994682312
543
After 20 iterations
Discriminator Loss = -1.99412953854
Generator_Loss: -7.85238695145
544
After 20 iterations
Discriminator Loss = -2.59713578224
Generator_Loss: -31.5206985474
545
After 20 iterations
Discriminator Loss = -2.29488396645
Generator_Loss: -0.717771172523
546
After 20 iterations
Discriminator Loss = -1.83895564079
Generator_Loss: -5.61771678925
547
After 20 iterations
Discriminator Loss = -2.32279157639
Generator_Loss: -11.3328151703
548
After 20 iterations
Discriminator Loss = -2.39637732506
Generator_Loss: 6.2400431633
549
After 20 iterations
Discriminator Loss = -1.84987032413
Generator_Loss: 13.662194252
550
Level #0 Epoch #1 Batch #550
After 20 iterations
Discriminator Loss = -2.0301668644
Generator_Loss: -16.9027042389
551
After 20 iterations
Discriminator Loss = -2.87868952751
Generator_Loss: -0.851426720619
552
After 20 iterations
Discriminator Loss = -2.77573013306
Generator_Loss: 20.6248874664
553
After 20 iterations
Discriminator Loss = -1.79036772251
Generator_Loss: 4.37753152847
554
After 20 iterations
Discriminator Loss = -2.69094204903
Generator_Loss: 15.9759521484
555
After 20 iterations
Discriminator Loss = -2.52935552597
Generator_Loss: -32.420501709
556
After 20 iterations
Discriminator Loss = -1.75432014465
Generator_Loss: -0.45191898942
557
After 20 iterations
Discriminator Loss = -1.84194719791
Generator_Loss: 9.20884609222
558
After 20 iterations
Discriminator Loss = -1.88093173504
Generator_Loss: -2.93641757965
559
After 20 iterations
Discriminator Loss = -2.39203667641
Generator_Loss: -33.1077156067
560
After 20 iterations
Discriminator Loss = -1.91527509689
Generator_Loss: -4.38658189774
561
After 20 iterations
Discriminator Loss = -1.9577600956
Generator_Loss: -18.2077713013
562
After 20 iterations
Discriminator Loss = -2.2095246315
Generator_Loss: -11.2831525803
563
After 20 iterations
Discriminator Loss = -1.70565068722
Generator_Loss: -9.05017185211
564
After 20 iterations
Discriminator Loss = -1.80648672581
Generator_Loss: -10.1936950684
565
After 20 iterations
Discriminator Loss = -1.95404696465
Generator_Loss: -5.19039535522
566
After 20 iterations
Discriminator Loss = -1.85117328167
Generator_Loss: -3.04325413704
567
After 20 iterations
Discriminator Loss = -1.96764981747
Generator_Loss: -20.9304046631
568
After 20 iterations
Discriminator Loss = -1.55866026878
Generator_Loss: -0.837167203426
569
After 20 iterations
Discriminator Loss = -2.75498008728
Generator_Loss: 23.9140605927
570
After 20 iterations
Discriminator Loss = -1.98670089245
Generator_Loss: 9.93476676941
571
After 20 iterations
Discriminator Loss = -2.07027053833
Generator_Loss: -5.29383516312
572
After 20 iterations
Discriminator Loss = -2.63506007195
Generator_Loss: -18.4297199249
573
After 20 iterations
Discriminator Loss = -2.19239497185
Generator_Loss: 5.05583000183
574
After 20 iterations
Discriminator Loss = -1.76391398907
Generator_Loss: -5.90497732162
575
Level #0 Epoch #1 Batch #575
After 20 iterations
Discriminator Loss = -1.8764591217
Generator_Loss: 4.17824888229
576
After 20 iterations
Discriminator Loss = -2.84727501869
Generator_Loss: 14.2757616043
577
After 20 iterations
Discriminator Loss = -2.03798437119
Generator_Loss: 10.8302297592
578
After 20 iterations
Discriminator Loss = -1.82395148277
Generator_Loss: -1.64356732368
579
After 20 iterations
Discriminator Loss = -1.91733467579
Generator_Loss: -4.48270225525
580
After 20 iterations
Discriminator Loss = -1.94718801975
Generator_Loss: -10.1243257523
581
After 20 iterations
Discriminator Loss = -2.21107244492
Generator_Loss: -17.5172958374
582
After 20 iterations
Discriminator Loss = -1.65828442574
Generator_Loss: 18.4530200958
583
After 20 iterations
Discriminator Loss = -2.11665606499
Generator_Loss: -20.2772216797
584
After 20 iterations
Discriminator Loss = -2.688808918
Generator_Loss: 8.91531467438
585
After 20 iterations
Discriminator Loss = -1.86330771446
Generator_Loss: 8.45314216614
586
After 20 iterations
Discriminator Loss = -1.6390414238
Generator_Loss: 4.19434690475
587
After 20 iterations
Discriminator Loss = -1.61544775963
Generator_Loss: 20.092124939
588
After 20 iterations
Discriminator Loss = -2.01016783714
Generator_Loss: -4.35186576843
589
After 20 iterations
Discriminator Loss = -2.29441261292
Generator_Loss: -2.53522443771
590
After 20 iterations
Discriminator Loss = -2.00312852859
Generator_Loss: -31.2474365234
591
After 20 iterations
Discriminator Loss = -2.22074460983
Generator_Loss: -22.4822101593
592
After 20 iterations
Discriminator Loss = -1.9392105341
Generator_Loss: -7.62562656403
593
After 20 iterations
Discriminator Loss = -2.45855879784
Generator_Loss: 14.7270393372
594
After 20 iterations
Discriminator Loss = -2.13156890869
Generator_Loss: 14.5588550568
595
After 20 iterations
Discriminator Loss = -2.38707566261
Generator_Loss: -4.13298416138
596
After 20 iterations
Discriminator Loss = -3.05708241463
Generator_Loss: -34.0482597351
597
After 20 iterations
Discriminator Loss = -1.45491194725
Generator_Loss: -14.3991737366
598
After 20 iterations
Discriminator Loss = -3.0786485672
Generator_Loss: -23.1314907074
599
After 20 iterations
Discriminator Loss = -2.25370931625
Generator_Loss: -16.8961925507
600
Level #0 Epoch #1 Batch #600
After 20 iterations
Discriminator Loss = -1.83821618557
Generator_Loss: -25.4833698273
601
After 20 iterations
Discriminator Loss = -1.66888391972
Generator_Loss: -3.13802957535
602
After 20 iterations
Discriminator Loss = -1.69123733044
Generator_Loss: -6.17174005508
603
After 20 iterations
Discriminator Loss = -1.78648304939
Generator_Loss: -8.31571006775
604
After 20 iterations
Discriminator Loss = -1.87925076485
Generator_Loss: 9.56527328491
605
After 20 iterations
Discriminator Loss = -2.89080882072
Generator_Loss: -8.33422660828
606
After 20 iterations
Discriminator Loss = -3.14195394516
Generator_Loss: 1.35862267017
607
After 20 iterations
Discriminator Loss = -2.42171812057
Generator_Loss: 13.4643716812
608
After 20 iterations
Discriminator Loss = -1.85078215599
Generator_Loss: 3.19256615639
609
After 20 iterations
Discriminator Loss = -2.23170614243
Generator_Loss: -6.6741771698
610
After 20 iterations
Discriminator Loss = -2.25020503998
Generator_Loss: 12.2533760071
611
After 20 iterations
Discriminator Loss = -1.55906224251
Generator_Loss: 12.9146661758
612
After 20 iterations
Discriminator Loss = -1.73852682114
Generator_Loss: -14.5089769363
613
After 20 iterations
Discriminator Loss = -1.69979155064
Generator_Loss: -5.77919149399
614
After 20 iterations
Discriminator Loss = -1.71273577213
Generator_Loss: 3.30130767822
615
After 20 iterations
Discriminator Loss = -3.23399376869
Generator_Loss: 5.54374170303
616
After 20 iterations
Discriminator Loss = -2.40200185776
Generator_Loss: -6.98264551163
617
After 20 iterations
Discriminator Loss = -1.719358325
Generator_Loss: -10.9806480408
618
After 20 iterations
Discriminator Loss = -2.08199906349
Generator_Loss: 5.40063905716
619
After 20 iterations
Discriminator Loss = -1.92759311199
Generator_Loss: 1.01086628437
620
After 20 iterations
Discriminator Loss = -1.71179008484
Generator_Loss: -25.5020141602
621
After 20 iterations
Discriminator Loss = -3.0696182251
Generator_Loss: 11.9542608261
622
After 20 iterations
Discriminator Loss = -2.14698314667
Generator_Loss: 14.0961885452
623
After 20 iterations
Discriminator Loss = -1.83092439175
Generator_Loss: -15.4808654785
624
After 20 iterations
Discriminator Loss = -1.51467597485
Generator_Loss: -24.5291042328
625
Level #0 Epoch #1 Batch #625
After 20 iterations
Discriminator Loss = -1.61597657204
Generator_Loss: -11.2267866135
626
After 20 iterations
Discriminator Loss = -2.02530694008
Generator_Loss: -15.7756748199
627
After 20 iterations
Discriminator Loss = -2.58839678764
Generator_Loss: 1.87742376328
628
After 20 iterations
Discriminator Loss = -2.24869775772
Generator_Loss: -24.0734825134
629
After 20 iterations
Discriminator Loss = -1.70030283928
Generator_Loss: -5.70804357529
630
After 20 iterations
Discriminator Loss = -2.1559343338
Generator_Loss: -32.0152587891
631
After 20 iterations
Discriminator Loss = -1.7467019558
Generator_Loss: 8.24306678772
632
After 20 iterations
Discriminator Loss = -1.95842003822
Generator_Loss: 15.5106287003
633
After 20 iterations
Discriminator Loss = -2.08416032791
Generator_Loss: 19.9796619415
634
After 20 iterations
Discriminator Loss = -2.64513611794
Generator_Loss: 2.92479348183
635
After 20 iterations
Discriminator Loss = -1.7224560976
Generator_Loss: -21.8347682953
636
After 20 iterations
Discriminator Loss = -1.97410976887
Generator_Loss: -28.2186374664
637
After 20 iterations
Discriminator Loss = -1.905788064
Generator_Loss: -31.5521430969
638
After 20 iterations
Discriminator Loss = -1.64398825169
Generator_Loss: -4.72089767456
639
After 20 iterations
Discriminator Loss = -2.06644225121
Generator_Loss: -30.7422142029
640
After 20 iterations
Discriminator Loss = -1.63077485561
Generator_Loss: -16.4435501099
641
After 20 iterations
Discriminator Loss = -2.01131415367
Generator_Loss: 5.51840639114
642
After 20 iterations
Discriminator Loss = -2.17913579941
Generator_Loss: -26.0075492859
643
After 20 iterations
Discriminator Loss = -2.41204881668
Generator_Loss: -28.7267780304
644
After 20 iterations
Discriminator Loss = -2.17212319374
Generator_Loss: 17.8771152496
645
After 20 iterations
Discriminator Loss = -1.78466832638
Generator_Loss: 10.9864177704
646
After 20 iterations
Discriminator Loss = -2.11150979996
Generator_Loss: 10.7479562759
647
After 20 iterations
Discriminator Loss = -2.13331913948
Generator_Loss: 0.667441427708
648
After 20 iterations
Discriminator Loss = -1.81341290474
Generator_Loss: 10.9853143692
649
After 20 iterations
Discriminator Loss = -1.84899950027
Generator_Loss: 12.9268541336
650
Level #0 Epoch #1 Batch #650
After 20 iterations
Discriminator Loss = -2.05465388298
Generator_Loss: 12.0354270935
651
After 20 iterations
Discriminator Loss = -1.59196567535
Generator_Loss: -10.233549118
652
After 20 iterations
Discriminator Loss = -2.67837047577
Generator_Loss: -9.41783237457
653
After 20 iterations
Discriminator Loss = -1.71797704697
Generator_Loss: -14.3671226501
654
After 20 iterations
Discriminator Loss = -2.6396112442
Generator_Loss: -9.29738426208
655
After 20 iterations
Discriminator Loss = -1.97163963318
Generator_Loss: -9.1956243515
656
After 20 iterations
Discriminator Loss = -1.75227093697
Generator_Loss: -4.64550495148
657
After 20 iterations
Discriminator Loss = -2.20776057243
Generator_Loss: 6.1518034935
658
After 20 iterations
Discriminator Loss = -1.87677550316
Generator_Loss: 7.98470592499
659
After 20 iterations
Discriminator Loss = -1.71125340462
Generator_Loss: -9.46160793304
660
After 20 iterations
Discriminator Loss = -1.99102950096
Generator_Loss: -34.5651283264
661
After 20 iterations
Discriminator Loss = -1.66598939896
Generator_Loss: -15.5193748474
662
After 20 iterations
Discriminator Loss = -1.50517344475
Generator_Loss: 8.40852355957
663
After 20 iterations
Discriminator Loss = -2.14859127998
Generator_Loss: -26.445772171
664
After 20 iterations
Discriminator Loss = -2.23698878288
Generator_Loss: -1.73032701015
665
After 20 iterations
Discriminator Loss = -1.8432213068
Generator_Loss: 9.52105331421
666
After 20 iterations
Discriminator Loss = -1.66509497166
Generator_Loss: -0.785970628262
667
After 20 iterations
Discriminator Loss = -1.75845241547
Generator_Loss: -1.17186331749
668
After 20 iterations
Discriminator Loss = -1.5927747488
Generator_Loss: 1.62890684605
669
After 20 iterations
Discriminator Loss = -2.19795894623
Generator_Loss: 6.44959926605
670
After 20 iterations
Discriminator Loss = -2.06891798973
Generator_Loss: -5.17077255249
671
After 20 iterations
Discriminator Loss = -1.75363862514
Generator_Loss: -7.88301515579
672
After 20 iterations
Discriminator Loss = -2.05329227448
Generator_Loss: -21.189661026
673
After 20 iterations
Discriminator Loss = -1.90965032578
Generator_Loss: -10.2303085327
674
After 20 iterations
Discriminator Loss = -1.47361600399
Generator_Loss: 21.4968643188
675
Level #0 Epoch #1 Batch #675
After 20 iterations
Discriminator Loss = -2.44595360756
Generator_Loss: -16.0750274658
676
After 20 iterations
Discriminator Loss = -1.64783656597
Generator_Loss: 8.17151832581
677
After 20 iterations
Discriminator Loss = -1.94621253014
Generator_Loss: 12.5936803818
678
After 20 iterations
Discriminator Loss = -2.59668850899
Generator_Loss: 22.2920455933
679
After 20 iterations
Discriminator Loss = -1.5584359169
Generator_Loss: -8.1094417572
680
After 20 iterations
Discriminator Loss = -2.23220324516
Generator_Loss: -24.920917511
681
After 20 iterations
Discriminator Loss = -2.12743616104
Generator_Loss: -23.0462493896
682
After 20 iterations
Discriminator Loss = -1.79945671558
Generator_Loss: -17.2621307373
683
After 20 iterations
Discriminator Loss = -1.62790966034
Generator_Loss: 2.45686984062
684
After 20 iterations
Discriminator Loss = -2.26563620567
Generator_Loss: -0.277248412371
685
After 20 iterations
Discriminator Loss = -1.32326185703
Generator_Loss: -12.3562297821
686
After 20 iterations
Discriminator Loss = -2.74616742134
Generator_Loss: 1.85705292225
687
After 20 iterations
Discriminator Loss = -1.92300760746
Generator_Loss: 5.34783935547
688
After 20 iterations
Discriminator Loss = -1.61391246319
Generator_Loss: -2.70175433159
689
After 20 iterations
Discriminator Loss = -1.73110234737
Generator_Loss: -28.876329422
690
After 20 iterations
Discriminator Loss = -1.96770513058
Generator_Loss: -1.84291529655
691
After 20 iterations
Discriminator Loss = -2.44159650803
Generator_Loss: -4.88843584061
692
After 20 iterations
Discriminator Loss = -2.33926701546
Generator_Loss: 9.15418720245
693
After 20 iterations
Discriminator Loss = -2.21069192886
Generator_Loss: 8.68179988861
694
After 20 iterations
Discriminator Loss = -1.69174671173
Generator_Loss: -13.7218379974
695
After 20 iterations
Discriminator Loss = -1.92669272423
Generator_Loss: -1.55178153515
696
After 20 iterations
Discriminator Loss = -2.81237411499
Generator_Loss: -4.540558815
697
After 20 iterations
Discriminator Loss = -1.72287070751
Generator_Loss: 10.1110305786
698
After 20 iterations
Discriminator Loss = -2.20381569862
Generator_Loss: 13.0384502411
699
After 20 iterations
Discriminator Loss = -1.93830740452
Generator_Loss: 7.52897405624
700
Level #0 Epoch #1 Batch #700
After 20 iterations
Discriminator Loss = -1.93857431412
Generator_Loss: 11.9831209183
701
After 20 iterations
Discriminator Loss = -2.05045080185
Generator_Loss: -5.93671941757
702
After 20 iterations
Discriminator Loss = -1.68074405193
Generator_Loss: -8.82429695129
703
After 20 iterations
Discriminator Loss = -1.64110076427
Generator_Loss: -16.5750637054
704
After 20 iterations
Discriminator Loss = -2.13157534599
Generator_Loss: -2.37399411201
705
After 20 iterations
Discriminator Loss = -1.38981723785
Generator_Loss: 1.92061960697
706
After 20 iterations
Discriminator Loss = -2.18659734726
Generator_Loss: -27.7086601257
707
After 20 iterations
Discriminator Loss = -2.91966485977
Generator_Loss: -2.05454087257
708
After 20 iterations
Discriminator Loss = -2.09954023361
Generator_Loss: -12.9215335846
709
After 20 iterations
Discriminator Loss = -1.60082542896
Generator_Loss: 0.940129518509
710
After 20 iterations
Discriminator Loss = -1.82179915905
Generator_Loss: -3.63854265213
711
After 20 iterations
Discriminator Loss = -2.07117676735
Generator_Loss: -11.5699968338
712
After 20 iterations
Discriminator Loss = -1.81695437431
Generator_Loss: 9.93635940552
713
After 20 iterations
Discriminator Loss = -3.1445145607
Generator_Loss: 21.1018409729
714
After 20 iterations
Discriminator Loss = -1.71649336815
Generator_Loss: -9.8657913208
715
After 20 iterations
Discriminator Loss = -2.91586399078
Generator_Loss: 7.86776256561
716
After 20 iterations
Discriminator Loss = -2.28874850273
Generator_Loss: -0.633151888847
717
After 20 iterations
Discriminator Loss = -2.05429315567
Generator_Loss: -18.8297939301
718
After 20 iterations
Discriminator Loss = -1.79345524311
Generator_Loss: -23.3491268158
719
After 20 iterations
Discriminator Loss = -2.26985931396
Generator_Loss: -0.317929029465
720
After 20 iterations
Discriminator Loss = -2.34265708923
Generator_Loss: -35.1385536194
721
After 20 iterations
Discriminator Loss = -1.66816020012
Generator_Loss: -25.4702033997
722
After 20 iterations
Discriminator Loss = -1.75664508343
Generator_Loss: 7.20370769501
723
After 20 iterations
Discriminator Loss = -1.69600427151
Generator_Loss: -11.9346284866
724
After 20 iterations
Discriminator Loss = -1.80770325661
Generator_Loss: 12.2551689148
725
Level #0 Epoch #1 Batch #725
After 20 iterations
Discriminator Loss = -2.20960664749
Generator_Loss: 6.32002878189
726
After 20 iterations
Discriminator Loss = -1.9312620163
Generator_Loss: -12.9207191467
727
After 20 iterations
Discriminator Loss = -1.93848907948
Generator_Loss: 7.30919837952
728
After 20 iterations
Discriminator Loss = -1.53133189678
Generator_Loss: -24.1079368591
729
After 20 iterations
Discriminator Loss = -1.69115281105
Generator_Loss: -2.6270442009
730
After 20 iterations
Discriminator Loss = -2.13292074203
Generator_Loss: -15.4312057495
731
After 20 iterations
Discriminator Loss = -2.30800509453
Generator_Loss: -17.1999931335
732
After 20 iterations
Discriminator Loss = -1.76546657085
Generator_Loss: -21.6532363892
733
After 20 iterations
Discriminator Loss = -1.52874004841
Generator_Loss: -2.65410518646
734
After 20 iterations
Discriminator Loss = -1.64571428299
Generator_Loss: -20.2468986511
735
After 20 iterations
Discriminator Loss = -2.42380523682
Generator_Loss: -2.58801102638
736
After 20 iterations
Discriminator Loss = -1.64899206161
Generator_Loss: 10.6918935776
737
After 20 iterations
Discriminator Loss = -1.46197628975
Generator_Loss: -11.3352985382
738
After 20 iterations
Discriminator Loss = -1.56827223301
Generator_Loss: -1.02626562119
739
After 20 iterations
Discriminator Loss = -1.61304247379
Generator_Loss: -7.6778421402
740
After 20 iterations
Discriminator Loss = -1.6716080904
Generator_Loss: 9.08700752258
741
After 20 iterations
Discriminator Loss = -2.57231545448
Generator_Loss: 22.9347476959
742
After 20 iterations
Discriminator Loss = -1.77961087227
Generator_Loss: -28.9225311279
743
After 20 iterations
Discriminator Loss = -1.58697366714
Generator_Loss: 5.78104734421
744
After 20 iterations
Discriminator Loss = -1.93475425243
Generator_Loss: -8.67835617065
745
After 20 iterations
Discriminator Loss = -1.5483417511
Generator_Loss: 8.49440288544
746
After 20 iterations
Discriminator Loss = -1.3857101202
Generator_Loss: -19.9275932312
747
After 20 iterations
Discriminator Loss = -2.067902565
Generator_Loss: -32.8026046753
748
After 20 iterations
Discriminator Loss = -1.85565853119
Generator_Loss: 4.465695858
749
After 20 iterations
Discriminator Loss = -1.96418941021
Generator_Loss: 1.91808331013
750
Level #0 Epoch #1 Batch #750
After 20 iterations
Discriminator Loss = -1.86836874485
Generator_Loss: 12.2954263687
751
After 20 iterations
Discriminator Loss = -1.84974038601
Generator_Loss: 6.64173841476
752
After 20 iterations
Discriminator Loss = -1.69720721245
Generator_Loss: 2.01307630539
753
After 20 iterations
Discriminator Loss = -1.71151328087
Generator_Loss: -12.5288171768
754
After 20 iterations
Discriminator Loss = -1.56474554539
Generator_Loss: 4.72327566147
755
After 20 iterations
Discriminator Loss = -1.88370037079
Generator_Loss: -9.66965293884
756
After 20 iterations
Discriminator Loss = -1.86196196079
Generator_Loss: -29.3590660095
757
After 20 iterations
Discriminator Loss = -1.45568847656
Generator_Loss: -7.55590486526
758
After 20 iterations
Discriminator Loss = -1.48678469658
Generator_Loss: -12.7275562286
759
After 20 iterations
Discriminator Loss = -1.39546239376
Generator_Loss: -27.5823860168
760
After 20 iterations
Discriminator Loss = -2.12934684753
Generator_Loss: 1.95153045654
761
After 20 iterations
Discriminator Loss = -3.16881465912
Generator_Loss: 24.4624538422
762
After 20 iterations
Discriminator Loss = -1.71376478672
Generator_Loss: 1.91130447388
763
After 20 iterations
Discriminator Loss = -2.79712772369
Generator_Loss: 6.96171712875
764
After 20 iterations
Discriminator Loss = -1.40292274952
Generator_Loss: -12.0211515427
765
After 20 iterations
Discriminator Loss = -1.63158261776
Generator_Loss: 17.08943367
766
After 20 iterations
Discriminator Loss = -1.70135712624
Generator_Loss: -3.7373483181
767
After 20 iterations
Discriminator Loss = -3.62440013885
Generator_Loss: 1.05911719799
768
After 20 iterations
Discriminator Loss = -1.74569582939
Generator_Loss: -20.4378566742
769
After 20 iterations
Discriminator Loss = -1.82929050922
Generator_Loss: -4.8751282692
770
After 20 iterations
Discriminator Loss = -1.65225505829
Generator_Loss: -9.70043945312
771
After 20 iterations
Discriminator Loss = -2.82495617867
Generator_Loss: 22.7370681763
772
After 20 iterations
Discriminator Loss = -1.87485086918
Generator_Loss: 9.77336215973
773
After 20 iterations
Discriminator Loss = -2.8676636219
Generator_Loss: 12.9747867584
774
After 20 iterations
Discriminator Loss = -1.58245098591
Generator_Loss: -5.40717363358
775
Level #0 Epoch #1 Batch #775
After 20 iterations
Discriminator Loss = -1.94375419617
Generator_Loss: 20.4162406921
776
After 20 iterations
Discriminator Loss = -1.19662129879
Generator_Loss: -17.6372585297
777
After 20 iterations
Discriminator Loss = -1.88077735901
Generator_Loss: -17.2280235291
778
After 20 iterations
Discriminator Loss = -2.40272808075
Generator_Loss: -33.3360710144
779
After 20 iterations
Discriminator Loss = -1.61440229416
Generator_Loss: -9.8921995163
780
After 20 iterations
Discriminator Loss = -1.70216739178
Generator_Loss: -18.4328289032
781
Epoch #2
After 20 iterations
Discriminator Loss = -2.0483417511
Generator_Loss: 10.9882459641
2
After 20 iterations
Discriminator Loss = -2.1752448082
Generator_Loss: 19.3721904755
3
After 20 iterations
Discriminator Loss = -1.77698981762
Generator_Loss: -13.2109661102
4
After 20 iterations
Discriminator Loss = -2.09699892998
Generator_Loss: -34.272441864
5
After 20 iterations
Discriminator Loss = -1.50956749916
Generator_Loss: -4.62001609802
6
After 20 iterations
Discriminator Loss = -2.01197576523
Generator_Loss: -10.0867815018
7
After 20 iterations
Discriminator Loss = -1.54622101784
Generator_Loss: -26.2549171448
8
After 20 iterations
Discriminator Loss = -1.777333498
Generator_Loss: -16.6198921204
9
After 20 iterations
Discriminator Loss = -1.98400175571
Generator_Loss: -5.4814453125
10
After 20 iterations
Discriminator Loss = -1.50439596176
Generator_Loss: 11.1308240891
11
After 20 iterations
Discriminator Loss = -1.29109930992
Generator_Loss: -16.9475479126
12
After 20 iterations
Discriminator Loss = -1.6365582943
Generator_Loss: 11.8388576508
13
After 20 iterations
Discriminator Loss = -1.64392507076
Generator_Loss: -9.04522800446
14
After 20 iterations
Discriminator Loss = -3.18327331543
Generator_Loss: 15.527009964
15
After 20 iterations
Discriminator Loss = -1.89759159088
Generator_Loss: 18.7017936707
16
After 20 iterations
Discriminator Loss = -2.27967309952
Generator_Loss: 16.3915023804
17
After 20 iterations
Discriminator Loss = -1.32794177532
Generator_Loss: 2.92647528648
18
After 20 iterations
Discriminator Loss = -1.52695155144
Generator_Loss: -23.3542442322
19
After 20 iterations
Discriminator Loss = -1.52812421322
Generator_Loss: 0.212010860443
20
After 20 iterations
Discriminator Loss = -2.10487103462
Generator_Loss: 3.42102336884
21
After 20 iterations
Discriminator Loss = -1.99094772339
Generator_Loss: 3.03617238998
22
After 20 iterations
Discriminator Loss = -2.24149727821
Generator_Loss: -3.54865407944
23
After 20 iterations
Discriminator Loss = -1.32564461231
Generator_Loss: -21.758190155
24
After 20 iterations
Discriminator Loss = -1.75440597534
Generator_Loss: -18.5953025818
25
Level #0 Epoch #2 Batch #25
After 20 iterations
Discriminator Loss = -1.48038840294
Generator_Loss: -20.528963089
26
After 20 iterations
Discriminator Loss = -2.51137709618
Generator_Loss: -20.2296161652
27
After 20 iterations
Discriminator Loss = -2.26842069626
Generator_Loss: 20.4628944397
28
After 20 iterations
Discriminator Loss = -1.88605713844
Generator_Loss: -14.8313598633
29
After 20 iterations
Discriminator Loss = -1.26013970375
Generator_Loss: -3.94493484497
30
After 20 iterations
Discriminator Loss = -2.24530744553
Generator_Loss: 22.5643749237
31
After 20 iterations
Discriminator Loss = -2.15042448044
Generator_Loss: -0.940626144409
32
After 20 iterations
Discriminator Loss = -2.33170104027
Generator_Loss: -9.34097480774
33
After 20 iterations
Discriminator Loss = -2.07659220695
Generator_Loss: 6.36226797104
34
After 20 iterations
Discriminator Loss = -1.59251713753
Generator_Loss: -19.5103435516
35
After 20 iterations
Discriminator Loss = -1.24616909027
Generator_Loss: 2.36071777344
36
After 20 iterations
Discriminator Loss = -1.87859857082
Generator_Loss: -0.94671612978
37
After 20 iterations
Discriminator Loss = -2.38472342491
Generator_Loss: -1.29886746407
38
After 20 iterations
Discriminator Loss = -1.50319671631
Generator_Loss: 10.7961149216
39
After 20 iterations
Discriminator Loss = -2.01690912247
Generator_Loss: -16.5267562866
40
After 20 iterations
Discriminator Loss = -1.77761220932
Generator_Loss: -14.6540784836
41
After 20 iterations
Discriminator Loss = -2.17140769958
Generator_Loss: 4.0393538475
42
After 20 iterations
Discriminator Loss = -2.21857762337
Generator_Loss: -4.15417528152
43
After 20 iterations
Discriminator Loss = -2.51497721672
Generator_Loss: 22.3283119202
44
After 20 iterations
Discriminator Loss = -1.98662996292
Generator_Loss: 14.9195585251
45
After 20 iterations
Discriminator Loss = -1.76413464546
Generator_Loss: -23.6829090118
46
After 20 iterations
Discriminator Loss = -2.52450108528
Generator_Loss: -18.2136802673
47
After 20 iterations
Discriminator Loss = -1.78350973129
Generator_Loss: -28.1120967865
48
After 20 iterations
Discriminator Loss = -1.64146196842
Generator_Loss: -31.2355079651
49
After 20 iterations
Discriminator Loss = -1.60024285316
Generator_Loss: 4.41086530685
50
Level #0 Epoch #2 Batch #50
After 20 iterations
Discriminator Loss = -1.54627454281
Generator_Loss: 11.7228183746
51
After 20 iterations
Discriminator Loss = -1.32380139828
Generator_Loss: 7.95299863815
52
After 20 iterations
Discriminator Loss = -2.41908764839
Generator_Loss: 14.1295309067
53
After 20 iterations
Discriminator Loss = -1.65275621414
Generator_Loss: 17.7426185608
54
After 20 iterations
Discriminator Loss = -2.32433986664
Generator_Loss: -3.23870611191
55
After 20 iterations
Discriminator Loss = -1.53775990009
Generator_Loss: 11.1921405792
56
After 20 iterations
Discriminator Loss = -2.54375720024
Generator_Loss: -30.745464325
57
After 20 iterations
Discriminator Loss = -1.64188945293
Generator_Loss: 6.27161598206
58
After 20 iterations
Discriminator Loss = -2.15275669098
Generator_Loss: 5.45306301117
59
After 20 iterations
Discriminator Loss = -2.40788698196
Generator_Loss: -6.47604846954
60
After 20 iterations
Discriminator Loss = -1.47414064407
Generator_Loss: 5.11414813995
61
After 20 iterations
Discriminator Loss = -1.96402668953
Generator_Loss: 8.64918327332
62
After 20 iterations
Discriminator Loss = -1.48203992844
Generator_Loss: 6.05731487274
63
After 20 iterations
Discriminator Loss = -1.59633207321
Generator_Loss: -30.2767486572
64
After 20 iterations
Discriminator Loss = -1.57453489304
Generator_Loss: -14.8671274185
65
After 20 iterations
Discriminator Loss = -1.62249207497
Generator_Loss: -13.0850124359
66
After 20 iterations
Discriminator Loss = -1.53066313267
Generator_Loss: 1.65108633041
67
After 20 iterations
Discriminator Loss = -1.65024912357
Generator_Loss: -7.48266506195
68
After 20 iterations
Discriminator Loss = -1.9273160696
Generator_Loss: -21.2506942749
69
After 20 iterations
Discriminator Loss = -2.18988704681
Generator_Loss: -11.6074752808
70
After 20 iterations
Discriminator Loss = -1.76098978519
Generator_Loss: -16.2804489136
71
After 20 iterations
Discriminator Loss = -1.45005881786
Generator_Loss: -12.510011673
72
After 20 iterations
Discriminator Loss = -1.31213057041
Generator_Loss: 12.7108516693
73
After 20 iterations
Discriminator Loss = -1.55097103119
Generator_Loss: 7.16769838333
74
After 20 iterations
Discriminator Loss = -1.54150831699
Generator_Loss: -10.9744052887
75
Level #0 Epoch #2 Batch #75
After 20 iterations
Discriminator Loss = -2.17081570625
Generator_Loss: -19.4930763245
76
After 20 iterations
Discriminator Loss = -1.59499275684
Generator_Loss: -30.4345626831
77
After 20 iterations
Discriminator Loss = -1.66932559013
Generator_Loss: -4.57525444031
78
After 20 iterations
Discriminator Loss = -2.14938235283
Generator_Loss: 6.68295717239
79
After 20 iterations
Discriminator Loss = -1.61571717262
Generator_Loss: 2.0569589138
80
After 20 iterations
Discriminator Loss = -1.57144474983
Generator_Loss: -13.6608848572
81
After 20 iterations
Discriminator Loss = -1.9885802269
Generator_Loss: -18.2116508484
82
After 20 iterations
Discriminator Loss = -2.31965827942
Generator_Loss: 6.57223176956
83
After 20 iterations
Discriminator Loss = -2.26632761955
Generator_Loss: 19.1030349731
84
After 20 iterations
Discriminator Loss = -2.12700343132
Generator_Loss: -19.1242923737
85
After 20 iterations
Discriminator Loss = -1.60914134979
Generator_Loss: 0.56719326973
86
After 20 iterations
Discriminator Loss = -1.75555896759
Generator_Loss: -7.5973443985
87
After 20 iterations
Discriminator Loss = -1.41504371166
Generator_Loss: 7.09368419647
88
After 20 iterations
Discriminator Loss = -1.66429424286
Generator_Loss: -24.7818775177
89
After 20 iterations
Discriminator Loss = -1.9469332695
Generator_Loss: -10.3843412399
90
After 20 iterations
Discriminator Loss = -1.90082299709
Generator_Loss: -12.1147127151
91
After 20 iterations
Discriminator Loss = -1.52769887447
Generator_Loss: -17.7900104523
92
After 20 iterations
Discriminator Loss = -2.18196296692
Generator_Loss: -19.4813785553
93
After 20 iterations
Discriminator Loss = -1.68589055538
Generator_Loss: -19.8096103668
94
After 20 iterations
Discriminator Loss = -1.9843378067
Generator_Loss: -30.3455314636
95
After 20 iterations
Discriminator Loss = -2.45259308815
Generator_Loss: 21.0591869354
96
After 20 iterations
Discriminator Loss = -1.65748810768
Generator_Loss: 4.27453756332
97
After 20 iterations
Discriminator Loss = -1.64670920372
Generator_Loss: 19.1673297882
98
After 20 iterations
Discriminator Loss = -1.53760707378
Generator_Loss: -6.45682764053
99
After 20 iterations
Discriminator Loss = -2.857619524
Generator_Loss: 22.9182815552
100
Level #0 Epoch #2 Batch #100
After 20 iterations
Discriminator Loss = -1.82854509354
Generator_Loss: 5.08883523941
101
After 20 iterations
Discriminator Loss = -2.98001408577
Generator_Loss: 19.9723453522
102
After 20 iterations
Discriminator Loss = -1.77916145325
Generator_Loss: -23.3215236664
103
After 20 iterations
Discriminator Loss = -1.62330651283
Generator_Loss: -21.3958015442
104
After 20 iterations
Discriminator Loss = -1.78783535957
Generator_Loss: 1.55694377422
105
After 20 iterations
Discriminator Loss = -1.31353032589
Generator_Loss: 6.17969036102
106
After 20 iterations
Discriminator Loss = -2.27849245071
Generator_Loss: 14.2763986588
107
After 20 iterations
Discriminator Loss = -2.89714002609
Generator_Loss: 16.9035987854
108
After 20 iterations
Discriminator Loss = -1.5416405201
Generator_Loss: 10.547709465
109
After 20 iterations
Discriminator Loss = -2.26344060898
Generator_Loss: -14.5449705124
110
After 20 iterations
Discriminator Loss = -2.56316447258
Generator_Loss: -15.3687953949
111
After 20 iterations
Discriminator Loss = -1.44477069378
Generator_Loss: -13.2902584076
112
After 20 iterations
Discriminator Loss = -1.35893619061
Generator_Loss: -10.8341827393
113
After 20 iterations
Discriminator Loss = -2.81038141251
Generator_Loss: -8.59771060944
114
After 20 iterations
Discriminator Loss = -1.82990586758
Generator_Loss: -33.0684051514
115
After 20 iterations
Discriminator Loss = -1.67749714851
Generator_Loss: 18.3618526459
116
After 20 iterations
Discriminator Loss = -2.41954159737
Generator_Loss: -23.1394729614
117
After 20 iterations
Discriminator Loss = -1.56085288525
Generator_Loss: -7.5086145401
118
After 20 iterations
Discriminator Loss = -1.51547837257
Generator_Loss: 16.1971073151
119
After 20 iterations
Discriminator Loss = -1.83055496216
Generator_Loss: -20.776802063
120
After 20 iterations
Discriminator Loss = -2.56478381157
Generator_Loss: -4.36790132523
121
After 20 iterations
Discriminator Loss = -1.30238127708
Generator_Loss: -4.5019698143
122
After 20 iterations
Discriminator Loss = -1.76905715466
Generator_Loss: 5.13251638412
123
After 20 iterations
Discriminator Loss = -2.06480288506
Generator_Loss: -21.8517971039
124
After 20 iterations
Discriminator Loss = -1.90681040287
Generator_Loss: -1.54885721207
125
Level #0 Epoch #2 Batch #125
After 20 iterations
Discriminator Loss = -2.82531309128
Generator_Loss: 13.7092027664
126
After 20 iterations
Discriminator Loss = -1.56059098244
Generator_Loss: 12.625793457
127
After 20 iterations
Discriminator Loss = -1.9103000164
Generator_Loss: -22.5443325043
128
After 20 iterations
Discriminator Loss = -1.52880144119
Generator_Loss: -15.0353460312
129
After 20 iterations
Discriminator Loss = -1.66943836212
Generator_Loss: -9.70736217499
130
After 20 iterations
Discriminator Loss = -1.85583770275
Generator_Loss: -22.6915721893
131
After 20 iterations
Discriminator Loss = -1.74951732159
Generator_Loss: -16.5262336731
132
After 20 iterations
Discriminator Loss = -2.22644901276
Generator_Loss: 7.03754663467
133
After 20 iterations
Discriminator Loss = -1.76864361763
Generator_Loss: 14.6250905991
134
After 20 iterations
Discriminator Loss = -1.65206921101
Generator_Loss: 9.08511447906
135
After 20 iterations
Discriminator Loss = -1.60763800144
Generator_Loss: 18.7788085938
136
After 20 iterations
Discriminator Loss = -2.18090486526
Generator_Loss: -14.4626379013
137
After 20 iterations
Discriminator Loss = -1.78591883183
Generator_Loss: -29.7263259888
138
After 20 iterations
Discriminator Loss = -2.0167658329
Generator_Loss: -16.5977840424
139
After 20 iterations
Discriminator Loss = -1.8998748064
Generator_Loss: 15.3736486435
140
After 20 iterations
Discriminator Loss = -1.37734162807
Generator_Loss: 10.7531309128
141
After 20 iterations
Discriminator Loss = -1.77793848515
Generator_Loss: -31.9641914368
142
After 20 iterations
Discriminator Loss = -1.5352897644
Generator_Loss: 9.0816488266
143
After 20 iterations
Discriminator Loss = -2.43317461014
Generator_Loss: -10.1982460022
144
After 20 iterations
Discriminator Loss = -2.19642233849
Generator_Loss: 17.8819141388
145
After 20 iterations
Discriminator Loss = -1.71224403381
Generator_Loss: 2.66770982742
146
After 20 iterations
Discriminator Loss = -1.57405328751
Generator_Loss: 4.87754058838
147
After 20 iterations
Discriminator Loss = -1.73063516617
Generator_Loss: -0.974731087685
148
After 20 iterations
Discriminator Loss = -2.28855490685
Generator_Loss: -6.99923658371
149
After 20 iterations
Discriminator Loss = -1.40824747086
Generator_Loss: -17.9644317627
150
Level #0 Epoch #2 Batch #150
After 20 iterations
Discriminator Loss = -2.33562016487
Generator_Loss: -8.66069030762
151
After 20 iterations
Discriminator Loss = -1.56739914417
Generator_Loss: -4.51691579819
152
After 20 iterations
Discriminator Loss = -1.63290202618
Generator_Loss: -5.24406957626
153
After 20 iterations
Discriminator Loss = -1.88780295849
Generator_Loss: 13.7884283066
154
After 20 iterations
Discriminator Loss = -2.62857103348
Generator_Loss: -1.43551945686
155
After 20 iterations
Discriminator Loss = -2.04203009605
Generator_Loss: -4.782122612
156
After 20 iterations
Discriminator Loss = -1.47656095028
Generator_Loss: 9.25771808624
157
After 20 iterations
Discriminator Loss = -2.68329405785
Generator_Loss: 23.1509666443
158
After 20 iterations
Discriminator Loss = -1.94441437721
Generator_Loss: -17.9782390594
159
After 20 iterations
Discriminator Loss = -1.80404806137
Generator_Loss: 8.98691082001
160
After 20 iterations
Discriminator Loss = -1.77102601528
Generator_Loss: -25.4325561523
161
After 20 iterations
Discriminator Loss = -1.52058720589
Generator_Loss: -23.2290096283
162
After 20 iterations
Discriminator Loss = -1.53458428383
Generator_Loss: -19.0661640167
163
After 20 iterations
Discriminator Loss = -1.40328514576
Generator_Loss: -21.2701587677
164
After 20 iterations
Discriminator Loss = -1.54713177681
Generator_Loss: 3.06887888908
165
After 20 iterations
Discriminator Loss = -1.5131149292
Generator_Loss: 19.9529590607
166
After 20 iterations
Discriminator Loss = -2.13262891769
Generator_Loss: -16.9404506683
167
After 20 iterations
Discriminator Loss = -1.539249897
Generator_Loss: -12.2972974777
168
After 20 iterations
Discriminator Loss = -1.66060781479
Generator_Loss: -20.3017311096
169
After 20 iterations
Discriminator Loss = -1.67356324196
Generator_Loss: -25.8426952362
170
After 20 iterations
Discriminator Loss = -1.50825190544
Generator_Loss: -7.95135450363
171
After 20 iterations
Discriminator Loss = -2.24018359184
Generator_Loss: -19.1464176178
172
After 20 iterations
Discriminator Loss = -2.04708552361
Generator_Loss: 3.55393123627
173
After 20 iterations
Discriminator Loss = -1.48789453506
Generator_Loss: 7.80488634109
174
After 20 iterations
Discriminator Loss = -1.7053437233
Generator_Loss: -24.5059871674
175
Level #0 Epoch #2 Batch #175
After 20 iterations
Discriminator Loss = -2.34809827805
Generator_Loss: -6.61206102371
176
After 20 iterations
Discriminator Loss = -1.58792829514
Generator_Loss: 2.46446204185
177
After 20 iterations
Discriminator Loss = -1.70422697067
Generator_Loss: 18.1742324829
178
After 20 iterations
Discriminator Loss = -1.63718938828
Generator_Loss: 11.0669898987
179
After 20 iterations
Discriminator Loss = -1.91334033012
Generator_Loss: -23.6615104675
180
After 20 iterations
Discriminator Loss = -1.4702436924
Generator_Loss: -21.2021865845
181
After 20 iterations
Discriminator Loss = -1.33442533016
Generator_Loss: -20.1207408905
182
After 20 iterations
Discriminator Loss = -1.86730265617
Generator_Loss: 22.3332710266
183
After 20 iterations
Discriminator Loss = -1.42357313633
Generator_Loss: 4.66975641251
184
After 20 iterations
Discriminator Loss = -1.89936816692
Generator_Loss: -1.5163974762
185
After 20 iterations
Discriminator Loss = -1.495454669
Generator_Loss: 7.22495079041
186
After 20 iterations
Discriminator Loss = -1.76550889015
Generator_Loss: 27.7057857513
187
After 20 iterations
Discriminator Loss = -2.60777831078
Generator_Loss: 22.855014801
188
After 20 iterations
Discriminator Loss = -1.32736468315
Generator_Loss: 6.36443948746
189
After 20 iterations
Discriminator Loss = -2.43847894669
Generator_Loss: -34.2896347046
190
After 20 iterations
Discriminator Loss = -1.51481389999
Generator_Loss: -7.98772335052
191
After 20 iterations
Discriminator Loss = -2.06194639206
Generator_Loss: 5.06937789917
192
After 20 iterations
Discriminator Loss = -2.15967988968
Generator_Loss: -20.0334587097
193
After 20 iterations
Discriminator Loss = -1.68474209309
Generator_Loss: -12.4613828659
194
After 20 iterations
Discriminator Loss = -1.55056655407
Generator_Loss: -17.081079483
195
After 20 iterations
Discriminator Loss = -2.12576675415
Generator_Loss: 24.9872570038
196
After 20 iterations
Discriminator Loss = -1.77844667435
Generator_Loss: -30.134683609
197
After 20 iterations
Discriminator Loss = -2.91552519798
Generator_Loss: 18.5995597839
198
After 20 iterations
Discriminator Loss = -1.7661331892
Generator_Loss: -11.6425552368
199
After 20 iterations
Discriminator Loss = -1.6701990366
Generator_Loss: -0.277286112309
200
Level #0 Epoch #2 Batch #200
After 20 iterations
Discriminator Loss = -2.2034676075
Generator_Loss: 9.40151691437
201
After 20 iterations
Discriminator Loss = -1.80114209652
Generator_Loss: -8.53328990936
202
After 20 iterations
Discriminator Loss = -1.68202865124
Generator_Loss: 19.0924434662
203
After 20 iterations
Discriminator Loss = -1.56112015247
Generator_Loss: -18.8433456421
204
After 20 iterations
Discriminator Loss = -1.94182467461
Generator_Loss: -32.3214073181
205
After 20 iterations
Discriminator Loss = -1.54285168648
Generator_Loss: -11.7979221344
206
After 20 iterations
Discriminator Loss = -1.80591833591
Generator_Loss: 17.4156532288
207
After 20 iterations
Discriminator Loss = -1.52717804909
Generator_Loss: 9.7986497879
208
After 20 iterations
Discriminator Loss = -1.45952820778
Generator_Loss: -4.00263404846
209
After 20 iterations
Discriminator Loss = -2.25380706787
Generator_Loss: 17.7057971954
210
After 20 iterations
Discriminator Loss = -2.73283886909
Generator_Loss: -26.9317817688
211
After 20 iterations
Discriminator Loss = -1.90463376045
Generator_Loss: -0.349208056927
212
After 20 iterations
Discriminator Loss = -2.10123062134
Generator_Loss: 20.9073219299
213
After 20 iterations
Discriminator Loss = -3.09003734589
Generator_Loss: -13.2762899399
214
After 20 iterations
Discriminator Loss = -1.42066955566
Generator_Loss: 7.4289894104
215
After 20 iterations
Discriminator Loss = -1.40953159332
Generator_Loss: -6.77540063858
216
After 20 iterations
Discriminator Loss = -2.79250979424
Generator_Loss: -11.3047637939
217
After 20 iterations
Discriminator Loss = -1.15438699722
Generator_Loss: -5.61226987839
218
After 20 iterations
Discriminator Loss = -2.30265617371
Generator_Loss: -22.3071231842
219
After 20 iterations
Discriminator Loss = -1.79655408859
Generator_Loss: -0.619128227234
220
After 20 iterations
Discriminator Loss = -2.7117831707
Generator_Loss: -24.209438324
221
After 20 iterations
Discriminator Loss = -1.32903826237
Generator_Loss: -23.1692123413
222
After 20 iterations
Discriminator Loss = -2.91114878654
Generator_Loss: 1.60748565197
223
After 20 iterations
Discriminator Loss = -1.85801589489
Generator_Loss: -11.1660785675
224
After 20 iterations
Discriminator Loss = -1.65370857716
Generator_Loss: -5.29058694839
225
Level #0 Epoch #2 Batch #225
After 20 iterations
Discriminator Loss = -2.73091840744
Generator_Loss: 21.6639232635
226
After 20 iterations
Discriminator Loss = -1.21970415115
Generator_Loss: 13.3926391602
227
After 20 iterations
Discriminator Loss = -1.70675456524
Generator_Loss: 15.6429672241
228
After 20 iterations
Discriminator Loss = -1.59509754181
Generator_Loss: -1.52585375309
229
After 20 iterations
Discriminator Loss = -2.12211823463
Generator_Loss: 0.0366279110312
230
After 20 iterations
Discriminator Loss = -1.41353201866
Generator_Loss: 1.70929574966
231
After 20 iterations
Discriminator Loss = -1.85603034496
Generator_Loss: -10.9470777512
232
After 20 iterations
Discriminator Loss = -1.34226286411
Generator_Loss: -2.78002810478
233
After 20 iterations
Discriminator Loss = -2.06444215775
Generator_Loss: -8.99902057648
234
After 20 iterations
Discriminator Loss = -1.30826294422
Generator_Loss: 13.9472866058
235
After 20 iterations
Discriminator Loss = -1.8861322403
Generator_Loss: 7.99797725677
236
After 20 iterations
Discriminator Loss = -1.71706926823
Generator_Loss: -20.602104187
237
After 20 iterations
Discriminator Loss = -1.683177948
Generator_Loss: 4.15938520432
238
After 20 iterations
Discriminator Loss = -1.81085729599
Generator_Loss: 8.07813644409
239
After 20 iterations
Discriminator Loss = -1.74704635143
Generator_Loss: 13.1725168228
240
After 20 iterations
Discriminator Loss = -1.62279343605
Generator_Loss: -25.7886943817
241
After 20 iterations
Discriminator Loss = -1.45717585087
Generator_Loss: -0.135837927461
242
After 20 iterations
Discriminator Loss = -1.74860429764
Generator_Loss: -2.84244632721
243
After 20 iterations
Discriminator Loss = -1.53349924088
Generator_Loss: -28.9121723175
244
After 20 iterations
Discriminator Loss = -1.41373705864
Generator_Loss: -13.4147968292
245
After 20 iterations
Discriminator Loss = -2.20308113098
Generator_Loss: -4.48000574112
246
After 20 iterations
Discriminator Loss = -1.36921346188
Generator_Loss: -6.11269712448
247
After 20 iterations
Discriminator Loss = -1.36120188236
Generator_Loss: -3.84254717827
248
After 20 iterations
Discriminator Loss = -1.61253154278
Generator_Loss: 3.06715989113
249
After 20 iterations
Discriminator Loss = -2.56366991997
Generator_Loss: -2.1466422081
250
Level #0 Epoch #2 Batch #250
After 20 iterations
Discriminator Loss = -1.52801334858
Generator_Loss: 14.8465690613
251
After 20 iterations
Discriminator Loss = -2.25370168686
Generator_Loss: 8.63324356079
252
After 20 iterations
Discriminator Loss = -3.3765642643
Generator_Loss: 21.4815387726
253
After 20 iterations
Discriminator Loss = -1.72039103508
Generator_Loss: 13.2807359695
254
After 20 iterations
Discriminator Loss = -1.64395797253
Generator_Loss: -14.0702342987
255
After 20 iterations
Discriminator Loss = -1.83810961246
Generator_Loss: 14.7171821594
256
After 20 iterations
Discriminator Loss = -1.95517170429
Generator_Loss: -11.6899499893
257
After 20 iterations
Discriminator Loss = -1.45692741871
Generator_Loss: -6.30333280563
258
After 20 iterations
Discriminator Loss = -1.24591684341
Generator_Loss: -32.0742530823
259
After 20 iterations
Discriminator Loss = -1.77527427673
Generator_Loss: -16.9194564819
260
After 20 iterations
Discriminator Loss = -2.31344914436
Generator_Loss: -10.6623315811
261
After 20 iterations
Discriminator Loss = -1.46678996086
Generator_Loss: -10.5216026306
262
After 20 iterations
Discriminator Loss = -1.58248269558
Generator_Loss: -5.45146083832
263
After 20 iterations
Discriminator Loss = -1.25497794151
Generator_Loss: 1.54328227043
264
After 20 iterations
Discriminator Loss = -1.86638760567
Generator_Loss: -0.229307278991
265
After 20 iterations
Discriminator Loss = -1.78729355335
Generator_Loss: -11.4035549164
266
After 20 iterations
Discriminator Loss = -2.08789277077
Generator_Loss: 16.2178058624
267
After 20 iterations
Discriminator Loss = -1.93211627007
Generator_Loss: 14.8671426773
268
After 20 iterations
Discriminator Loss = -3.04375720024
Generator_Loss: 18.8992099762
269
After 20 iterations
Discriminator Loss = -1.6692237854
Generator_Loss: -1.91684675217
270
After 20 iterations
Discriminator Loss = -2.7229590416
Generator_Loss: -10.0514307022
271
After 20 iterations
Discriminator Loss = -1.57666885853
Generator_Loss: 0.855301976204
272
After 20 iterations
Discriminator Loss = -1.38617134094
Generator_Loss: -15.3659858704
273
After 20 iterations
Discriminator Loss = -2.06904363632
Generator_Loss: -6.51655006409
274
After 20 iterations
Discriminator Loss = -1.22219502926
Generator_Loss: 3.982452631
275
Level #0 Epoch #2 Batch #275
After 20 iterations
Discriminator Loss = -1.18433856964
Generator_Loss: -8.12423229218
276
After 20 iterations
Discriminator Loss = -1.92724895477
Generator_Loss: -4.74510717392
277
After 20 iterations
Discriminator Loss = -1.55670511723
Generator_Loss: -24.7467784882
278
After 20 iterations
Discriminator Loss = -1.41254723072
Generator_Loss: 6.18176746368
279
After 20 iterations
Discriminator Loss = -1.80075609684
Generator_Loss: 3.66630458832
280
After 20 iterations
Discriminator Loss = -1.66251087189
Generator_Loss: 2.59987401962
281
After 20 iterations
Discriminator Loss = -1.46572268009
Generator_Loss: 1.08243334293
282
After 20 iterations
Discriminator Loss = -1.85642838478
Generator_Loss: -19.7200660706
283
After 20 iterations
Discriminator Loss = -1.79435670376
Generator_Loss: -12.5170879364
284
After 20 iterations
Discriminator Loss = -1.48633217812
Generator_Loss: 7.98600578308
285
After 20 iterations
Discriminator Loss = -1.50678920746
Generator_Loss: 10.570186615
286
After 20 iterations
Discriminator Loss = -2.69558143616
Generator_Loss: -30.9040470123
287
After 20 iterations
Discriminator Loss = -1.49508810043
Generator_Loss: -9.90160942078
288
After 20 iterations
Discriminator Loss = -1.09893977642
Generator_Loss: -18.6346740723
289
After 20 iterations
Discriminator Loss = -1.78360676765
Generator_Loss: 6.3926820755
290
After 20 iterations
Discriminator Loss = -2.37079071999
Generator_Loss: -14.8405990601
291
After 20 iterations
Discriminator Loss = -1.70555436611
Generator_Loss: -4.19375753403
292
After 20 iterations
Discriminator Loss = -1.33067798615
Generator_Loss: -3.77164316177
293
After 20 iterations
Discriminator Loss = -1.88525545597
Generator_Loss: 0.456497341394
294
After 20 iterations
Discriminator Loss = -2.45342421532
Generator_Loss: -27.7598419189
295
After 20 iterations
Discriminator Loss = -2.54878044128
Generator_Loss: -15.6931219101
296
After 20 iterations
Discriminator Loss = -2.15616106987
Generator_Loss: 12.4053230286
297
After 20 iterations
Discriminator Loss = -1.35926556587
Generator_Loss: -12.2011795044
298
After 20 iterations
Discriminator Loss = -1.654078722
Generator_Loss: -1.35469329357
299
After 20 iterations
Discriminator Loss = -2.11717677116
Generator_Loss: -2.57671499252
300
Level #0 Epoch #2 Batch #300
After 20 iterations
Discriminator Loss = -1.66636621952
Generator_Loss: 19.3898887634
301
After 20 iterations
Discriminator Loss = -2.3062813282
Generator_Loss: 21.3801670074
302
After 20 iterations
Discriminator Loss = -1.87213301659
Generator_Loss: 6.60486364365
303
After 20 iterations
Discriminator Loss = -1.50758254528
Generator_Loss: -18.7810726166
304
After 20 iterations
Discriminator Loss = -1.73646783829
Generator_Loss: -10.5317554474
305
After 20 iterations
Discriminator Loss = -1.45243132114
Generator_Loss: 13.9870615005
306
After 20 iterations
Discriminator Loss = -2.22953271866
Generator_Loss: -33.4123382568
307
After 20 iterations
Discriminator Loss = -1.42060387135
Generator_Loss: -8.98445796967
308
After 20 iterations
Discriminator Loss = -1.51517450809
Generator_Loss: -19.4581680298
309
After 20 iterations
Discriminator Loss = -1.77143740654
Generator_Loss: 16.7420654297
310
After 20 iterations
Discriminator Loss = -2.01987123489
Generator_Loss: 2.00643563271
311
After 20 iterations
Discriminator Loss = -2.07508802414
Generator_Loss: 16.4954376221
312
After 20 iterations
Discriminator Loss = -2.26901745796
Generator_Loss: 16.5310840607
313
After 20 iterations
Discriminator Loss = -1.41772294044
Generator_Loss: 7.09506130219
314
After 20 iterations
Discriminator Loss = -1.88327097893
Generator_Loss: -0.766559064388
315
After 20 iterations
Discriminator Loss = -1.43551063538
Generator_Loss: -23.9726829529
316
After 20 iterations
Discriminator Loss = -1.54521048069
Generator_Loss: 9.70359230042
317
After 20 iterations
Discriminator Loss = -1.42454648018
Generator_Loss: -16.5385818481
318
After 20 iterations
Discriminator Loss = -1.1756439209
Generator_Loss: -5.22926616669
319
After 20 iterations
Discriminator Loss = -2.11945414543
Generator_Loss: 21.878288269
320
After 20 iterations
Discriminator Loss = -2.49882721901
Generator_Loss: 22.4384860992
321
After 20 iterations
Discriminator Loss = -2.65407466888
Generator_Loss: 7.12300300598
322
After 20 iterations
Discriminator Loss = -1.56347584724
Generator_Loss: 19.2430706024
323
After 20 iterations
Discriminator Loss = -2.88579249382
Generator_Loss: -35.7423667908
324
After 20 iterations
Discriminator Loss = -1.38652193546
Generator_Loss: -9.58513259888
325
Level #0 Epoch #2 Batch #325
After 20 iterations
Discriminator Loss = -2.65035295486
Generator_Loss: 24.1325321198
326
After 20 iterations
Discriminator Loss = -1.77685534954
Generator_Loss: 15.7818899155
327
After 20 iterations
Discriminator Loss = -1.28580141068
Generator_Loss: 3.56033778191
328
After 20 iterations
Discriminator Loss = -2.12028646469
Generator_Loss: -7.3386425972
329
After 20 iterations
Discriminator Loss = -1.1488121748
Generator_Loss: 10.3982067108
330
After 20 iterations
Discriminator Loss = -1.49296891689
Generator_Loss: -9.15911006927
331
After 20 iterations
Discriminator Loss = -1.72591590881
Generator_Loss: -26.1473255157
332
After 20 iterations
Discriminator Loss = -1.83858573437
Generator_Loss: -5.80044269562
333
After 20 iterations
Discriminator Loss = -1.39066803455
Generator_Loss: -6.36653470993
334
After 20 iterations
Discriminator Loss = -1.8704277277
Generator_Loss: -17.2846775055
335
After 20 iterations
Discriminator Loss = -2.10259604454
Generator_Loss: 27.0122356415
336
After 20 iterations
Discriminator Loss = -1.77831709385
Generator_Loss: 7.27461099625
337
After 20 iterations
Discriminator Loss = -1.57924425602
Generator_Loss: 2.16898465157
338
After 20 iterations
Discriminator Loss = -1.47137439251
Generator_Loss: 10.0413675308
339
After 20 iterations
Discriminator Loss = -2.43563508987
Generator_Loss: -25.3943309784
340
After 20 iterations
Discriminator Loss = -2.42874360085
Generator_Loss: -31.3470611572
341
After 20 iterations
Discriminator Loss = -1.92012953758
Generator_Loss: -33.6872558594
342
After 20 iterations
Discriminator Loss = -1.67817234993
Generator_Loss: -1.7585324049
343
After 20 iterations
Discriminator Loss = -1.74682474136
Generator_Loss: -8.75282859802
344
After 20 iterations
Discriminator Loss = -1.90753245354
Generator_Loss: 8.61011886597
345
After 20 iterations
Discriminator Loss = -1.48259985447
Generator_Loss: 2.47226786613
346
After 20 iterations
Discriminator Loss = -1.67941820621
Generator_Loss: 21.7942504883
347
After 20 iterations
Discriminator Loss = -1.80369389057
Generator_Loss: 2.10374593735
348
After 20 iterations
Discriminator Loss = -1.27672588825
Generator_Loss: 10.2580490112
349
After 20 iterations
Discriminator Loss = -1.68207550049
Generator_Loss: 16.2707824707
350
Level #0 Epoch #2 Batch #350
After 20 iterations
Discriminator Loss = -1.4551705122
Generator_Loss: -21.8584442139
351
After 20 iterations
Discriminator Loss = -1.62680768967
Generator_Loss: 1.87753629684
352
After 20 iterations
Discriminator Loss = -1.46229445934
Generator_Loss: -5.11029148102
353
After 20 iterations
Discriminator Loss = -2.3208463192
Generator_Loss: -1.39817631245
354
After 20 iterations
Discriminator Loss = -1.76438784599
Generator_Loss: -17.1980190277
355
After 20 iterations
Discriminator Loss = -1.9771541357
Generator_Loss: 16.5271968842
356
After 20 iterations
Discriminator Loss = -2.05824995041
Generator_Loss: -17.9582557678
357
After 20 iterations
Discriminator Loss = -2.63105964661
Generator_Loss: 26.3609905243
358
After 20 iterations
Discriminator Loss = -2.10564351082
Generator_Loss: 10.4248409271
359
After 20 iterations
Discriminator Loss = -1.54886484146
Generator_Loss: 5.349858284
360
After 20 iterations
Discriminator Loss = -1.63433885574
Generator_Loss: -4.95845222473
361
After 20 iterations
Discriminator Loss = -1.3602668047
Generator_Loss: -16.9974575043
362
After 20 iterations
Discriminator Loss = -1.72623705864
Generator_Loss: 2.21862959862
363
After 20 iterations
Discriminator Loss = -2.44177722931
Generator_Loss: -11.6598558426
364
After 20 iterations
Discriminator Loss = -1.35746872425
Generator_Loss: -4.27930307388
365
After 20 iterations
Discriminator Loss = -1.80179286003
Generator_Loss: 22.2185535431
366
After 20 iterations
Discriminator Loss = -1.59346592426
Generator_Loss: 9.10293960571
367
After 20 iterations
Discriminator Loss = -1.66182494164
Generator_Loss: -4.1777586937
368
After 20 iterations
Discriminator Loss = -1.76565825939
Generator_Loss: -1.53081655502
369
After 20 iterations
Discriminator Loss = -1.93345046043
Generator_Loss: -18.409116745
370
After 20 iterations
Discriminator Loss = -1.36690843105
Generator_Loss: -13.1353349686
371
After 20 iterations
Discriminator Loss = -1.53165304661
Generator_Loss: -5.35713100433
372
After 20 iterations
Discriminator Loss = -1.8687813282
Generator_Loss: -11.1391420364
373
After 20 iterations
Discriminator Loss = -2.06799721718
Generator_Loss: -14.4463567734
374
After 20 iterations
Discriminator Loss = -1.46698486805
Generator_Loss: -16.0626907349
375
Level #0 Epoch #2 Batch #375
After 20 iterations
Discriminator Loss = -1.57544636726
Generator_Loss: -13.6578111649
376
After 20 iterations
Discriminator Loss = -1.39560329914
Generator_Loss: 13.6870718002
377
After 20 iterations
Discriminator Loss = -2.12731480598
Generator_Loss: 14.0450925827
378
After 20 iterations
Discriminator Loss = -1.96423447132
Generator_Loss: -29.1019668579
379
After 20 iterations
Discriminator Loss = -2.08510756493
Generator_Loss: 20.005241394
380
After 20 iterations
Discriminator Loss = -1.50368142128
Generator_Loss: 11.1346654892
381
After 20 iterations
Discriminator Loss = -2.16437768936
Generator_Loss: -6.65471124649
382
After 20 iterations
Discriminator Loss = -1.58686923981
Generator_Loss: 0.90448153019
383
After 20 iterations
Discriminator Loss = -1.49503326416
Generator_Loss: -12.3211154938
384
After 20 iterations
Discriminator Loss = -1.79351770878
Generator_Loss: 11.8048210144
385
After 20 iterations
Discriminator Loss = -1.80700409412
Generator_Loss: 11.6283226013
386
After 20 iterations
Discriminator Loss = -2.01756596565
Generator_Loss: -26.1331748962
387
After 20 iterations
Discriminator Loss = -1.38000833988
Generator_Loss: -31.4640655518
388
After 20 iterations
Discriminator Loss = -2.31769061089
Generator_Loss: 18.2065734863
389
After 20 iterations
Discriminator Loss = -1.59121525288
Generator_Loss: 3.81299519539
390
After 20 iterations
Discriminator Loss = -1.2521944046
Generator_Loss: 4.24155807495
391
After 20 iterations
Discriminator Loss = -1.67852854729
Generator_Loss: -11.8401050568
392
After 20 iterations
Discriminator Loss = -1.97677397728
Generator_Loss: -6.23566532135
393
After 20 iterations
Discriminator Loss = -2.15193867683
Generator_Loss: 11.5717525482
394
After 20 iterations
Discriminator Loss = -1.87060987949
Generator_Loss: -26.0432510376
395
After 20 iterations
Discriminator Loss = -1.25096201897
Generator_Loss: -0.23943413794
396
After 20 iterations
Discriminator Loss = -2.13973236084
Generator_Loss: -10.4397115707
397
After 20 iterations
Discriminator Loss = -1.50959646702
Generator_Loss: -6.18412590027
398
After 20 iterations
Discriminator Loss = -1.56678199768
Generator_Loss: -25.0369548798
399
After 20 iterations
Discriminator Loss = -1.99802350998
Generator_Loss: -16.9318904877
400
Level #0 Epoch #2 Batch #400
After 20 iterations
Discriminator Loss = -2.51797556877
Generator_Loss: 2.41031861305
401
After 20 iterations
Discriminator Loss = -1.45510995388
Generator_Loss: 3.61510753632
402
After 20 iterations
Discriminator Loss = -1.93526387215
Generator_Loss: 22.8737716675
403
After 20 iterations
Discriminator Loss = -1.83868169785
Generator_Loss: -11.1483917236
404
After 20 iterations
Discriminator Loss = -1.96835398674
Generator_Loss: 15.9303379059
405
After 20 iterations
Discriminator Loss = -1.34047079086
Generator_Loss: -5.68732309341
406
After 20 iterations
Discriminator Loss = -1.42294001579
Generator_Loss: -11.9370679855
407
After 20 iterations
Discriminator Loss = -2.68887519836
Generator_Loss: 20.3011207581
408
After 20 iterations
Discriminator Loss = -1.37579870224
Generator_Loss: 18.4133682251
409
After 20 iterations
Discriminator Loss = -2.17015552521
Generator_Loss: 14.1173305511
410
After 20 iterations
Discriminator Loss = -1.36074662209
Generator_Loss: -11.3264398575
411
After 20 iterations
Discriminator Loss = -1.69080603123
Generator_Loss: -3.60547232628
412
After 20 iterations
Discriminator Loss = -1.54547607899
Generator_Loss: 9.12075805664
413
After 20 iterations
Discriminator Loss = -1.65490496159
Generator_Loss: -1.03299057484
414
After 20 iterations
Discriminator Loss = -1.70061469078
Generator_Loss: 10.6389503479
415
After 20 iterations
Discriminator Loss = -1.49081230164
Generator_Loss: 7.98895597458
416
After 20 iterations
Discriminator Loss = -1.4644728899
Generator_Loss: 3.63136148453
417
After 20 iterations
Discriminator Loss = -2.29369473457
Generator_Loss: -19.6101112366
418
After 20 iterations
Discriminator Loss = -1.44228088856
Generator_Loss: 2.11571145058
419
After 20 iterations
Discriminator Loss = -2.04406952858
Generator_Loss: 5.39982128143
420
After 20 iterations
Discriminator Loss = -1.79873323441
Generator_Loss: -19.6218280792
421
After 20 iterations
Discriminator Loss = -1.57822048664
Generator_Loss: -11.2928905487
422
After 20 iterations
Discriminator Loss = -1.60103869438
Generator_Loss: 14.6766424179
423
After 20 iterations
Discriminator Loss = -1.41243946552
Generator_Loss: 9.61829471588
424
After 20 iterations
Discriminator Loss = -1.27841460705
Generator_Loss: -12.4513158798
425
Level #0 Epoch #2 Batch #425
After 20 iterations
Discriminator Loss = -2.44126749039
Generator_Loss: 7.19337272644
426
After 20 iterations
Discriminator Loss = -1.28689920902
Generator_Loss: -9.14125347137
427
After 20 iterations
Discriminator Loss = -2.35503315926
Generator_Loss: -29.5307025909
428
After 20 iterations
Discriminator Loss = -1.92759227753
Generator_Loss: 4.56474494934
429
After 20 iterations
Discriminator Loss = -1.79046177864
Generator_Loss: 3.44965100288
430
After 20 iterations
Discriminator Loss = -1.40889847279
Generator_Loss: -3.07460451126
431
After 20 iterations
Discriminator Loss = -1.31652057171
Generator_Loss: -17.281375885
432
After 20 iterations
Discriminator Loss = -1.65883135796
Generator_Loss: -13.1180238724
433
After 20 iterations
Discriminator Loss = -1.39254379272
Generator_Loss: 11.8184175491
434
After 20 iterations
Discriminator Loss = -1.82619857788
Generator_Loss: -12.4235305786
435
After 20 iterations
Discriminator Loss = -1.51817142963
Generator_Loss: 7.90890693665
436
After 20 iterations
Discriminator Loss = -1.41071295738
Generator_Loss: -1.19785869122
437
After 20 iterations
Discriminator Loss = -2.06055951118
Generator_Loss: -18.6930160522
438
After 20 iterations
Discriminator Loss = -1.66177606583
Generator_Loss: 5.28755187988
439
After 20 iterations
Discriminator Loss = -1.67456388474
Generator_Loss: 1.97502923012
440
After 20 iterations
Discriminator Loss = -1.45472979546
Generator_Loss: -11.2893819809
441
After 20 iterations
Discriminator Loss = -1.14204704762
Generator_Loss: -12.111333847
442
After 20 iterations
Discriminator Loss = -1.82146692276
Generator_Loss: 6.32318878174
443
After 20 iterations
Discriminator Loss = -2.44697737694
Generator_Loss: -0.025587502867
444
After 20 iterations
Discriminator Loss = -2.2079410553
Generator_Loss: -21.1846427917
445
After 20 iterations
Discriminator Loss = -1.46134150028
Generator_Loss: -25.4015159607
446
After 20 iterations
Discriminator Loss = -1.46389377117
Generator_Loss: -2.01740407944
447
After 20 iterations
Discriminator Loss = -2.05214476585
Generator_Loss: -16.4230365753
448
After 20 iterations
Discriminator Loss = -1.42858600616
Generator_Loss: -5.61892652512
449
After 20 iterations
Discriminator Loss = -2.06342101097
Generator_Loss: 2.51287221909
450
Level #0 Epoch #2 Batch #450
After 20 iterations
Discriminator Loss = -1.59378492832
Generator_Loss: -8.67978572845
451
After 20 iterations
Discriminator Loss = -1.3952422142
Generator_Loss: -8.05098724365
452
After 20 iterations
Discriminator Loss = -1.57572126389
Generator_Loss: 2.54717898369
453
After 20 iterations
Discriminator Loss = -1.57143461704
Generator_Loss: 6.4986615181
454
After 20 iterations
Discriminator Loss = -1.63298785686
Generator_Loss: -15.3444776535
455
After 20 iterations
Discriminator Loss = -2.07702970505
Generator_Loss: 5.62535142899
456
After 20 iterations
Discriminator Loss = -2.23587942123
Generator_Loss: -16.5466747284
457
After 20 iterations
Discriminator Loss = -1.63316059113
Generator_Loss: 19.5889492035
458
After 20 iterations
Discriminator Loss = -1.46092092991
Generator_Loss: 3.57901525497
459
After 20 iterations
Discriminator Loss = -1.52218365669
Generator_Loss: -3.65338420868
460
After 20 iterations
Discriminator Loss = -1.86291837692
Generator_Loss: -25.2240657806
461
After 20 iterations
Discriminator Loss = -1.71736991405
Generator_Loss: -4.51626825333
462
After 20 iterations
Discriminator Loss = -2.06978917122
Generator_Loss: -36.0551986694
463
After 20 iterations
Discriminator Loss = -1.30023884773
Generator_Loss: -8.75815582275
464
After 20 iterations
Discriminator Loss = -1.46418273449
Generator_Loss: 21.3363609314
465
After 20 iterations
Discriminator Loss = -1.72739934921
Generator_Loss: -1.30338251591
466
After 20 iterations
Discriminator Loss = -1.56736254692
Generator_Loss: -29.8783340454
467
After 20 iterations
Discriminator Loss = -2.39658784866
Generator_Loss: -6.11455011368
468
After 20 iterations
Discriminator Loss = -1.67471528053
Generator_Loss: 12.9651565552
469
After 20 iterations
Discriminator Loss = -1.62615895271
Generator_Loss: 6.71064710617
470
After 20 iterations
Discriminator Loss = -1.48457753658
Generator_Loss: -1.12307095528
471
After 20 iterations
Discriminator Loss = -1.36853682995
Generator_Loss: 14.7565288544
472
After 20 iterations
Discriminator Loss = -1.4894926548
Generator_Loss: -1.18248689175
473
After 20 iterations
Discriminator Loss = -1.65623092651
Generator_Loss: -15.9442243576
474
After 20 iterations
Discriminator Loss = -1.87661218643
Generator_Loss: 24.4486923218
475
Level #0 Epoch #2 Batch #475
After 20 iterations
Discriminator Loss = -1.33330500126
Generator_Loss: -10.1854324341
476
After 20 iterations
Discriminator Loss = -2.20553994179
Generator_Loss: -6.66959619522
477
After 20 iterations
Discriminator Loss = -1.42173218727
Generator_Loss: -5.67994642258
478
After 20 iterations
Discriminator Loss = -1.41844010353
Generator_Loss: -0.203651055694
479
After 20 iterations
Discriminator Loss = -2.47529530525
Generator_Loss: -3.42688298225
480
After 20 iterations
Discriminator Loss = -1.73020088673
Generator_Loss: -14.723200798
481
After 20 iterations
Discriminator Loss = -2.49278450012
Generator_Loss: 17.2724761963
482
After 20 iterations
Discriminator Loss = -1.51823973656
Generator_Loss: 10.8958053589
483
After 20 iterations
Discriminator Loss = -1.56238687038
Generator_Loss: -22.5978565216
484
After 20 iterations
Discriminator Loss = -1.26621496677
Generator_Loss: -9.8719291687
485
After 20 iterations
Discriminator Loss = -2.23186588287
Generator_Loss: 32.4612426758
486
After 20 iterations
Discriminator Loss = -1.7162476778
Generator_Loss: 12.453327179
487
After 20 iterations
Discriminator Loss = -1.74051713943
Generator_Loss: -32.0967826843
488
After 20 iterations
Discriminator Loss = -1.36697137356
Generator_Loss: -22.5821838379
489
After 20 iterations
Discriminator Loss = -2.44569468498
Generator_Loss: -15.6047706604
490
After 20 iterations
Discriminator Loss = -1.36151266098
Generator_Loss: 11.187792778
491
After 20 iterations
Discriminator Loss = -1.82445430756
Generator_Loss: 27.8459720612
492
After 20 iterations
Discriminator Loss = -2.25329041481
Generator_Loss: 18.0623531342
493
After 20 iterations
Discriminator Loss = -1.96235322952
Generator_Loss: -16.2182254791
494
After 20 iterations
Discriminator Loss = -1.80223190784
Generator_Loss: -36.8503417969
495
After 20 iterations
Discriminator Loss = -1.72344768047
Generator_Loss: -31.5281352997
496
After 20 iterations
Discriminator Loss = -1.50590991974
Generator_Loss: 16.5175952911
497
After 20 iterations
Discriminator Loss = -1.94105136395
Generator_Loss: -13.1207427979
498
After 20 iterations
Discriminator Loss = -1.55787312984
Generator_Loss: 8.49195480347
499
After 20 iterations
Discriminator Loss = -1.57234406471
Generator_Loss: 6.6023349762
500
Level #0 Epoch #2 Batch #500
After 20 iterations
Discriminator Loss = -1.45176887512
Generator_Loss: 9.79080677032
501
After 20 iterations
Discriminator Loss = -1.94910633564
Generator_Loss: 10.5465650558
502
After 20 iterations
Discriminator Loss = -1.40947234631
Generator_Loss: -4.12995529175
503
After 20 iterations
Discriminator Loss = -1.47000408173
Generator_Loss: 14.2231988907
504
After 20 iterations
Discriminator Loss = -2.07629585266
Generator_Loss: 6.83845615387
505
After 20 iterations
Discriminator Loss = -1.53106617928
Generator_Loss: -11.8201026917
506
After 20 iterations
Discriminator Loss = -1.76034522057
Generator_Loss: -10.5420751572
507
After 20 iterations
Discriminator Loss = -1.66964173317
Generator_Loss: 6.46302223206
508
After 20 iterations
Discriminator Loss = -1.27408099174
Generator_Loss: -7.62125635147
509
After 20 iterations
Discriminator Loss = -2.17162513733
Generator_Loss: 17.3108863831
510
After 20 iterations
Discriminator Loss = -2.88981962204
Generator_Loss: 14.183385849
511
After 20 iterations
Discriminator Loss = -1.36389267445
Generator_Loss: -13.2938747406
512
After 20 iterations
Discriminator Loss = -1.69339442253
Generator_Loss: -10.2848453522
513
After 20 iterations
Discriminator Loss = -1.57439100742
Generator_Loss: -8.66715526581
514
After 20 iterations
Discriminator Loss = -1.71354305744
Generator_Loss: 2.99150276184
515
After 20 iterations
Discriminator Loss = -1.7384275198
Generator_Loss: 4.18587398529
516
After 20 iterations
Discriminator Loss = -1.71996712685
Generator_Loss: -6.39609050751
517
After 20 iterations
Discriminator Loss = -2.09283471107
Generator_Loss: -33.5442504883
518
After 20 iterations
Discriminator Loss = -2.43862128258
Generator_Loss: -23.403842926
519
After 20 iterations
Discriminator Loss = -2.53678703308
Generator_Loss: -18.1954956055
520
After 20 iterations
Discriminator Loss = -3.56982278824
Generator_Loss: 24.2651252747
521
After 20 iterations
Discriminator Loss = -1.87197577953
Generator_Loss: 13.497838974
522
After 20 iterations
Discriminator Loss = -1.54726159573
Generator_Loss: -6.26697206497
523
After 20 iterations
Discriminator Loss = -1.85709750652
Generator_Loss: 12.8652296066
524
After 20 iterations
Discriminator Loss = -1.92323040962
Generator_Loss: 3.0557923317
525
Level #0 Epoch #2 Batch #525
After 20 iterations
Discriminator Loss = -1.47411441803
Generator_Loss: -7.20075035095
526
After 20 iterations
Discriminator Loss = -1.48720133305
Generator_Loss: -28.4593830109
527
After 20 iterations
Discriminator Loss = -1.24247014523
Generator_Loss: 10.8347082138
528
After 20 iterations
Discriminator Loss = -1.93131649494
Generator_Loss: -18.9563045502
529
After 20 iterations
Discriminator Loss = -2.09706926346
Generator_Loss: 23.6121959686
530
After 20 iterations
Discriminator Loss = -1.67767417431
Generator_Loss: -2.6872048378
531
After 20 iterations
Discriminator Loss = -1.67551934719
Generator_Loss: 7.3052148819
532
After 20 iterations
Discriminator Loss = -1.92121660709
Generator_Loss: 17.8671016693
533
After 20 iterations
Discriminator Loss = -2.02932238579
Generator_Loss: -6.26706838608
534
After 20 iterations
Discriminator Loss = -1.13615870476
Generator_Loss: -18.09034729
535
After 20 iterations
Discriminator Loss = -1.44069433212
Generator_Loss: -20.3447742462
536
After 20 iterations
Discriminator Loss = -1.5121216774
Generator_Loss: 5.80028867722
537
After 20 iterations
Discriminator Loss = -1.53231608868
Generator_Loss: -31.0384101868
538
After 20 iterations
Discriminator Loss = -1.47779142857
Generator_Loss: 1.00768494606
539
After 20 iterations
Discriminator Loss = -1.77006220818
Generator_Loss: -10.2698764801
540
After 20 iterations
Discriminator Loss = -1.31205797195
Generator_Loss: -8.05289077759
541
After 20 iterations
Discriminator Loss = -1.74912369251
Generator_Loss: 10.4714584351
542
After 20 iterations
Discriminator Loss = -2.00171136856
Generator_Loss: -6.36006546021
543
After 20 iterations
Discriminator Loss = -1.84176206589
Generator_Loss: -14.205198288
544
After 20 iterations
Discriminator Loss = -2.38773560524
Generator_Loss: -30.9902839661
545
After 20 iterations
Discriminator Loss = -1.972666502
Generator_Loss: 5.11072492599
546
After 20 iterations
Discriminator Loss = -1.4144037962
Generator_Loss: -5.10635375977
547
After 20 iterations
Discriminator Loss = -1.95486962795
Generator_Loss: -9.65819740295
548
After 20 iterations
Discriminator Loss = -1.75064194202
Generator_Loss: 0.297116875648
549
After 20 iterations
Discriminator Loss = -1.56640255451
Generator_Loss: 20.9560604095
550
Level #0 Epoch #2 Batch #550
After 20 iterations
Discriminator Loss = -1.87612521648
Generator_Loss: -12.9555540085
551
After 20 iterations
Discriminator Loss = -2.57516336441
Generator_Loss: 0.432491928339
552
After 20 iterations
Discriminator Loss = -2.37002062798
Generator_Loss: 24.6625175476
553
After 20 iterations
Discriminator Loss = -1.3549298048
Generator_Loss: 5.30928611755
554
After 20 iterations
Discriminator Loss = -2.20105314255
Generator_Loss: 18.3637733459
555
After 20 iterations
Discriminator Loss = -2.28749442101
Generator_Loss: -35.8190803528
556
After 20 iterations
Discriminator Loss = -1.12632894516
Generator_Loss: 2.96712255478
557
After 20 iterations
Discriminator Loss = -1.52276730537
Generator_Loss: 11.3912296295
558
After 20 iterations
Discriminator Loss = -1.40986776352
Generator_Loss: 4.85966444016
559
After 20 iterations
Discriminator Loss = -2.33592057228
Generator_Loss: -25.9581661224
560
After 20 iterations
Discriminator Loss = -1.4594373703
Generator_Loss: 0.97591149807
561
After 20 iterations
Discriminator Loss = -1.62936532497
Generator_Loss: -15.0183744431
562
After 20 iterations
Discriminator Loss = -1.79871439934
Generator_Loss: -12.6171483994
563
After 20 iterations
Discriminator Loss = -1.16879892349
Generator_Loss: -2.10888791084
564
After 20 iterations
Discriminator Loss = -1.34969055653
Generator_Loss: -10.3810577393
565
After 20 iterations
Discriminator Loss = -1.52957892418
Generator_Loss: 1.05869424343
566
After 20 iterations
Discriminator Loss = -1.52901470661
Generator_Loss: -7.24647855759
567
After 20 iterations
Discriminator Loss = -1.68163907528
Generator_Loss: -34.8186340332
568
After 20 iterations
Discriminator Loss = -1.17636549473
Generator_Loss: 3.76565170288
569
After 20 iterations
Discriminator Loss = -2.21065616608
Generator_Loss: 24.3744773865
570
After 20 iterations
Discriminator Loss = -1.62825012207
Generator_Loss: 17.466501236
571
After 20 iterations
Discriminator Loss = -1.94634008408
Generator_Loss: 0.981243848801
572
After 20 iterations
Discriminator Loss = -2.28502488136
Generator_Loss: -24.2151260376
573
After 20 iterations
Discriminator Loss = -1.87798082829
Generator_Loss: 7.0597653389
574
After 20 iterations
Discriminator Loss = -1.41864430904
Generator_Loss: 2.40077161789
575
Level #0 Epoch #2 Batch #575
After 20 iterations
Discriminator Loss = -1.48796606064
Generator_Loss: 11.4567184448
576
After 20 iterations
Discriminator Loss = -2.39021134377
Generator_Loss: 16.3364524841
577
After 20 iterations
Discriminator Loss = -1.74097597599
Generator_Loss: 15.8365097046
578
After 20 iterations
Discriminator Loss = -1.56387495995
Generator_Loss: 5.52667856216
579
After 20 iterations
Discriminator Loss = -1.59888195992
Generator_Loss: -3.15360593796
580
After 20 iterations
Discriminator Loss = -1.58422768116
Generator_Loss: -5.89991092682
581
After 20 iterations
Discriminator Loss = -1.76465201378
Generator_Loss: -14.7257652283
582
After 20 iterations
Discriminator Loss = -1.29437947273
Generator_Loss: 22.9627895355
583
After 20 iterations
Discriminator Loss = -1.89856636524
Generator_Loss: -13.4451646805
584
After 20 iterations
Discriminator Loss = -2.2530412674
Generator_Loss: 10.3431425095
585
After 20 iterations
Discriminator Loss = -1.71813416481
Generator_Loss: 15.2212581635
586
After 20 iterations
Discriminator Loss = -1.36679828167
Generator_Loss: 10.5850515366
587
After 20 iterations
Discriminator Loss = -1.30977606773
Generator_Loss: 25.8693981171
588
After 20 iterations
Discriminator Loss = -1.56345415115
Generator_Loss: 4.04731798172
589
After 20 iterations
Discriminator Loss = -1.9315071106
Generator_Loss: -8.89418125153
590
After 20 iterations
Discriminator Loss = -1.65853154659
Generator_Loss: -26.9120521545
591
After 20 iterations
Discriminator Loss = -1.85463774204
Generator_Loss: -21.7073574066
592
After 20 iterations
Discriminator Loss = -1.51984727383
Generator_Loss: -7.83374500275
593
After 20 iterations
Discriminator Loss = -2.27984976768
Generator_Loss: 20.5315570831
594
After 20 iterations
Discriminator Loss = -1.84333264828
Generator_Loss: 18.135799408
595
After 20 iterations
Discriminator Loss = -2.43198251724
Generator_Loss: -3.67877650261
596
After 20 iterations
Discriminator Loss = -3.07398223877
Generator_Loss: -34.5754470825
597
After 20 iterations
Discriminator Loss = -1.12342751026
Generator_Loss: -11.4050207138
598
After 20 iterations
Discriminator Loss = -2.98718500137
Generator_Loss: -17.434803009
599
After 20 iterations
Discriminator Loss = -1.8351303339
Generator_Loss: -13.7055225372
600
Level #0 Epoch #2 Batch #600
After 20 iterations
Discriminator Loss = -1.41958284378
Generator_Loss: -17.9631900787
601
After 20 iterations
Discriminator Loss = -1.28422117233
Generator_Loss: 0.647345721722
602
After 20 iterations
Discriminator Loss = -1.44254612923
Generator_Loss: -0.981526017189
603
After 20 iterations
Discriminator Loss = -1.60215258598
Generator_Loss: -6.87108755112
604
After 20 iterations
Discriminator Loss = -1.49604058266
Generator_Loss: 14.5649900436
605
After 20 iterations
Discriminator Loss = -2.70387244225
Generator_Loss: -9.50277709961
606
After 20 iterations
Discriminator Loss = -2.72133398056
Generator_Loss: -0.586453437805
607
After 20 iterations
Discriminator Loss = -2.1310479641
Generator_Loss: 14.6664543152
608
After 20 iterations
Discriminator Loss = -1.65868031979
Generator_Loss: 5.75721359253
609
After 20 iterations
Discriminator Loss = -1.77332162857
Generator_Loss: 2.82118797302
610
After 20 iterations
Discriminator Loss = -1.93753540516
Generator_Loss: 17.7574329376
611
After 20 iterations
Discriminator Loss = -1.16292178631
Generator_Loss: 19.2970638275
612
After 20 iterations
Discriminator Loss = -1.47134566307
Generator_Loss: -4.18238639832
613
After 20 iterations
Discriminator Loss = -1.46581399441
Generator_Loss: -1.43187570572
614
After 20 iterations
Discriminator Loss = -1.40791153908
Generator_Loss: 3.41366410255
615
After 20 iterations
Discriminator Loss = -2.92788124084
Generator_Loss: -0.469473421574
616
After 20 iterations
Discriminator Loss = -2.31609106064
Generator_Loss: 0.630019664764
617
After 20 iterations
Discriminator Loss = -1.61975419521
Generator_Loss: -7.96641540527
618
After 20 iterations
Discriminator Loss = -1.85956728458
Generator_Loss: -0.805127799511
619
After 20 iterations
Discriminator Loss = -1.7652708292
Generator_Loss: 8.98097801208
620
After 20 iterations
Discriminator Loss = -1.47740125656
Generator_Loss: -22.9088363647
621
After 20 iterations
Discriminator Loss = -2.69507050514
Generator_Loss: 11.6686811447
622
After 20 iterations
Discriminator Loss = -1.6683768034
Generator_Loss: 15.2746829987
623
After 20 iterations
Discriminator Loss = -1.66114330292
Generator_Loss: -17.3725547791
624
After 20 iterations
Discriminator Loss = -1.32245445251
Generator_Loss: -27.1219673157
625
Level #0 Epoch #2 Batch #625
After 20 iterations
Discriminator Loss = -1.43801057339
Generator_Loss: -13.8798465729
626
After 20 iterations
Discriminator Loss = -1.5773857832
Generator_Loss: -15.4849824905
627
After 20 iterations
Discriminator Loss = -2.60880374908
Generator_Loss: 7.37755346298
628
After 20 iterations
Discriminator Loss = -2.13993096352
Generator_Loss: -19.8386039734
629
After 20 iterations
Discriminator Loss = -1.25347900391
Generator_Loss: -6.84008073807
630
After 20 iterations
Discriminator Loss = -2.04546046257
Generator_Loss: -32.7698326111
631
After 20 iterations
Discriminator Loss = -1.45924901962
Generator_Loss: 5.16028499603
632
After 20 iterations
Discriminator Loss = -1.74283921719
Generator_Loss: 12.1295642853
633
After 20 iterations
Discriminator Loss = -1.7720220089
Generator_Loss: 25.39777565
634
After 20 iterations
Discriminator Loss = -2.32932496071
Generator_Loss: 2.32138061523
635
After 20 iterations
Discriminator Loss = -1.46293950081
Generator_Loss: -17.1337203979
636
After 20 iterations
Discriminator Loss = -1.98669445515
Generator_Loss: -22.2919120789
637
After 20 iterations
Discriminator Loss = -1.80789518356
Generator_Loss: -27.066904068
638
After 20 iterations
Discriminator Loss = -1.47325527668
Generator_Loss: -3.97624182701
639
After 20 iterations
Discriminator Loss = -1.88890910149
Generator_Loss: -28.9457054138
640
After 20 iterations
Discriminator Loss = -1.48557412624
Generator_Loss: -14.5856933594
641
After 20 iterations
Discriminator Loss = -1.75563454628
Generator_Loss: 9.85417175293
642
After 20 iterations
Discriminator Loss = -2.22726416588
Generator_Loss: -24.2353401184
643
After 20 iterations
Discriminator Loss = -2.23354363441
Generator_Loss: -26.6692295074
644
After 20 iterations
Discriminator Loss = -1.74822068214
Generator_Loss: 18.5565624237
645
After 20 iterations
Discriminator Loss = -1.49811732769
Generator_Loss: 13.8292970657
646
After 20 iterations
Discriminator Loss = -1.82948994637
Generator_Loss: 5.3501958847
647
After 20 iterations
Discriminator Loss = -2.05302524567
Generator_Loss: 8.87674331665
648
After 20 iterations
Discriminator Loss = -1.65589630604
Generator_Loss: 9.10705566406
649
After 20 iterations
Discriminator Loss = -1.53221511841
Generator_Loss: 15.5831670761
650
Level #0 Epoch #2 Batch #650
After 20 iterations
Discriminator Loss = -1.82757592201
Generator_Loss: 20.770154953
651
After 20 iterations
Discriminator Loss = -1.33185780048
Generator_Loss: -12.4582605362
652
After 20 iterations
Discriminator Loss = -2.24145793915
Generator_Loss: -13.8035736084
653
After 20 iterations
Discriminator Loss = -1.74833250046
Generator_Loss: -13.7319841385
654
After 20 iterations
Discriminator Loss = -2.57475662231
Generator_Loss: -8.80889606476
655
After 20 iterations
Discriminator Loss = -1.70490562916
Generator_Loss: -6.9578127861
656
After 20 iterations
Discriminator Loss = -1.40330696106
Generator_Loss: -2.03683185577
657
After 20 iterations
Discriminator Loss = -1.89544153214
Generator_Loss: 1.62196302414
658
After 20 iterations
Discriminator Loss = -1.46531653404
Generator_Loss: 14.8606710434
659
After 20 iterations
Discriminator Loss = -1.26483488083
Generator_Loss: -14.0602235794
660
After 20 iterations
Discriminator Loss = -1.84608387947
Generator_Loss: -34.3926239014
661
After 20 iterations
Discriminator Loss = -1.5165296793
Generator_Loss: -17.5260410309
662
After 20 iterations
Discriminator Loss = -1.22628581524
Generator_Loss: -3.33873295784
663
After 20 iterations
Discriminator Loss = -2.00870037079
Generator_Loss: -17.2491149902
664
After 20 iterations
Discriminator Loss = -1.97604739666
Generator_Loss: 5.27563142776
665
After 20 iterations
Discriminator Loss = -1.81107401848
Generator_Loss: 16.0410614014
666
After 20 iterations
Discriminator Loss = -1.46985077858
Generator_Loss: -3.28998708725
667
After 20 iterations
Discriminator Loss = -1.55545461178
Generator_Loss: 1.09454870224
668
After 20 iterations
Discriminator Loss = -1.34012675285
Generator_Loss: 1.95127403736
669
After 20 iterations
Discriminator Loss = -1.88566803932
Generator_Loss: 10.5470046997
670
After 20 iterations
Discriminator Loss = -1.95102989674
Generator_Loss: 1.83287239075
671
After 20 iterations
Discriminator Loss = -1.54777264595
Generator_Loss: -5.09499692917
672
After 20 iterations
Discriminator Loss = -1.83955836296
Generator_Loss: -15.8703393936
673
After 20 iterations
Discriminator Loss = -1.75374341011
Generator_Loss: -5.55690431595
674
After 20 iterations
Discriminator Loss = -1.25470173359
Generator_Loss: 26.2025756836
675
Level #0 Epoch #2 Batch #675
After 20 iterations
Discriminator Loss = -2.18203997612
Generator_Loss: -17.0528125763
676
After 20 iterations
Discriminator Loss = -1.37668097019
Generator_Loss: 5.02177381516
677
After 20 iterations
Discriminator Loss = -1.63660299778
Generator_Loss: 19.6043510437
678
After 20 iterations
Discriminator Loss = -2.2839744091
Generator_Loss: 25.3122196198
679
After 20 iterations
Discriminator Loss = -1.34843146801
Generator_Loss: -2.28183174133
680
After 20 iterations
Discriminator Loss = -2.24774074554
Generator_Loss: -17.3241004944
681
After 20 iterations
Discriminator Loss = -1.7333958149
Generator_Loss: -24.8743457794
682
After 20 iterations
Discriminator Loss = -1.76614904404
Generator_Loss: -21.7926540375
683
After 20 iterations
Discriminator Loss = -1.32767546177
Generator_Loss: -2.70201420784
684
After 20 iterations
Discriminator Loss = -1.99144220352
Generator_Loss: 1.64750623703
685
After 20 iterations
Discriminator Loss = -1.13035666943
Generator_Loss: -12.4542608261
686
After 20 iterations
Discriminator Loss = -2.41411280632
Generator_Loss: -1.44956052303
687
After 20 iterations
Discriminator Loss = -1.96732139587
Generator_Loss: 12.241941452
688
After 20 iterations
Discriminator Loss = -1.48560905457
Generator_Loss: 10.1436567307
689
After 20 iterations
Discriminator Loss = -1.45918273926
Generator_Loss: -24.1518344879
690
After 20 iterations
Discriminator Loss = -1.7254165411
Generator_Loss: 3.94362545013
691
After 20 iterations
Discriminator Loss = -2.04951524734
Generator_Loss: -9.70519256592
692
After 20 iterations
Discriminator Loss = -2.12422561646
Generator_Loss: 12.3975343704
693
After 20 iterations
Discriminator Loss = -2.02360677719
Generator_Loss: 5.10955715179
694
After 20 iterations
Discriminator Loss = -1.46617162228
Generator_Loss: -9.41552066803
695
After 20 iterations
Discriminator Loss = -1.74936842918
Generator_Loss: 3.01451849937
696
After 20 iterations
Discriminator Loss = -2.77212572098
Generator_Loss: 1.87361693382
697
After 20 iterations
Discriminator Loss = -1.3735101223
Generator_Loss: 10.9930429459
698
After 20 iterations
Discriminator Loss = -1.91294133663
Generator_Loss: 8.51926994324
699
After 20 iterations
Discriminator Loss = -1.69101929665
Generator_Loss: 8.64346218109
700
Level #0 Epoch #2 Batch #700
After 20 iterations
Discriminator Loss = -1.7320536375
Generator_Loss: 16.2670478821
701
After 20 iterations
Discriminator Loss = -1.74162697792
Generator_Loss: -7.16440343857
702
After 20 iterations
Discriminator Loss = -1.4798964262
Generator_Loss: -3.94700193405
703
After 20 iterations
Discriminator Loss = -1.56094110012
Generator_Loss: -22.0521621704
704
After 20 iterations
Discriminator Loss = -1.9389193058
Generator_Loss: -0.567749023438
705
After 20 iterations
Discriminator Loss = -1.10189044476
Generator_Loss: 5.01401853561
706
After 20 iterations
Discriminator Loss = -2.23418498039
Generator_Loss: -27.8928871155
707
After 20 iterations
Discriminator Loss = -2.49874424934
Generator_Loss: -7.18909025192
708
After 20 iterations
Discriminator Loss = -1.960693717
Generator_Loss: -4.99242115021
709
After 20 iterations
Discriminator Loss = -1.27624893188
Generator_Loss: 3.4244954586
710
After 20 iterations
Discriminator Loss = -1.48647296429
Generator_Loss: -2.92392086983
711
After 20 iterations
Discriminator Loss = -1.77086782455
Generator_Loss: -8.77324771881
712
After 20 iterations
Discriminator Loss = -1.49851644039
Generator_Loss: 12.3264560699
713
After 20 iterations
Discriminator Loss = -2.90988063812
Generator_Loss: 25.0255584717
714
After 20 iterations
Discriminator Loss = -1.39641618729
Generator_Loss: -7.73288726807
715
After 20 iterations
Discriminator Loss = -2.54703640938
Generator_Loss: 6.24674320221
716
After 20 iterations
Discriminator Loss = -1.99287128448
Generator_Loss: -0.697675824165
717
After 20 iterations
Discriminator Loss = -1.75660192966
Generator_Loss: -16.1765365601
718
After 20 iterations
Discriminator Loss = -1.56361961365
Generator_Loss: -19.1533889771
719
After 20 iterations
Discriminator Loss = -1.87241506577
Generator_Loss: -1.79216861725
720
After 20 iterations
Discriminator Loss = -2.25806593895
Generator_Loss: -36.8799629211
721
After 20 iterations
Discriminator Loss = -1.43016672134
Generator_Loss: -22.0540504456
722
After 20 iterations
Discriminator Loss = -1.64334344864
Generator_Loss: 14.6894483566
723
After 20 iterations
Discriminator Loss = -1.70733726025
Generator_Loss: -0.952395558357
724
After 20 iterations
Discriminator Loss = -1.47877717018
Generator_Loss: 7.17851257324
725
Level #0 Epoch #2 Batch #725
After 20 iterations
Discriminator Loss = -2.13474678993
Generator_Loss: 4.64960956573
726
After 20 iterations
Discriminator Loss = -1.62296748161
Generator_Loss: -9.55033874512
727
After 20 iterations
Discriminator Loss = -1.73732292652
Generator_Loss: 6.72616815567
728
After 20 iterations
Discriminator Loss = -1.21534836292
Generator_Loss: -24.2737140656
729
After 20 iterations
Discriminator Loss = -1.53907072544
Generator_Loss: 6.93063592911
730
After 20 iterations
Discriminator Loss = -1.95112812519
Generator_Loss: -2.82551646233
731
After 20 iterations
Discriminator Loss = -2.2448143959
Generator_Loss: -13.5217695236
732
After 20 iterations
Discriminator Loss = -1.69018959999
Generator_Loss: -14.195725441
733
After 20 iterations
Discriminator Loss = -1.37153196335
Generator_Loss: -0.655938625336
734
After 20 iterations
Discriminator Loss = -1.38790619373
Generator_Loss: -21.469587326
735
After 20 iterations
Discriminator Loss = -2.57749843597
Generator_Loss: 0.59183806181
736
After 20 iterations
Discriminator Loss = -1.49135220051
Generator_Loss: 13.9772472382
737
After 20 iterations
Discriminator Loss = -1.22463679314
Generator_Loss: -12.039229393
738
After 20 iterations
Discriminator Loss = -1.45802867413
Generator_Loss: -6.62797784805
739
After 20 iterations
Discriminator Loss = -1.43595433235
Generator_Loss: -2.73562097549
740
After 20 iterations
Discriminator Loss = -1.40438759327
Generator_Loss: 16.3787250519
741
After 20 iterations
Discriminator Loss = -2.33632397652
Generator_Loss: 22.750535965
742
After 20 iterations
Discriminator Loss = -1.70762014389
Generator_Loss: -25.7760696411
743
After 20 iterations
Discriminator Loss = -1.32920122147
Generator_Loss: -1.92848312855
744
After 20 iterations
Discriminator Loss = -1.66330599785
Generator_Loss: -1.4053735733
745
After 20 iterations
Discriminator Loss = -1.25728750229
Generator_Loss: 7.65732526779
746
After 20 iterations
Discriminator Loss = -1.26899290085
Generator_Loss: -20.9406776428
747
After 20 iterations
Discriminator Loss = -1.8731623888
Generator_Loss: -31.7293148041
748
After 20 iterations
Discriminator Loss = -1.59325540066
Generator_Loss: 1.9577268362
749
After 20 iterations
Discriminator Loss = -1.70138347149
Generator_Loss: 2.59963512421
750
Level #0 Epoch #2 Batch #750
After 20 iterations
Discriminator Loss = -1.67829966545
Generator_Loss: 17.6021709442
751
After 20 iterations
Discriminator Loss = -1.60504543781
Generator_Loss: 10.1406259537
752
After 20 iterations
Discriminator Loss = -1.43986833096
Generator_Loss: 4.00327682495
753
After 20 iterations
Discriminator Loss = -1.58710980415
Generator_Loss: -14.0179815292
754
After 20 iterations
Discriminator Loss = -1.38314330578
Generator_Loss: 11.1337795258
755
After 20 iterations
Discriminator Loss = -1.60109555721
Generator_Loss: -7.33082389832
756
After 20 iterations
Discriminator Loss = -1.57592904568
Generator_Loss: -32.2122039795
757
After 20 iterations
Discriminator Loss = -1.17675733566
Generator_Loss: -8.52439403534
758
After 20 iterations
Discriminator Loss = -1.26109623909
Generator_Loss: -10.9175596237
759
After 20 iterations
Discriminator Loss = -1.12817585468
Generator_Loss: -24.6919708252
760
After 20 iterations
Discriminator Loss = -1.94838106632
Generator_Loss: 4.92581892014
761
After 20 iterations
Discriminator Loss = -2.76837277412
Generator_Loss: 26.146478653
762
After 20 iterations
Discriminator Loss = -1.50495457649
Generator_Loss: 5.62093734741
763
After 20 iterations
Discriminator Loss = -2.5516872406
Generator_Loss: 3.53960776329
764
After 20 iterations
Discriminator Loss = -1.35314798355
Generator_Loss: -10.6927661896
765
After 20 iterations
Discriminator Loss = -1.46765768528
Generator_Loss: 20.7846546173
766
After 20 iterations
Discriminator Loss = -1.5742661953
Generator_Loss: -0.773166179657
767
After 20 iterations
Discriminator Loss = -3.38398742676
Generator_Loss: -1.68523299694
768
After 20 iterations
Discriminator Loss = -1.44139969349
Generator_Loss: -19.5993461609
769
After 20 iterations
Discriminator Loss = -1.63163626194
Generator_Loss: -9.13656520844
770
After 20 iterations
Discriminator Loss = -1.50715124607
Generator_Loss: -6.0368065834
771
After 20 iterations
Discriminator Loss = -2.44195723534
Generator_Loss: 29.6761016846
772
After 20 iterations
Discriminator Loss = -1.64223873615
Generator_Loss: 13.6485290527
773
After 20 iterations
Discriminator Loss = -2.71354007721
Generator_Loss: 9.16093063354
774
After 20 iterations
Discriminator Loss = -1.36875236034
Generator_Loss: -6.58633470535
775
Level #0 Epoch #2 Batch #775
After 20 iterations
Discriminator Loss = -1.68115162849
Generator_Loss: 23.6622390747
776
After 20 iterations
Discriminator Loss = -1.1649273634
Generator_Loss: -19.3469753265
777
After 20 iterations
Discriminator Loss = -1.73452913761
Generator_Loss: -12.4665622711
778
After 20 iterations
Discriminator Loss = -2.46773338318
Generator_Loss: -33.1790542603
779
After 20 iterations
Discriminator Loss = -1.27238810062
Generator_Loss: -3.68730735779
780
After 20 iterations
Discriminator Loss = -1.36565053463
Generator_Loss: -19.4976215363
781
Epoch #3
After 20 iterations
Discriminator Loss = -1.69820141792
Generator_Loss: 4.66013622284
2
After 20 iterations
Discriminator Loss = -1.86280035973
Generator_Loss: 16.744764328
3
After 20 iterations
Discriminator Loss = -1.4087177515
Generator_Loss: -15.1090974808
4
After 20 iterations
Discriminator Loss = -1.94116818905
Generator_Loss: -32.513671875
5
After 20 iterations
Discriminator Loss = -1.59741091728
Generator_Loss: 0.476281166077
6
After 20 iterations
Discriminator Loss = -1.63859200478
Generator_Loss: -2.32827162743
7
After 20 iterations
Discriminator Loss = -1.35389268398
Generator_Loss: -15.1691150665
8
After 20 iterations
Discriminator Loss = -1.66956579685
Generator_Loss: -8.18159389496
9
After 20 iterations
Discriminator Loss = -1.76339304447
Generator_Loss: -9.41537475586
10
After 20 iterations
Discriminator Loss = -1.22251057625
Generator_Loss: 15.4505090714
11
After 20 iterations
Discriminator Loss = -1.26513719559
Generator_Loss: -18.0499668121
12
After 20 iterations
Discriminator Loss = -1.37957835197
Generator_Loss: 16.2195529938
13
After 20 iterations
Discriminator Loss = -1.5921818018
Generator_Loss: -1.09707558155
14
After 20 iterations
Discriminator Loss = -2.82004785538
Generator_Loss: 8.96748924255
15
After 20 iterations
Discriminator Loss = -1.75435566902
Generator_Loss: 23.3427238464
16
After 20 iterations
Discriminator Loss = -2.06611347198
Generator_Loss: 16.5410366058
17
After 20 iterations
Discriminator Loss = -1.05040001869
Generator_Loss: 11.1931219101
18
After 20 iterations
Discriminator Loss = -1.43660891056
Generator_Loss: -20.5787982941
19
After 20 iterations
Discriminator Loss = -1.13128483295
Generator_Loss: -4.72971868515
20
After 20 iterations
Discriminator Loss = -1.98619008064
Generator_Loss: 6.58863162994
21
After 20 iterations
Discriminator Loss = -1.74944710732
Generator_Loss: 5.00039434433
22
After 20 iterations
Discriminator Loss = -1.90740156174
Generator_Loss: -4.06365537643
23
After 20 iterations
Discriminator Loss = -1.09310114384
Generator_Loss: -27.4025230408
24
After 20 iterations
Discriminator Loss = -1.34450519085
Generator_Loss: -15.1361751556
25
Level #0 Epoch #3 Batch #25
After 20 iterations
Discriminator Loss = -1.44913613796
Generator_Loss: -14.3901777267
26
After 20 iterations
Discriminator Loss = -2.39317154884
Generator_Loss: -18.4715442657
27
After 20 iterations
Discriminator Loss = -1.85081720352
Generator_Loss: 17.9414749146
28
After 20 iterations
Discriminator Loss = -1.63378441334
Generator_Loss: -16.2169475555
29
After 20 iterations
Discriminator Loss = -1.06703197956
Generator_Loss: -2.24839901924
30
After 20 iterations
Discriminator Loss = -2.09866547585
Generator_Loss: 26.371799469
31
After 20 iterations
Discriminator Loss = -2.23267316818
Generator_Loss: -1.00462806225
32
After 20 iterations
Discriminator Loss = -2.11107635498
Generator_Loss: -8.34388923645
33
After 20 iterations
Discriminator Loss = -1.90280592442
Generator_Loss: 10.6545763016
34
After 20 iterations
Discriminator Loss = -1.34858000278
Generator_Loss: -18.3147964478
35
After 20 iterations
Discriminator Loss = -1.14307391644
Generator_Loss: 8.74719715118
36
After 20 iterations
Discriminator Loss = -1.61722540855
Generator_Loss: 3.44852352142
37
After 20 iterations
Discriminator Loss = -2.1728117466
Generator_Loss: 8.22923660278
38
After 20 iterations
Discriminator Loss = -1.24161398411
Generator_Loss: 8.39580535889
39
After 20 iterations
Discriminator Loss = -1.99442005157
Generator_Loss: -21.175901413
40
After 20 iterations
Discriminator Loss = -1.6172465086
Generator_Loss: -13.4296741486
41
After 20 iterations
Discriminator Loss = -2.10166835785
Generator_Loss: 10.4096031189
42
After 20 iterations
Discriminator Loss = -1.9743347168
Generator_Loss: -8.58388137817
43
After 20 iterations
Discriminator Loss = -2.20366740227
Generator_Loss: 25.3038063049
44
After 20 iterations
Discriminator Loss = -1.88228738308
Generator_Loss: 20.1603870392
45
After 20 iterations
Discriminator Loss = -1.52421236038
Generator_Loss: -25.2295970917
46
After 20 iterations
Discriminator Loss = -2.38742208481
Generator_Loss: -18.2801437378
47
After 20 iterations
Discriminator Loss = -1.60966002941
Generator_Loss: -29.7738819122
48
After 20 iterations
Discriminator Loss = -1.19543325901
Generator_Loss: -29.8396682739
49
After 20 iterations
Discriminator Loss = -1.41027700901
Generator_Loss: 3.83877086639
50
Level #0 Epoch #3 Batch #50
After 20 iterations
Discriminator Loss = -1.54692745209
Generator_Loss: 18.7491569519
51
After 20 iterations
Discriminator Loss = -1.12783575058
Generator_Loss: 6.58581113815
52
After 20 iterations
Discriminator Loss = -2.29186654091
Generator_Loss: 13.6127033234
53
After 20 iterations
Discriminator Loss = -1.3655602932
Generator_Loss: 16.2849388123
54
After 20 iterations
Discriminator Loss = -2.0421974659
Generator_Loss: 1.62305188179
55
After 20 iterations
Discriminator Loss = -1.44289672375
Generator_Loss: 9.5174741745
56
After 20 iterations
Discriminator Loss = -2.45877218246
Generator_Loss: -24.9012355804
57
After 20 iterations
Discriminator Loss = -1.60529267788
Generator_Loss: 10.7939510345
58
After 20 iterations
Discriminator Loss = -1.83855807781
Generator_Loss: 4.98087310791
59
After 20 iterations
Discriminator Loss = -2.1184322834
Generator_Loss: -12.4484472275
60
After 20 iterations
Discriminator Loss = -1.21132338047
Generator_Loss: 8.49628067017
61
After 20 iterations
Discriminator Loss = -1.78064954281
Generator_Loss: 1.33205008507
62
After 20 iterations
Discriminator Loss = -1.15727972984
Generator_Loss: 8.17824268341
63
After 20 iterations
Discriminator Loss = -1.46513783932
Generator_Loss: -30.5465888977
64
After 20 iterations
Discriminator Loss = -1.20477759838
Generator_Loss: -14.9960012436
65
After 20 iterations
Discriminator Loss = -1.44129645824
Generator_Loss: -8.97717857361
66
After 20 iterations
Discriminator Loss = -1.29298257828
Generator_Loss: 1.24911391735
67
After 20 iterations
Discriminator Loss = -1.36299324036
Generator_Loss: -2.07524037361
68
After 20 iterations
Discriminator Loss = -1.89869332314
Generator_Loss: -19.7127113342
69
After 20 iterations
Discriminator Loss = -1.9645332098
Generator_Loss: -10.4952840805
70
After 20 iterations
Discriminator Loss = -1.39828407764
Generator_Loss: -11.5541353226
71
After 20 iterations
Discriminator Loss = -1.30453157425
Generator_Loss: -9.83903980255
72
After 20 iterations
Discriminator Loss = -1.1863257885
Generator_Loss: 11.9305467606
73
After 20 iterations
Discriminator Loss = -1.36787283421
Generator_Loss: 9.48903179169
74
After 20 iterations
Discriminator Loss = -1.30583226681
Generator_Loss: -6.39415216446
75
Level #0 Epoch #3 Batch #75
After 20 iterations
Discriminator Loss = -2.08270955086
Generator_Loss: -11.2868862152
76
After 20 iterations
Discriminator Loss = -1.70883512497
Generator_Loss: -35.1490974426
77
After 20 iterations
Discriminator Loss = -1.49886369705
Generator_Loss: 0.639692008495
78
After 20 iterations
Discriminator Loss = -1.86444807053
Generator_Loss: 5.48485183716
79
After 20 iterations
Discriminator Loss = -1.59956002235
Generator_Loss: 5.39097499847
80
After 20 iterations
Discriminator Loss = -1.42476534843
Generator_Loss: -9.68070316315
81
After 20 iterations
Discriminator Loss = -1.74143087864
Generator_Loss: -10.5893745422
82
After 20 iterations
Discriminator Loss = -2.32705307007
Generator_Loss: 4.79512357712
83
After 20 iterations
Discriminator Loss = -1.92243218422
Generator_Loss: 22.4125118256
84
After 20 iterations
Discriminator Loss = -2.14749240875
Generator_Loss: -20.2348117828
85
After 20 iterations
Discriminator Loss = -1.46332252026
Generator_Loss: 5.68325853348
86
After 20 iterations
Discriminator Loss = -1.73839831352
Generator_Loss: -7.90960454941
87
After 20 iterations
Discriminator Loss = -1.20037329197
Generator_Loss: 2.15897130966
88
After 20 iterations
Discriminator Loss = -1.33989405632
Generator_Loss: -23.8841285706
89
After 20 iterations
Discriminator Loss = -1.76598310471
Generator_Loss: -9.73218536377
90
After 20 iterations
Discriminator Loss = -1.68699610233
Generator_Loss: -8.63280677795
91
After 20 iterations
Discriminator Loss = -1.36660349369
Generator_Loss: -14.4632320404
92
After 20 iterations
Discriminator Loss = -2.10823249817
Generator_Loss: -13.9807434082
93
After 20 iterations
Discriminator Loss = -1.6923211813
Generator_Loss: -16.6271896362
94
After 20 iterations
Discriminator Loss = -1.75063633919
Generator_Loss: -24.3853702545
95
After 20 iterations
Discriminator Loss = -2.14252448082
Generator_Loss: 20.1844081879
96
After 20 iterations
Discriminator Loss = -1.52294170856
Generator_Loss: 8.34762477875
97
After 20 iterations
Discriminator Loss = -1.45237421989
Generator_Loss: 18.4198265076
98
After 20 iterations
Discriminator Loss = -1.50363266468
Generator_Loss: -12.1405105591
99
After 20 iterations
Discriminator Loss = -2.62332057953
Generator_Loss: 17.0335197449
100
Level #0 Epoch #3 Batch #100
After 20 iterations
Discriminator Loss = -1.71280348301
Generator_Loss: 4.38009262085
101
After 20 iterations
Discriminator Loss = -2.7467610836
Generator_Loss: 22.273065567
102
After 20 iterations
Discriminator Loss = -1.87656927109
Generator_Loss: -24.0103645325
103
After 20 iterations
Discriminator Loss = -1.36299538612
Generator_Loss: -16.5294837952
104
After 20 iterations
Discriminator Loss = -1.67539608479
Generator_Loss: 5.30850458145
105
After 20 iterations
Discriminator Loss = -1.13957750797
Generator_Loss: 6.30648374557
106
After 20 iterations
Discriminator Loss = -2.13700270653
Generator_Loss: 20.5467376709
107
After 20 iterations
Discriminator Loss = -2.69091367722
Generator_Loss: 13.7551622391
108
After 20 iterations
Discriminator Loss = -1.22487187386
Generator_Loss: 5.49802350998
109
After 20 iterations
Discriminator Loss = -1.88393676281
Generator_Loss: -12.4261960983
110
After 20 iterations
Discriminator Loss = -2.53333854675
Generator_Loss: -11.9093933105
111
After 20 iterations
Discriminator Loss = -1.14225935936
Generator_Loss: -8.14834976196
112
After 20 iterations
Discriminator Loss = -1.11798214912
Generator_Loss: -3.96028494835
113
After 20 iterations
Discriminator Loss = -2.65900921822
Generator_Loss: -13.9139356613
114
After 20 iterations
Discriminator Loss = -1.73608052731
Generator_Loss: -31.6383743286
115
After 20 iterations
Discriminator Loss = -1.40114820004
Generator_Loss: 18.2949104309
116
After 20 iterations
Discriminator Loss = -2.53195476532
Generator_Loss: -19.360408783
117
After 20 iterations
Discriminator Loss = -1.37928044796
Generator_Loss: -9.25084972382
118
After 20 iterations
Discriminator Loss = -1.56404745579
Generator_Loss: 18.6908245087
119
After 20 iterations
Discriminator Loss = -1.6964931488
Generator_Loss: -19.5020523071
120
After 20 iterations
Discriminator Loss = -2.37525606155
Generator_Loss: -6.94554901123
121
After 20 iterations
Discriminator Loss = -1.16579711437
Generator_Loss: -10.8996534348
122
After 20 iterations
Discriminator Loss = -1.5836160183
Generator_Loss: 10.8950061798
123
After 20 iterations
Discriminator Loss = -2.05482149124
Generator_Loss: -16.464176178
124
After 20 iterations
Discriminator Loss = -1.71640169621
Generator_Loss: 1.17079055309
125
Level #0 Epoch #3 Batch #125
After 20 iterations
Discriminator Loss = -2.45297408104
Generator_Loss: 11.9110946655
126
After 20 iterations
Discriminator Loss = -1.52284753323
Generator_Loss: 13.1354637146
127
After 20 iterations
Discriminator Loss = -1.83994150162
Generator_Loss: -25.42237854
128
After 20 iterations
Discriminator Loss = -1.48934113979
Generator_Loss: -13.936009407
129
After 20 iterations
Discriminator Loss = -1.42037403584
Generator_Loss: -0.367735624313
130
After 20 iterations
Discriminator Loss = -1.66605830193
Generator_Loss: -14.3482761383
131
After 20 iterations
Discriminator Loss = -1.59155929089
Generator_Loss: -9.17069911957
132
After 20 iterations
Discriminator Loss = -2.1358923912
Generator_Loss: 6.06652545929
133
After 20 iterations
Discriminator Loss = -1.56881630421
Generator_Loss: 19.1205825806
134
After 20 iterations
Discriminator Loss = -1.29953587055
Generator_Loss: 8.95273971558
135
After 20 iterations
Discriminator Loss = -1.53654980659
Generator_Loss: 23.7603931427
136
After 20 iterations
Discriminator Loss = -2.01113700867
Generator_Loss: -16.8589363098
137
After 20 iterations
Discriminator Loss = -1.83060586452
Generator_Loss: -30.7555809021
138
After 20 iterations
Discriminator Loss = -1.75599896908
Generator_Loss: -13.7851009369
139
After 20 iterations
Discriminator Loss = -1.73116612434
Generator_Loss: 18.5072364807
140
After 20 iterations
Discriminator Loss = -1.18663144112
Generator_Loss: 6.32044124603
141
After 20 iterations
Discriminator Loss = -1.58298158646
Generator_Loss: -30.9577083588
142
After 20 iterations
Discriminator Loss = -1.58950555325
Generator_Loss: 13.7253322601
143
After 20 iterations
Discriminator Loss = -2.28557419777
Generator_Loss: -12.3049764633
144
After 20 iterations
Discriminator Loss = -2.00420260429
Generator_Loss: 16.0195026398
145
After 20 iterations
Discriminator Loss = -1.57904541492
Generator_Loss: 2.29496526718
146
After 20 iterations
Discriminator Loss = -1.33584463596
Generator_Loss: 4.5361366272
147
After 20 iterations
Discriminator Loss = -1.62255895138
Generator_Loss: 5.66341733932
148
After 20 iterations
Discriminator Loss = -2.33849596977
Generator_Loss: -7.57045888901
149
After 20 iterations
Discriminator Loss = -1.16370439529
Generator_Loss: -16.4938182831
150
Level #0 Epoch #3 Batch #150
After 20 iterations
Discriminator Loss = -2.23971486092
Generator_Loss: -10.1758537292
151
After 20 iterations
Discriminator Loss = -1.42054259777
Generator_Loss: -4.37190580368
152
After 20 iterations
Discriminator Loss = -1.34081506729
Generator_Loss: -7.19631433487
153
After 20 iterations
Discriminator Loss = -1.90324282646
Generator_Loss: 17.697435379
154
After 20 iterations
Discriminator Loss = -2.41187310219
Generator_Loss: -6.78685569763
155
After 20 iterations
Discriminator Loss = -1.84774637222
Generator_Loss: -8.20173931122
156
After 20 iterations
Discriminator Loss = -1.28431916237
Generator_Loss: 15.1131048203
157
After 20 iterations
Discriminator Loss = -2.44630908966
Generator_Loss: 26.941986084
158
After 20 iterations
Discriminator Loss = -1.69453144073
Generator_Loss: -15.5148267746
159
After 20 iterations
Discriminator Loss = -1.55144023895
Generator_Loss: 10.280216217
160
After 20 iterations
Discriminator Loss = -1.86660122871
Generator_Loss: -22.7360038757
161
After 20 iterations
Discriminator Loss = -1.29752719402
Generator_Loss: -22.2204742432
162
After 20 iterations
Discriminator Loss = -1.42914783955
Generator_Loss: -23.8573989868
163
After 20 iterations
Discriminator Loss = -1.15835869312
Generator_Loss: -16.6044101715
164
After 20 iterations
Discriminator Loss = -1.23423779011
Generator_Loss: 2.52286601067
165
After 20 iterations
Discriminator Loss = -1.49353814125
Generator_Loss: 28.2780475616
166
After 20 iterations
Discriminator Loss = -1.91794085503
Generator_Loss: -17.2937545776
167
After 20 iterations
Discriminator Loss = -1.36567437649
Generator_Loss: -10.1864461899
168
After 20 iterations
Discriminator Loss = -1.41350781918
Generator_Loss: -21.46342659
169
After 20 iterations
Discriminator Loss = -1.47916138172
Generator_Loss: -23.4905853271
170
After 20 iterations
Discriminator Loss = -1.50375473499
Generator_Loss: -4.11618995667
171
After 20 iterations
Discriminator Loss = -2.23935008049
Generator_Loss: -18.3407230377
172
After 20 iterations
Discriminator Loss = -1.76466989517
Generator_Loss: 3.48971390724
173
After 20 iterations
Discriminator Loss = -1.3913179636
Generator_Loss: 9.01807022095
174
After 20 iterations
Discriminator Loss = -1.45385801792
Generator_Loss: -23.9020824432
175
Level #0 Epoch #3 Batch #175
After 20 iterations
Discriminator Loss = -2.19188785553
Generator_Loss: -2.83369064331
176
After 20 iterations
Discriminator Loss = -1.38513565063
Generator_Loss: 10.7025146484
177
After 20 iterations
Discriminator Loss = -1.51319861412
Generator_Loss: 20.6021270752
178
After 20 iterations
Discriminator Loss = -1.49485719204
Generator_Loss: 10.6530256271
179
After 20 iterations
Discriminator Loss = -1.80492913723
Generator_Loss: -21.0088214874
180
After 20 iterations
Discriminator Loss = -1.40088701248
Generator_Loss: -18.4803562164
181
After 20 iterations
Discriminator Loss = -1.13254880905
Generator_Loss: -20.6570148468
182
After 20 iterations
Discriminator Loss = -1.62778294086
Generator_Loss: 20.3773918152
183
After 20 iterations
Discriminator Loss = -1.22263967991
Generator_Loss: 6.17924356461
184
After 20 iterations
Discriminator Loss = -1.76040625572
Generator_Loss: 1.23007631302
185
After 20 iterations
Discriminator Loss = -1.39552974701
Generator_Loss: 11.1876983643
186
After 20 iterations
Discriminator Loss = -1.67950642109
Generator_Loss: 30.5867538452
187
After 20 iterations
Discriminator Loss = -2.43636393547
Generator_Loss: 26.653295517
188
After 20 iterations
Discriminator Loss = -1.22010660172
Generator_Loss: 7.76712989807
189
After 20 iterations
Discriminator Loss = -2.29337644577
Generator_Loss: -27.4636135101
190
After 20 iterations
Discriminator Loss = -1.4128742218
Generator_Loss: -7.13433551788
191
After 20 iterations
Discriminator Loss = -1.89221608639
Generator_Loss: 8.82021141052
192
After 20 iterations
Discriminator Loss = -2.1455514431
Generator_Loss: -20.4667282104
193
After 20 iterations
Discriminator Loss = -1.52432894707
Generator_Loss: -8.22187423706
194
After 20 iterations
Discriminator Loss = -1.40962421894
Generator_Loss: -19.6107177734
195
After 20 iterations
Discriminator Loss = -1.96740996838
Generator_Loss: 28.3859806061
196
After 20 iterations
Discriminator Loss = -1.76604902744
Generator_Loss: -31.9899425507
197
After 20 iterations
Discriminator Loss = -2.77510309219
Generator_Loss: 14.9953517914
198
After 20 iterations
Discriminator Loss = -1.82400298119
Generator_Loss: -11.6739711761
199
After 20 iterations
Discriminator Loss = -1.45460677147
Generator_Loss: -4.49777317047
200
Level #0 Epoch #3 Batch #200
After 20 iterations
Discriminator Loss = -2.05300378799
Generator_Loss: 5.92201519012
201
After 20 iterations
Discriminator Loss = -1.83433949947
Generator_Loss: -3.84568500519
202
After 20 iterations
Discriminator Loss = -1.55633306503
Generator_Loss: 23.257068634
203
After 20 iterations
Discriminator Loss = -1.31373643875
Generator_Loss: -8.20126914978
204
After 20 iterations
Discriminator Loss = -1.79161500931
Generator_Loss: -29.109210968
205
After 20 iterations
Discriminator Loss = -1.34593224525
Generator_Loss: -18.8849506378
206
After 20 iterations
Discriminator Loss = -1.52337193489
Generator_Loss: 13.0689315796
207
After 20 iterations
Discriminator Loss = -1.3705548048
Generator_Loss: 9.58466148376
208
After 20 iterations
Discriminator Loss = -1.34573125839
Generator_Loss: 2.25251936913
209
After 20 iterations
Discriminator Loss = -2.02140641212
Generator_Loss: 19.3703804016
210
After 20 iterations
Discriminator Loss = -2.72716212273
Generator_Loss: -25.5060443878
211
After 20 iterations
Discriminator Loss = -1.77123034
Generator_Loss: -0.46965739131
212
After 20 iterations
Discriminator Loss = -1.92717707157
Generator_Loss: 20.0633773804
213
After 20 iterations
Discriminator Loss = -3.0000565052
Generator_Loss: -19.5172805786
214
After 20 iterations
Discriminator Loss = -1.25289237499
Generator_Loss: 12.4622039795
215
After 20 iterations
Discriminator Loss = -1.33082187176
Generator_Loss: 0.00338502740487
216
After 20 iterations
Discriminator Loss = -2.74378418922
Generator_Loss: -11.93409729
217
After 20 iterations
Discriminator Loss = -1.08194434643
Generator_Loss: -8.17252349854
218
After 20 iterations
Discriminator Loss = -2.14122009277
Generator_Loss: -19.3251285553
219
After 20 iterations
Discriminator Loss = -1.60590302944
Generator_Loss: 0.00455857254565
220
After 20 iterations
Discriminator Loss = -2.77286481857
Generator_Loss: -19.2379512787
221
After 20 iterations
Discriminator Loss = -1.25272607803
Generator_Loss: -19.8177909851
222
After 20 iterations
Discriminator Loss = -2.62357258797
Generator_Loss: -0.119010910392
223
After 20 iterations
Discriminator Loss = -1.7360765934
Generator_Loss: -4.02989578247
224
After 20 iterations
Discriminator Loss = -1.34731411934
Generator_Loss: -2.86383962631
225
Level #0 Epoch #3 Batch #225
After 20 iterations
Discriminator Loss = -2.55502700806
Generator_Loss: 23.2630195618
226
After 20 iterations
Discriminator Loss = -1.18461501598
Generator_Loss: 15.6099367142
227
After 20 iterations
Discriminator Loss = -1.61276078224
Generator_Loss: 10.5813961029
228
After 20 iterations
Discriminator Loss = -1.48045325279
Generator_Loss: 3.75699520111
229
After 20 iterations
Discriminator Loss = -1.91074490547
Generator_Loss: 5.15500354767
230
After 20 iterations
Discriminator Loss = -1.53568375111
Generator_Loss: -1.04836237431
231
After 20 iterations
Discriminator Loss = -1.82747960091
Generator_Loss: -12.130355835
232
After 20 iterations
Discriminator Loss = -1.32698118687
Generator_Loss: 1.39207303524
233
After 20 iterations
Discriminator Loss = -1.95972800255
Generator_Loss: -9.01416110992
234
After 20 iterations
Discriminator Loss = -1.01058065891
Generator_Loss: 3.05701327324
235
After 20 iterations
Discriminator Loss = -1.66224396229
Generator_Loss: 13.7564086914
236
After 20 iterations
Discriminator Loss = -1.66384005547
Generator_Loss: -13.0399084091
237
After 20 iterations
Discriminator Loss = -1.46143364906
Generator_Loss: 9.15139484406
238
After 20 iterations
Discriminator Loss = -1.64521241188
Generator_Loss: 11.0937805176
239
After 20 iterations
Discriminator Loss = -1.51866602898
Generator_Loss: 10.4296455383
240
After 20 iterations
Discriminator Loss = -1.56888985634
Generator_Loss: -27.2324352264
241
After 20 iterations
Discriminator Loss = -1.345246315
Generator_Loss: -2.12469005585
242
After 20 iterations
Discriminator Loss = -1.71579504013
Generator_Loss: -4.53973960876
243
After 20 iterations
Discriminator Loss = -1.42149877548
Generator_Loss: -28.0262985229
244
After 20 iterations
Discriminator Loss = -1.44317781925
Generator_Loss: -9.73936653137
245
After 20 iterations
Discriminator Loss = -2.09849596024
Generator_Loss: -5.57405567169
246
After 20 iterations
Discriminator Loss = -1.12191927433
Generator_Loss: 0.589300215244
247
After 20 iterations
Discriminator Loss = -1.21418142319
Generator_Loss: -8.03083992004
248
After 20 iterations
Discriminator Loss = -1.46256875992
Generator_Loss: 2.51560020447
249
After 20 iterations
Discriminator Loss = -2.40639424324
Generator_Loss: -6.90547180176
250
Level #0 Epoch #3 Batch #250
After 20 iterations
Discriminator Loss = -1.42722976208
Generator_Loss: 21.7316513062
251
After 20 iterations
Discriminator Loss = -2.13037753105
Generator_Loss: 9.82577705383
252
After 20 iterations
Discriminator Loss = -3.18274402618
Generator_Loss: 26.2236175537
253
After 20 iterations
Discriminator Loss = -1.61856031418
Generator_Loss: 11.7970027924
254
After 20 iterations
Discriminator Loss = -1.54681694508
Generator_Loss: -13.9338817596
255
After 20 iterations
Discriminator Loss = -1.70898294449
Generator_Loss: 18.1853103638
256
After 20 iterations
Discriminator Loss = -1.91999435425
Generator_Loss: -7.35870313644
257
After 20 iterations
Discriminator Loss = -1.36339712143
Generator_Loss: -2.18290042877
258
After 20 iterations
Discriminator Loss = -1.19596493244
Generator_Loss: -32.6409454346
259
After 20 iterations
Discriminator Loss = -1.5642260313
Generator_Loss: -11.7770795822
260
After 20 iterations
Discriminator Loss = -2.24782943726
Generator_Loss: -4.954621315
261
After 20 iterations
Discriminator Loss = -1.2396594286
Generator_Loss: -6.57208919525
262
After 20 iterations
Discriminator Loss = -1.28422284126
Generator_Loss: -5.99253034592
263
After 20 iterations
Discriminator Loss = -1.02863693237
Generator_Loss: 4.97601079941
264
After 20 iterations
Discriminator Loss = -1.74365961552
Generator_Loss: 0.034054685384
265
After 20 iterations
Discriminator Loss = -1.57487094402
Generator_Loss: -14.6938829422
266
After 20 iterations
Discriminator Loss = -1.94077181816
Generator_Loss: 12.6209535599
267
After 20 iterations
Discriminator Loss = -1.97444546223
Generator_Loss: 17.794084549
268
After 20 iterations
Discriminator Loss = -2.92554616928
Generator_Loss: 20.1714019775
269
After 20 iterations
Discriminator Loss = -1.58340930939
Generator_Loss: 0.978531181812
270
After 20 iterations
Discriminator Loss = -2.5202960968
Generator_Loss: -7.61744213104
271
After 20 iterations
Discriminator Loss = -1.38684761524
Generator_Loss: -5.84958457947
272
After 20 iterations
Discriminator Loss = -1.26276135445
Generator_Loss: -11.3750019073
273
After 20 iterations
Discriminator Loss = -2.08986616135
Generator_Loss: -6.82681369781
274
After 20 iterations
Discriminator Loss = -1.13562703133
Generator_Loss: 7.60653972626
275
Level #0 Epoch #3 Batch #275
After 20 iterations
Discriminator Loss = -1.0881305933
Generator_Loss: -16.2276191711
276
After 20 iterations
Discriminator Loss = -1.7831466198
Generator_Loss: -2.97608137131
277
After 20 iterations
Discriminator Loss = -1.48763227463
Generator_Loss: -21.7700920105
278
After 20 iterations
Discriminator Loss = -1.26128709316
Generator_Loss: 1.11027872562
279
After 20 iterations
Discriminator Loss = -1.87822139263
Generator_Loss: -0.0989893600345
280
After 20 iterations
Discriminator Loss = -1.45499765873
Generator_Loss: 6.02697515488
281
After 20 iterations
Discriminator Loss = -1.49287796021
Generator_Loss: 9.47482585907
282
After 20 iterations
Discriminator Loss = -1.95575630665
Generator_Loss: -20.6141605377
283
After 20 iterations
Discriminator Loss = -1.68890631199
Generator_Loss: -13.2990436554
284
After 20 iterations
Discriminator Loss = -1.34259545803
Generator_Loss: 10.0906629562
285
After 20 iterations
Discriminator Loss = -1.3254442215
Generator_Loss: 11.6147708893
286
After 20 iterations
Discriminator Loss = -2.60826086998
Generator_Loss: -28.0709953308
287
After 20 iterations
Discriminator Loss = -1.46542334557
Generator_Loss: -10.4145717621
288
After 20 iterations
Discriminator Loss = -1.10030984879
Generator_Loss: -23.5711612701
289
After 20 iterations
Discriminator Loss = -1.53726375103
Generator_Loss: 5.61848306656
290
After 20 iterations
Discriminator Loss = -2.26917004585
Generator_Loss: -15.5599870682
291
After 20 iterations
Discriminator Loss = -1.55284357071
Generator_Loss: -9.51224422455
292
After 20 iterations
Discriminator Loss = -1.29470682144
Generator_Loss: -5.42584705353
293
After 20 iterations
Discriminator Loss = -1.67749166489
Generator_Loss: 1.02092659473
294
After 20 iterations
Discriminator Loss = -2.4596862793
Generator_Loss: -23.9761333466
295
After 20 iterations
Discriminator Loss = -2.3281211853
Generator_Loss: -14.2676420212
296
After 20 iterations
Discriminator Loss = -2.00018882751
Generator_Loss: 10.5910406113
297
After 20 iterations
Discriminator Loss = -1.32043015957
Generator_Loss: -11.1403932571
298
After 20 iterations
Discriminator Loss = -1.71149337292
Generator_Loss: 2.28643345833
299
After 20 iterations
Discriminator Loss = -1.9345318079
Generator_Loss: 0.33983746171
300
Level #0 Epoch #3 Batch #300
After 20 iterations
Discriminator Loss = -1.48240709305
Generator_Loss: 23.201839447
301
After 20 iterations
Discriminator Loss = -2.11528396606
Generator_Loss: 19.0228824615
302
After 20 iterations
Discriminator Loss = -1.99747562408
Generator_Loss: 10.27784729
303
After 20 iterations
Discriminator Loss = -1.4239770174
Generator_Loss: -23.4793434143
304
After 20 iterations
Discriminator Loss = -1.66496098042
Generator_Loss: -8.18353939056
305
After 20 iterations
Discriminator Loss = -1.44425082207
Generator_Loss: 20.495716095
306
After 20 iterations
Discriminator Loss = -2.17118906975
Generator_Loss: -27.2766780853
307
After 20 iterations
Discriminator Loss = -1.23874723911
Generator_Loss: -10.9549226761
308
After 20 iterations
Discriminator Loss = -1.45247423649
Generator_Loss: -19.9009284973
309
After 20 iterations
Discriminator Loss = -1.53518378735
Generator_Loss: 13.8615465164
310
After 20 iterations
Discriminator Loss = -1.93048107624
Generator_Loss: 9.33433532715
311
After 20 iterations
Discriminator Loss = -2.00042748451
Generator_Loss: 16.2376937866
312
After 20 iterations
Discriminator Loss = -2.17607450485
Generator_Loss: 19.4348621368
313
After 20 iterations
Discriminator Loss = -1.27883648872
Generator_Loss: 8.89755725861
314
After 20 iterations
Discriminator Loss = -1.69649100304
Generator_Loss: -0.131198614836
315
After 20 iterations
Discriminator Loss = -1.3135484457
Generator_Loss: -20.6728115082
316
After 20 iterations
Discriminator Loss = -1.57925331593
Generator_Loss: 18.7819633484
317
After 20 iterations
Discriminator Loss = -1.29796612263
Generator_Loss: -18.1835289001
318
After 20 iterations
Discriminator Loss = -1.19540143013
Generator_Loss: -11.0618371964
319
After 20 iterations
Discriminator Loss = -1.99408328533
Generator_Loss: 19.3166179657
320
After 20 iterations
Discriminator Loss = -2.25605940819
Generator_Loss: 23.8072376251
321
After 20 iterations
Discriminator Loss = -2.53738570213
Generator_Loss: 8.41874217987
322
After 20 iterations
Discriminator Loss = -1.40077483654
Generator_Loss: 18.0441608429
323
After 20 iterations
Discriminator Loss = -2.95144796371
Generator_Loss: -34.6530685425
324
After 20 iterations
Discriminator Loss = -1.22550237179
Generator_Loss: -4.1998000145
325
Level #0 Epoch #3 Batch #325
After 20 iterations
Discriminator Loss = -2.54072332382
Generator_Loss: 24.6904449463
326
After 20 iterations
Discriminator Loss = -1.61466693878
Generator_Loss: 17.0735321045
327
After 20 iterations
Discriminator Loss = -1.10310506821
Generator_Loss: 8.863240242
328
After 20 iterations
Discriminator Loss = -1.97479820251
Generator_Loss: -3.75732398033
329
After 20 iterations
Discriminator Loss = -1.13057672977
Generator_Loss: 17.9678573608
330
After 20 iterations
Discriminator Loss = -1.31965649128
Generator_Loss: -8.67113208771
331
After 20 iterations
Discriminator Loss = -1.43126690388
Generator_Loss: -19.5816268921
332
After 20 iterations
Discriminator Loss = -1.57924759388
Generator_Loss: -2.27997422218
333
After 20 iterations
Discriminator Loss = -1.19646000862
Generator_Loss: -10.3870754242
334
After 20 iterations
Discriminator Loss = -1.77752327919
Generator_Loss: -14.9843177795
335
After 20 iterations
Discriminator Loss = -1.94973278046
Generator_Loss: 26.3915081024
336
After 20 iterations
Discriminator Loss = -1.74883592129
Generator_Loss: 7.06974172592
337
After 20 iterations
Discriminator Loss = -1.39801692963
Generator_Loss: 2.1922416687
338
After 20 iterations
Discriminator Loss = -1.52178478241
Generator_Loss: 15.6648597717
339
After 20 iterations
Discriminator Loss = -2.33127450943
Generator_Loss: -25.1728363037
340
After 20 iterations
Discriminator Loss = -2.53366470337
Generator_Loss: -27.8884525299
341
After 20 iterations
Discriminator Loss = -1.75658631325
Generator_Loss: -30.3465976715
342
After 20 iterations
Discriminator Loss = -1.43318724632
Generator_Loss: -2.22230529785
343
After 20 iterations
Discriminator Loss = -1.6409137249
Generator_Loss: -6.06301259995
344
After 20 iterations
Discriminator Loss = -1.77212142944
Generator_Loss: 6.019739151
345
After 20 iterations
Discriminator Loss = -1.47532439232
Generator_Loss: -0.85452735424
346
After 20 iterations
Discriminator Loss = -1.58329975605
Generator_Loss: 22.2815589905
347
After 20 iterations
Discriminator Loss = -1.62141668797
Generator_Loss: 2.52329206467
348
After 20 iterations
Discriminator Loss = -1.10863876343
Generator_Loss: 14.0766096115
349
After 20 iterations
Discriminator Loss = -1.6136879921
Generator_Loss: 20.6867332458
350
Level #0 Epoch #3 Batch #350
After 20 iterations
Discriminator Loss = -1.39139270782
Generator_Loss: -23.4989852905
351
After 20 iterations
Discriminator Loss = -1.5477669239
Generator_Loss: 1.30627334118
352
After 20 iterations
Discriminator Loss = -1.51554560661
Generator_Loss: -3.72862076759
353
After 20 iterations
Discriminator Loss = -2.23003816605
Generator_Loss: 0.111945606768
354
After 20 iterations
Discriminator Loss = -1.57022047043
Generator_Loss: -16.4621658325
355
After 20 iterations
Discriminator Loss = -1.81683421135
Generator_Loss: 21.9349575043
356
After 20 iterations
Discriminator Loss = -2.13924503326
Generator_Loss: -22.1741428375
357
After 20 iterations
Discriminator Loss = -2.54417705536
Generator_Loss: 28.4084243774
358
After 20 iterations
Discriminator Loss = -1.8298355341
Generator_Loss: 8.38193798065
359
After 20 iterations
Discriminator Loss = -1.30054867268
Generator_Loss: 10.0436563492
360
After 20 iterations
Discriminator Loss = -1.53714966774
Generator_Loss: 2.57494187355
361
After 20 iterations
Discriminator Loss = -1.25702095032
Generator_Loss: -18.718290329
362
After 20 iterations
Discriminator Loss = -1.62487363815
Generator_Loss: 4.17710399628
363
After 20 iterations
Discriminator Loss = -2.19421768188
Generator_Loss: -7.62225103378
364
After 20 iterations
Discriminator Loss = -1.07730793953
Generator_Loss: -3.57044744492
365
After 20 iterations
Discriminator Loss = -1.56212079525
Generator_Loss: 17.5471954346
366
After 20 iterations
Discriminator Loss = -1.52254772186
Generator_Loss: 13.35435009
367
After 20 iterations
Discriminator Loss = -1.5110502243
Generator_Loss: -5.37406349182
368
After 20 iterations
Discriminator Loss = -1.60465610027
Generator_Loss: 6.95238447189
369
After 20 iterations
Discriminator Loss = -1.81326723099
Generator_Loss: -21.7041320801
370
After 20 iterations
Discriminator Loss = -0.976592600346
Generator_Loss: -9.71513366699
371
After 20 iterations
Discriminator Loss = -1.43405997753
Generator_Loss: -13.5360546112
372
After 20 iterations
Discriminator Loss = -1.78014981747
Generator_Loss: -3.18111085892
373
After 20 iterations
Discriminator Loss = -1.9916613102
Generator_Loss: -13.7408790588
374
After 20 iterations
Discriminator Loss = -1.47016811371
Generator_Loss: -17.9709796906
375
Level #0 Epoch #3 Batch #375
After 20 iterations
Discriminator Loss = -1.40385127068
Generator_Loss: -14.7361822128
376
After 20 iterations
Discriminator Loss = -1.12777304649
Generator_Loss: 11.7596416473
377
After 20 iterations
Discriminator Loss = -1.91309738159
Generator_Loss: 12.313325882
378
After 20 iterations
Discriminator Loss = -1.84535872936
Generator_Loss: -25.0461368561
379
After 20 iterations
Discriminator Loss = -1.97773146629
Generator_Loss: 23.3909950256
380
After 20 iterations
Discriminator Loss = -1.45355427265
Generator_Loss: 11.8878355026
381
After 20 iterations
Discriminator Loss = -2.15129566193
Generator_Loss: 2.53154587746
382
After 20 iterations
Discriminator Loss = -1.47856473923
Generator_Loss: -2.29054927826
383
After 20 iterations
Discriminator Loss = -1.22988796234
Generator_Loss: -4.28168916702
384
After 20 iterations
Discriminator Loss = -1.75870347023
Generator_Loss: 19.2426452637
385
After 20 iterations
Discriminator Loss = -1.74367034435
Generator_Loss: 9.41822338104
386
After 20 iterations
Discriminator Loss = -1.99212110043
Generator_Loss: -27.8322906494
387
After 20 iterations
Discriminator Loss = -1.36625862122
Generator_Loss: -31.3464069366
388
After 20 iterations
Discriminator Loss = -2.16661214828
Generator_Loss: 23.0687866211
389
After 20 iterations
Discriminator Loss = -1.47740352154
Generator_Loss: 1.16892886162
390
After 20 iterations
Discriminator Loss = -1.13626694679
Generator_Loss: 5.25130844116
391
After 20 iterations
Discriminator Loss = -1.49205803871
Generator_Loss: -13.1142454147
392
After 20 iterations
Discriminator Loss = -1.71491789818
Generator_Loss: -10.3623456955
393
After 20 iterations
Discriminator Loss = -2.00205135345
Generator_Loss: 7.58871269226
394
After 20 iterations
Discriminator Loss = -1.63592529297
Generator_Loss: -25.4110507965
395
After 20 iterations
Discriminator Loss = -1.2010563612
Generator_Loss: 6.4872674942
396
After 20 iterations
Discriminator Loss = -2.17923688889
Generator_Loss: -13.0193281174
397
After 20 iterations
Discriminator Loss = -1.32117438316
Generator_Loss: -8.85814762115
398
After 20 iterations
Discriminator Loss = -1.43398046494
Generator_Loss: -20.9147415161
399
After 20 iterations
Discriminator Loss = -1.86319375038
Generator_Loss: -17.6581325531
400
Level #0 Epoch #3 Batch #400
After 20 iterations
Discriminator Loss = -2.24203324318
Generator_Loss: 0.448250710964
401
After 20 iterations
Discriminator Loss = -1.30313491821
Generator_Loss: 4.25634479523
402
After 20 iterations
Discriminator Loss = -1.76461207867
Generator_Loss: 19.4216957092
403
After 20 iterations
Discriminator Loss = -1.69178283215
Generator_Loss: -7.22127485275
404
After 20 iterations
Discriminator Loss = -1.79976677895
Generator_Loss: 17.0738925934
405
After 20 iterations
Discriminator Loss = -1.11952543259
Generator_Loss: -5.0371799469
406
After 20 iterations
Discriminator Loss = -1.27618455887
Generator_Loss: -10.7604389191
407
After 20 iterations
Discriminator Loss = -2.5923397541
Generator_Loss: 17.4675006866
408
After 20 iterations
Discriminator Loss = -1.45962107182
Generator_Loss: 20.4942741394
409
After 20 iterations
Discriminator Loss = -2.078977108
Generator_Loss: 13.1490459442
410
After 20 iterations
Discriminator Loss = -1.2706707716
Generator_Loss: -13.1449260712
411
After 20 iterations
Discriminator Loss = -1.70031404495
Generator_Loss: -14.3315124512
412
After 20 iterations
Discriminator Loss = -1.32839179039
Generator_Loss: 9.06777858734
413
After 20 iterations
Discriminator Loss = -1.51024210453
Generator_Loss: -0.734831571579
414
After 20 iterations
Discriminator Loss = -1.60550379753
Generator_Loss: 14.3678150177
415
After 20 iterations
Discriminator Loss = -1.55794882774
Generator_Loss: 12.8982362747
416
After 20 iterations
Discriminator Loss = -1.27808487415
Generator_Loss: 6.08514356613
417
After 20 iterations
Discriminator Loss = -2.12799239159
Generator_Loss: -20.4835891724
418
After 20 iterations
Discriminator Loss = -1.40102779865
Generator_Loss: 0.923418045044
419
After 20 iterations
Discriminator Loss = -1.89212799072
Generator_Loss: 9.11980819702
420
After 20 iterations
Discriminator Loss = -1.64351022243
Generator_Loss: -20.1955757141
421
After 20 iterations
Discriminator Loss = -1.38720655441
Generator_Loss: -7.80315351486
422
After 20 iterations
Discriminator Loss = -1.525192976
Generator_Loss: 14.6725969315
423
After 20 iterations
Discriminator Loss = -1.34730088711
Generator_Loss: 10.9513320923
424
After 20 iterations
Discriminator Loss = -1.33127343655
Generator_Loss: -14.7528352737
425
Level #0 Epoch #3 Batch #425
After 20 iterations
Discriminator Loss = -2.28259325027
Generator_Loss: 7.4049038887
426
After 20 iterations
Discriminator Loss = -1.27970039845
Generator_Loss: -9.11608219147
427
After 20 iterations
Discriminator Loss = -2.49419522285
Generator_Loss: -27.1335353851
428
After 20 iterations
Discriminator Loss = -1.89549839497
Generator_Loss: 4.09646892548
429
After 20 iterations
Discriminator Loss = -1.63536739349
Generator_Loss: 7.29295396805
430
After 20 iterations
Discriminator Loss = -1.25125062466
Generator_Loss: 1.0684273243
431
After 20 iterations
Discriminator Loss = -1.21160960197
Generator_Loss: -16.2996673584
432
After 20 iterations
Discriminator Loss = -1.58325779438
Generator_Loss: -7.65633440018
433
After 20 iterations
Discriminator Loss = -1.31020593643
Generator_Loss: 10.8443021774
434
After 20 iterations
Discriminator Loss = -1.78113389015
Generator_Loss: -17.2675476074
435
After 20 iterations
Discriminator Loss = -1.38372075558
Generator_Loss: 4.9546046257
436
After 20 iterations
Discriminator Loss = -1.34333491325
Generator_Loss: 2.88010025024
437
After 20 iterations
Discriminator Loss = -1.94474279881
Generator_Loss: -18.6163902283
438
After 20 iterations
Discriminator Loss = -1.59180259705
Generator_Loss: 6.53344154358
439
After 20 iterations
Discriminator Loss = -1.72426986694
Generator_Loss: 0.224689155817
440
After 20 iterations
Discriminator Loss = -1.37086164951
Generator_Loss: -15.4788990021
441
After 20 iterations
Discriminator Loss = -1.012622118
Generator_Loss: -7.21635437012
442
After 20 iterations
Discriminator Loss = -1.69339251518
Generator_Loss: 5.80137729645
443
After 20 iterations
Discriminator Loss = -2.30562782288
Generator_Loss: 0.588743984699
444
After 20 iterations
Discriminator Loss = -2.0309689045
Generator_Loss: -21.2176685333
445
After 20 iterations
Discriminator Loss = -1.47682535648
Generator_Loss: -30.0400218964
446
After 20 iterations
Discriminator Loss = -1.3421216011
Generator_Loss: -1.85457086563
447
After 20 iterations
Discriminator Loss = -2.01607632637
Generator_Loss: -15.592168808
448
After 20 iterations
Discriminator Loss = -1.39086675644
Generator_Loss: 5.00616979599
449
After 20 iterations
Discriminator Loss = -1.93882977962
Generator_Loss: 7.82295608521
450
Level #0 Epoch #3 Batch #450
After 20 iterations
Discriminator Loss = -1.39002001286
Generator_Loss: -6.43996620178
451
After 20 iterations
Discriminator Loss = -1.19529771805
Generator_Loss: -8.62738132477
452
After 20 iterations
Discriminator Loss = -1.42319333553
Generator_Loss: 7.79130315781
453
After 20 iterations
Discriminator Loss = -1.54364156723
Generator_Loss: 10.4675693512
454
After 20 iterations
Discriminator Loss = -1.52723121643
Generator_Loss: -15.8244752884
455
After 20 iterations
Discriminator Loss = -1.96228885651
Generator_Loss: 3.23375034332
456
After 20 iterations
Discriminator Loss = -2.18102240562
Generator_Loss: -19.632806778
457
After 20 iterations
Discriminator Loss = -1.54254758358
Generator_Loss: 22.9130744934
458
After 20 iterations
Discriminator Loss = -1.43096542358
Generator_Loss: 0.106406383216
459
After 20 iterations
Discriminator Loss = -1.37784671783
Generator_Loss: -9.06572055817
460
After 20 iterations
Discriminator Loss = -1.84734880924
Generator_Loss: -24.5901050568
461
After 20 iterations
Discriminator Loss = -1.50815820694
Generator_Loss: -0.320688307285
462
After 20 iterations
Discriminator Loss = -2.03059840202
Generator_Loss: -35.0532684326
463
After 20 iterations
Discriminator Loss = -1.32580935955
Generator_Loss: -8.8288936615
464
After 20 iterations
Discriminator Loss = -1.45707511902
Generator_Loss: 19.0698108673
465
After 20 iterations
Discriminator Loss = -1.57623577118
Generator_Loss: -5.07280540466
466
After 20 iterations
Discriminator Loss = -1.47892987728
Generator_Loss: -23.6429347992
467
After 20 iterations
Discriminator Loss = -2.19761896133
Generator_Loss: -1.8386515379
468
After 20 iterations
Discriminator Loss = -1.61188149452
Generator_Loss: 17.3826580048
469
After 20 iterations
Discriminator Loss = -1.42886388302
Generator_Loss: 3.6339328289
470
After 20 iterations
Discriminator Loss = -1.38707494736
Generator_Loss: -3.25149416924
471
After 20 iterations
Discriminator Loss = -1.23469758034
Generator_Loss: 21.648059845
472
After 20 iterations
Discriminator Loss = -1.34673380852
Generator_Loss: 4.23317241669
473
After 20 iterations
Discriminator Loss = -1.4875138998
Generator_Loss: -13.4097003937
474
After 20 iterations
Discriminator Loss = -1.93825542927
Generator_Loss: 31.6641845703
475
Level #0 Epoch #3 Batch #475
After 20 iterations
Discriminator Loss = -1.2790119648
Generator_Loss: -12.1652326584
476
After 20 iterations
Discriminator Loss = -2.0355861187
Generator_Loss: -5.04539346695
477
After 20 iterations
Discriminator Loss = -1.31252539158
Generator_Loss: -8.13905715942
478
After 20 iterations
Discriminator Loss = -1.40161323547
Generator_Loss: -0.311847090721
479
After 20 iterations
Discriminator Loss = -2.43855643272
Generator_Loss: -1.54441154003
480
After 20 iterations
Discriminator Loss = -1.76247143745
Generator_Loss: -13.2704048157
481
After 20 iterations
Discriminator Loss = -2.29291963577
Generator_Loss: 7.62671661377
482
After 20 iterations
Discriminator Loss = -1.32649683952
Generator_Loss: 5.68773841858
483
After 20 iterations
Discriminator Loss = -1.41980445385
Generator_Loss: -19.7861118317
484
After 20 iterations
Discriminator Loss = -1.18079030514
Generator_Loss: -4.58365726471
485
After 20 iterations
Discriminator Loss = -2.07417464256
Generator_Loss: 31.0628356934
486
After 20 iterations
Discriminator Loss = -1.61601316929
Generator_Loss: 12.1639003754
487
After 20 iterations
Discriminator Loss = -1.66191124916
Generator_Loss: -31.0680828094
488
After 20 iterations
Discriminator Loss = -1.18907618523
Generator_Loss: -20.826669693
489
After 20 iterations
Discriminator Loss = -2.3786418438
Generator_Loss: -16.6656284332
490
After 20 iterations
Discriminator Loss = -1.2793507576
Generator_Loss: 16.7852687836
491
After 20 iterations
Discriminator Loss = -1.8343051672
Generator_Loss: 29.3265132904
492
After 20 iterations
Discriminator Loss = -2.12586665154
Generator_Loss: 15.98640728
493
After 20 iterations
Discriminator Loss = -1.95174431801
Generator_Loss: -11.1299858093
494
After 20 iterations
Discriminator Loss = -1.55927026272
Generator_Loss: -32.200340271
495
After 20 iterations
Discriminator Loss = -1.79998040199
Generator_Loss: -32.2087478638
496
After 20 iterations
Discriminator Loss = -1.56223845482
Generator_Loss: 18.8794021606
497
After 20 iterations
Discriminator Loss = -1.93500220776
Generator_Loss: -14.4892606735
498
After 20 iterations
Discriminator Loss = -1.52991950512
Generator_Loss: 3.33115100861
499
After 20 iterations
Discriminator Loss = -1.29151463509
Generator_Loss: 2.53576016426
500
Level #0 Epoch #3 Batch #500
After 20 iterations
Discriminator Loss = -1.45861554146
Generator_Loss: 11.8898181915
501
After 20 iterations
Discriminator Loss = -1.72319698334
Generator_Loss: 16.0196495056
502
After 20 iterations
Discriminator Loss = -1.22282791138
Generator_Loss: -2.13261365891
503
After 20 iterations
Discriminator Loss = -1.32584357262
Generator_Loss: 14.2729892731
504
After 20 iterations
Discriminator Loss = -1.9324747324
Generator_Loss: 3.170576334
505
After 20 iterations
Discriminator Loss = -1.25229418278
Generator_Loss: -10.0212965012
506
After 20 iterations
Discriminator Loss = -1.62600898743
Generator_Loss: -8.62630844116
507
After 20 iterations
Discriminator Loss = -1.66694557667
Generator_Loss: 12.7175960541
508
After 20 iterations
Discriminator Loss = -1.17054414749
Generator_Loss: -7.21332168579
509
After 20 iterations
Discriminator Loss = -1.82465314865
Generator_Loss: 19.2804985046
510
After 20 iterations
Discriminator Loss = -2.69496273994
Generator_Loss: 17.0422077179
511
After 20 iterations
Discriminator Loss = -1.23479998112
Generator_Loss: -12.6354780197
512
After 20 iterations
Discriminator Loss = -1.54271912575
Generator_Loss: -5.64888620377
513
After 20 iterations
Discriminator Loss = -1.42677807808
Generator_Loss: -6.36735963821
514
After 20 iterations
Discriminator Loss = -1.48901855946
Generator_Loss: 2.6204662323
515
After 20 iterations
Discriminator Loss = -1.71594560146
Generator_Loss: 5.05978727341
516
After 20 iterations
Discriminator Loss = -1.56010448933
Generator_Loss: -10.0800828934
517
After 20 iterations
Discriminator Loss = -2.24438452721
Generator_Loss: -36.6734466553
518
After 20 iterations
Discriminator Loss = -2.23123121262
Generator_Loss: -21.0507907867
519
After 20 iterations
Discriminator Loss = -2.52800965309
Generator_Loss: -15.5008869171
520
After 20 iterations
Discriminator Loss = -3.34607625008
Generator_Loss: 20.8675765991
521
After 20 iterations
Discriminator Loss = -1.94185006618
Generator_Loss: 15.3857078552
522
After 20 iterations
Discriminator Loss = -1.31082892418
Generator_Loss: -5.71438026428
523
After 20 iterations
Discriminator Loss = -1.72292757034
Generator_Loss: 15.1471672058
524
After 20 iterations
Discriminator Loss = -1.80876398087
Generator_Loss: 1.22906243801
525
Level #0 Epoch #3 Batch #525
After 20 iterations
Discriminator Loss = -1.34176671505
Generator_Loss: -2.72923398018
526
After 20 iterations
Discriminator Loss = -1.52475452423
Generator_Loss: -29.3225746155
527
After 20 iterations
Discriminator Loss = -1.13431322575
Generator_Loss: 14.7518882751
528
After 20 iterations
Discriminator Loss = -1.77679526806
Generator_Loss: -16.1686401367
529
After 20 iterations
Discriminator Loss = -1.9345895052
Generator_Loss: 23.900642395
530
After 20 iterations
Discriminator Loss = -1.65567708015
Generator_Loss: -3.208152771
531
After 20 iterations
Discriminator Loss = -1.45684206486
Generator_Loss: 12.1453943253
532
After 20 iterations
Discriminator Loss = -1.69306313992
Generator_Loss: 16.122385025
533
After 20 iterations
Discriminator Loss = -1.88857042789
Generator_Loss: -1.34115076065
534
After 20 iterations
Discriminator Loss = -0.894246101379
Generator_Loss: -10.9903516769
535
After 20 iterations
Discriminator Loss = -1.25163352489
Generator_Loss: -21.0572509766
536
After 20 iterations
Discriminator Loss = -1.40596914291
Generator_Loss: 2.27206254005
537
After 20 iterations
Discriminator Loss = -1.51257789135
Generator_Loss: -32.8643035889
538
After 20 iterations
Discriminator Loss = -1.33490264416
Generator_Loss: -6.26006269455
539
After 20 iterations
Discriminator Loss = -1.78469002247
Generator_Loss: -8.55876159668
540
After 20 iterations
Discriminator Loss = -1.1791895628
Generator_Loss: -10.6437902451
541
After 20 iterations
Discriminator Loss = -1.73090398312
Generator_Loss: 12.7544822693
542
After 20 iterations
Discriminator Loss = -1.90623116493
Generator_Loss: -13.9019889832
543
After 20 iterations
Discriminator Loss = -1.6923416853
Generator_Loss: -8.62453365326
544
After 20 iterations
Discriminator Loss = -2.51587748528
Generator_Loss: -33.5526885986
545
After 20 iterations
Discriminator Loss = -1.98949849606
Generator_Loss: 8.44134426117
546
After 20 iterations
Discriminator Loss = -1.26325583458
Generator_Loss: -7.61805391312
547
After 20 iterations
Discriminator Loss = -1.61380398273
Generator_Loss: -13.4684772491
548
After 20 iterations
Discriminator Loss = -1.85438430309
Generator_Loss: -1.58788084984
549
After 20 iterations
Discriminator Loss = -1.31736063957
Generator_Loss: 19.061662674
550
Level #0 Epoch #3 Batch #550
After 20 iterations
Discriminator Loss = -1.92990422249
Generator_Loss: -8.26023864746
551
After 20 iterations
Discriminator Loss = -2.50506019592
Generator_Loss: 6.46602344513
552
After 20 iterations
Discriminator Loss = -2.17188620567
Generator_Loss: 28.4753322601
553
After 20 iterations
Discriminator Loss = -1.23593485355
Generator_Loss: 3.37174725533
554
After 20 iterations
Discriminator Loss = -2.10480809212
Generator_Loss: 19.6520633698
555
After 20 iterations
Discriminator Loss = -2.32780241966
Generator_Loss: -36.3295440674
556
After 20 iterations
Discriminator Loss = -1.06603229046
Generator_Loss: 2.98439717293
557
After 20 iterations
Discriminator Loss = -1.29996013641
Generator_Loss: 19.1757774353
558
After 20 iterations
Discriminator Loss = -1.25240397453
Generator_Loss: 7.54048538208
559
After 20 iterations
Discriminator Loss = -2.2824678421
Generator_Loss: -24.5963611603
560
After 20 iterations
Discriminator Loss = -1.18147730827
Generator_Loss: 6.56179857254
561
After 20 iterations
Discriminator Loss = -1.58482968807
Generator_Loss: -14.2750654221
562
After 20 iterations
Discriminator Loss = -1.9130846262
Generator_Loss: -13.1174564362
563
After 20 iterations
Discriminator Loss = -1.11648774147
Generator_Loss: -6.58479690552
564
After 20 iterations
Discriminator Loss = -1.24264502525
Generator_Loss: -5.34898805618
565
After 20 iterations
Discriminator Loss = -1.31147646904
Generator_Loss: 3.3056883812
566
After 20 iterations
Discriminator Loss = -1.64979934692
Generator_Loss: -9.71308040619
567
After 20 iterations
Discriminator Loss = -1.45260798931
Generator_Loss: -28.3844470978
568
After 20 iterations
Discriminator Loss = -1.11156535149
Generator_Loss: 4.56289386749
569
After 20 iterations
Discriminator Loss = -2.16998457909
Generator_Loss: 29.6729793549
570
After 20 iterations
Discriminator Loss = -1.46350646019
Generator_Loss: 14.8892755508
571
After 20 iterations
Discriminator Loss = -1.92513120174
Generator_Loss: -1.22169244289
572
After 20 iterations
Discriminator Loss = -2.08119630814
Generator_Loss: -20.3007526398
573
After 20 iterations
Discriminator Loss = -1.69694757462
Generator_Loss: 9.0838766098
574
After 20 iterations
Discriminator Loss = -1.47789633274
Generator_Loss: 4.34173059464
575
Level #0 Epoch #3 Batch #575
After 20 iterations
Discriminator Loss = -1.27732551098
Generator_Loss: 16.7370967865
576
After 20 iterations
Discriminator Loss = -2.27936172485
Generator_Loss: 12.8982782364
577
After 20 iterations
Discriminator Loss = -1.57428836823
Generator_Loss: 15.5431413651
578
After 20 iterations
Discriminator Loss = -1.4356225729
Generator_Loss: 8.13911819458
579
After 20 iterations
Discriminator Loss = -1.37402510643
Generator_Loss: -1.09077787399
580
After 20 iterations
Discriminator Loss = -1.49124085903
Generator_Loss: 2.2230026722
581
After 20 iterations
Discriminator Loss = -1.61976909637
Generator_Loss: -19.7226104736
582
After 20 iterations
Discriminator Loss = -1.18213403225
Generator_Loss: 19.8060626984
583
After 20 iterations
Discriminator Loss = -1.99902069569
Generator_Loss: -17.4078083038
584
After 20 iterations
Discriminator Loss = -2.34271240234
Generator_Loss: 2.14229607582
585
After 20 iterations
Discriminator Loss = -1.62744832039
Generator_Loss: 20.0531597137
586
After 20 iterations
Discriminator Loss = -1.41289722919
Generator_Loss: 8.77191925049
587
After 20 iterations
Discriminator Loss = -1.35242521763
Generator_Loss: 31.0933017731
588
After 20 iterations
Discriminator Loss = -1.50848782063
Generator_Loss: 6.31289958954
589
After 20 iterations
Discriminator Loss = -1.86585736275
Generator_Loss: -13.5500469208
590
After 20 iterations
Discriminator Loss = -1.6913973093
Generator_Loss: -30.3449363708
591
After 20 iterations
Discriminator Loss = -1.8244355917
Generator_Loss: -24.842382431
592
After 20 iterations
Discriminator Loss = -1.52310335636
Generator_Loss: -12.2304039001
593
After 20 iterations
Discriminator Loss = -2.15969204903
Generator_Loss: 17.7370758057
594
After 20 iterations
Discriminator Loss = -1.78074800968
Generator_Loss: 18.3180446625
595
After 20 iterations
Discriminator Loss = -2.54780340195
Generator_Loss: 9.03713226318
596
After 20 iterations
Discriminator Loss = -2.87464094162
Generator_Loss: -33.5044174194
597
After 20 iterations
Discriminator Loss = -0.939379990101
Generator_Loss: -11.5626859665
598
After 20 iterations
Discriminator Loss = -3.01048207283
Generator_Loss: -12.9847822189
599
After 20 iterations
Discriminator Loss = -1.69455575943
Generator_Loss: -9.02550506592
600
Level #0 Epoch #3 Batch #600
After 20 iterations
Discriminator Loss = -1.40308582783
Generator_Loss: -17.2344589233
601
After 20 iterations
Discriminator Loss = -1.29863286018
Generator_Loss: 1.47515964508
602
After 20 iterations
Discriminator Loss = -1.18229186535
Generator_Loss: 1.85061943531
603
After 20 iterations
Discriminator Loss = -1.25756168365
Generator_Loss: -7.3723154068
604
After 20 iterations
Discriminator Loss = -1.40356421471
Generator_Loss: 14.436923027
605
After 20 iterations
Discriminator Loss = -2.4164018631
Generator_Loss: -10.8814458847
606
After 20 iterations
Discriminator Loss = -2.62228369713
Generator_Loss: -2.23833036423
607
After 20 iterations
Discriminator Loss = -1.9775633812
Generator_Loss: 10.9895915985
608
After 20 iterations
Discriminator Loss = -1.69747340679
Generator_Loss: 13.2917423248
609
After 20 iterations
Discriminator Loss = -1.89506709576
Generator_Loss: 4.81559038162
610
After 20 iterations
Discriminator Loss = -1.8334171772
Generator_Loss: 17.7778377533
611
After 20 iterations
Discriminator Loss = -1.18982112408
Generator_Loss: 22.0728416443
612
After 20 iterations
Discriminator Loss = -1.4625595808
Generator_Loss: -5.86587333679
613
After 20 iterations
Discriminator Loss = -1.36209535599
Generator_Loss: -3.21654939651
614
After 20 iterations
Discriminator Loss = -1.25909614563
Generator_Loss: 6.60348320007
615
After 20 iterations
Discriminator Loss = -2.85514330864
Generator_Loss: 4.42323827744
616
After 20 iterations
Discriminator Loss = -2.27183318138
Generator_Loss: -0.62664192915
617
After 20 iterations
Discriminator Loss = -1.60875678062
Generator_Loss: -8.37790489197
618
After 20 iterations
Discriminator Loss = -1.66876327991
Generator_Loss: 3.72393727303
619
After 20 iterations
Discriminator Loss = -1.62424325943
Generator_Loss: 6.73021173477
620
After 20 iterations
Discriminator Loss = -1.4613956213
Generator_Loss: -24.4119663239
621
After 20 iterations
Discriminator Loss = -2.55249977112
Generator_Loss: 8.18618869781
622
After 20 iterations
Discriminator Loss = -1.54830372334
Generator_Loss: 10.4368467331
623
After 20 iterations
Discriminator Loss = -1.67873597145
Generator_Loss: -18.4764823914
624
After 20 iterations
Discriminator Loss = -1.23715662956
Generator_Loss: -25.5084991455
625
Level #0 Epoch #3 Batch #625
After 20 iterations
Discriminator Loss = -1.40930664539
Generator_Loss: -10.1696453094
626
After 20 iterations
Discriminator Loss = -1.73005485535
Generator_Loss: -17.1585845947
627
After 20 iterations
Discriminator Loss = -2.72456741333
Generator_Loss: 9.57830047607
628
After 20 iterations
Discriminator Loss = -2.23525977135
Generator_Loss: -20.8738517761
629
After 20 iterations
Discriminator Loss = -1.06477844715
Generator_Loss: -3.53521418571
630
After 20 iterations
Discriminator Loss = -2.02659749985
Generator_Loss: -30.9202880859
631
After 20 iterations
Discriminator Loss = -1.36001038551
Generator_Loss: 4.16603708267
632
After 20 iterations
Discriminator Loss = -1.4257671833
Generator_Loss: 12.374712944
633
After 20 iterations
Discriminator Loss = -1.66984462738
Generator_Loss: 25.0387954712
634
After 20 iterations
Discriminator Loss = -2.26609897614
Generator_Loss: -2.26766228676
635
After 20 iterations
Discriminator Loss = -1.3373913765
Generator_Loss: -15.0102396011
636
After 20 iterations
Discriminator Loss = -2.09568667412
Generator_Loss: -16.708404541
637
After 20 iterations
Discriminator Loss = -1.67622125149
Generator_Loss: -24.6847057343
638
After 20 iterations
Discriminator Loss = -1.50196874142
Generator_Loss: -3.65286564827
639
After 20 iterations
Discriminator Loss = -1.95035254955
Generator_Loss: -28.8608169556
640
After 20 iterations
Discriminator Loss = -1.40049302578
Generator_Loss: -15.0840921402
641
After 20 iterations
Discriminator Loss = -1.56859540939
Generator_Loss: 15.883641243
642
After 20 iterations
Discriminator Loss = -2.3194270134
Generator_Loss: -26.0519199371
643
After 20 iterations
Discriminator Loss = -2.19081330299
Generator_Loss: -23.7564163208
644
After 20 iterations
Discriminator Loss = -1.58025276661
Generator_Loss: 20.5605945587
645
After 20 iterations
Discriminator Loss = -1.50619637966
Generator_Loss: 14.4416770935
646
After 20 iterations
Discriminator Loss = -1.62202727795
Generator_Loss: 3.82042431831
647
After 20 iterations
Discriminator Loss = -1.89717173576
Generator_Loss: 8.39565658569
648
After 20 iterations
Discriminator Loss = -1.54785394669
Generator_Loss: 9.79766178131
649
After 20 iterations
Discriminator Loss = -1.34791386127
Generator_Loss: 11.4534320831
650
Level #0 Epoch #3 Batch #650
After 20 iterations
Discriminator Loss = -1.64634084702
Generator_Loss: 20.0514240265
651
After 20 iterations
Discriminator Loss = -1.39167451859
Generator_Loss: -12.3819351196
652
After 20 iterations
Discriminator Loss = -2.23840379715
Generator_Loss: -12.085603714
653
After 20 iterations
Discriminator Loss = -1.64887630939
Generator_Loss: -12.7192792892
654
After 20 iterations
Discriminator Loss = -2.32400512695
Generator_Loss: -8.52755451202
655
After 20 iterations
Discriminator Loss = -1.74368333817
Generator_Loss: -1.65425872803
656
After 20 iterations
Discriminator Loss = -1.49644231796
Generator_Loss: -2.24256491661
657
After 20 iterations
Discriminator Loss = -1.78933024406
Generator_Loss: 5.24159097672
658
After 20 iterations
Discriminator Loss = -1.45452785492
Generator_Loss: 16.2599143982
659
After 20 iterations
Discriminator Loss = -1.31500399113
Generator_Loss: -16.3561687469
660
After 20 iterations
Discriminator Loss = -1.82901120186
Generator_Loss: -34.9483261108
661
After 20 iterations
Discriminator Loss = -1.43399679661
Generator_Loss: -15.038225174
662
After 20 iterations
Discriminator Loss = -1.22063875198
Generator_Loss: -2.55731678009
663
After 20 iterations
Discriminator Loss = -2.01369595528
Generator_Loss: -18.238576889
664
After 20 iterations
Discriminator Loss = -1.90416717529
Generator_Loss: 1.41117417812
665
After 20 iterations
Discriminator Loss = -1.59429872036
Generator_Loss: 17.8916606903
666
After 20 iterations
Discriminator Loss = -1.33929610252
Generator_Loss: -2.5885477066
667
After 20 iterations
Discriminator Loss = -1.46337306499
Generator_Loss: 4.95893859863
668
After 20 iterations
Discriminator Loss = -1.21190178394
Generator_Loss: 0.401880770922
669
After 20 iterations
Discriminator Loss = -1.70393645763
Generator_Loss: 6.68906545639
670
After 20 iterations
Discriminator Loss = -1.79096245766
Generator_Loss: -3.6205432415
671
After 20 iterations
Discriminator Loss = -1.4163403511
Generator_Loss: -5.11456727982
672
After 20 iterations
Discriminator Loss = -1.7069247961
Generator_Loss: -12.5053672791
673
After 20 iterations
Discriminator Loss = -1.78078699112
Generator_Loss: -7.33166360855
674
After 20 iterations
Discriminator Loss = -1.29093801975
Generator_Loss: 27.3414649963
675
Level #0 Epoch #3 Batch #675
After 20 iterations
Discriminator Loss = -2.10579752922
Generator_Loss: -14.7215423584
676
After 20 iterations
Discriminator Loss = -1.31743609905
Generator_Loss: -0.930102348328
677
After 20 iterations
Discriminator Loss = -1.66203773022
Generator_Loss: 23.6011753082
678
After 20 iterations
Discriminator Loss = -2.30989122391
Generator_Loss: 26.982509613
679
After 20 iterations
Discriminator Loss = -1.19077908993
Generator_Loss: 5.26343917847
680
After 20 iterations
Discriminator Loss = -2.24954652786
Generator_Loss: -17.9118843079
681
After 20 iterations
Discriminator Loss = -1.70882952213
Generator_Loss: -23.3643894196
682
After 20 iterations
Discriminator Loss = -1.69250714779
Generator_Loss: -23.5930461884
683
After 20 iterations
Discriminator Loss = -1.36858284473
Generator_Loss: 2.85928106308
684
After 20 iterations
Discriminator Loss = -1.87493515015
Generator_Loss: -3.31181955338
685
After 20 iterations
Discriminator Loss = -1.02718162537
Generator_Loss: -18.1843299866
686
After 20 iterations
Discriminator Loss = -2.26133489609
Generator_Loss: 1.53089797497
687
After 20 iterations
Discriminator Loss = -1.77044045925
Generator_Loss: 10.429517746
688
After 20 iterations
Discriminator Loss = -1.41713953018
Generator_Loss: 8.26947879791
689
After 20 iterations
Discriminator Loss = -1.43686234951
Generator_Loss: -21.2804985046
690
After 20 iterations
Discriminator Loss = -1.61511337757
Generator_Loss: 8.72578525543
691
After 20 iterations
Discriminator Loss = -1.98849773407
Generator_Loss: -12.2853240967
692
After 20 iterations
Discriminator Loss = -2.0764734745
Generator_Loss: 13.876452446
693
After 20 iterations
Discriminator Loss = -1.92743134499
Generator_Loss: 11.9656124115
694
After 20 iterations
Discriminator Loss = -1.31565058231
Generator_Loss: -9.93644714355
695
After 20 iterations
Discriminator Loss = -1.65409779549
Generator_Loss: 1.24879407883
696
After 20 iterations
Discriminator Loss = -2.72564387321
Generator_Loss: 2.65844488144
697
After 20 iterations
Discriminator Loss = -1.22816205025
Generator_Loss: 11.4937334061
698
After 20 iterations
Discriminator Loss = -1.73503088951
Generator_Loss: 5.64218568802
699
After 20 iterations
Discriminator Loss = -1.60319459438
Generator_Loss: 9.27071285248
700
Level #0 Epoch #3 Batch #700
After 20 iterations
Discriminator Loss = -1.5791260004
Generator_Loss: 14.6261482239
701
After 20 iterations
Discriminator Loss = -1.48560285568
Generator_Loss: -5.47997617722
702
After 20 iterations
Discriminator Loss = -1.30126273632
Generator_Loss: -0.7939016819
703
After 20 iterations
Discriminator Loss = -1.54792785645
Generator_Loss: -25.6101818085
704
After 20 iterations
Discriminator Loss = -1.82784867287
Generator_Loss: 2.68082547188
705
After 20 iterations
Discriminator Loss = -1.11897802353
Generator_Loss: 9.61657810211
706
After 20 iterations
Discriminator Loss = -2.16117215157
Generator_Loss: -25.6116828918
707
After 20 iterations
Discriminator Loss = -2.45078349113
Generator_Loss: -5.34105539322
708
After 20 iterations
Discriminator Loss = -1.95683646202
Generator_Loss: 1.54829549789
709
After 20 iterations
Discriminator Loss = -1.12155258656
Generator_Loss: 9.80509185791
710
After 20 iterations
Discriminator Loss = -1.27501177788
Generator_Loss: -5.73648881912
711
After 20 iterations
Discriminator Loss = -1.72221183777
Generator_Loss: -6.61958885193
712
After 20 iterations
Discriminator Loss = -1.44886183739
Generator_Loss: 11.6421995163
713
After 20 iterations
Discriminator Loss = -2.76418280602
Generator_Loss: 29.4060592651
714
After 20 iterations
Discriminator Loss = -1.29241156578
Generator_Loss: -16.7740592957
715
After 20 iterations
Discriminator Loss = -2.46816563606
Generator_Loss: 6.70842075348
716
After 20 iterations
Discriminator Loss = -1.8862156868
Generator_Loss: 0.929650247097
717
After 20 iterations
Discriminator Loss = -1.59688448906
Generator_Loss: -10.3359212875
718
After 20 iterations
Discriminator Loss = -1.46657001972
Generator_Loss: -17.0499343872
719
After 20 iterations
Discriminator Loss = -1.83137702942
Generator_Loss: -3.7051255703
720
After 20 iterations
Discriminator Loss = -2.19263672829
Generator_Loss: -31.193977356
721
After 20 iterations
Discriminator Loss = -1.34779465199
Generator_Loss: -17.3691120148
722
After 20 iterations
Discriminator Loss = -1.43645000458
Generator_Loss: 9.42524242401
723
After 20 iterations
Discriminator Loss = -1.73087346554
Generator_Loss: -3.62486934662
724
After 20 iterations
Discriminator Loss = -1.28313922882
Generator_Loss: 4.71983528137
725
Level #0 Epoch #3 Batch #725
After 20 iterations
Discriminator Loss = -2.02563786507
Generator_Loss: 5.63168668747
726
After 20 iterations
Discriminator Loss = -1.55055403709
Generator_Loss: -4.8540263176
727
After 20 iterations
Discriminator Loss = -1.52200233936
Generator_Loss: 11.4303283691
728
After 20 iterations
Discriminator Loss = -1.15708220005
Generator_Loss: -24.9366378784
729
After 20 iterations
Discriminator Loss = -1.29931461811
Generator_Loss: 6.69489240646
730
After 20 iterations
Discriminator Loss = -1.89219808578
Generator_Loss: -4.16034078598
731
After 20 iterations
Discriminator Loss = -2.22709417343
Generator_Loss: -14.5880556107
732
After 20 iterations
Discriminator Loss = -1.58360743523
Generator_Loss: -13.5279874802
733
After 20 iterations
Discriminator Loss = -1.3527097702
Generator_Loss: -0.195308953524
734
After 20 iterations
Discriminator Loss = -1.24211537838
Generator_Loss: -17.927734375
735
After 20 iterations
Discriminator Loss = -2.58912563324
Generator_Loss: 2.91684031487
736
After 20 iterations
Discriminator Loss = -1.32386088371
Generator_Loss: 13.6335449219
737
After 20 iterations
Discriminator Loss = -1.1454616785
Generator_Loss: -9.50947189331
738
After 20 iterations
Discriminator Loss = -1.35071110725
Generator_Loss: -7.82194662094
739
After 20 iterations
Discriminator Loss = -1.30986058712
Generator_Loss: 0.917408823967
740
After 20 iterations
Discriminator Loss = -1.32405078411
Generator_Loss: 18.5322208405
741
After 20 iterations
Discriminator Loss = -2.16535568237
Generator_Loss: 25.110042572
742
After 20 iterations
Discriminator Loss = -1.5288169384
Generator_Loss: -25.6243286133
743
After 20 iterations
Discriminator Loss = -1.27381432056
Generator_Loss: 0.920808136463
744
After 20 iterations
Discriminator Loss = -1.69206249714
Generator_Loss: -1.08906197548
745
After 20 iterations
Discriminator Loss = -1.20300757885
Generator_Loss: 9.62734889984
746
After 20 iterations
Discriminator Loss = -1.19469559193
Generator_Loss: -19.2193546295
747
After 20 iterations
Discriminator Loss = -1.87082529068
Generator_Loss: -26.1479206085
748
After 20 iterations
Discriminator Loss = -1.52310502529
Generator_Loss: -2.32255578041
749
After 20 iterations
Discriminator Loss = -1.54479062557
Generator_Loss: 1.7996673584
750
Level #0 Epoch #3 Batch #750
After 20 iterations
Discriminator Loss = -1.75718438625
Generator_Loss: 22.3105144501
751
After 20 iterations
Discriminator Loss = -1.36498904228
Generator_Loss: 9.14523124695
752
After 20 iterations
Discriminator Loss = -1.37586569786
Generator_Loss: 5.16867828369
753
After 20 iterations
Discriminator Loss = -1.4298363924
Generator_Loss: -18.3153095245
754
After 20 iterations
Discriminator Loss = -1.36107575893
Generator_Loss: 10.8244771957
755
After 20 iterations
Discriminator Loss = -1.55946230888
Generator_Loss: -7.57301092148
756
After 20 iterations
Discriminator Loss = -1.57797729969
Generator_Loss: -34.7036361694
757
After 20 iterations
Discriminator Loss = -1.11779904366
Generator_Loss: -11.1361026764
758
After 20 iterations
Discriminator Loss = -1.37081432343
Generator_Loss: -3.83779883385
759
After 20 iterations
Discriminator Loss = -1.12368476391
Generator_Loss: -24.2061309814
760
After 20 iterations
Discriminator Loss = -2.07276082039
Generator_Loss: 6.10721683502
761
After 20 iterations
Discriminator Loss = -2.75162529945
Generator_Loss: 28.7877788544
762
After 20 iterations
Discriminator Loss = -1.53658497334
Generator_Loss: 8.19253063202
763
After 20 iterations
Discriminator Loss = -2.50963115692
Generator_Loss: 2.9559135437
764
After 20 iterations
Discriminator Loss = -1.23112595081
Generator_Loss: -11.3475189209
765
After 20 iterations
Discriminator Loss = -1.37627613544
Generator_Loss: 21.7197113037
766
After 20 iterations
Discriminator Loss = -1.52434933186
Generator_Loss: 0.981860756874
767
After 20 iterations
Discriminator Loss = -3.37271571159
Generator_Loss: -0.10184443742
768
After 20 iterations
Discriminator Loss = -1.2685791254
Generator_Loss: -19.3626823425
769
After 20 iterations
Discriminator Loss = -1.63201749325
Generator_Loss: -6.56241750717
770
After 20 iterations
Discriminator Loss = -1.30885589123
Generator_Loss: -3.989610672
771
After 20 iterations
Discriminator Loss = -2.35959458351
Generator_Loss: 27.0475940704
772
After 20 iterations
Discriminator Loss = -1.49074089527
Generator_Loss: 11.0596952438
773
After 20 iterations
Discriminator Loss = -2.57957577705
Generator_Loss: 7.75929260254
774
After 20 iterations
Discriminator Loss = -1.32535672188
Generator_Loss: -6.6091837883
775
Level #0 Epoch #3 Batch #775
After 20 iterations
Discriminator Loss = -1.57739508152
Generator_Loss: 25.0830307007
776
After 20 iterations
Discriminator Loss = -1.13587880135
Generator_Loss: -15.5233545303
777
After 20 iterations
Discriminator Loss = -1.67888331413
Generator_Loss: -10.4759483337
778
After 20 iterations
Discriminator Loss = -2.50061392784
Generator_Loss: -29.853679657
779
After 20 iterations
Discriminator Loss = -1.13497710228
Generator_Loss: -4.42703676224
780
After 20 iterations
Discriminator Loss = -1.37117171288
Generator_Loss: -18.9816551208
781
Epoch #4
After 20 iterations
Discriminator Loss = -1.65376055241
Generator_Loss: 6.05587387085
2
After 20 iterations
Discriminator Loss = -1.76841163635
Generator_Loss: 22.2953720093
3
After 20 iterations
Discriminator Loss = -1.38741266727
Generator_Loss: -14.1228065491
4
After 20 iterations
Discriminator Loss = -1.99752855301
Generator_Loss: -32.347869873
5
After 20 iterations
Discriminator Loss = -1.51214194298
Generator_Loss: 0.619652628899
6
After 20 iterations
Discriminator Loss = -1.56838238239
Generator_Loss: -2.90335273743
7
After 20 iterations
Discriminator Loss = -1.3331964016
Generator_Loss: -18.6996517181
8
After 20 iterations
Discriminator Loss = -1.58980131149
Generator_Loss: -12.3257818222
9
After 20 iterations
Discriminator Loss = -1.44650936127
Generator_Loss: -9.04490375519
10
After 20 iterations
Discriminator Loss = -1.18424677849
Generator_Loss: 16.6819896698
11
After 20 iterations
Discriminator Loss = -1.13320684433
Generator_Loss: -7.98704814911
12
After 20 iterations
Discriminator Loss = -1.25322949886
Generator_Loss: 17.7938194275
13
After 20 iterations
Discriminator Loss = -1.39489674568
Generator_Loss: -2.71868085861
14
After 20 iterations
Discriminator Loss = -2.78736424446
Generator_Loss: 7.8310174942
15
After 20 iterations
Discriminator Loss = -1.68705868721
Generator_Loss: 22.3272285461
16
After 20 iterations
Discriminator Loss = -2.03870511055
Generator_Loss: 17.9844055176
17
After 20 iterations
Discriminator Loss = -1.17191457748
Generator_Loss: 12.6860685349
18
After 20 iterations
Discriminator Loss = -1.4733748436
Generator_Loss: -23.8438415527
19
After 20 iterations
Discriminator Loss = -1.13717889786
Generator_Loss: -4.2318649292
20
After 20 iterations
Discriminator Loss = -1.94508731365
Generator_Loss: 8.681681633
21
After 20 iterations
Discriminator Loss = -1.56245839596
Generator_Loss: 5.59140110016
22
After 20 iterations
Discriminator Loss = -1.98658525944
Generator_Loss: -5.08531761169
23
After 20 iterations
Discriminator Loss = -1.03529274464
Generator_Loss: -27.7525138855
24
After 20 iterations
Discriminator Loss = -1.19345963001
Generator_Loss: -15.0091266632
25
Level #0 Epoch #4 Batch #25
After 20 iterations
Discriminator Loss = -1.39130711555
Generator_Loss: -11.4672269821
26
After 20 iterations
Discriminator Loss = -2.30682730675
Generator_Loss: -17.7016887665
27
After 20 iterations
Discriminator Loss = -1.79489135742
Generator_Loss: 24.5164966583
28
After 20 iterations
Discriminator Loss = -1.4536241293
Generator_Loss: -15.1204242706
29
After 20 iterations
Discriminator Loss = -1.03248476982
Generator_Loss: -4.68188905716
30
After 20 iterations
Discriminator Loss = -1.93621230125
Generator_Loss: 24.4341831207
31
After 20 iterations
Discriminator Loss = -2.18259358406
Generator_Loss: -2.98026275635
32
After 20 iterations
Discriminator Loss = -2.03301405907
Generator_Loss: -7.13193273544
33
After 20 iterations
Discriminator Loss = -1.62638771534
Generator_Loss: 7.47931623459
34
After 20 iterations
Discriminator Loss = -1.34293878078
Generator_Loss: -19.4208526611
35
After 20 iterations
Discriminator Loss = -1.17427957058
Generator_Loss: 8.75350093842
36
After 20 iterations
Discriminator Loss = -1.62421584129
Generator_Loss: 1.63823473454
37
After 20 iterations
Discriminator Loss = -1.96154439449
Generator_Loss: 12.9282150269
38
After 20 iterations
Discriminator Loss = -1.08646655083
Generator_Loss: 15.2758016586
39
After 20 iterations
Discriminator Loss = -1.8877851963
Generator_Loss: -20.6260871887
40
After 20 iterations
Discriminator Loss = -1.53839695454
Generator_Loss: -13.1295433044
41
After 20 iterations
Discriminator Loss = -1.93928062916
Generator_Loss: 10.999499321
42
After 20 iterations
Discriminator Loss = -1.85116231441
Generator_Loss: -5.37924289703
43
After 20 iterations
Discriminator Loss = -2.19433259964
Generator_Loss: 26.2482395172
44
After 20 iterations
Discriminator Loss = -1.74645531178
Generator_Loss: 16.4353370667
45
After 20 iterations
Discriminator Loss = -1.49879801273
Generator_Loss: -20.5704746246
46
After 20 iterations
Discriminator Loss = -2.17083263397
Generator_Loss: -17.4186897278
47
After 20 iterations
Discriminator Loss = -1.78009474277
Generator_Loss: -32.6817550659
48
After 20 iterations
Discriminator Loss = -1.20429587364
Generator_Loss: -30.6580677032
49
After 20 iterations
Discriminator Loss = -1.30355191231
Generator_Loss: 5.39997577667
50
Level #0 Epoch #4 Batch #50
After 20 iterations
Discriminator Loss = -1.32824838161
Generator_Loss: 13.6225032806
51
After 20 iterations
Discriminator Loss = -1.01996302605
Generator_Loss: 4.20931243896
52
After 20 iterations
Discriminator Loss = -2.15721511841
Generator_Loss: 17.6340885162
53
After 20 iterations
Discriminator Loss = -1.16205179691
Generator_Loss: 14.5553064346
54
After 20 iterations
Discriminator Loss = -2.01799511909
Generator_Loss: -0.578040957451
55
After 20 iterations
Discriminator Loss = -1.28889417648
Generator_Loss: 7.33939504623
56
After 20 iterations
Discriminator Loss = -2.37988734245
Generator_Loss: -26.2835254669
57
After 20 iterations
Discriminator Loss = -1.5649586916
Generator_Loss: 12.2652397156
58
After 20 iterations
Discriminator Loss = -1.76316690445
Generator_Loss: 11.690123558
59
After 20 iterations
Discriminator Loss = -2.01690149307
Generator_Loss: -10.2333526611
60
After 20 iterations
Discriminator Loss = -1.26421117783
Generator_Loss: 4.88670253754
61
After 20 iterations
Discriminator Loss = -1.66213858128
Generator_Loss: 9.11782073975
62
After 20 iterations
Discriminator Loss = -1.15356814861
Generator_Loss: 2.86964535713
63
After 20 iterations
Discriminator Loss = -1.38596093655
Generator_Loss: -27.739982605
64
After 20 iterations
Discriminator Loss = -1.08746874332
Generator_Loss: -14.4601755142
65
After 20 iterations
Discriminator Loss = -1.28601527214
Generator_Loss: -9.08925914764
66
After 20 iterations
Discriminator Loss = -1.21884596348
Generator_Loss: 3.30220246315
67
After 20 iterations
Discriminator Loss = -1.39149820805
Generator_Loss: -0.905861496925
68
After 20 iterations
Discriminator Loss = -1.73614192009
Generator_Loss: -20.2406520844
69
After 20 iterations
Discriminator Loss = -1.90493237972
Generator_Loss: -12.0226602554
70
After 20 iterations
Discriminator Loss = -1.44774019718
Generator_Loss: -9.4958820343
71
After 20 iterations
Discriminator Loss = -1.28249132633
Generator_Loss: -12.6356391907
72
After 20 iterations
Discriminator Loss = -0.999878406525
Generator_Loss: 14.5047588348
73
After 20 iterations
Discriminator Loss = -1.23976957798
Generator_Loss: 12.4510726929
74
After 20 iterations
Discriminator Loss = -1.19720339775
Generator_Loss: -4.05649137497
75
Level #0 Epoch #4 Batch #75
After 20 iterations
Discriminator Loss = -2.20625591278
Generator_Loss: -12.4789009094
76
After 20 iterations
Discriminator Loss = -1.5029630661
Generator_Loss: -28.1351222992
77
After 20 iterations
Discriminator Loss = -1.29931294918
Generator_Loss: -5.3306055069
78
After 20 iterations
Discriminator Loss = -1.74150323868
Generator_Loss: 6.01331758499
79
After 20 iterations
Discriminator Loss = -1.4973334074
Generator_Loss: 3.44230890274
80
After 20 iterations
Discriminator Loss = -1.46123743057
Generator_Loss: -6.94281864166
81
After 20 iterations
Discriminator Loss = -1.72629320621
Generator_Loss: -10.13945961
82
After 20 iterations
Discriminator Loss = -2.37975001335
Generator_Loss: 7.3200097084
83
After 20 iterations
Discriminator Loss = -1.85981941223
Generator_Loss: 22.1863460541
84
After 20 iterations
Discriminator Loss = -2.17442083359
Generator_Loss: -19.0191955566
85
After 20 iterations
Discriminator Loss = -1.40461456776
Generator_Loss: 5.64630270004
86
After 20 iterations
Discriminator Loss = -1.64670419693
Generator_Loss: -7.03414487839
87
After 20 iterations
Discriminator Loss = -1.21062421799
Generator_Loss: 5.16546392441
88
After 20 iterations
Discriminator Loss = -1.46676552296
Generator_Loss: -26.0840034485
89
After 20 iterations
Discriminator Loss = -1.82835078239
Generator_Loss: -12.4575014114
90
After 20 iterations
Discriminator Loss = -1.51876211166
Generator_Loss: -9.98415374756
91
After 20 iterations
Discriminator Loss = -1.34594321251
Generator_Loss: -8.51339149475
92
After 20 iterations
Discriminator Loss = -1.9778585434
Generator_Loss: -14.923248291
93
After 20 iterations
Discriminator Loss = -1.65137434006
Generator_Loss: -11.6797037125
94
After 20 iterations
Discriminator Loss = -1.66294622421
Generator_Loss: -20.3375225067
95
After 20 iterations
Discriminator Loss = -2.11636447906
Generator_Loss: 26.5847091675
96
After 20 iterations
Discriminator Loss = -1.43775093555
Generator_Loss: 9.54650115967
97
After 20 iterations
Discriminator Loss = -1.35905814171
Generator_Loss: 19.1072826385
98
After 20 iterations
Discriminator Loss = -1.45081830025
Generator_Loss: -4.39290237427
99
After 20 iterations
Discriminator Loss = -2.45409059525
Generator_Loss: 18.7793884277
100
Level #0 Epoch #4 Batch #100
After 20 iterations
Discriminator Loss = -1.61467885971
Generator_Loss: 7.12323713303
101
After 20 iterations
Discriminator Loss = -2.66443181038
Generator_Loss: 24.5300807953
102
After 20 iterations
Discriminator Loss = -1.59661352634
Generator_Loss: -20.2728214264
103
After 20 iterations
Discriminator Loss = -1.40858018398
Generator_Loss: -18.9778137207
104
After 20 iterations
Discriminator Loss = -1.55081784725
Generator_Loss: 5.76278114319
105
After 20 iterations
Discriminator Loss = -1.17656099796
Generator_Loss: 8.00672912598
106
After 20 iterations
Discriminator Loss = -2.13585853577
Generator_Loss: 15.028093338
107
After 20 iterations
Discriminator Loss = -2.55169391632
Generator_Loss: 13.9109220505
108
After 20 iterations
Discriminator Loss = -1.2259567976
Generator_Loss: 8.99327850342
109
After 20 iterations
Discriminator Loss = -1.9854156971
Generator_Loss: -14.5178556442
110
After 20 iterations
Discriminator Loss = -2.56344556808
Generator_Loss: -10.4484024048
111
After 20 iterations
Discriminator Loss = -1.10518872738
Generator_Loss: -5.28547000885
112
After 20 iterations
Discriminator Loss = -1.01964390278
Generator_Loss: -4.52534580231
113
After 20 iterations
Discriminator Loss = -2.54932379723
Generator_Loss: -13.5660276413
114
After 20 iterations
Discriminator Loss = -1.7292509079
Generator_Loss: -31.349319458
115
After 20 iterations
Discriminator Loss = -1.36694216728
Generator_Loss: 21.4113807678
116
After 20 iterations
Discriminator Loss = -2.50730967522
Generator_Loss: -20.597202301
117
After 20 iterations
Discriminator Loss = -1.22016704082
Generator_Loss: -8.0349779129
118
After 20 iterations
Discriminator Loss = -1.59169971943
Generator_Loss: 22.1750736237
119
After 20 iterations
Discriminator Loss = -1.6535923481
Generator_Loss: -18.5881595612
120
After 20 iterations
Discriminator Loss = -2.35576438904
Generator_Loss: -3.89271879196
121
After 20 iterations
Discriminator Loss = -1.08235836029
Generator_Loss: -4.76066112518
122
After 20 iterations
Discriminator Loss = -1.49121558666
Generator_Loss: 6.52540779114
123
After 20 iterations
Discriminator Loss = -1.98969638348
Generator_Loss: -17.5480041504
124
After 20 iterations
Discriminator Loss = -1.65304148197
Generator_Loss: -5.37650823593
125
Level #0 Epoch #4 Batch #125
After 20 iterations
Discriminator Loss = -2.43695139885
Generator_Loss: 12.0890455246
126
After 20 iterations
Discriminator Loss = -1.36269891262
Generator_Loss: 14.2077665329
127
After 20 iterations
Discriminator Loss = -1.72899484634
Generator_Loss: -16.9443778992
128
After 20 iterations
Discriminator Loss = -1.3114682436
Generator_Loss: -16.5833358765
129
After 20 iterations
Discriminator Loss = -1.41127109528
Generator_Loss: 2.53326320648
130
After 20 iterations
Discriminator Loss = -1.57205593586
Generator_Loss: -12.7108106613
131
After 20 iterations
Discriminator Loss = -1.70910358429
Generator_Loss: -13.701833725
132
After 20 iterations
Discriminator Loss = -1.92558860779
Generator_Loss: 4.80148410797
133
After 20 iterations
Discriminator Loss = -1.38571107388
Generator_Loss: 19.8974208832
134
After 20 iterations
Discriminator Loss = -1.25857448578
Generator_Loss: 8.17856025696
135
After 20 iterations
Discriminator Loss = -1.35937547684
Generator_Loss: 23.695602417
136
After 20 iterations
Discriminator Loss = -1.93641626835
Generator_Loss: -15.9336051941
137
After 20 iterations
Discriminator Loss = -1.52917587757
Generator_Loss: -25.3674030304
138
After 20 iterations
Discriminator Loss = -1.76954734325
Generator_Loss: -15.6591320038
139
After 20 iterations
Discriminator Loss = -1.65749466419
Generator_Loss: 19.5866928101
140
After 20 iterations
Discriminator Loss = -1.17501235008
Generator_Loss: 7.86223983765
141
After 20 iterations
Discriminator Loss = -1.64765751362
Generator_Loss: -27.7937240601
142
After 20 iterations
Discriminator Loss = -1.53086853027
Generator_Loss: 14.4768972397
143
After 20 iterations
Discriminator Loss = -2.09018802643
Generator_Loss: -10.4984140396
144
After 20 iterations
Discriminator Loss = -1.97839903831
Generator_Loss: 17.4875583649
145
After 20 iterations
Discriminator Loss = -1.61342310905
Generator_Loss: 4.51006889343
146
After 20 iterations
Discriminator Loss = -1.21507418156
Generator_Loss: 2.99151110649
147
After 20 iterations
Discriminator Loss = -1.49756395817
Generator_Loss: 2.21191596985
148
After 20 iterations
Discriminator Loss = -2.23034548759
Generator_Loss: -2.28981757164
149
After 20 iterations
Discriminator Loss = -1.1925034523
Generator_Loss: -17.7222270966
150
Level #0 Epoch #4 Batch #150
After 20 iterations
Discriminator Loss = -2.17944407463
Generator_Loss: -8.16499996185
151
After 20 iterations
Discriminator Loss = -1.21439397335
Generator_Loss: -6.03315830231
152
After 20 iterations
Discriminator Loss = -1.27025771141
Generator_Loss: -6.66534757614
153
After 20 iterations
Discriminator Loss = -1.88249588013
Generator_Loss: 18.4982414246
154
After 20 iterations
Discriminator Loss = -2.28827142715
Generator_Loss: -6.14968109131
155
After 20 iterations
Discriminator Loss = -1.70663285255
Generator_Loss: -8.13561344147
156
After 20 iterations
Discriminator Loss = -1.0413724184
Generator_Loss: 13.633099556
157
After 20 iterations
Discriminator Loss = -2.38448500633
Generator_Loss: 24.497833252
158
After 20 iterations
Discriminator Loss = -1.68695926666
Generator_Loss: -19.0365047455
159
After 20 iterations
Discriminator Loss = -1.5370041132
Generator_Loss: 15.8552827835
160
After 20 iterations
Discriminator Loss = -1.70323765278
Generator_Loss: -19.5846061707
161
After 20 iterations
Discriminator Loss = -1.3164100647
Generator_Loss: -22.4090747833
162
After 20 iterations
Discriminator Loss = -1.38491535187
Generator_Loss: -26.4463195801
163
After 20 iterations
Discriminator Loss = -1.10994529724
Generator_Loss: -10.8502550125
164
After 20 iterations
Discriminator Loss = -1.19370090961
Generator_Loss: 8.746717453
165
After 20 iterations
Discriminator Loss = -1.44280660152
Generator_Loss: 28.3183727264
166
After 20 iterations
Discriminator Loss = -1.79938614368
Generator_Loss: -17.8203449249
167
After 20 iterations
Discriminator Loss = -1.24003171921
Generator_Loss: -5.00799131393
168
After 20 iterations
Discriminator Loss = -1.42050695419
Generator_Loss: -21.7136440277
169
After 20 iterations
Discriminator Loss = -1.59176278114
Generator_Loss: -19.6771831512
170
After 20 iterations
Discriminator Loss = -1.32550299168
Generator_Loss: -5.59349727631
171
After 20 iterations
Discriminator Loss = -2.23850274086
Generator_Loss: -17.5790138245
172
After 20 iterations
Discriminator Loss = -1.67449998856
Generator_Loss: 3.29677844048
173
After 20 iterations
Discriminator Loss = -1.25498354435
Generator_Loss: 8.05948257446
174
After 20 iterations
Discriminator Loss = -1.4665043354
Generator_Loss: -26.3486423492
175
Level #0 Epoch #4 Batch #175
After 20 iterations
Discriminator Loss = -1.99436664581
Generator_Loss: -2.60617613792
176
After 20 iterations
Discriminator Loss = -1.33512806892
Generator_Loss: 8.98063373566
177
After 20 iterations
Discriminator Loss = -1.60024797916
Generator_Loss: 28.2297401428
178
After 20 iterations
Discriminator Loss = -1.42485046387
Generator_Loss: 11.5363769531
179
After 20 iterations
Discriminator Loss = -1.83109688759
Generator_Loss: -21.1952838898
180
After 20 iterations
Discriminator Loss = -1.30706012249
Generator_Loss: -12.4602766037
181
After 20 iterations
Discriminator Loss = -1.02310311794
Generator_Loss: -15.8391103745
182
After 20 iterations
Discriminator Loss = -1.49745225906
Generator_Loss: 15.9493131638
183
After 20 iterations
Discriminator Loss = -1.21521174908
Generator_Loss: 9.97149562836
184
After 20 iterations
Discriminator Loss = -1.87322676182
Generator_Loss: 5.09102058411
185
After 20 iterations
Discriminator Loss = -1.4406491518
Generator_Loss: 11.1718864441
186
After 20 iterations
Discriminator Loss = -1.64918875694
Generator_Loss: 31.8365764618
187
After 20 iterations
Discriminator Loss = -2.35644030571
Generator_Loss: 25.6645488739
188
After 20 iterations
Discriminator Loss = -1.25901484489
Generator_Loss: 4.16652059555
189
After 20 iterations
Discriminator Loss = -2.3643386364
Generator_Loss: -28.5812282562
190
After 20 iterations
Discriminator Loss = -1.1409881115
Generator_Loss: -5.04212760925
191
After 20 iterations
Discriminator Loss = -1.75317144394
Generator_Loss: 8.225522995
192
After 20 iterations
Discriminator Loss = -2.09332680702
Generator_Loss: -24.0856990814
193
After 20 iterations
Discriminator Loss = -1.54004395008
Generator_Loss: -11.7778320312
194
After 20 iterations
Discriminator Loss = -1.39223885536
Generator_Loss: -17.796295166
195
After 20 iterations
Discriminator Loss = -1.88794219494
Generator_Loss: 28.8845806122
196
After 20 iterations
Discriminator Loss = -1.71637368202
Generator_Loss: -30.5084972382
197
After 20 iterations
Discriminator Loss = -2.61146187782
Generator_Loss: 12.8371276855
198
After 20 iterations
Discriminator Loss = -1.7694247961
Generator_Loss: -11.5850915909
199
After 20 iterations
Discriminator Loss = -1.31237971783
Generator_Loss: -2.5869948864
200
Level #0 Epoch #4 Batch #200
After 20 iterations
Discriminator Loss = -1.85903525352
Generator_Loss: 4.36328935623
201
After 20 iterations
Discriminator Loss = -1.6715118885
Generator_Loss: -4.52559900284
202
After 20 iterations
Discriminator Loss = -1.37217628956
Generator_Loss: 22.4386672974
203
After 20 iterations
Discriminator Loss = -1.3531293869
Generator_Loss: -8.82685375214
204
After 20 iterations
Discriminator Loss = -1.74547791481
Generator_Loss: -31.8530273438
205
After 20 iterations
Discriminator Loss = -1.33038949966
Generator_Loss: -19.1065788269
206
After 20 iterations
Discriminator Loss = -1.60139369965
Generator_Loss: 16.3717193604
207
After 20 iterations
Discriminator Loss = -1.34467720985
Generator_Loss: 13.9358596802
208
After 20 iterations
Discriminator Loss = -1.38252997398
Generator_Loss: 2.07228660583
209
After 20 iterations
Discriminator Loss = -1.91057765484
Generator_Loss: 20.7576618195
210
After 20 iterations
Discriminator Loss = -2.6900844574
Generator_Loss: -26.0151462555
211
After 20 iterations
Discriminator Loss = -1.69839835167
Generator_Loss: 2.86810207367
212
After 20 iterations
Discriminator Loss = -2.01545548439
Generator_Loss: 21.7611637115
213
After 20 iterations
Discriminator Loss = -2.8589322567
Generator_Loss: -19.630241394
214
After 20 iterations
Discriminator Loss = -1.25850176811
Generator_Loss: 11.2368507385
215
After 20 iterations
Discriminator Loss = -1.271296978
Generator_Loss: -1.90290617943
216
After 20 iterations
Discriminator Loss = -2.51404428482
Generator_Loss: -9.63070011139
217
After 20 iterations
Discriminator Loss = -0.976411223412
Generator_Loss: -7.72566699982
218
After 20 iterations
Discriminator Loss = -2.05700325966
Generator_Loss: -19.9404277802
219
After 20 iterations
Discriminator Loss = -1.63356077671
Generator_Loss: 6.33748102188
220
After 20 iterations
Discriminator Loss = -2.79613375664
Generator_Loss: -13.5144786835
221
After 20 iterations
Discriminator Loss = -1.18837833405
Generator_Loss: -20.5993499756
222
After 20 iterations
Discriminator Loss = -2.49232316017
Generator_Loss: -0.742917239666
223
After 20 iterations
Discriminator Loss = -1.73842060566
Generator_Loss: -4.41190862656
224
After 20 iterations
Discriminator Loss = -1.32973349094
Generator_Loss: -2.34256625175
225
Level #0 Epoch #4 Batch #225
After 20 iterations
Discriminator Loss = -2.46911692619
Generator_Loss: 25.5248794556
226
After 20 iterations
Discriminator Loss = -1.24283790588
Generator_Loss: 16.965763092
227
After 20 iterations
Discriminator Loss = -1.57753801346
Generator_Loss: 16.1433467865
228
After 20 iterations
Discriminator Loss = -1.57411050797
Generator_Loss: 9.20219135284
229
After 20 iterations
Discriminator Loss = -1.91159427166
Generator_Loss: -0.288309335709
230
After 20 iterations
Discriminator Loss = -1.28664624691
Generator_Loss: 2.51548147202
231
After 20 iterations
Discriminator Loss = -1.7518196106
Generator_Loss: -14.4318323135
232
After 20 iterations
Discriminator Loss = -1.2919639349
Generator_Loss: -3.33861160278
233
After 20 iterations
Discriminator Loss = -2.00516605377
Generator_Loss: -12.914188385
234
After 20 iterations
Discriminator Loss = -0.950981974602
Generator_Loss: 5.46507644653
235
After 20 iterations
Discriminator Loss = -1.60010182858
Generator_Loss: 11.2119503021
236
After 20 iterations
Discriminator Loss = -1.54132056236
Generator_Loss: -12.2185897827
237
After 20 iterations
Discriminator Loss = -1.38181304932
Generator_Loss: 7.94632291794
238
After 20 iterations
Discriminator Loss = -1.58972299099
Generator_Loss: 11.8665628433
239
After 20 iterations
Discriminator Loss = -1.48218023777
Generator_Loss: 14.2689762115
240
After 20 iterations
Discriminator Loss = -1.43617355824
Generator_Loss: -25.7262420654
241
After 20 iterations
Discriminator Loss = -1.30699205399
Generator_Loss: -7.10865211487
242
After 20 iterations
Discriminator Loss = -1.57619905472
Generator_Loss: 1.54564845562
243
After 20 iterations
Discriminator Loss = -1.41894209385
Generator_Loss: -25.9794178009
244
After 20 iterations
Discriminator Loss = -1.41340112686
Generator_Loss: -12.459856987
245
After 20 iterations
Discriminator Loss = -1.83154666424
Generator_Loss: -5.29147958755
246
After 20 iterations
Discriminator Loss = -1.02945482731
Generator_Loss: 2.03080916405
247
After 20 iterations
Discriminator Loss = -1.17387354374
Generator_Loss: -4.22842168808
248
After 20 iterations
Discriminator Loss = -1.43785429001
Generator_Loss: 4.20150947571
249
After 20 iterations
Discriminator Loss = -2.2889418602
Generator_Loss: -6.85697174072
250
Level #0 Epoch #4 Batch #250
After 20 iterations
Discriminator Loss = -1.42315530777
Generator_Loss: 23.6725311279
251
After 20 iterations
Discriminator Loss = -1.95824992657
Generator_Loss: 16.6771812439
252
After 20 iterations
Discriminator Loss = -3.21219182014
Generator_Loss: 27.4314804077
253
After 20 iterations
Discriminator Loss = -1.60261023045
Generator_Loss: 9.95465660095
254
After 20 iterations
Discriminator Loss = -1.43983972073
Generator_Loss: -13.3359260559
255
After 20 iterations
Discriminator Loss = -1.62688374519
Generator_Loss: 19.088186264
256
After 20 iterations
Discriminator Loss = -2.03693056107
Generator_Loss: -4.90181827545
257
After 20 iterations
Discriminator Loss = -1.20265030861
Generator_Loss: 0.952910244465
258
After 20 iterations
Discriminator Loss = -1.20095443726
Generator_Loss: -33.8838310242
259
After 20 iterations
Discriminator Loss = -1.52043151855
Generator_Loss: -12.9425811768
260
After 20 iterations
Discriminator Loss = -2.22751665115
Generator_Loss: -4.84547138214
261
After 20 iterations
Discriminator Loss = -1.16528904438
Generator_Loss: -10.4068651199
262
After 20 iterations
Discriminator Loss = -1.32481253147
Generator_Loss: -8.91598510742
263
After 20 iterations
Discriminator Loss = -1.00522875786
Generator_Loss: 5.18656921387
264
After 20 iterations
Discriminator Loss = -1.64586627483
Generator_Loss: 0.842020213604
265
After 20 iterations
Discriminator Loss = -1.45827162266
Generator_Loss: -13.7474517822
266
After 20 iterations
Discriminator Loss = -1.80302894115
Generator_Loss: 7.43347787857
267
After 20 iterations
Discriminator Loss = -1.71418130398
Generator_Loss: 17.6098690033
268
After 20 iterations
Discriminator Loss = -2.79546809196
Generator_Loss: 21.4863777161
269
After 20 iterations
Discriminator Loss = -1.45554339886
Generator_Loss: 0.465096414089
270
After 20 iterations
Discriminator Loss = -2.44655156136
Generator_Loss: -8.85607528687
271
After 20 iterations
Discriminator Loss = -1.32869338989
Generator_Loss: -5.24020338058
272
After 20 iterations
Discriminator Loss = -1.31488907337
Generator_Loss: -13.2181129456
273
After 20 iterations
Discriminator Loss = -1.93044221401
Generator_Loss: -5.12681865692
274
After 20 iterations
Discriminator Loss = -1.00925827026
Generator_Loss: 8.2570400238
275
Level #0 Epoch #4 Batch #275
After 20 iterations
Discriminator Loss = -1.01958632469
Generator_Loss: -7.67903804779
276
After 20 iterations
Discriminator Loss = -1.71365833282
Generator_Loss: -2.49265789986
277
After 20 iterations
Discriminator Loss = -1.30667185783
Generator_Loss: -23.9844608307
278
After 20 iterations
Discriminator Loss = -1.07504379749
Generator_Loss: 2.53684043884
279
After 20 iterations
Discriminator Loss = -1.86976993084
Generator_Loss: 0.570636987686
280
After 20 iterations
Discriminator Loss = -1.33706235886
Generator_Loss: 5.78048706055
281
After 20 iterations
Discriminator Loss = -1.24324703217
Generator_Loss: 7.12125396729
282
After 20 iterations
Discriminator Loss = -1.86189997196
Generator_Loss: -19.0826740265
283
After 20 iterations
Discriminator Loss = -1.57636642456
Generator_Loss: -12.7508525848
284
After 20 iterations
Discriminator Loss = -1.1095468998
Generator_Loss: 10.2962856293
285
After 20 iterations
Discriminator Loss = -1.16116702557
Generator_Loss: 13.7641487122
286
After 20 iterations
Discriminator Loss = -2.66158461571
Generator_Loss: -29.2012615204
287
After 20 iterations
Discriminator Loss = -1.30188012123
Generator_Loss: -10.703537941
288
After 20 iterations
Discriminator Loss = -1.0136231184
Generator_Loss: -20.5786743164
289
After 20 iterations
Discriminator Loss = -1.54628813267
Generator_Loss: 8.60880851746
290
After 20 iterations
Discriminator Loss = -2.23054480553
Generator_Loss: -21.7386283875
291
After 20 iterations
Discriminator Loss = -1.56677782536
Generator_Loss: -4.14978885651
292
After 20 iterations
Discriminator Loss = -1.25785410404
Generator_Loss: -2.38918876648
293
After 20 iterations
Discriminator Loss = -1.6630115509
Generator_Loss: -1.36867809296
294
After 20 iterations
Discriminator Loss = -2.6182975769
Generator_Loss: -20.6396408081
295
After 20 iterations
Discriminator Loss = -2.36014866829
Generator_Loss: -17.8208808899
296
After 20 iterations
Discriminator Loss = -1.74601829052
Generator_Loss: 10.3696165085
297
After 20 iterations
Discriminator Loss = -1.34617733955
Generator_Loss: -9.45925712585
298
After 20 iterations
Discriminator Loss = -1.48393404484
Generator_Loss: 0.701617836952
299
After 20 iterations
Discriminator Loss = -1.92669582367
Generator_Loss: 3.68316698074
300
Level #0 Epoch #4 Batch #300
After 20 iterations
Discriminator Loss = -1.442045331
Generator_Loss: 20.190328598
301
After 20 iterations
Discriminator Loss = -2.08214473724
Generator_Loss: 21.2229156494
302
After 20 iterations
Discriminator Loss = -1.86843216419
Generator_Loss: 15.5000543594
303
After 20 iterations
Discriminator Loss = -1.33145987988
Generator_Loss: -20.8097743988
304
After 20 iterations
Discriminator Loss = -1.69151306152
Generator_Loss: -2.25853395462
305
After 20 iterations
Discriminator Loss = -1.2571015358
Generator_Loss: 21.1372871399
306
After 20 iterations
Discriminator Loss = -2.22137475014
Generator_Loss: -30.1247749329
307
After 20 iterations
Discriminator Loss = -1.0566726923
Generator_Loss: -6.83710050583
308
After 20 iterations
Discriminator Loss = -1.3607493639
Generator_Loss: -20.5784378052
309
After 20 iterations
Discriminator Loss = -1.52443706989
Generator_Loss: 16.5991859436
310
After 20 iterations
Discriminator Loss = -1.97820985317
Generator_Loss: 11.8441648483
311
After 20 iterations
Discriminator Loss = -1.90126311779
Generator_Loss: 16.3239555359
312
After 20 iterations
Discriminator Loss = -2.05193471909
Generator_Loss: 19.1786003113
313
After 20 iterations
Discriminator Loss = -1.29140758514
Generator_Loss: 11.3440685272
314
After 20 iterations
Discriminator Loss = -1.56652474403
Generator_Loss: 1.04717051983
315
After 20 iterations
Discriminator Loss = -1.33736205101
Generator_Loss: -26.0420036316
316
After 20 iterations
Discriminator Loss = -1.52655160427
Generator_Loss: 18.165599823
317
After 20 iterations
Discriminator Loss = -1.20197343826
Generator_Loss: -13.6653661728
318
After 20 iterations
Discriminator Loss = -1.15372896194
Generator_Loss: -3.56237196922
319
After 20 iterations
Discriminator Loss = -1.83583784103
Generator_Loss: 20.5032043457
320
After 20 iterations
Discriminator Loss = -2.22001886368
Generator_Loss: 25.0072536469
321
After 20 iterations
Discriminator Loss = -2.35458040237
Generator_Loss: 1.86941826344
322
After 20 iterations
Discriminator Loss = -1.35010910034
Generator_Loss: 23.6342105865
323
After 20 iterations
Discriminator Loss = -2.88664054871
Generator_Loss: -32.4951286316
324
After 20 iterations
Discriminator Loss = -1.15566337109
Generator_Loss: -2.54141402245
325
Level #0 Epoch #4 Batch #325
After 20 iterations
Discriminator Loss = -2.448097229
Generator_Loss: 24.7427558899
326
After 20 iterations
Discriminator Loss = -1.39298808575
Generator_Loss: 15.469329834
327
After 20 iterations
Discriminator Loss = -1.14248025417
Generator_Loss: 13.6267585754
328
After 20 iterations
Discriminator Loss = -2.0357208252
Generator_Loss: -0.518525779247
329
After 20 iterations
Discriminator Loss = -1.07372176647
Generator_Loss: 15.2713747025
330
After 20 iterations
Discriminator Loss = -1.36486780643
Generator_Loss: -8.66821670532
331
After 20 iterations
Discriminator Loss = -1.32410681248
Generator_Loss: -17.4723396301
332
After 20 iterations
Discriminator Loss = -1.44747710228
Generator_Loss: -0.226033225656
333
After 20 iterations
Discriminator Loss = -1.12263596058
Generator_Loss: -11.5922622681
334
After 20 iterations
Discriminator Loss = -1.837277174
Generator_Loss: -14.2265110016
335
After 20 iterations
Discriminator Loss = -1.92182457447
Generator_Loss: 27.9736995697
336
After 20 iterations
Discriminator Loss = -1.57029902935
Generator_Loss: 6.48814868927
337
After 20 iterations
Discriminator Loss = -1.37659263611
Generator_Loss: -2.18507313728
338
After 20 iterations
Discriminator Loss = -1.47036719322
Generator_Loss: 16.4942321777
339
After 20 iterations
Discriminator Loss = -2.38483071327
Generator_Loss: -28.4712123871
340
After 20 iterations
Discriminator Loss = -2.41460466385
Generator_Loss: -24.6286659241
341
After 20 iterations
Discriminator Loss = -1.74754619598
Generator_Loss: -30.3708362579
342
After 20 iterations
Discriminator Loss = -1.40378987789
Generator_Loss: -3.23243165016
343
After 20 iterations
Discriminator Loss = -1.76394808292
Generator_Loss: -6.52648735046
344
After 20 iterations
Discriminator Loss = -1.81932520866
Generator_Loss: 5.66764879227
345
After 20 iterations
Discriminator Loss = -1.41309797764
Generator_Loss: 1.0273681879
346
After 20 iterations
Discriminator Loss = -1.55095589161
Generator_Loss: 26.0863647461
347
After 20 iterations
Discriminator Loss = -1.57507121563
Generator_Loss: 0.712577283382
348
After 20 iterations
Discriminator Loss = -1.06490504742
Generator_Loss: 17.2984962463
349
After 20 iterations
Discriminator Loss = -1.38281321526
Generator_Loss: 20.3499546051
350
Level #0 Epoch #4 Batch #350
After 20 iterations
Discriminator Loss = -1.22887599468
Generator_Loss: -18.0755519867
351
After 20 iterations
Discriminator Loss = -1.47701406479
Generator_Loss: -2.14599561691
352
After 20 iterations
Discriminator Loss = -1.45753109455
Generator_Loss: -5.38487577438
353
After 20 iterations
Discriminator Loss = -2.1839761734
Generator_Loss: -2.45186209679
354
After 20 iterations
Discriminator Loss = -1.44916510582
Generator_Loss: -18.2665061951
355
After 20 iterations
Discriminator Loss = -1.71696615219
Generator_Loss: 21.0328807831
356
After 20 iterations
Discriminator Loss = -1.8358682394
Generator_Loss: -20.4505901337
357
After 20 iterations
Discriminator Loss = -2.34180402756
Generator_Loss: 27.3626403809
358
After 20 iterations
Discriminator Loss = -1.71697437763
Generator_Loss: 7.55849552155
359
After 20 iterations
Discriminator Loss = -1.24713897705
Generator_Loss: 10.3124608994
360
After 20 iterations
Discriminator Loss = -1.54200303555
Generator_Loss: 2.60648345947
361
After 20 iterations
Discriminator Loss = -1.13175225258
Generator_Loss: -14.3000869751
362
After 20 iterations
Discriminator Loss = -1.71742904186
Generator_Loss: 2.60152292252
363
After 20 iterations
Discriminator Loss = -2.29675626755
Generator_Loss: -9.08179187775
364
After 20 iterations
Discriminator Loss = -1.06072449684
Generator_Loss: -3.77611351013
365
After 20 iterations
Discriminator Loss = -1.50747346878
Generator_Loss: 24.4733295441
366
After 20 iterations
Discriminator Loss = -1.41828382015
Generator_Loss: 9.1756439209
367
After 20 iterations
Discriminator Loss = -1.35913026333
Generator_Loss: -1.96936333179
368
After 20 iterations
Discriminator Loss = -1.71218371391
Generator_Loss: 11.5171661377
369
After 20 iterations
Discriminator Loss = -1.57692599297
Generator_Loss: -19.3375663757
370
After 20 iterations
Discriminator Loss = -1.113748312
Generator_Loss: -12.983923912
371
After 20 iterations
Discriminator Loss = -1.3663983345
Generator_Loss: -14.6531677246
372
After 20 iterations
Discriminator Loss = -1.7023024559
Generator_Loss: -2.04845142365
373
After 20 iterations
Discriminator Loss = -1.92819154263
Generator_Loss: -15.2723073959
374
After 20 iterations
Discriminator Loss = -1.38935792446
Generator_Loss: -16.7711009979
375
Level #0 Epoch #4 Batch #375
After 20 iterations
Discriminator Loss = -1.56582117081
Generator_Loss: -12.4564571381
376
After 20 iterations
Discriminator Loss = -1.05025887489
Generator_Loss: 10.965546608
377
After 20 iterations
Discriminator Loss = -1.83136880398
Generator_Loss: 12.0119333267
378
After 20 iterations
Discriminator Loss = -1.85906171799
Generator_Loss: -21.5615730286
379
After 20 iterations
Discriminator Loss = -1.83914458752
Generator_Loss: 26.5526809692
380
After 20 iterations
Discriminator Loss = -1.46448981762
Generator_Loss: 12.5109415054
381
After 20 iterations
Discriminator Loss = -2.21552419662
Generator_Loss: 3.60200047493
382
After 20 iterations
Discriminator Loss = -1.42798817158
Generator_Loss: -2.73160386086
383
After 20 iterations
Discriminator Loss = -1.1430439949
Generator_Loss: -5.91341543198
384
After 20 iterations
Discriminator Loss = -1.66334056854
Generator_Loss: 17.522190094
385
After 20 iterations
Discriminator Loss = -1.98789978027
Generator_Loss: 7.00917005539
386
After 20 iterations
Discriminator Loss = -1.98607087135
Generator_Loss: -29.8546028137
387
After 20 iterations
Discriminator Loss = -1.22887527943
Generator_Loss: -28.7960567474
388
After 20 iterations
Discriminator Loss = -2.11533212662
Generator_Loss: 20.2468299866
389
After 20 iterations
Discriminator Loss = -1.41796123981
Generator_Loss: 1.50792586803
390
After 20 iterations
Discriminator Loss = -1.04756009579
Generator_Loss: 3.35751891136
391
After 20 iterations
Discriminator Loss = -1.22789001465
Generator_Loss: -12.6918640137
392
After 20 iterations
Discriminator Loss = -1.54969859123
Generator_Loss: -9.69430351257
393
After 20 iterations
Discriminator Loss = -1.87825083733
Generator_Loss: 3.92789530754
394
After 20 iterations
Discriminator Loss = -1.57256019115
Generator_Loss: -26.6217136383
395
After 20 iterations
Discriminator Loss = -1.13408482075
Generator_Loss: 0.500555098057
396
After 20 iterations
Discriminator Loss = -1.82632064819
Generator_Loss: -7.1524271965
397
After 20 iterations
Discriminator Loss = -1.29702186584
Generator_Loss: -7.32348918915
398
After 20 iterations
Discriminator Loss = -1.33474993706
Generator_Loss: -20.1026382446
399
After 20 iterations
Discriminator Loss = -1.66413187981
Generator_Loss: -17.186164856
400
Level #0 Epoch #4 Batch #400
After 20 iterations
Discriminator Loss = -2.23920154572
Generator_Loss: 0.276372045279
401
After 20 iterations
Discriminator Loss = -1.21851921082
Generator_Loss: 6.6183848381
402
After 20 iterations
Discriminator Loss = -1.69958865643
Generator_Loss: 17.0468273163
403
After 20 iterations
Discriminator Loss = -1.653657794
Generator_Loss: -2.73844981194
404
After 20 iterations
Discriminator Loss = -1.87715363503
Generator_Loss: 18.8667755127
405
After 20 iterations
Discriminator Loss = -1.21138489246
Generator_Loss: -3.67863273621
406
After 20 iterations
Discriminator Loss = -1.17978823185
Generator_Loss: -8.82697582245
407
After 20 iterations
Discriminator Loss = -2.35228133202
Generator_Loss: 14.8913888931
408
After 20 iterations
Discriminator Loss = -1.44783985615
Generator_Loss: 21.2509250641
409
After 20 iterations
Discriminator Loss = -1.88269340992
Generator_Loss: 12.4995441437
410
After 20 iterations
Discriminator Loss = -1.20439147949
Generator_Loss: -12.4996910095
411
After 20 iterations
Discriminator Loss = -1.78124928474
Generator_Loss: -7.90361738205
412
After 20 iterations
Discriminator Loss = -1.24277329445
Generator_Loss: 12.3861627579
413
After 20 iterations
Discriminator Loss = -1.3914244175
Generator_Loss: -1.26040661335
414
After 20 iterations
Discriminator Loss = -1.37426924706
Generator_Loss: 9.70130348206
415
After 20 iterations
Discriminator Loss = -1.58632993698
Generator_Loss: 15.6485671997
416
After 20 iterations
Discriminator Loss = -1.11041998863
Generator_Loss: 3.60029530525
417
After 20 iterations
Discriminator Loss = -1.81988608837
Generator_Loss: -17.3464298248
418
After 20 iterations
Discriminator Loss = -1.3503575325
Generator_Loss: -4.07387447357
419
After 20 iterations
Discriminator Loss = -1.75044620037
Generator_Loss: 3.84225296974
420
After 20 iterations
Discriminator Loss = -1.55488038063
Generator_Loss: -17.4616527557
421
After 20 iterations
Discriminator Loss = -1.14884340763
Generator_Loss: -6.11002349854
422
After 20 iterations
Discriminator Loss = -1.52815294266
Generator_Loss: 13.9857006073
423
After 20 iterations
Discriminator Loss = -1.1770529747
Generator_Loss: 12.7557191849
424
After 20 iterations
Discriminator Loss = -1.20022070408
Generator_Loss: -12.2560157776
425
Level #0 Epoch #4 Batch #425
After 20 iterations
Discriminator Loss = -2.25658774376
Generator_Loss: 2.5764465332
426
After 20 iterations
Discriminator Loss = -1.28814184666
Generator_Loss: -10.1362857819
427
After 20 iterations
Discriminator Loss = -2.52356171608
Generator_Loss: -28.9559803009
428
After 20 iterations
Discriminator Loss = -1.73242533207
Generator_Loss: 10.6340885162
429
After 20 iterations
Discriminator Loss = -1.62202787399
Generator_Loss: 5.32007837296
430
After 20 iterations
Discriminator Loss = -1.29069662094
Generator_Loss: 0.554506540298
431
After 20 iterations
Discriminator Loss = -1.1093993187
Generator_Loss: -18.8927211761
432
After 20 iterations
Discriminator Loss = -1.46994113922
Generator_Loss: -8.93078994751
433
After 20 iterations
Discriminator Loss = -1.24000275135
Generator_Loss: 12.1191320419
434
After 20 iterations
Discriminator Loss = -1.83444142342
Generator_Loss: -13.0442781448
435
After 20 iterations
Discriminator Loss = -1.28845798969
Generator_Loss: 4.84294366837
436
After 20 iterations
Discriminator Loss = -1.30598151684
Generator_Loss: 5.98486709595
437
After 20 iterations
Discriminator Loss = -2.09535551071
Generator_Loss: -15.5533857346
438
After 20 iterations
Discriminator Loss = -1.66055417061
Generator_Loss: 8.39209747314
439
After 20 iterations
Discriminator Loss = -1.63886702061
Generator_Loss: -1.58753049374
440
After 20 iterations
Discriminator Loss = -1.2201808691
Generator_Loss: -11.0575227737
441
After 20 iterations
Discriminator Loss = -0.970466315746
Generator_Loss: -8.87886428833
442
After 20 iterations
Discriminator Loss = -1.73324728012
Generator_Loss: 8.90069961548
443
After 20 iterations
Discriminator Loss = -2.18905615807
Generator_Loss: 1.04468715191
444
After 20 iterations
Discriminator Loss = -1.91436457634
Generator_Loss: -21.8105144501
445
After 20 iterations
Discriminator Loss = -1.44576668739
Generator_Loss: -29.9440975189
446
After 20 iterations
Discriminator Loss = -1.33947944641
Generator_Loss: -2.50090789795
447
After 20 iterations
Discriminator Loss = -2.01643681526
Generator_Loss: -13.7553491592
448
After 20 iterations
Discriminator Loss = -1.44344127178
Generator_Loss: 4.87042617798
449
After 20 iterations
Discriminator Loss = -1.91214501858
Generator_Loss: 6.10754203796
450
Level #0 Epoch #4 Batch #450
After 20 iterations
Discriminator Loss = -1.47834968567
Generator_Loss: -4.78468704224
451
After 20 iterations
Discriminator Loss = -1.17955005169
Generator_Loss: -7.78673124313
452
After 20 iterations
Discriminator Loss = -1.39729273319
Generator_Loss: 10.5027627945
453
After 20 iterations
Discriminator Loss = -1.52883458138
Generator_Loss: 11.0430307388
454
After 20 iterations
Discriminator Loss = -1.62879657745
Generator_Loss: -21.2199707031
455
After 20 iterations
Discriminator Loss = -1.98115837574
Generator_Loss: 7.24374341965
456
After 20 iterations
Discriminator Loss = -2.10996007919
Generator_Loss: -10.9326677322
457
After 20 iterations
Discriminator Loss = -1.41206896305
Generator_Loss: 20.299413681
458
After 20 iterations
Discriminator Loss = -1.3951022625
Generator_Loss: 0.923842012882
459
After 20 iterations
Discriminator Loss = -1.45201599598
Generator_Loss: -9.86194133759
460
After 20 iterations
Discriminator Loss = -1.68385076523
Generator_Loss: -22.5033893585
461
After 20 iterations
Discriminator Loss = -1.41617202759
Generator_Loss: 0.924090206623
462
After 20 iterations
Discriminator Loss = -1.9484487772
Generator_Loss: -33.8604774475
463
After 20 iterations
Discriminator Loss = -1.18707489967
Generator_Loss: -9.64451599121
464
After 20 iterations
Discriminator Loss = -1.32206583023
Generator_Loss: 19.5862236023
465
After 20 iterations
Discriminator Loss = -1.50607764721
Generator_Loss: -2.86224961281
466
After 20 iterations
Discriminator Loss = -1.39948761463
Generator_Loss: -22.3287773132
467
After 20 iterations
Discriminator Loss = -2.25228404999
Generator_Loss: 1.12763249874
468
After 20 iterations
Discriminator Loss = -1.48311877251
Generator_Loss: 17.0622196198
469
After 20 iterations
Discriminator Loss = -1.36628699303
Generator_Loss: 1.90225088596
470
After 20 iterations
Discriminator Loss = -1.3448830843
Generator_Loss: -3.68318152428
471
After 20 iterations
Discriminator Loss = -1.21154868603
Generator_Loss: 23.7123088837
472
After 20 iterations
Discriminator Loss = -1.16091227531
Generator_Loss: 3.84074473381
473
After 20 iterations
Discriminator Loss = -1.56294631958
Generator_Loss: -19.0483818054
474
After 20 iterations
Discriminator Loss = -1.94465887547
Generator_Loss: 32.3190994263
475
Level #0 Epoch #4 Batch #475
After 20 iterations
Discriminator Loss = -1.1685860157
Generator_Loss: -11.2999544144
476
After 20 iterations
Discriminator Loss = -1.9653942585
Generator_Loss: -9.52707767487
477
After 20 iterations
Discriminator Loss = -1.29436016083
Generator_Loss: -8.92074394226
478
After 20 iterations
Discriminator Loss = -1.43394637108
Generator_Loss: -0.884154677391
479
After 20 iterations
Discriminator Loss = -2.56412577629
Generator_Loss: 2.01783466339
480
After 20 iterations
Discriminator Loss = -1.73990345001
Generator_Loss: -13.7225799561
481
After 20 iterations
Discriminator Loss = -2.22636318207
Generator_Loss: 10.8283758163
482
After 20 iterations
Discriminator Loss = -1.37838435173
Generator_Loss: 4.79128503799
483
After 20 iterations
Discriminator Loss = -1.52734065056
Generator_Loss: -24.1051235199
484
After 20 iterations
Discriminator Loss = -1.14449584484
Generator_Loss: -3.59068536758
485
After 20 iterations
Discriminator Loss = -1.96847200394
Generator_Loss: 31.7854919434
486
After 20 iterations
Discriminator Loss = -1.61911571026
Generator_Loss: 10.1927375793
487
After 20 iterations
Discriminator Loss = -1.71271753311
Generator_Loss: -32.879196167
488
After 20 iterations
Discriminator Loss = -1.21518206596
Generator_Loss: -22.833240509
489
After 20 iterations
Discriminator Loss = -2.20165681839
Generator_Loss: -15.0971126556
490
After 20 iterations
Discriminator Loss = -1.23924469948
Generator_Loss: 17.09075737
491
After 20 iterations
Discriminator Loss = -1.78772723675
Generator_Loss: 30.0794258118
492
After 20 iterations
Discriminator Loss = -2.03324651718
Generator_Loss: 18.1899299622
493
After 20 iterations
Discriminator Loss = -1.85690426826
Generator_Loss: -9.07508945465
494
After 20 iterations
Discriminator Loss = -1.60961401463
Generator_Loss: -34.119934082
495
After 20 iterations
Discriminator Loss = -1.69817757607
Generator_Loss: -30.86693573
496
After 20 iterations
Discriminator Loss = -1.48535811901
Generator_Loss: 21.1426181793
497
After 20 iterations
Discriminator Loss = -1.71150350571
Generator_Loss: -15.6773586273
498
After 20 iterations
Discriminator Loss = -1.41211307049
Generator_Loss: 4.30950784683
499
After 20 iterations
Discriminator Loss = -1.20413160324
Generator_Loss: 8.71232795715
500
Level #0 Epoch #4 Batch #500
After 20 iterations
Discriminator Loss = -1.32994568348
Generator_Loss: 9.66532993317
501
After 20 iterations
Discriminator Loss = -1.72484612465
Generator_Loss: 17.7010536194
502
After 20 iterations
Discriminator Loss = -1.19322490692
Generator_Loss: -3.90208077431
503
After 20 iterations
Discriminator Loss = -1.25310087204
Generator_Loss: 20.754234314
504
After 20 iterations
Discriminator Loss = -1.89281237125
Generator_Loss: 2.18534636497
505
After 20 iterations
Discriminator Loss = -1.27257823944
Generator_Loss: -9.58022499084
506
After 20 iterations
Discriminator Loss = -1.55210804939
Generator_Loss: -4.87379980087
507
After 20 iterations
Discriminator Loss = -1.70112144947
Generator_Loss: 12.2790870667
508
After 20 iterations
Discriminator Loss = -1.25229346752
Generator_Loss: -5.31472730637
509
After 20 iterations
Discriminator Loss = -1.87938094139
Generator_Loss: 20.2806148529
510
After 20 iterations
Discriminator Loss = -2.62143278122
Generator_Loss: 14.937005043
511
After 20 iterations
Discriminator Loss = -1.25484585762
Generator_Loss: -10.8504590988
512
After 20 iterations
Discriminator Loss = -1.51502799988
Generator_Loss: -8.22059249878
513
After 20 iterations
Discriminator Loss = -1.37035322189
Generator_Loss: 0.213446572423
514
After 20 iterations
Discriminator Loss = -1.64753854275
Generator_Loss: 0.398068726063
515
After 20 iterations
Discriminator Loss = -1.59043180943
Generator_Loss: 6.19178724289
516
After 20 iterations
Discriminator Loss = -1.64451599121
Generator_Loss: -13.2740049362
517
After 20 iterations
Discriminator Loss = -2.14703965187
Generator_Loss: -33.4815139771
518
After 20 iterations
Discriminator Loss = -2.19583082199
Generator_Loss: -23.7555561066
519
After 20 iterations
Discriminator Loss = -2.49107336998
Generator_Loss: -17.0056152344
520
After 20 iterations
Discriminator Loss = -3.10412478447
Generator_Loss: 18.5357723236
521
After 20 iterations
Discriminator Loss = -1.79357433319
Generator_Loss: 11.881986618
522
After 20 iterations
Discriminator Loss = -1.21751177311
Generator_Loss: -3.10189676285
523
After 20 iterations
Discriminator Loss = -1.68161201477
Generator_Loss: 15.9269046783
524
After 20 iterations
Discriminator Loss = -1.5884616375
Generator_Loss: 2.08273887634
525
Level #0 Epoch #4 Batch #525
After 20 iterations
Discriminator Loss = -1.39249265194
Generator_Loss: -0.631276965141
526
After 20 iterations
Discriminator Loss = -1.43392789364
Generator_Loss: -27.0809440613
527
After 20 iterations
Discriminator Loss = -1.08638143539
Generator_Loss: 15.1779985428
528
After 20 iterations
Discriminator Loss = -1.76474905014
Generator_Loss: -18.0450820923
529
After 20 iterations
Discriminator Loss = -1.8946120739
Generator_Loss: 20.4569778442
530
After 20 iterations
Discriminator Loss = -1.67336297035
Generator_Loss: -1.1190495491
531
After 20 iterations
Discriminator Loss = -1.40668129921
Generator_Loss: 7.59875535965
532
After 20 iterations
Discriminator Loss = -1.55573308468
Generator_Loss: 19.9269008636
533
After 20 iterations
Discriminator Loss = -1.74318647385
Generator_Loss: -1.68002784252
534
After 20 iterations
Discriminator Loss = -0.920148491859
Generator_Loss: -14.2207126617
535
After 20 iterations
Discriminator Loss = -1.19309878349
Generator_Loss: -18.4132118225
536
After 20 iterations
Discriminator Loss = -1.35488379002
Generator_Loss: -2.21477031708
537
After 20 iterations
Discriminator Loss = -1.34790527821
Generator_Loss: -29.2648391724
538
After 20 iterations
Discriminator Loss = -1.28577876091
Generator_Loss: -1.10996103287
539
After 20 iterations
Discriminator Loss = -1.77923858166
Generator_Loss: -6.46116542816
540
After 20 iterations
Discriminator Loss = -1.15824198723
Generator_Loss: -7.48559093475
541
After 20 iterations
Discriminator Loss = -1.60400605202
Generator_Loss: 7.74383687973
542
After 20 iterations
Discriminator Loss = -1.84868180752
Generator_Loss: -11.8492240906
543
After 20 iterations
Discriminator Loss = -1.79997730255
Generator_Loss: -11.3124437332
544
After 20 iterations
Discriminator Loss = -2.30049920082
Generator_Loss: -29.2536010742
545
After 20 iterations
Discriminator Loss = -1.88883209229
Generator_Loss: 8.57234287262
546
After 20 iterations
Discriminator Loss = -1.31107974052
Generator_Loss: -8.33669090271
547
After 20 iterations
Discriminator Loss = -1.64927387238
Generator_Loss: -11.9999704361
548
After 20 iterations
Discriminator Loss = -1.69678235054
Generator_Loss: -2.37248468399
549
After 20 iterations
Discriminator Loss = -1.26060330868
Generator_Loss: 23.923948288
550
Level #0 Epoch #4 Batch #550
After 20 iterations
Discriminator Loss = -1.98330044746
Generator_Loss: -10.4856081009
551
After 20 iterations
Discriminator Loss = -2.43571090698
Generator_Loss: 4.32410669327
552
After 20 iterations
Discriminator Loss = -2.18690037727
Generator_Loss: 28.7083454132
553
After 20 iterations
Discriminator Loss = -1.21396076679
Generator_Loss: 3.35022425652
554
After 20 iterations
Discriminator Loss = -1.94260263443
Generator_Loss: 19.7041397095
555
After 20 iterations
Discriminator Loss = -2.33208703995
Generator_Loss: -36.7529258728
556
After 20 iterations
Discriminator Loss = -0.951069891453
Generator_Loss: 7.88069438934
557
After 20 iterations
Discriminator Loss = -1.19926905632
Generator_Loss: 15.487944603
558
After 20 iterations
Discriminator Loss = -1.2475758791
Generator_Loss: 3.63605666161
559
After 20 iterations
Discriminator Loss = -2.30050086975
Generator_Loss: -23.1224651337
560
After 20 iterations
Discriminator Loss = -1.253657341
Generator_Loss: 7.67459344864
561
After 20 iterations
Discriminator Loss = -1.55794477463
Generator_Loss: -11.1717128754
562
After 20 iterations
Discriminator Loss = -1.8392714262
Generator_Loss: -10.8935470581
563
After 20 iterations
Discriminator Loss = -0.927807152271
Generator_Loss: -4.624771595
564
After 20 iterations
Discriminator Loss = -1.14179205894
Generator_Loss: -6.55229139328
565
After 20 iterations
Discriminator Loss = -1.2429265976
Generator_Loss: 1.95685660839
566
After 20 iterations
Discriminator Loss = -1.53500235081
Generator_Loss: -11.352602005
567
After 20 iterations
Discriminator Loss = -1.47071862221
Generator_Loss: -30.6579170227
568
After 20 iterations
Discriminator Loss = -1.08830285072
Generator_Loss: 8.56821632385
569
After 20 iterations
Discriminator Loss = -2.16285324097
Generator_Loss: 29.8377742767
570
After 20 iterations
Discriminator Loss = -1.49407410622
Generator_Loss: 17.1239776611
571
After 20 iterations
Discriminator Loss = -2.02489614487
Generator_Loss: 7.96916103363
572
After 20 iterations
Discriminator Loss = -1.91110253334
Generator_Loss: -18.8510398865
573
After 20 iterations
Discriminator Loss = -1.57324540615
Generator_Loss: 4.94741678238
574
After 20 iterations
Discriminator Loss = -1.38130438328
Generator_Loss: 1.41353487968
575
Level #0 Epoch #4 Batch #575
After 20 iterations
Discriminator Loss = -1.35134148598
Generator_Loss: 10.5270023346
576
After 20 iterations
Discriminator Loss = -2.24598932266
Generator_Loss: 13.602519989
577
After 20 iterations
Discriminator Loss = -1.57577109337
Generator_Loss: 15.2872009277
578
After 20 iterations
Discriminator Loss = -1.41535747051
Generator_Loss: 7.18463754654
579
After 20 iterations
Discriminator Loss = -1.31924962997
Generator_Loss: -2.32895469666
580
After 20 iterations
Discriminator Loss = -1.43202424049
Generator_Loss: 0.810484349728
581
After 20 iterations
Discriminator Loss = -1.61291527748
Generator_Loss: -19.9403190613
582
After 20 iterations
Discriminator Loss = -1.14984846115
Generator_Loss: 18.3327388763
583
After 20 iterations
Discriminator Loss = -1.97616708279
Generator_Loss: -12.9182596207
584
After 20 iterations
Discriminator Loss = -2.17742395401
Generator_Loss: 2.80074834824
585
After 20 iterations
Discriminator Loss = -1.6501942873
Generator_Loss: 16.8449726105
586
After 20 iterations
Discriminator Loss = -1.36562275887
Generator_Loss: 7.26398038864
587
After 20 iterations
Discriminator Loss = -1.26187431812
Generator_Loss: 34.7141036987
588
After 20 iterations
Discriminator Loss = -1.33977222443
Generator_Loss: 5.61294746399
589
After 20 iterations
Discriminator Loss = -1.66849768162
Generator_Loss: -11.8608169556
590
After 20 iterations
Discriminator Loss = -1.5443059206
Generator_Loss: -28.2327232361
591
After 20 iterations
Discriminator Loss = -1.65183448792
Generator_Loss: -23.1327781677
592
After 20 iterations
Discriminator Loss = -1.38637852669
Generator_Loss: -11.0023822784
593
After 20 iterations
Discriminator Loss = -2.09837222099
Generator_Loss: 19.5442810059
594
After 20 iterations
Discriminator Loss = -1.70861029625
Generator_Loss: 23.7276649475
595
After 20 iterations
Discriminator Loss = -2.64901208878
Generator_Loss: 3.6297211647
596
After 20 iterations
Discriminator Loss = -2.9274790287
Generator_Loss: -33.6417274475
597
After 20 iterations
Discriminator Loss = -0.856900393963
Generator_Loss: -13.7556667328
598
After 20 iterations
Discriminator Loss = -2.99243712425
Generator_Loss: -9.80227661133
599
After 20 iterations
Discriminator Loss = -1.69050383568
Generator_Loss: -7.62911319733
600
Level #0 Epoch #4 Batch #600
After 20 iterations
Discriminator Loss = -1.39233601093
Generator_Loss: -20.1370658875
601
After 20 iterations
Discriminator Loss = -1.11566305161
Generator_Loss: 0.813495397568
602
After 20 iterations
Discriminator Loss = -1.12516772747
Generator_Loss: 0.249913081527
603
After 20 iterations
Discriminator Loss = -1.3176612854
Generator_Loss: -5.47610235214
604
After 20 iterations
Discriminator Loss = -1.2930201292
Generator_Loss: 10.9368286133
605
After 20 iterations
Discriminator Loss = -2.26548075676
Generator_Loss: -11.4667358398
606
After 20 iterations
Discriminator Loss = -2.5853676796
Generator_Loss: -2.59506893158
607
After 20 iterations
Discriminator Loss = -1.83996760845
Generator_Loss: 9.34996700287
608
After 20 iterations
Discriminator Loss = -1.58457577229
Generator_Loss: 15.4580860138
609
After 20 iterations
Discriminator Loss = -1.66760504246
Generator_Loss: 2.79335308075
610
After 20 iterations
Discriminator Loss = -1.70111572742
Generator_Loss: 17.4197216034
611
After 20 iterations
Discriminator Loss = -1.11744642258
Generator_Loss: 24.4570922852
612
After 20 iterations
Discriminator Loss = -1.4226038456
Generator_Loss: -2.97519683838
613
After 20 iterations
Discriminator Loss = -1.24664640427
Generator_Loss: 5.00697278976
614
After 20 iterations
Discriminator Loss = -1.28596282005
Generator_Loss: 7.72004318237
615
After 20 iterations
Discriminator Loss = -2.72118282318
Generator_Loss: -0.121713466942
616
After 20 iterations
Discriminator Loss = -2.17665290833
Generator_Loss: -1.6608723402
617
After 20 iterations
Discriminator Loss = -1.5352216959
Generator_Loss: -5.85864210129
618
After 20 iterations
Discriminator Loss = -1.60033679008
Generator_Loss: 3.197909832
619
After 20 iterations
Discriminator Loss = -1.56384348869
Generator_Loss: 7.22563791275
620
After 20 iterations
Discriminator Loss = -1.40136611462
Generator_Loss: -25.2228565216
621
After 20 iterations
Discriminator Loss = -2.47501754761
Generator_Loss: 9.67841815948
622
After 20 iterations
Discriminator Loss = -1.4768743515
Generator_Loss: 12.0680580139
623
After 20 iterations
Discriminator Loss = -1.57916808128
Generator_Loss: -14.107383728
624
After 20 iterations
Discriminator Loss = -1.1680560112
Generator_Loss: -24.2214622498
625
Level #0 Epoch #4 Batch #625
After 20 iterations
Discriminator Loss = -1.26704001427
Generator_Loss: -10.4552736282
626
After 20 iterations
Discriminator Loss = -1.54726171494
Generator_Loss: -14.4458312988
627
After 20 iterations
Discriminator Loss = -2.56772780418
Generator_Loss: 10.1120233536
628
After 20 iterations
Discriminator Loss = -2.07762861252
Generator_Loss: -19.2136707306
629
After 20 iterations
Discriminator Loss = -1.10925364494
Generator_Loss: -11.0756406784
630
After 20 iterations
Discriminator Loss = -2.0331184864
Generator_Loss: -31.3062267303
631
After 20 iterations
Discriminator Loss = -1.30715048313
Generator_Loss: 5.34691810608
632
After 20 iterations
Discriminator Loss = -1.50981128216
Generator_Loss: 10.9944810867
633
After 20 iterations
Discriminator Loss = -1.66445910931
Generator_Loss: 26.6355075836
634
After 20 iterations
Discriminator Loss = -2.10744357109
Generator_Loss: -4.59846878052
635
After 20 iterations
Discriminator Loss = -1.28697383404
Generator_Loss: -13.600399971
636
After 20 iterations
Discriminator Loss = -2.15660524368
Generator_Loss: -15.2563371658
637
After 20 iterations
Discriminator Loss = -1.81999886036
Generator_Loss: -27.8264904022
638
After 20 iterations
Discriminator Loss = -1.52708828449
Generator_Loss: -0.210540488362
639
After 20 iterations
Discriminator Loss = -1.85893690586
Generator_Loss: -28.4330692291
640
After 20 iterations
Discriminator Loss = -1.39476323128
Generator_Loss: -16.1290130615
641
After 20 iterations
Discriminator Loss = -1.74733650684
Generator_Loss: 15.862203598
642
After 20 iterations
Discriminator Loss = -2.14226222038
Generator_Loss: -24.2614459991
643
After 20 iterations
Discriminator Loss = -2.11649489403
Generator_Loss: -26.8995304108
644
After 20 iterations
Discriminator Loss = -1.5512355566
Generator_Loss: 21.9720745087
645
After 20 iterations
Discriminator Loss = -1.4445912838
Generator_Loss: 16.3815078735
646
After 20 iterations
Discriminator Loss = -1.75490307808
Generator_Loss: 3.96136641502
647
After 20 iterations
Discriminator Loss = -1.88134539127
Generator_Loss: 2.09717869759
648
After 20 iterations
Discriminator Loss = -1.52783894539
Generator_Loss: 6.17876338959
649
After 20 iterations
Discriminator Loss = -1.28213369846
Generator_Loss: 7.99484920502
650
Level #0 Epoch #4 Batch #650
After 20 iterations
Discriminator Loss = -1.65073442459
Generator_Loss: 23.5563793182
651
After 20 iterations
Discriminator Loss = -1.44188177586
Generator_Loss: -15.2333030701
652
After 20 iterations
Discriminator Loss = -2.13868904114
Generator_Loss: -11.6444282532
653
After 20 iterations
Discriminator Loss = -1.62794864178
Generator_Loss: -6.04400777817
654
After 20 iterations
Discriminator Loss = -2.34686040878
Generator_Loss: -9.66390705109
655
After 20 iterations
Discriminator Loss = -1.7405847311
Generator_Loss: 2.50206565857
656
After 20 iterations
Discriminator Loss = -1.50150847435
Generator_Loss: -2.70030522346
657
After 20 iterations
Discriminator Loss = -1.68439114094
Generator_Loss: 2.21194410324
658
After 20 iterations
Discriminator Loss = -1.26665127277
Generator_Loss: 12.9341926575
659
After 20 iterations
Discriminator Loss = -1.25876736641
Generator_Loss: -19.918794632
660
After 20 iterations
Discriminator Loss = -1.68669807911
Generator_Loss: -33.6451187134
661
After 20 iterations
Discriminator Loss = -1.42015480995
Generator_Loss: -12.0646209717
662
After 20 iterations
Discriminator Loss = -1.22019743919
Generator_Loss: 0.365753859282
663
After 20 iterations
Discriminator Loss = -2.07525491714
Generator_Loss: -17.9065952301
664
After 20 iterations
Discriminator Loss = -1.91978752613
Generator_Loss: -0.41729041934
665
After 20 iterations
Discriminator Loss = -1.29742646217
Generator_Loss: 16.091053009
666
After 20 iterations
Discriminator Loss = -1.20760321617
Generator_Loss: -3.3357834816
667
After 20 iterations
Discriminator Loss = -1.35112774372
Generator_Loss: 9.05178260803
668
After 20 iterations
Discriminator Loss = -1.15271151066
Generator_Loss: -1.37669301033
669
After 20 iterations
Discriminator Loss = -1.74202370644
Generator_Loss: 4.47038412094
670
After 20 iterations
Discriminator Loss = -1.65066087246
Generator_Loss: -3.70990037918
671
After 20 iterations
Discriminator Loss = -1.31593132019
Generator_Loss: -3.44469618797
672
After 20 iterations
Discriminator Loss = -1.62121319771
Generator_Loss: -13.8587703705
673
After 20 iterations
Discriminator Loss = -1.79933869839
Generator_Loss: -5.75855112076
674
After 20 iterations
Discriminator Loss = -1.22510814667
Generator_Loss: 29.5050144196
675
Level #0 Epoch #4 Batch #675
After 20 iterations
Discriminator Loss = -1.97418630123
Generator_Loss: -13.2607841492
676
After 20 iterations
Discriminator Loss = -1.15620088577
Generator_Loss: 4.80210256577
677
After 20 iterations
Discriminator Loss = -1.59730923176
Generator_Loss: 23.8834571838
678
After 20 iterations
Discriminator Loss = -2.11831593513
Generator_Loss: 26.4961681366
679
After 20 iterations
Discriminator Loss = -1.29202270508
Generator_Loss: 3.07185554504
680
After 20 iterations
Discriminator Loss = -2.18185091019
Generator_Loss: -16.1122665405
681
After 20 iterations
Discriminator Loss = -1.64799654484
Generator_Loss: -24.1690940857
682
After 20 iterations
Discriminator Loss = -1.73481333256
Generator_Loss: -25.4423522949
683
After 20 iterations
Discriminator Loss = -1.29265248775
Generator_Loss: 3.62032914162
684
After 20 iterations
Discriminator Loss = -1.73637318611
Generator_Loss: -1.06202316284
685
After 20 iterations
Discriminator Loss = -0.888901531696
Generator_Loss: -15.0325708389
686
After 20 iterations
Discriminator Loss = -2.4508728981
Generator_Loss: 3.49109268188
687
After 20 iterations
Discriminator Loss = -1.75980424881
Generator_Loss: 17.2368221283
688
After 20 iterations
Discriminator Loss = -1.54804778099
Generator_Loss: 12.3903045654
689
After 20 iterations
Discriminator Loss = -1.4327019453
Generator_Loss: -18.2650871277
690
After 20 iterations
Discriminator Loss = -1.80770003796
Generator_Loss: 7.68064117432
691
After 20 iterations
Discriminator Loss = -1.95012974739
Generator_Loss: -14.7830200195
692
After 20 iterations
Discriminator Loss = -1.95354247093
Generator_Loss: 12.4759063721
693
After 20 iterations
Discriminator Loss = -1.64395129681
Generator_Loss: 9.70720005035
694
After 20 iterations
Discriminator Loss = -1.33950960636
Generator_Loss: -12.4527006149
695
After 20 iterations
Discriminator Loss = -1.50241601467
Generator_Loss: 3.65060162544
696
After 20 iterations
Discriminator Loss = -2.74040579796
Generator_Loss: 5.40900325775
697
After 20 iterations
Discriminator Loss = -1.20356464386
Generator_Loss: 12.2076053619
698
After 20 iterations
Discriminator Loss = -1.55654788017
Generator_Loss: 6.87815189362
699
After 20 iterations
Discriminator Loss = -1.43220448494
Generator_Loss: 7.12233352661
700
Level #0 Epoch #4 Batch #700
After 20 iterations
Discriminator Loss = -1.55695557594
Generator_Loss: 16.440454483
701
After 20 iterations
Discriminator Loss = -1.4870839119
Generator_Loss: -8.5143327713
702
After 20 iterations
Discriminator Loss = -1.30599653721
Generator_Loss: 2.59453964233
703
After 20 iterations
Discriminator Loss = -1.49851536751
Generator_Loss: -20.9000873566
704
After 20 iterations
Discriminator Loss = -1.71727895737
Generator_Loss: -0.659395098686
705
After 20 iterations
Discriminator Loss = -1.00732302666
Generator_Loss: 8.91366195679
706
After 20 iterations
Discriminator Loss = -2.22557401657
Generator_Loss: -31.1749591827
707
After 20 iterations
Discriminator Loss = -2.4654302597
Generator_Loss: -5.28851270676
708
After 20 iterations
Discriminator Loss = -1.89922857285
Generator_Loss: 0.262288957834
709
After 20 iterations
Discriminator Loss = -1.10792553425
Generator_Loss: 10.0370397568
710
After 20 iterations
Discriminator Loss = -1.2196573019
Generator_Loss: 0.94336938858
711
After 20 iterations
Discriminator Loss = -1.70223045349
Generator_Loss: -9.38277721405
712
After 20 iterations
Discriminator Loss = -1.36909520626
Generator_Loss: 15.3862438202
713
After 20 iterations
Discriminator Loss = -2.69129037857
Generator_Loss: 27.3184890747
714
After 20 iterations
Discriminator Loss = -1.21870946884
Generator_Loss: -14.9591436386
715
After 20 iterations
Discriminator Loss = -2.46257853508
Generator_Loss: 2.32360005379
716
After 20 iterations
Discriminator Loss = -1.88174176216
Generator_Loss: -1.48515510559
717
After 20 iterations
Discriminator Loss = -1.57609558105
Generator_Loss: -10.7356786728
718
After 20 iterations
Discriminator Loss = -1.44648885727
Generator_Loss: -18.0864562988
719
After 20 iterations
Discriminator Loss = -1.82611787319
Generator_Loss: 1.25585055351
720
After 20 iterations
Discriminator Loss = -2.17366814613
Generator_Loss: -31.4889163971
721
After 20 iterations
Discriminator Loss = -1.328166008
Generator_Loss: -17.5491199493
722
After 20 iterations
Discriminator Loss = -1.26680541039
Generator_Loss: 12.0792207718
723
After 20 iterations
Discriminator Loss = -1.54195785522
Generator_Loss: -7.02507066727
724
After 20 iterations
Discriminator Loss = -1.37799012661
Generator_Loss: 10.8502340317
725
Level #0 Epoch #4 Batch #725
After 20 iterations
Discriminator Loss = -1.97282803059
Generator_Loss: 2.4459643364
726
After 20 iterations
Discriminator Loss = -1.465097785
Generator_Loss: -7.49287223816
727
After 20 iterations
Discriminator Loss = -1.64361655712
Generator_Loss: 8.5223903656
728
After 20 iterations
Discriminator Loss = -0.899036288261
Generator_Loss: -21.2600669861
729
After 20 iterations
Discriminator Loss = -1.38854467869
Generator_Loss: 5.38729143143
730
After 20 iterations
Discriminator Loss = -1.88389050961
Generator_Loss: -0.00719752954319
731
After 20 iterations
Discriminator Loss = -2.22492337227
Generator_Loss: -8.18988418579
732
After 20 iterations
Discriminator Loss = -1.53473746777
Generator_Loss: -13.3975744247
733
After 20 iterations
Discriminator Loss = -1.25107610226
Generator_Loss: 5.47763633728
734
After 20 iterations
Discriminator Loss = -1.35543131828
Generator_Loss: -20.9992275238
735
After 20 iterations
Discriminator Loss = -2.66833782196
Generator_Loss: 3.94446325302
736
After 20 iterations
Discriminator Loss = -1.30962777138
Generator_Loss: 13.6658782959
737
After 20 iterations
Discriminator Loss = -1.1137856245
Generator_Loss: -15.6755123138
738
After 20 iterations
Discriminator Loss = -1.39654397964
Generator_Loss: -9.85477161407
739
After 20 iterations
Discriminator Loss = -1.25640630722
Generator_Loss: -2.31767821312
740
After 20 iterations
Discriminator Loss = -1.27494096756
Generator_Loss: 19.4854030609
741
After 20 iterations
Discriminator Loss = -2.01427745819
Generator_Loss: 23.7381381989
742
After 20 iterations
Discriminator Loss = -1.67832458019
Generator_Loss: -32.8192749023
743
After 20 iterations
Discriminator Loss = -1.31040966511
Generator_Loss: 3.69629621506
744
After 20 iterations
Discriminator Loss = -1.43396699429
Generator_Loss: 5.49641180038
745
After 20 iterations
Discriminator Loss = -1.17200112343
Generator_Loss: 13.7310857773
746
After 20 iterations
Discriminator Loss = -1.12666559219
Generator_Loss: -16.6629562378
747
After 20 iterations
Discriminator Loss = -1.95985424519
Generator_Loss: -28.1575050354
748
After 20 iterations
Discriminator Loss = -1.54737222195
Generator_Loss: 0.201895594597
749
After 20 iterations
Discriminator Loss = -1.48843872547
Generator_Loss: -1.24334967136
750
Level #0 Epoch #4 Batch #750
After 20 iterations
Discriminator Loss = -1.87943470478
Generator_Loss: 26.3332386017
751
After 20 iterations
Discriminator Loss = -1.38399863243
Generator_Loss: 6.36008501053
752
After 20 iterations
Discriminator Loss = -1.30430829525
Generator_Loss: 8.02712535858
753
After 20 iterations
Discriminator Loss = -1.38390564919
Generator_Loss: -9.74279880524
754
After 20 iterations
Discriminator Loss = -1.3180488348
Generator_Loss: 9.50882053375
755
After 20 iterations
Discriminator Loss = -1.51968538761
Generator_Loss: -8.80587863922
756
After 20 iterations
Discriminator Loss = -1.54453647137
Generator_Loss: -34.1165313721
757
After 20 iterations
Discriminator Loss = -1.11810445786
Generator_Loss: -12.6506443024
758
After 20 iterations
Discriminator Loss = -1.29787826538
Generator_Loss: -7.97800445557
759
After 20 iterations
Discriminator Loss = -1.0177577734
Generator_Loss: -24.6834201813
760
After 20 iterations
Discriminator Loss = -2.10117816925
Generator_Loss: 8.95903301239
761
After 20 iterations
Discriminator Loss = -2.71119904518
Generator_Loss: 29.934223175
762
After 20 iterations
Discriminator Loss = -1.4416834116
Generator_Loss: 12.222155571
763
After 20 iterations
Discriminator Loss = -2.45208144188
Generator_Loss: 5.27877569199
764
After 20 iterations
Discriminator Loss = -1.05749869347
Generator_Loss: -13.0756072998
765
After 20 iterations
Discriminator Loss = -1.34981477261
Generator_Loss: 26.4886932373
766
After 20 iterations
Discriminator Loss = -1.49939489365
Generator_Loss: -1.51942396164
767
After 20 iterations
Discriminator Loss = -3.31936883926
Generator_Loss: -1.50680351257
768
After 20 iterations
Discriminator Loss = -1.41890442371
Generator_Loss: -21.591255188
769
After 20 iterations
Discriminator Loss = -1.62470817566
Generator_Loss: -7.11202096939
770
After 20 iterations
Discriminator Loss = -1.29445064068
Generator_Loss: -9.05539131165
771
After 20 iterations
Discriminator Loss = -2.28245568275
Generator_Loss: 25.844997406
772
After 20 iterations
Discriminator Loss = -1.57535886765
Generator_Loss: 13.4745635986
773
After 20 iterations
Discriminator Loss = -2.5428211689
Generator_Loss: 9.80576133728
774
After 20 iterations
Discriminator Loss = -1.38518512249
Generator_Loss: -6.53940582275
775
Level #0 Epoch #4 Batch #775
After 20 iterations
Discriminator Loss = -1.52532827854
Generator_Loss: 24.8510990143
776
After 20 iterations
Discriminator Loss = -1.01700985432
Generator_Loss: -14.4005422592
777
After 20 iterations
Discriminator Loss = -1.75550031662
Generator_Loss: -10.232998848
778
After 20 iterations
Discriminator Loss = -2.23791599274
Generator_Loss: -26.8336353302
779
After 20 iterations
Discriminator Loss = -1.09981667995
Generator_Loss: -5.20929956436
780
After 20 iterations
Discriminator Loss = -1.21518445015
Generator_Loss: -16.5487232208
781
In [37]:
locations_gen = geom_model[0].predict(np.random.randn(1,1,100))
softmax_gen = np.squeeze(morph_model[0].predict(np.random.randn(1,1,100)))
In [38]:
plt.imshow(softmax_gen, interpolation='none', cmap='Greys')
plt.colorbar()
plt.show()
In [39]:
neuron_object = train.plot_example_neuron(locations_gen, softmax_gen)
neuron_object = McNeuron.Neuron(file_format='only list of nodes', input_file = neuron_object.nodes_list)
In [40]:
neuron_object.parent_index
Out[40]:
array([ 0, 0, 1, 2, 3, 4, 5, 0, 6, 8, 9, 9, 8, 12, 13, 14, 9,
14, 13, 8])
In [41]:
McNeuron.visualize.plot_dedrite_tree(neuron_object)
In [42]:
print np.max(training_data['geometry']['n20'][0, :, :]), np.min(training_data['geometry']['n20'][0, :, :])
print locations_gen.max(), locations_gen.min()
8.11007636228 -0.509370527919
6.55128 -2.07881
In [12]:
neuron_object = McNeuron.Neuron(file_format='only list of nodes', input_file = neuron_object.nodes_list)
neuron_object.fit()
features = neuron_object.features
features.keys()
Out[12]:
['Nbranch',
'discrepancy_space',
'global_angle',
'ratio_euclidian_neuronal',
'initial_segments',
'curvature',
'distance_from_parent',
'distance_from_root',
'Nnodes',
'neural_important',
'local_angle',
'euclidian_important',
'branch_angle',
'ratio_neural_euclidian_important',
'branch_angle_segment']
In [13]:
import pprint as pp
pp.pprint(features['branch_angle_segment'])
array([], dtype=float64)
In [ ]:
In [29]:
for ex in range(2200, 2300):
input_code = dict()
input_code['morphology'] = training_data['morphology']['n20'][ex, :]
input_code['geometry'] = np.squeeze(training_data['geometry']['n20'][ex, :, :])
neuron_object = data_transforms.make_swc_from_prufer_and_locations(input_code)
neuron_object = McNeuron.Neuron(file_format='only list of nodes', input_file = neuron_object.nodes_list)
McNeuron.visualize.plot_2D(neuron_object)
McNeuron.visualize.plot_dedrite_tree(neuron_object)
In [ ]:
Content source: RoozbehFarhoodi/McNeuron
Similar notebooks: