In [2]:
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_cmc as models
import train_cmc as train
import batch_utils
import data_transforms
In [3]:
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/RoozbehFarhoudi/anaconda/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)
/Users/RoozbehFarhoudi/anaconda/lib/python2.7/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison
if self._edgecolors == str('face'):
In [4]:
#training_data = pickle.load(open("/Users/pavanramkumar/Dropbox/HG-GAN/03-Data/synthetic_two_segment_model_different_directions_n20.p", "rb"))
training_data = pickle.load(open("/Volumes/Arch/Dropbox/HG-GAN/03-Data/synthetic_Two_segment_model_Different_directions_Parent_distance_n20.p", "rb"))
In [5]:
print training_data['morphology']['n20'].shape
print training_data['geometry']['n20'].shape
(50000, 18)
(50000, 19, 3)
In [6]:
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
rule = 'mgd'
weight_constraint = [-0.03, 0.03]
In [7]:
geom_model, cond_geom_model, morph_model, cond_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,
verbose=True)
====================
Level #0
====================
Epoch #0
After 20 iterations
Discriminator Loss = -3.50202727318
Generator_Loss: 3.98931503296
2
After 20 iterations
Discriminator Loss = -2.79471468925
Generator_Loss: 1.24642419815
3
After 20 iterations
Discriminator Loss = -2.61006212234
Generator_Loss: 0.855859816074
4
After 20 iterations
Discriminator Loss = -2.30454993248
Generator_Loss: 0.195644766092
5
After 20 iterations
Discriminator Loss = -2.17177200317
Generator_Loss: -0.286078721285
6
After 20 iterations
Discriminator Loss = -1.88929271698
Generator_Loss: -0.548039853573
7
After 20 iterations
Discriminator Loss = -2.05525493622
Generator_Loss: -0.588996887207
8
After 20 iterations
Discriminator Loss = -1.70792198181
Generator_Loss: -0.629378080368
9
After 20 iterations
Discriminator Loss = -1.73991799355
Generator_Loss: -0.438487678766
10
After 20 iterations
Discriminator Loss = -1.49267041683
Generator_Loss: -0.0747788995504
11
After 20 iterations
Discriminator Loss = -1.62003469467
Generator_Loss: 0.109753750265
12
After 20 iterations
Discriminator Loss = -1.3610432148
Generator_Loss: 0.325405865908
13
After 20 iterations
Discriminator Loss = -1.41474401951
Generator_Loss: 0.460902482271
14
After 20 iterations
Discriminator Loss = -1.57614207268
Generator_Loss: 0.598829984665
15
After 20 iterations
Discriminator Loss = -1.40357768536
Generator_Loss: 0.453106999397
16
After 20 iterations
Discriminator Loss = -1.36487901211
Generator_Loss: 0.433786869049
17
After 20 iterations
Discriminator Loss = -1.26943099499
Generator_Loss: 0.386628389359
18
After 20 iterations
Discriminator Loss = -1.57723248005
Generator_Loss: 0.563332974911
19
After 20 iterations
Discriminator Loss = -1.13747000694
Generator_Loss: 0.536502897739
20
After 20 iterations
Discriminator Loss = -1.27400004864
Generator_Loss: 0.655163109303
21
After 20 iterations
Discriminator Loss = -1.2929930687
Generator_Loss: 0.732396006584
22
After 20 iterations
Discriminator Loss = -1.21469724178
Generator_Loss: 0.777081429958
23
After 20 iterations
Discriminator Loss = -1.21961343288
Generator_Loss: 0.698227465153
24
After 20 iterations
Discriminator Loss = -1.25323569775
Generator_Loss: 0.650210738182
25
Level #0 Epoch #0 Batch #25
After 20 iterations
Discriminator Loss = -1.19150769711
Generator_Loss: 0.56109470129
26
After 20 iterations
Discriminator Loss = -1.03509521484
Generator_Loss: 0.426610380411
27
After 20 iterations
Discriminator Loss = -1.16007709503
Generator_Loss: 0.560094892979
28
After 20 iterations
Discriminator Loss = -0.85914260149
Generator_Loss: 0.444233506918
29
After 20 iterations
Discriminator Loss = -1.18001127243
Generator_Loss: 0.45601695776
30
After 20 iterations
Discriminator Loss = -1.0676150322
Generator_Loss: 0.369413673878
31
After 20 iterations
Discriminator Loss = -0.898879289627
Generator_Loss: 0.185644641519
32
After 20 iterations
Discriminator Loss = -1.1380405426
Generator_Loss: 0.262013047934
33
After 20 iterations
Discriminator Loss = -0.906235039234
Generator_Loss: 0.167268872261
34
After 20 iterations
Discriminator Loss = -0.91483849287
Generator_Loss: 0.295076429844
35
After 20 iterations
Discriminator Loss = -0.784322142601
Generator_Loss: 0.276216417551
36
After 20 iterations
Discriminator Loss = -0.821375489235
Generator_Loss: 0.459949016571
37
After 20 iterations
Discriminator Loss = -0.964755833149
Generator_Loss: 0.604351818562
38
After 20 iterations
Discriminator Loss = -0.833476543427
Generator_Loss: 0.559106230736
39
After 20 iterations
Discriminator Loss = -0.960686981678
Generator_Loss: 0.591685175896
40
After 20 iterations
Discriminator Loss = -0.966518223286
Generator_Loss: 0.686970710754
41
After 20 iterations
Discriminator Loss = -1.12120199203
Generator_Loss: 0.881236433983
42
After 20 iterations
Discriminator Loss = -0.800515055656
Generator_Loss: 0.765374243259
43
After 20 iterations
Discriminator Loss = -0.756918489933
Generator_Loss: 0.700961470604
44
After 20 iterations
Discriminator Loss = -0.862372338772
Generator_Loss: 0.481399148703
45
After 20 iterations
Discriminator Loss = -0.804771304131
Generator_Loss: 0.542996764183
46
After 20 iterations
Discriminator Loss = -0.718069970608
Generator_Loss: 0.585683643818
47
After 20 iterations
Discriminator Loss = -0.858139932156
Generator_Loss: 0.285219937563
48
After 20 iterations
Discriminator Loss = -0.709649324417
Generator_Loss: 0.238269537687
49
After 20 iterations
Discriminator Loss = -0.568899273872
Generator_Loss: 0.54288572073
50
Level #0 Epoch #0 Batch #50
After 20 iterations
Discriminator Loss = -0.938736081123
Generator_Loss: 0.351297080517
51
After 20 iterations
Discriminator Loss = -0.772809028625
Generator_Loss: 0.0502831041813
52
After 20 iterations
Discriminator Loss = -0.649267733097
Generator_Loss: 0.100127600133
53
After 20 iterations
Discriminator Loss = -0.738341748714
Generator_Loss: 0.261920660734
54
After 20 iterations
Discriminator Loss = -0.685685217381
Generator_Loss: 0.0729187950492
55
After 20 iterations
Discriminator Loss = -0.619799673557
Generator_Loss: -0.0732370465994
56
After 20 iterations
Discriminator Loss = -0.715979993343
Generator_Loss: -0.197578862309
57
After 20 iterations
Discriminator Loss = -0.61554902792
Generator_Loss: -0.218028843403
58
After 20 iterations
Discriminator Loss = -0.61731928587
Generator_Loss: -0.257193893194
59
After 20 iterations
Discriminator Loss = -0.721548378468
Generator_Loss: -0.203774526715
60
After 20 iterations
Discriminator Loss = -0.776974260807
Generator_Loss: -0.26553735137
61
After 20 iterations
Discriminator Loss = -0.62746411562
Generator_Loss: -0.479440391064
62
After 20 iterations
Discriminator Loss = -0.720983624458
Generator_Loss: -0.551179766655
63
After 20 iterations
Discriminator Loss = -0.658685743809
Generator_Loss: -0.596535980701
64
After 20 iterations
Discriminator Loss = -0.646077811718
Generator_Loss: -0.635822176933
65
After 20 iterations
Discriminator Loss = -0.666372776031
Generator_Loss: -0.721513032913
66
After 20 iterations
Discriminator Loss = -0.529464244843
Generator_Loss: -0.589148461819
67
After 20 iterations
Discriminator Loss = -0.691624820232
Generator_Loss: -0.464148491621
68
After 20 iterations
Discriminator Loss = -0.394381821156
Generator_Loss: -0.552325665951
69
After 20 iterations
Discriminator Loss = -0.677050232887
Generator_Loss: -0.592347323895
70
After 20 iterations
Discriminator Loss = -0.590651333332
Generator_Loss: -0.535307049751
71
After 20 iterations
Discriminator Loss = -0.563735246658
Generator_Loss: -0.640472114086
72
After 20 iterations
Discriminator Loss = -0.681377053261
Generator_Loss: -0.801567435265
73
After 20 iterations
Discriminator Loss = -0.385556012392
Generator_Loss: -0.836524486542
74
After 20 iterations
Discriminator Loss = -0.413428723812
Generator_Loss: -0.733106374741
75
Level #0 Epoch #0 Batch #75
After 20 iterations
Discriminator Loss = -0.40150859952
Generator_Loss: -0.573316156864
76
After 20 iterations
Discriminator Loss = -0.358234286308
Generator_Loss: -0.634081125259
77
After 20 iterations
Discriminator Loss = -0.746489822865
Generator_Loss: -0.67353117466
78
After 20 iterations
Discriminator Loss = -0.439392775297
Generator_Loss: -0.669691324234
79
After 20 iterations
Discriminator Loss = -0.523831069469
Generator_Loss: -0.412541776896
80
After 20 iterations
Discriminator Loss = -0.390069633722
Generator_Loss: -0.684139609337
81
After 20 iterations
Discriminator Loss = -0.462157040834
Generator_Loss: -0.843890011311
82
After 20 iterations
Discriminator Loss = -0.331723183393
Generator_Loss: -0.689608812332
83
After 20 iterations
Discriminator Loss = -0.563018202782
Generator_Loss: -0.624894022942
84
After 20 iterations
Discriminator Loss = -0.403411149979
Generator_Loss: -0.884777545929
85
After 20 iterations
Discriminator Loss = -0.581352651119
Generator_Loss: -0.998995542526
86
After 20 iterations
Discriminator Loss = -0.339568853378
Generator_Loss: -0.792024672031
87
After 20 iterations
Discriminator Loss = -0.355678647757
Generator_Loss: -0.22533904016
88
After 20 iterations
Discriminator Loss = -0.386049777269
Generator_Loss: -0.308551639318
89
After 20 iterations
Discriminator Loss = -0.520745992661
Generator_Loss: -0.419860541821
90
After 20 iterations
Discriminator Loss = -0.435685634613
Generator_Loss: -0.613549828529
91
After 20 iterations
Discriminator Loss = -0.42799270153
Generator_Loss: -0.235961675644
92
After 20 iterations
Discriminator Loss = -0.485939949751
Generator_Loss: 0.190809249878
93
After 20 iterations
Discriminator Loss = -0.353463411331
Generator_Loss: -0.258037745953
94
After 20 iterations
Discriminator Loss = -0.436086624861
Generator_Loss: -0.341233044863
95
After 20 iterations
Discriminator Loss = -0.373625189066
Generator_Loss: -0.493856310844
96
After 20 iterations
Discriminator Loss = -0.35810059309
Generator_Loss: -0.590876340866
97
After 20 iterations
Discriminator Loss = -0.44104835391
Generator_Loss: -0.250110208988
98
After 20 iterations
Discriminator Loss = -0.34174272418
Generator_Loss: -0.0984648838639
99
After 20 iterations
Discriminator Loss = -0.305767774582
Generator_Loss: -0.292447179556
100
Level #0 Epoch #0 Batch #100
After 20 iterations
Discriminator Loss = -0.504141271114
Generator_Loss: -0.463943660259
101
After 20 iterations
Discriminator Loss = -0.293039470911
Generator_Loss: -0.59004420042
102
After 20 iterations
Discriminator Loss = -0.318589955568
Generator_Loss: -0.646572113037
103
After 20 iterations
Discriminator Loss = -0.238095000386
Generator_Loss: -0.280294507742
104
After 20 iterations
Discriminator Loss = -0.397647410631
Generator_Loss: 0.0393964312971
105
After 20 iterations
Discriminator Loss = -0.251908481121
Generator_Loss: -0.193482860923
106
After 20 iterations
Discriminator Loss = -0.251848101616
Generator_Loss: -0.40559014678
107
After 20 iterations
Discriminator Loss = -0.531502187252
Generator_Loss: -0.468936413527
108
After 20 iterations
Discriminator Loss = -0.211014941335
Generator_Loss: -0.523114383221
109
After 20 iterations
Discriminator Loss = -0.248842015862
Generator_Loss: -0.387934803963
110
After 20 iterations
Discriminator Loss = -0.282383531332
Generator_Loss: -0.164843842387
111
After 20 iterations
Discriminator Loss = -0.41181370616
Generator_Loss: -0.0612744987011
112
After 20 iterations
Discriminator Loss = -0.214762181044
Generator_Loss: -0.134061440825
113
After 20 iterations
Discriminator Loss = -0.370375335217
Generator_Loss: -0.511577546597
114
After 20 iterations
Discriminator Loss = -0.349130541086
Generator_Loss: -0.762478411198
115
After 20 iterations
Discriminator Loss = -0.333249092102
Generator_Loss: -1.02802324295
116
After 20 iterations
Discriminator Loss = -0.33257034421
Generator_Loss: -1.15287828445
117
After 20 iterations
Discriminator Loss = -0.217421188951
Generator_Loss: -0.788186252117
118
After 20 iterations
Discriminator Loss = -0.244832411408
Generator_Loss: -0.506152153015
119
After 20 iterations
Discriminator Loss = -0.347330152988
Generator_Loss: -0.507767081261
120
After 20 iterations
Discriminator Loss = -0.428710788488
Generator_Loss: -0.581756711006
121
After 20 iterations
Discriminator Loss = -0.275803983212
Generator_Loss: -0.590206921101
122
After 20 iterations
Discriminator Loss = -0.163321331143
Generator_Loss: -0.654884338379
123
After 20 iterations
Discriminator Loss = -0.294242233038
Generator_Loss: -0.724090278149
124
After 20 iterations
Discriminator Loss = -0.19119399786
Generator_Loss: -0.708936393261
125
Level #0 Epoch #0 Batch #125
After 20 iterations
Discriminator Loss = -0.169094055891
Generator_Loss: -0.653546214104
126
After 20 iterations
Discriminator Loss = -0.256463199854
Generator_Loss: -0.580384969711
127
After 20 iterations
Discriminator Loss = -0.292581439018
Generator_Loss: -0.600295007229
128
After 20 iterations
Discriminator Loss = -0.309389352798
Generator_Loss: -0.640723526478
129
After 20 iterations
Discriminator Loss = -0.293398112059
Generator_Loss: -0.787598192692
130
After 20 iterations
Discriminator Loss = -0.127897426486
Generator_Loss: -0.913615465164
131
After 20 iterations
Discriminator Loss = -0.265165179968
Generator_Loss: -1.04153811932
132
After 20 iterations
Discriminator Loss = -0.0810096934438
Generator_Loss: -0.944519340992
133
After 20 iterations
Discriminator Loss = -0.204309910536
Generator_Loss: -0.967063486576
134
After 20 iterations
Discriminator Loss = -0.254617989063
Generator_Loss: -0.794731616974
135
After 20 iterations
Discriminator Loss = -0.123191267252
Generator_Loss: -0.583718419075
136
After 20 iterations
Discriminator Loss = -0.249036729336
Generator_Loss: -0.410767376423
137
After 20 iterations
Discriminator Loss = -0.203303098679
Generator_Loss: -0.356851041317
138
After 20 iterations
Discriminator Loss = -0.174994319677
Generator_Loss: -0.427993327379
139
After 20 iterations
Discriminator Loss = -0.271086961031
Generator_Loss: -0.561305761337
140
After 20 iterations
Discriminator Loss = -0.292876839638
Generator_Loss: -0.760140836239
141
After 20 iterations
Discriminator Loss = -0.133894041181
Generator_Loss: -0.890079677105
142
After 20 iterations
Discriminator Loss = -0.253223091364
Generator_Loss: -0.817140340805
143
After 20 iterations
Discriminator Loss = -0.198666065931
Generator_Loss: -0.609377145767
144
After 20 iterations
Discriminator Loss = -0.103309839964
Generator_Loss: -0.605585038662
145
After 20 iterations
Discriminator Loss = -0.222976952791
Generator_Loss: -0.578908264637
146
After 20 iterations
Discriminator Loss = -0.0967653766274
Generator_Loss: -0.635531842709
147
After 20 iterations
Discriminator Loss = -0.179238840938
Generator_Loss: -0.618899941444
148
After 20 iterations
Discriminator Loss = -0.177484154701
Generator_Loss: -0.641959607601
149
After 20 iterations
Discriminator Loss = -0.160847380757
Generator_Loss: -0.554089844227
150
Level #0 Epoch #0 Batch #150
After 20 iterations
Discriminator Loss = -0.134273201227
Generator_Loss: -0.438648402691
151
After 20 iterations
Discriminator Loss = -0.171775698662
Generator_Loss: -0.441360712051
152
After 20 iterations
Discriminator Loss = -0.133982151747
Generator_Loss: -0.36254298687
153
After 20 iterations
Discriminator Loss = -0.051871702075
Generator_Loss: -0.22230990231
154
After 20 iterations
Discriminator Loss = -0.257595300674
Generator_Loss: -0.168472751975
155
After 20 iterations
Discriminator Loss = -0.178039610386
Generator_Loss: -0.162531539798
156
After 20 iterations
Discriminator Loss = -0.130809694529
Generator_Loss: -0.305954575539
157
After 20 iterations
Discriminator Loss = -0.15694437921
Generator_Loss: -0.37518209219
158
After 20 iterations
Discriminator Loss = -0.0961034521461
Generator_Loss: -0.419051110744
159
After 20 iterations
Discriminator Loss = -0.172751262784
Generator_Loss: -0.422107517719
160
After 20 iterations
Discriminator Loss = -0.242725417018
Generator_Loss: -0.448302030563
161
After 20 iterations
Discriminator Loss = -0.18557138741
Generator_Loss: -0.46328780055
162
After 20 iterations
Discriminator Loss = -0.148484542966
Generator_Loss: -0.498205125332
163
After 20 iterations
Discriminator Loss = -0.095057696104
Generator_Loss: -0.593963563442
164
After 20 iterations
Discriminator Loss = -0.139045387506
Generator_Loss: -0.668210268021
165
After 20 iterations
Discriminator Loss = -0.170316979289
Generator_Loss: -0.654957652092
166
After 20 iterations
Discriminator Loss = -0.0974861830473
Generator_Loss: -0.651601493359
167
After 20 iterations
Discriminator Loss = -0.213686510921
Generator_Loss: -0.559051036835
168
After 20 iterations
Discriminator Loss = -0.206137701869
Generator_Loss: -0.493352979422
169
After 20 iterations
Discriminator Loss = -0.17206992209
Generator_Loss: -0.439513772726
170
After 20 iterations
Discriminator Loss = -0.104605793953
Generator_Loss: -0.481108367443
171
After 20 iterations
Discriminator Loss = -0.143155798316
Generator_Loss: -0.492459982634
172
After 20 iterations
Discriminator Loss = -0.162249058485
Generator_Loss: -0.513135671616
173
After 20 iterations
Discriminator Loss = -0.197319254279
Generator_Loss: -0.444535136223
174
After 20 iterations
Discriminator Loss = -0.217658042908
Generator_Loss: -0.317920207977
175
Level #0 Epoch #0 Batch #175
After 20 iterations
Discriminator Loss = -0.170079097152
Generator_Loss: -0.164393588901
176
After 20 iterations
Discriminator Loss = -0.25461819768
Generator_Loss: -0.10387390852
177
After 20 iterations
Discriminator Loss = -0.149370804429
Generator_Loss: -0.0708458349109
178
After 20 iterations
Discriminator Loss = -0.156602814794
Generator_Loss: -0.178710624576
179
After 20 iterations
Discriminator Loss = -0.195866197348
Generator_Loss: -0.221636474133
180
After 20 iterations
Discriminator Loss = -0.230164334178
Generator_Loss: -0.306686133146
181
After 20 iterations
Discriminator Loss = -0.111036680639
Generator_Loss: -0.360752761364
182
After 20 iterations
Discriminator Loss = -0.0321900881827
Generator_Loss: -0.347177177668
183
After 20 iterations
Discriminator Loss = -0.140227198601
Generator_Loss: -0.34391105175
184
After 20 iterations
Discriminator Loss = -0.130315005779
Generator_Loss: -0.263901650906
185
After 20 iterations
Discriminator Loss = -0.229111909866
Generator_Loss: -0.141556039453
186
After 20 iterations
Discriminator Loss = -0.228004410863
Generator_Loss: -0.193565681577
187
After 20 iterations
Discriminator Loss = -0.143193230033
Generator_Loss: -0.296964764595
188
After 20 iterations
Discriminator Loss = -0.18645632267
Generator_Loss: -0.309714078903
189
After 20 iterations
Discriminator Loss = -0.157069414854
Generator_Loss: -0.454022526741
190
After 20 iterations
Discriminator Loss = -0.279040753841
Generator_Loss: -0.52324950695
191
After 20 iterations
Discriminator Loss = -0.0962982550263
Generator_Loss: -0.522136032581
192
After 20 iterations
Discriminator Loss = -0.0864663124084
Generator_Loss: -0.555735707283
193
After 20 iterations
Discriminator Loss = -0.138646066189
Generator_Loss: -0.515486657619
194
After 20 iterations
Discriminator Loss = -0.169447496533
Generator_Loss: -0.36611533165
195
After 20 iterations
Discriminator Loss = -0.0317916423082
Generator_Loss: -0.212485700846
196
After 20 iterations
Discriminator Loss = -0.300212323666
Generator_Loss: -0.187100484967
197
After 20 iterations
Discriminator Loss = -0.175497889519
Generator_Loss: -0.176525369287
198
After 20 iterations
Discriminator Loss = -0.200860306621
Generator_Loss: -0.272140473127
199
After 20 iterations
Discriminator Loss = -0.150843963027
Generator_Loss: -0.352151066065
200
Level #0 Epoch #0 Batch #200
After 20 iterations
Discriminator Loss = -0.0697142928839
Generator_Loss: -0.377992808819
201
After 20 iterations
Discriminator Loss = -0.129005149007
Generator_Loss: -0.454231828451
202
After 20 iterations
Discriminator Loss = -0.124561078846
Generator_Loss: -0.507401108742
203
After 20 iterations
Discriminator Loss = -0.0911619737744
Generator_Loss: -0.434880524874
204
After 20 iterations
Discriminator Loss = -0.131747603416
Generator_Loss: -0.337125688791
205
After 20 iterations
Discriminator Loss = -0.172527387738
Generator_Loss: -0.179066583514
206
After 20 iterations
Discriminator Loss = -0.136981651187
Generator_Loss: 0.00034706707811
207
After 20 iterations
Discriminator Loss = -0.150016337633
Generator_Loss: 0.137705042958
208
After 20 iterations
Discriminator Loss = -0.160075753927
Generator_Loss: 0.132293790579
209
After 20 iterations
Discriminator Loss = -0.140226393938
Generator_Loss: 0.165579929948
210
After 20 iterations
Discriminator Loss = -0.136430948973
Generator_Loss: 0.083489112556
211
After 20 iterations
Discriminator Loss = -0.23034837842
Generator_Loss: 0.0141516020522
212
After 20 iterations
Discriminator Loss = -0.0922664180398
Generator_Loss: -0.0273998137563
213
After 20 iterations
Discriminator Loss = -0.0991943627596
Generator_Loss: -0.0192013923079
214
After 20 iterations
Discriminator Loss = -0.178767174482
Generator_Loss: 0.0509407706559
215
After 20 iterations
Discriminator Loss = -0.137528911233
Generator_Loss: 0.248586416245
216
After 20 iterations
Discriminator Loss = -0.179906591773
Generator_Loss: 0.376118779182
217
After 20 iterations
Discriminator Loss = -0.117128372192
Generator_Loss: 0.315884619951
218
After 20 iterations
Discriminator Loss = -0.151963278651
Generator_Loss: 0.162136331201
219
After 20 iterations
Discriminator Loss = -0.0837883874774
Generator_Loss: 0.143354326487
220
After 20 iterations
Discriminator Loss = -0.246139675379
Generator_Loss: -0.0154260788113
221
After 20 iterations
Discriminator Loss = -0.188307836652
Generator_Loss: -0.0900490880013
222
After 20 iterations
Discriminator Loss = -0.13612999022
Generator_Loss: -0.0887553244829
223
After 20 iterations
Discriminator Loss = -0.103322960436
Generator_Loss: -0.172360926867
224
After 20 iterations
Discriminator Loss = -0.0843444243073
Generator_Loss: -0.114059634507
225
Level #0 Epoch #0 Batch #225
After 20 iterations
Discriminator Loss = -0.144400730729
Generator_Loss: -0.0196850970387
226
After 20 iterations
Discriminator Loss = -0.225297436118
Generator_Loss: 0.138011872768
227
After 20 iterations
Discriminator Loss = -0.185954898596
Generator_Loss: 0.144675701857
228
After 20 iterations
Discriminator Loss = -0.155894547701
Generator_Loss: 0.066157028079
229
After 20 iterations
Discriminator Loss = -0.264993220568
Generator_Loss: -0.0348202325404
230
After 20 iterations
Discriminator Loss = -0.223357900977
Generator_Loss: -0.0897679552436
231
After 20 iterations
Discriminator Loss = -0.185929372907
Generator_Loss: -0.225190803409
232
After 20 iterations
Discriminator Loss = -0.109623022377
Generator_Loss: -0.288364648819
233
After 20 iterations
Discriminator Loss = -0.158040300012
Generator_Loss: -0.264660000801
234
After 20 iterations
Discriminator Loss = -0.166139855981
Generator_Loss: -0.198325917125
235
After 20 iterations
Discriminator Loss = -0.166636481881
Generator_Loss: -0.0601642355323
236
After 20 iterations
Discriminator Loss = -0.0467212721705
Generator_Loss: 0.0572518073022
237
After 20 iterations
Discriminator Loss = -0.223126828671
Generator_Loss: 0.0472944378853
238
After 20 iterations
Discriminator Loss = -0.116387419403
Generator_Loss: 0.0368213057518
239
After 20 iterations
Discriminator Loss = -0.174529090524
Generator_Loss: 0.0174473989755
240
After 20 iterations
Discriminator Loss = -0.224324584007
Generator_Loss: -0.0821118876338
241
After 20 iterations
Discriminator Loss = -0.0870916396379
Generator_Loss: -0.143554925919
242
After 20 iterations
Discriminator Loss = -0.152214467525
Generator_Loss: -0.303529053926
243
After 20 iterations
Discriminator Loss = -0.0541709885001
Generator_Loss: -0.314656883478
244
After 20 iterations
Discriminator Loss = -0.277879655361
Generator_Loss: -0.384588181973
245
After 20 iterations
Discriminator Loss = -0.07349409163
Generator_Loss: -0.413051098585
246
After 20 iterations
Discriminator Loss = -0.0997412577271
Generator_Loss: -0.302636891603
247
After 20 iterations
Discriminator Loss = -0.0674369782209
Generator_Loss: -0.161892801523
248
After 20 iterations
Discriminator Loss = -0.185557484627
Generator_Loss: -0.116449065506
249
After 20 iterations
Discriminator Loss = -0.158801987767
Generator_Loss: -0.181932464242
250
Level #0 Epoch #0 Batch #250
After 20 iterations
Discriminator Loss = -0.0953732207417
Generator_Loss: -0.23486533761
251
After 20 iterations
Discriminator Loss = -0.129531919956
Generator_Loss: -0.251154929399
252
After 20 iterations
Discriminator Loss = -0.0625684186816
Generator_Loss: -0.277172297239
253
After 20 iterations
Discriminator Loss = -0.160903930664
Generator_Loss: -0.299267590046
254
After 20 iterations
Discriminator Loss = -0.171560972929
Generator_Loss: -0.265484392643
255
After 20 iterations
Discriminator Loss = -0.0538737699389
Generator_Loss: -0.144703134894
256
After 20 iterations
Discriminator Loss = -0.16328778863
Generator_Loss: -0.0553645305336
257
After 20 iterations
Discriminator Loss = -0.229414075613
Generator_Loss: 0.0194087978452
258
After 20 iterations
Discriminator Loss = -0.154371917248
Generator_Loss: 0.0464931316674
259
After 20 iterations
Discriminator Loss = -0.132138907909
Generator_Loss: 0.0153411515057
260
After 20 iterations
Discriminator Loss = -0.0800077989697
Generator_Loss: -0.0337072573602
261
After 20 iterations
Discriminator Loss = -0.131064489484
Generator_Loss: -0.0959322601557
262
After 20 iterations
Discriminator Loss = -0.152617380023
Generator_Loss: -0.14571236074
263
After 20 iterations
Discriminator Loss = -0.0804467871785
Generator_Loss: -0.0671601220965
264
After 20 iterations
Discriminator Loss = -0.108170635998
Generator_Loss: -0.0573538281024
265
After 20 iterations
Discriminator Loss = 0.0077549694106
Generator_Loss: 0.0748762860894
266
After 20 iterations
Discriminator Loss = -0.0750306397676
Generator_Loss: 0.20792555809
267
After 20 iterations
Discriminator Loss = -0.135392859578
Generator_Loss: 0.296277731657
268
After 20 iterations
Discriminator Loss = -0.124928370118
Generator_Loss: 0.315439611673
269
After 20 iterations
Discriminator Loss = -0.0763579234481
Generator_Loss: 0.213190183043
270
After 20 iterations
Discriminator Loss = -0.204511269927
Generator_Loss: 0.0241898447275
271
After 20 iterations
Discriminator Loss = -0.242213472724
Generator_Loss: -0.102059438825
272
After 20 iterations
Discriminator Loss = -0.226281702518
Generator_Loss: -0.188536599278
273
After 20 iterations
Discriminator Loss = -0.0454950891435
Generator_Loss: -0.1616769135
274
After 20 iterations
Discriminator Loss = -0.12235930562
Generator_Loss: -0.0671764835715
275
Level #0 Epoch #0 Batch #275
After 20 iterations
Discriminator Loss = -0.173723340034
Generator_Loss: 0.0493133589625
276
After 20 iterations
Discriminator Loss = -0.076079569757
Generator_Loss: 0.0939230248332
277
After 20 iterations
Discriminator Loss = -0.160534948111
Generator_Loss: 0.101817376912
278
After 20 iterations
Discriminator Loss = -0.150309577584
Generator_Loss: 0.0776895135641
279
After 20 iterations
Discriminator Loss = -0.117016419768
Generator_Loss: 0.0122555214912
280
After 20 iterations
Discriminator Loss = -0.10137244314
Generator_Loss: -0.077442266047
281
After 20 iterations
Discriminator Loss = -0.172815412283
Generator_Loss: -0.0397806577384
282
After 20 iterations
Discriminator Loss = -0.118911288679
Generator_Loss: -0.159633338451
283
After 20 iterations
Discriminator Loss = -0.166834235191
Generator_Loss: -0.21050350368
284
After 20 iterations
Discriminator Loss = -0.176767274737
Generator_Loss: -0.170615121722
285
After 20 iterations
Discriminator Loss = -0.0749290958047
Generator_Loss: -0.0932515561581
286
After 20 iterations
Discriminator Loss = -0.0712705552578
Generator_Loss: 0.0829506665468
287
After 20 iterations
Discriminator Loss = -0.123129367828
Generator_Loss: 0.0536706857383
288
After 20 iterations
Discriminator Loss = -0.214786291122
Generator_Loss: -0.054088152945
289
After 20 iterations
Discriminator Loss = -0.124057881534
Generator_Loss: -0.177101507783
290
After 20 iterations
Discriminator Loss = -0.0894167795777
Generator_Loss: -0.2884349823
291
After 20 iterations
Discriminator Loss = -0.154870718718
Generator_Loss: -0.342338681221
292
After 20 iterations
Discriminator Loss = -0.136510744691
Generator_Loss: -0.351357012987
293
After 20 iterations
Discriminator Loss = -0.172086417675
Generator_Loss: -0.295586407185
294
After 20 iterations
Discriminator Loss = -0.122804611921
Generator_Loss: -0.176261946559
295
After 20 iterations
Discriminator Loss = -0.114991433918
Generator_Loss: -0.114427618682
296
After 20 iterations
Discriminator Loss = -0.160615116358
Generator_Loss: -0.0287350509316
297
After 20 iterations
Discriminator Loss = -0.0214950796217
Generator_Loss: 0.0287663433701
298
After 20 iterations
Discriminator Loss = -0.0594069547951
Generator_Loss: 0.0512240380049
299
After 20 iterations
Discriminator Loss = -0.104411892593
Generator_Loss: 0.0980162099004
300
Level #0 Epoch #0 Batch #300
After 20 iterations
Discriminator Loss = -0.212597802281
Generator_Loss: 0.157965242863
301
After 20 iterations
Discriminator Loss = -0.220903545618
Generator_Loss: 0.171912968159
302
After 20 iterations
Discriminator Loss = -0.077015131712
Generator_Loss: 0.11981407553
303
After 20 iterations
Discriminator Loss = -0.178250715137
Generator_Loss: 0.0855105668306
304
After 20 iterations
Discriminator Loss = -0.0573371574283
Generator_Loss: 0.160437747836
305
After 20 iterations
Discriminator Loss = -0.145711004734
Generator_Loss: 0.298035562038
306
After 20 iterations
Discriminator Loss = -0.141152873635
Generator_Loss: 0.457417100668
307
After 20 iterations
Discriminator Loss = -0.0811138749123
Generator_Loss: 0.506363272667
308
After 20 iterations
Discriminator Loss = -0.213595107198
Generator_Loss: 0.456099748611
309
After 20 iterations
Discriminator Loss = -0.125058934093
Generator_Loss: 0.242190390825
310
After 20 iterations
Discriminator Loss = -0.179782405496
Generator_Loss: 0.0917689353228
311
After 20 iterations
Discriminator Loss = -0.291772186756
Generator_Loss: -0.0943266525865
312
After 20 iterations
Discriminator Loss = -0.0824531316757
Generator_Loss: -0.374392569065
313
After 20 iterations
Discriminator Loss = -0.0880310237408
Generator_Loss: -0.428447574377
314
After 20 iterations
Discriminator Loss = -0.12022703141
Generator_Loss: -0.308382242918
315
After 20 iterations
Discriminator Loss = -0.115311481059
Generator_Loss: -0.186001598835
316
After 20 iterations
Discriminator Loss = -0.0632068440318
Generator_Loss: -0.0810183063149
317
After 20 iterations
Discriminator Loss = -0.157554358244
Generator_Loss: 0.0435352958739
318
After 20 iterations
Discriminator Loss = -0.243858411908
Generator_Loss: 0.0484560318291
319
After 20 iterations
Discriminator Loss = -0.136735081673
Generator_Loss: -0.0207155831158
320
After 20 iterations
Discriminator Loss = -0.144720390439
Generator_Loss: -0.0546232387424
321
After 20 iterations
Discriminator Loss = -0.16353841126
Generator_Loss: -0.127775192261
322
After 20 iterations
Discriminator Loss = -0.126010492444
Generator_Loss: -0.205196514726
323
After 20 iterations
Discriminator Loss = -0.0958324298263
Generator_Loss: -0.244019195437
324
After 20 iterations
Discriminator Loss = -0.113497376442
Generator_Loss: -0.253309100866
325
Level #0 Epoch #0 Batch #325
After 20 iterations
Discriminator Loss = -0.144296437502
Generator_Loss: -0.227460667491
326
After 20 iterations
Discriminator Loss = -0.0919186398387
Generator_Loss: -0.12601543963
327
After 20 iterations
Discriminator Loss = -0.163474991918
Generator_Loss: -0.0553047545254
328
After 20 iterations
Discriminator Loss = -0.132401242852
Generator_Loss: 0.00944304186851
329
After 20 iterations
Discriminator Loss = -0.0634833872318
Generator_Loss: 0.136364355683
330
After 20 iterations
Discriminator Loss = -0.164969816804
Generator_Loss: 0.164053872228
331
After 20 iterations
Discriminator Loss = -0.285606145859
Generator_Loss: 0.213710978627
332
After 20 iterations
Discriminator Loss = -0.00405043689534
Generator_Loss: 0.1086082533
333
After 20 iterations
Discriminator Loss = -0.132203578949
Generator_Loss: 0.0903342142701
334
After 20 iterations
Discriminator Loss = -0.150826245546
Generator_Loss: 0.0455846972764
335
After 20 iterations
Discriminator Loss = -0.138038620353
Generator_Loss: -0.0153824081644
336
After 20 iterations
Discriminator Loss = -0.142988011241
Generator_Loss: -0.0462461486459
337
After 20 iterations
Discriminator Loss = -0.156405702233
Generator_Loss: -0.248144865036
338
After 20 iterations
Discriminator Loss = -0.214919298887
Generator_Loss: -0.221880495548
339
After 20 iterations
Discriminator Loss = -0.144084841013
Generator_Loss: -0.221970662475
340
After 20 iterations
Discriminator Loss = -0.123757369816
Generator_Loss: -0.212098509073
341
After 20 iterations
Discriminator Loss = -0.109731644392
Generator_Loss: -0.162830725312
342
After 20 iterations
Discriminator Loss = -0.148742154241
Generator_Loss: -0.0980195328593
343
After 20 iterations
Discriminator Loss = -0.118121795356
Generator_Loss: -0.0777392536402
344
After 20 iterations
Discriminator Loss = -0.123696811497
Generator_Loss: -0.121682375669
345
After 20 iterations
Discriminator Loss = -0.115157514811
Generator_Loss: -0.21127218008
346
After 20 iterations
Discriminator Loss = -0.0410775095224
Generator_Loss: -0.264226824045
347
After 20 iterations
Discriminator Loss = -0.0671911463141
Generator_Loss: -0.223999843001
348
After 20 iterations
Discriminator Loss = -0.141654029489
Generator_Loss: -0.223678380251
349
After 20 iterations
Discriminator Loss = -0.131412014365
Generator_Loss: -0.226073116064
350
Level #0 Epoch #0 Batch #350
After 20 iterations
Discriminator Loss = -0.135616660118
Generator_Loss: -0.185734212399
351
After 20 iterations
Discriminator Loss = -0.0373355075717
Generator_Loss: -0.102232001722
352
After 20 iterations
Discriminator Loss = -0.124192357063
Generator_Loss: 0.0280054043978
353
After 20 iterations
Discriminator Loss = -0.0686044543982
Generator_Loss: 0.113683976233
354
After 20 iterations
Discriminator Loss = -0.0962272584438
Generator_Loss: 0.220248132944
355
After 20 iterations
Discriminator Loss = 0.0106881214306
Generator_Loss: 0.195284321904
356
After 20 iterations
Discriminator Loss = -0.109099023044
Generator_Loss: 0.192164763808
357
After 20 iterations
Discriminator Loss = -0.0661198794842
Generator_Loss: 0.187743499875
358
After 20 iterations
Discriminator Loss = -0.105506792665
Generator_Loss: 0.12874288857
359
After 20 iterations
Discriminator Loss = -0.15535825491
Generator_Loss: 0.11981099844
360
After 20 iterations
Discriminator Loss = -0.0683325454593
Generator_Loss: 0.0665241852403
361
After 20 iterations
Discriminator Loss = -0.087572298944
Generator_Loss: 0.0640421435237
362
After 20 iterations
Discriminator Loss = -0.189119204879
Generator_Loss: 0.0711857005954
363
After 20 iterations
Discriminator Loss = -0.127906039357
Generator_Loss: -0.0240628942847
364
After 20 iterations
Discriminator Loss = -0.0499455817044
Generator_Loss: 5.86443275097e-05
365
After 20 iterations
Discriminator Loss = -0.0622100420296
Generator_Loss: -0.0430457890034
366
After 20 iterations
Discriminator Loss = -0.143909931183
Generator_Loss: -0.0677359849215
367
After 20 iterations
Discriminator Loss = -0.108863942325
Generator_Loss: -0.0999327003956
368
After 20 iterations
Discriminator Loss = -0.192188382149
Generator_Loss: -0.173584401608
369
After 20 iterations
Discriminator Loss = -0.24616292119
Generator_Loss: -0.288196861744
370
After 20 iterations
Discriminator Loss = -0.0291457697749
Generator_Loss: -0.368601292372
371
After 20 iterations
Discriminator Loss = -0.172770038247
Generator_Loss: -0.402329862118
372
After 20 iterations
Discriminator Loss = -0.0114794904366
Generator_Loss: -0.458569258451
373
After 20 iterations
Discriminator Loss = -0.0584709197283
Generator_Loss: -0.432771116495
374
After 20 iterations
Discriminator Loss = -0.16669420898
Generator_Loss: -0.36697396636
375
Level #0 Epoch #0 Batch #375
After 20 iterations
Discriminator Loss = -0.05683689937
Generator_Loss: -0.28873026371
376
After 20 iterations
Discriminator Loss = -0.098514072597
Generator_Loss: -0.200873523951
377
After 20 iterations
Discriminator Loss = -0.131553158164
Generator_Loss: -0.147889047861
378
After 20 iterations
Discriminator Loss = -0.161278650165
Generator_Loss: -0.0209781099111
379
After 20 iterations
Discriminator Loss = -0.153667971492
Generator_Loss: -0.00678596552461
380
After 20 iterations
Discriminator Loss = -0.108496211469
Generator_Loss: -0.00363925425336
381
After 20 iterations
Discriminator Loss = -0.0759351626039
Generator_Loss: -0.0312026664615
382
After 20 iterations
Discriminator Loss = -0.0902231037617
Generator_Loss: -0.0690550282598
383
After 20 iterations
Discriminator Loss = -0.109844870865
Generator_Loss: 0.00272692670114
384
After 20 iterations
Discriminator Loss = -0.209359049797
Generator_Loss: 0.109751291573
385
After 20 iterations
Discriminator Loss = -0.0708542317152
Generator_Loss: 0.159888610244
386
After 20 iterations
Discriminator Loss = -0.17782728374
Generator_Loss: 0.171303123236
387
After 20 iterations
Discriminator Loss = -0.133184477687
Generator_Loss: 0.220216572285
388
After 20 iterations
Discriminator Loss = -0.114191576838
Generator_Loss: 0.184614613652
389
After 20 iterations
Discriminator Loss = -0.118827722967
Generator_Loss: 0.195107698441
390
After 20 iterations
Discriminator Loss = -0.0528678931296
Generator_Loss: 0.111384607852
391
After 20 iterations
Discriminator Loss = -0.134588897228
Generator_Loss: 0.140664309263
392
After 20 iterations
Discriminator Loss = -0.109299205244
Generator_Loss: 0.0512433312833
393
After 20 iterations
Discriminator Loss = -0.0859580934048
Generator_Loss: 0.00232771155424
394
After 20 iterations
Discriminator Loss = -0.0477676428854
Generator_Loss: -0.0712550804019
395
After 20 iterations
Discriminator Loss = -0.0648793950677
Generator_Loss: -0.142300158739
396
After 20 iterations
Discriminator Loss = -0.200928524137
Generator_Loss: -0.168040141463
397
After 20 iterations
Discriminator Loss = -0.145111829042
Generator_Loss: -0.222579091787
398
After 20 iterations
Discriminator Loss = -0.151137128472
Generator_Loss: -0.181359529495
399
After 20 iterations
Discriminator Loss = -0.0608342438936
Generator_Loss: -0.134586393833
400
Level #0 Epoch #0 Batch #400
After 20 iterations
Discriminator Loss = -0.184484302998
Generator_Loss: -0.152691528201
401
After 20 iterations
Discriminator Loss = -0.0495435707271
Generator_Loss: -0.257178783417
402
After 20 iterations
Discriminator Loss = -0.0349870920181
Generator_Loss: -0.256112843752
403
After 20 iterations
Discriminator Loss = -0.100011125207
Generator_Loss: -0.34596145153
404
After 20 iterations
Discriminator Loss = -0.0576804168522
Generator_Loss: -0.358380585909
405
After 20 iterations
Discriminator Loss = -0.0737854838371
Generator_Loss: -0.328477263451
406
After 20 iterations
Discriminator Loss = -0.176461815834
Generator_Loss: -0.318659931421
407
After 20 iterations
Discriminator Loss = -0.199953228235
Generator_Loss: -0.218503043056
408
After 20 iterations
Discriminator Loss = -0.0974238142371
Generator_Loss: -0.234839916229
409
After 20 iterations
Discriminator Loss = -0.0724200606346
Generator_Loss: -0.16053365171
410
After 20 iterations
Discriminator Loss = -0.0664144158363
Generator_Loss: -0.21540825069
411
After 20 iterations
Discriminator Loss = -0.0741430446506
Generator_Loss: -0.230457276106
412
After 20 iterations
Discriminator Loss = -0.0175541043282
Generator_Loss: -0.149583905935
413
After 20 iterations
Discriminator Loss = -0.0743974372745
Generator_Loss: -0.0893207192421
414
After 20 iterations
Discriminator Loss = -0.0850761011243
Generator_Loss: -0.0091711981222
415
After 20 iterations
Discriminator Loss = -0.154856458306
Generator_Loss: 0.0411764197052
416
After 20 iterations
Discriminator Loss = -0.172572404146
Generator_Loss: 0.108905658126
417
After 20 iterations
Discriminator Loss = -0.21359564364
Generator_Loss: 0.166194528341
418
After 20 iterations
Discriminator Loss = -0.145223736763
Generator_Loss: 0.182301551104
419
After 20 iterations
Discriminator Loss = -0.153680160642
Generator_Loss: 0.231857255101
420
After 20 iterations
Discriminator Loss = -0.247142866254
Generator_Loss: 0.168098241091
421
After 20 iterations
Discriminator Loss = -0.00229856162332
Generator_Loss: 0.159755825996
422
After 20 iterations
Discriminator Loss = -0.0836492031813
Generator_Loss: 0.0553525015712
423
After 20 iterations
Discriminator Loss = -0.0940075442195
Generator_Loss: -0.0986083224416
424
After 20 iterations
Discriminator Loss = -0.0298586729914
Generator_Loss: -0.276729464531
425
Level #0 Epoch #0 Batch #425
After 20 iterations
Discriminator Loss = -0.0177292656153
Generator_Loss: -0.377385616302
426
After 20 iterations
Discriminator Loss = -0.114968679845
Generator_Loss: -0.429457247257
427
After 20 iterations
Discriminator Loss = -0.0863541811705
Generator_Loss: -0.391522020102
428
After 20 iterations
Discriminator Loss = -0.122377231717
Generator_Loss: -0.422537267208
429
After 20 iterations
Discriminator Loss = -0.12862880528
Generator_Loss: -0.421552091837
430
After 20 iterations
Discriminator Loss = -0.029616329819
Generator_Loss: -0.362814605236
431
After 20 iterations
Discriminator Loss = -0.141080990434
Generator_Loss: -0.230823889375
432
After 20 iterations
Discriminator Loss = -0.130905404687
Generator_Loss: -0.205111041665
433
After 20 iterations
Discriminator Loss = -0.125789284706
Generator_Loss: -0.126356899738
434
After 20 iterations
Discriminator Loss = -0.160928219557
Generator_Loss: -0.200456023216
435
After 20 iterations
Discriminator Loss = -0.040354333818
Generator_Loss: -0.240973472595
436
After 20 iterations
Discriminator Loss = -0.0948143675923
Generator_Loss: -0.340166449547
437
After 20 iterations
Discriminator Loss = -0.114220507443
Generator_Loss: -0.367002338171
438
After 20 iterations
Discriminator Loss = -0.140581607819
Generator_Loss: -0.413481473923
439
After 20 iterations
Discriminator Loss = -0.0343564040959
Generator_Loss: -0.454608976841
440
After 20 iterations
Discriminator Loss = -0.0193310044706
Generator_Loss: -0.438089430332
441
After 20 iterations
Discriminator Loss = -0.102194972336
Generator_Loss: -0.358110070229
442
After 20 iterations
Discriminator Loss = -0.0555480197072
Generator_Loss: -0.347210377455
443
After 20 iterations
Discriminator Loss = -0.0835539549589
Generator_Loss: -0.238645628095
444
After 20 iterations
Discriminator Loss = -0.155934378505
Generator_Loss: -0.117286257446
445
After 20 iterations
Discriminator Loss = -0.241807326674
Generator_Loss: -0.0501038320363
446
After 20 iterations
Discriminator Loss = -0.177739664912
Generator_Loss: 0.0259251091629
447
After 20 iterations
Discriminator Loss = -0.201802745461
Generator_Loss: -0.0114122899249
448
After 20 iterations
Discriminator Loss = -0.205376848578
Generator_Loss: -0.0600739084184
449
After 20 iterations
Discriminator Loss = -0.0422761067748
Generator_Loss: -0.104234807193
450
Level #0 Epoch #0 Batch #450
After 20 iterations
Discriminator Loss = -0.118667542934
Generator_Loss: -0.297092109919
451
After 20 iterations
Discriminator Loss = -0.134916260839
Generator_Loss: -0.358537495136
452
After 20 iterations
Discriminator Loss = -0.000712560315151
Generator_Loss: -0.461532026529
453
After 20 iterations
Discriminator Loss = -0.0334249734879
Generator_Loss: -0.552037000656
454
After 20 iterations
Discriminator Loss = -0.101132810116
Generator_Loss: -0.584738850594
455
After 20 iterations
Discriminator Loss = -0.0923308059573
Generator_Loss: -0.659263372421
456
After 20 iterations
Discriminator Loss = -0.0204817708582
Generator_Loss: -0.587798297405
457
After 20 iterations
Discriminator Loss = -0.173907756805
Generator_Loss: -0.623087108135
458
After 20 iterations
Discriminator Loss = -0.167917966843
Generator_Loss: -0.62497895956
459
After 20 iterations
Discriminator Loss = -0.165017575026
Generator_Loss: -0.607035160065
460
After 20 iterations
Discriminator Loss = -0.15787884593
Generator_Loss: -0.541043281555
461
After 20 iterations
Discriminator Loss = -0.0867830738425
Generator_Loss: -0.453142553568
462
After 20 iterations
Discriminator Loss = -0.0978707820177
Generator_Loss: -0.444983422756
463
After 20 iterations
Discriminator Loss = -0.118175677955
Generator_Loss: -0.385282546282
464
After 20 iterations
Discriminator Loss = -0.0637368708849
Generator_Loss: -0.316075950861
465
After 20 iterations
Discriminator Loss = -0.185151025653
Generator_Loss: -0.280093371868
466
After 20 iterations
Discriminator Loss = -0.0901935696602
Generator_Loss: -0.162117734551
467
After 20 iterations
Discriminator Loss = -0.0218260139227
Generator_Loss: -0.139562800527
468
After 20 iterations
Discriminator Loss = -0.088720574975
Generator_Loss: -0.0971507355571
469
After 20 iterations
Discriminator Loss = -0.197184622288
Generator_Loss: -0.00603505270556
470
After 20 iterations
Discriminator Loss = -0.112908795476
Generator_Loss: -0.011451904662
471
After 20 iterations
Discriminator Loss = -0.101395003498
Generator_Loss: 0.0305306948721
472
After 20 iterations
Discriminator Loss = -0.0686634331942
Generator_Loss: 0.0129046384245
473
After 20 iterations
Discriminator Loss = -0.199905753136
Generator_Loss: 0.0215181000531
474
After 20 iterations
Discriminator Loss = -0.182801499963
Generator_Loss: 0.0018967979122
475
Level #0 Epoch #0 Batch #475
After 20 iterations
Discriminator Loss = -0.0748819634318
Generator_Loss: -0.0775045156479
476
After 20 iterations
Discriminator Loss = -0.0434670522809
Generator_Loss: -0.0872866287827
477
After 20 iterations
Discriminator Loss = -0.0237968787551
Generator_Loss: -0.0987651646137
478
After 20 iterations
Discriminator Loss = -0.0997446775436
Generator_Loss: -0.155159428716
479
After 20 iterations
Discriminator Loss = -0.1110079512
Generator_Loss: -0.144599705935
480
After 20 iterations
Discriminator Loss = 0.0320312604308
Generator_Loss: -0.126320540905
481
After 20 iterations
Discriminator Loss = -4.14560345234e-05
Generator_Loss: -0.102828301489
482
After 20 iterations
Discriminator Loss = -0.0590299777687
Generator_Loss: -0.094174683094
483
After 20 iterations
Discriminator Loss = -0.112950541079
Generator_Loss: -0.10640001297
484
After 20 iterations
Discriminator Loss = -0.0354027487338
Generator_Loss: -0.136426433921
485
After 20 iterations
Discriminator Loss = -0.0279907677323
Generator_Loss: -0.191277399659
486
After 20 iterations
Discriminator Loss = -0.149644032121
Generator_Loss: -0.236849486828
487
After 20 iterations
Discriminator Loss = -0.11935723573
Generator_Loss: -0.282206118107
488
After 20 iterations
Discriminator Loss = -0.0567477159202
Generator_Loss: -0.34089627862
489
After 20 iterations
Discriminator Loss = -0.0545142702758
Generator_Loss: -0.369214117527
490
After 20 iterations
Discriminator Loss = -0.128741532564
Generator_Loss: -0.398467898369
491
After 20 iterations
Discriminator Loss = -0.139019235969
Generator_Loss: -0.445364296436
492
After 20 iterations
Discriminator Loss = -0.0327937118709
Generator_Loss: -0.466769278049
493
After 20 iterations
Discriminator Loss = -0.046188890934
Generator_Loss: -0.434138566256
494
After 20 iterations
Discriminator Loss = 0.0299526806921
Generator_Loss: -0.438193976879
495
After 20 iterations
Discriminator Loss = -0.0996723175049
Generator_Loss: -0.427894890308
496
After 20 iterations
Discriminator Loss = -0.00830811448395
Generator_Loss: -0.375963360071
497
After 20 iterations
Discriminator Loss = -0.0599268041551
Generator_Loss: -0.397695988417
498
After 20 iterations
Discriminator Loss = -0.0622758828104
Generator_Loss: -0.324634641409
499
After 20 iterations
Discriminator Loss = -0.0413832813501
Generator_Loss: -0.307962417603
500
Level #0 Epoch #0 Batch #500
After 20 iterations
Discriminator Loss = -0.0767530575395
Generator_Loss: -0.286752313375
501
After 20 iterations
Discriminator Loss = -0.0250458270311
Generator_Loss: -0.23688711226
502
After 20 iterations
Discriminator Loss = -0.0915089249611
Generator_Loss: -0.226482972503
503
After 20 iterations
Discriminator Loss = -0.0943552404642
Generator_Loss: -0.270906686783
504
After 20 iterations
Discriminator Loss = -0.0881397873163
Generator_Loss: -0.258624315262
505
After 20 iterations
Discriminator Loss = -0.0936804637313
Generator_Loss: -0.150164559484
506
After 20 iterations
Discriminator Loss = -0.036005910486
Generator_Loss: -0.15751427412
507
After 20 iterations
Discriminator Loss = -0.00532974302769
Generator_Loss: -0.10706011951
508
After 20 iterations
Discriminator Loss = -0.0743114501238
Generator_Loss: -0.0685709267855
509
After 20 iterations
Discriminator Loss = -0.0345302186906
Generator_Loss: -0.019573809579
510
After 20 iterations
Discriminator Loss = -0.0759426951408
Generator_Loss: 0.0308280177414
511
After 20 iterations
Discriminator Loss = -0.0931345298886
Generator_Loss: 0.124527394772
512
After 20 iterations
Discriminator Loss = -0.0922488346696
Generator_Loss: 0.125177294016
513
After 20 iterations
Discriminator Loss = -0.120685771108
Generator_Loss: 0.15818798542
514
After 20 iterations
Discriminator Loss = -0.132358178496
Generator_Loss: 0.118279673159
515
After 20 iterations
Discriminator Loss = -0.159103170037
Generator_Loss: 0.0675661042333
516
After 20 iterations
Discriminator Loss = -0.0539647080004
Generator_Loss: 0.0187916774303
517
After 20 iterations
Discriminator Loss = -0.185723945498
Generator_Loss: 0.051231212914
518
After 20 iterations
Discriminator Loss = -0.107503011823
Generator_Loss: 0.0489126928151
519
After 20 iterations
Discriminator Loss = -0.142610177398
Generator_Loss: 0.013993264176
520
After 20 iterations
Discriminator Loss = -0.0895316451788
Generator_Loss: -0.0110564259812
521
After 20 iterations
Discriminator Loss = -0.0771606042981
Generator_Loss: -0.0452904626727
522
After 20 iterations
Discriminator Loss = -0.122690305114
Generator_Loss: -0.0709776356816
523
After 20 iterations
Discriminator Loss = -0.0751209482551
Generator_Loss: -0.0998634919524
524
After 20 iterations
Discriminator Loss = -0.154832690954
Generator_Loss: -0.132166564465
525
Level #0 Epoch #0 Batch #525
After 20 iterations
Discriminator Loss = -0.140615552664
Generator_Loss: -0.102011725307
526
After 20 iterations
Discriminator Loss = -0.0752708390355
Generator_Loss: -0.076711319387
527
After 20 iterations
Discriminator Loss = -0.185605660081
Generator_Loss: -0.0626274496317
528
After 20 iterations
Discriminator Loss = -0.0141788227484
Generator_Loss: -0.0481659509242
529
After 20 iterations
Discriminator Loss = -0.0831288993359
Generator_Loss: -0.109825178981
530
After 20 iterations
Discriminator Loss = -0.167794451118
Generator_Loss: -0.162495449185
531
After 20 iterations
Discriminator Loss = -0.0774288922548
Generator_Loss: -0.183747753501
532
After 20 iterations
Discriminator Loss = -0.109453998506
Generator_Loss: -0.18539814651
533
After 20 iterations
Discriminator Loss = -0.0767517462373
Generator_Loss: -0.240007966757
534
After 20 iterations
Discriminator Loss = -0.0538274198771
Generator_Loss: -0.281734347343
535
After 20 iterations
Discriminator Loss = 0.0459067486227
Generator_Loss: -0.194072008133
536
After 20 iterations
Discriminator Loss = 0.0327205322683
Generator_Loss: -0.129315122962
537
After 20 iterations
Discriminator Loss = -0.0323370881379
Generator_Loss: -0.0730758011341
538
After 20 iterations
Discriminator Loss = -0.0725913643837
Generator_Loss: -0.0333226583898
539
After 20 iterations
Discriminator Loss = -0.063024699688
Generator_Loss: -0.00304790120572
540
After 20 iterations
Discriminator Loss = -0.162952423096
Generator_Loss: 0.05684312433
541
After 20 iterations
Discriminator Loss = -0.0174137335271
Generator_Loss: 0.0780004188418
542
After 20 iterations
Discriminator Loss = -0.0711166262627
Generator_Loss: 0.0997636765242
543
After 20 iterations
Discriminator Loss = -0.154817402363
Generator_Loss: 0.110341273248
544
After 20 iterations
Discriminator Loss = -0.100773841143
Generator_Loss: 0.131358936429
545
After 20 iterations
Discriminator Loss = -0.0814084634185
Generator_Loss: 0.0948998555541
546
After 20 iterations
Discriminator Loss = -0.151680096984
Generator_Loss: 0.0828458666801
547
After 20 iterations
Discriminator Loss = -0.189711719751
Generator_Loss: 0.0681084319949
548
After 20 iterations
Discriminator Loss = -0.0972801297903
Generator_Loss: 0.0454754270613
549
After 20 iterations
Discriminator Loss = -0.0579290241003
Generator_Loss: 0.0212149526924
550
Level #0 Epoch #0 Batch #550
After 20 iterations
Discriminator Loss = -0.0352108702064
Generator_Loss: -0.0103287575766
551
After 20 iterations
Discriminator Loss = -0.0359609387815
Generator_Loss: 0.0778390914202
552
After 20 iterations
Discriminator Loss = -0.0922622159123
Generator_Loss: 0.119481965899
553
After 20 iterations
Discriminator Loss = -0.0699913650751
Generator_Loss: 0.138065695763
554
After 20 iterations
Discriminator Loss = -0.0530617497861
Generator_Loss: 0.187344416976
555
After 20 iterations
Discriminator Loss = -0.0883928015828
Generator_Loss: 0.242267563939
556
After 20 iterations
Discriminator Loss = -0.0982333570719
Generator_Loss: 0.245376780629
557
After 20 iterations
Discriminator Loss = -0.0925581753254
Generator_Loss: 0.217941716313
558
After 20 iterations
Discriminator Loss = -0.115755781531
Generator_Loss: 0.206037759781
559
After 20 iterations
Discriminator Loss = -0.154054164886
Generator_Loss: 0.0902165696025
560
After 20 iterations
Discriminator Loss = -0.161469236016
Generator_Loss: 0.169869080186
561
After 20 iterations
Discriminator Loss = -0.118755303323
Generator_Loss: -0.0108955977485
562
After 20 iterations
Discriminator Loss = -0.185911267996
Generator_Loss: -0.127191066742
563
After 20 iterations
Discriminator Loss = -0.0920405015349
Generator_Loss: -0.145835965872
564
After 20 iterations
Discriminator Loss = -0.180564075708
Generator_Loss: -0.334698587656
565
After 20 iterations
Discriminator Loss = -0.0343251004815
Generator_Loss: -0.325506746769
566
After 20 iterations
Discriminator Loss = -0.0721277445555
Generator_Loss: -0.424403429031
567
After 20 iterations
Discriminator Loss = -0.101458832622
Generator_Loss: -0.373992860317
568
After 20 iterations
Discriminator Loss = -0.0521178394556
Generator_Loss: -0.378166407347
569
After 20 iterations
Discriminator Loss = -0.0771030262113
Generator_Loss: -0.399347007275
570
After 20 iterations
Discriminator Loss = -0.074014917016
Generator_Loss: -0.503700494766
571
After 20 iterations
Discriminator Loss = -0.103319399059
Generator_Loss: -0.514399945736
572
After 20 iterations
Discriminator Loss = 0.00883518066257
Generator_Loss: -0.406731039286
573
After 20 iterations
Discriminator Loss = -0.219763785601
Generator_Loss: -0.504699170589
574
After 20 iterations
Discriminator Loss = 0.000945852778386
Generator_Loss: -0.432001650333
575
Level #0 Epoch #0 Batch #575
After 20 iterations
Discriminator Loss = -0.00596931250766
Generator_Loss: -0.41438549757
576
After 20 iterations
Discriminator Loss = -0.0128267575055
Generator_Loss: -0.294686734676
577
After 20 iterations
Discriminator Loss = 0.0140506336465
Generator_Loss: -0.213070377707
578
After 20 iterations
Discriminator Loss = -0.0548760555685
Generator_Loss: -0.120632231236
579
After 20 iterations
Discriminator Loss = -0.110083170235
Generator_Loss: -0.0187715440989
580
After 20 iterations
Discriminator Loss = -0.0295064430684
Generator_Loss: 0.0763984397054
581
After 20 iterations
Discriminator Loss = -0.109884865582
Generator_Loss: 0.180586785078
582
After 20 iterations
Discriminator Loss = -0.142361029983
Generator_Loss: 0.24370868504
583
After 20 iterations
Discriminator Loss = -0.071938790381
Generator_Loss: 0.291186392307
584
After 20 iterations
Discriminator Loss = -0.16883482039
Generator_Loss: 0.347513735294
585
After 20 iterations
Discriminator Loss = -0.0884557142854
Generator_Loss: 0.372828930616
586
After 20 iterations
Discriminator Loss = -0.0304740741849
Generator_Loss: 0.327723830938
587
After 20 iterations
Discriminator Loss = -0.143517464399
Generator_Loss: 0.313363581896
588
After 20 iterations
Discriminator Loss = -0.0328335054219
Generator_Loss: 0.243664368987
589
After 20 iterations
Discriminator Loss = -0.103914514184
Generator_Loss: 0.177042588592
590
After 20 iterations
Discriminator Loss = -0.108273364604
Generator_Loss: 0.211079925299
591
After 20 iterations
Discriminator Loss = -0.165098592639
Generator_Loss: 0.203718438745
592
After 20 iterations
Discriminator Loss = -0.0209570862353
Generator_Loss: 0.121126130223
593
After 20 iterations
Discriminator Loss = -0.0219134315848
Generator_Loss: 0.149178043008
594
After 20 iterations
Discriminator Loss = -0.10049919039
Generator_Loss: 0.144949555397
595
After 20 iterations
Discriminator Loss = -0.0814651101828
Generator_Loss: 0.0997566431761
596
After 20 iterations
Discriminator Loss = -0.05406614393
Generator_Loss: 0.0630345717072
597
After 20 iterations
Discriminator Loss = -0.0676872879267
Generator_Loss: 0.00880596973002
598
After 20 iterations
Discriminator Loss = -0.0857695639133
Generator_Loss: -0.0186279155314
599
After 20 iterations
Discriminator Loss = -0.0474109612405
Generator_Loss: -0.035142749548
600
Level #0 Epoch #0 Batch #600
After 20 iterations
Discriminator Loss = -0.0971984118223
Generator_Loss: -0.0413148403168
601
After 20 iterations
Discriminator Loss = -0.0868520215154
Generator_Loss: -0.164242610335
602
After 20 iterations
Discriminator Loss = -0.0222051739693
Generator_Loss: -0.128029614687
603
After 20 iterations
Discriminator Loss = -0.0338114351034
Generator_Loss: -0.159425109625
604
After 20 iterations
Discriminator Loss = 0.00274223810993
Generator_Loss: -0.128184348345
605
After 20 iterations
Discriminator Loss = -0.081993855536
Generator_Loss: -0.0760197117925
606
After 20 iterations
Discriminator Loss = -0.0934499502182
Generator_Loss: -0.0133497733623
607
After 20 iterations
Discriminator Loss = -0.149155512452
Generator_Loss: 0.0980542376637
608
After 20 iterations
Discriminator Loss = -0.0633882135153
Generator_Loss: 0.11843187362
609
After 20 iterations
Discriminator Loss = -0.117679044604
Generator_Loss: 0.0915784537792
610
After 20 iterations
Discriminator Loss = -0.113424487412
Generator_Loss: -0.0172712448984
611
After 20 iterations
Discriminator Loss = -0.0971335098147
Generator_Loss: -0.134786605835
612
After 20 iterations
Discriminator Loss = -0.097379565239
Generator_Loss: -0.234154358506
613
After 20 iterations
Discriminator Loss = -0.0496073253453
Generator_Loss: -0.281908929348
614
After 20 iterations
Discriminator Loss = -0.110622562468
Generator_Loss: -0.365156650543
615
After 20 iterations
Discriminator Loss = -0.134129434824
Generator_Loss: -0.416248291731
616
After 20 iterations
Discriminator Loss = 0.0170762483031
Generator_Loss: -0.470664381981
617
After 20 iterations
Discriminator Loss = -0.0904896259308
Generator_Loss: -0.517750501633
618
After 20 iterations
Discriminator Loss = -0.065912514925
Generator_Loss: -0.553390026093
619
After 20 iterations
Discriminator Loss = 0.0213883779943
Generator_Loss: -0.49036565423
620
After 20 iterations
Discriminator Loss = -0.0503422692418
Generator_Loss: -0.428630292416
621
After 20 iterations
Discriminator Loss = -0.0938876196742
Generator_Loss: -0.384468793869
622
After 20 iterations
Discriminator Loss = -0.195483952761
Generator_Loss: -0.344162136316
623
After 20 iterations
Discriminator Loss = 0.0187593512237
Generator_Loss: -0.368617236614
624
After 20 iterations
Discriminator Loss = -0.111123897135
Generator_Loss: -0.373781174421
625
Level #0 Epoch #0 Batch #625
After 20 iterations
Discriminator Loss = 0.0199110712856
Generator_Loss: -0.40564891696
626
After 20 iterations
Discriminator Loss = -0.0873304530978
Generator_Loss: -0.420447617769
627
After 20 iterations
Discriminator Loss = 0.0829306766391
Generator_Loss: -0.364758908749
628
After 20 iterations
Discriminator Loss = -0.0395681336522
Generator_Loss: -0.347592741251
629
After 20 iterations
Discriminator Loss = -0.0640001446009
Generator_Loss: -0.324176222086
630
After 20 iterations
Discriminator Loss = -0.0922194197774
Generator_Loss: -0.278547883034
631
After 20 iterations
Discriminator Loss = -0.0929130464792
Generator_Loss: -0.18824018538
632
After 20 iterations
Discriminator Loss = -0.0426570884883
Generator_Loss: -0.134920671582
633
After 20 iterations
Discriminator Loss = -0.0662756413221
Generator_Loss: -0.0345284864306
634
After 20 iterations
Discriminator Loss = -0.0223702527583
Generator_Loss: 0.0203348118812
635
After 20 iterations
Discriminator Loss = -0.114092133939
Generator_Loss: 0.079935207963
636
After 20 iterations
Discriminator Loss = -0.0966081619263
Generator_Loss: 0.103736713529
637
After 20 iterations
Discriminator Loss = -0.145654559135
Generator_Loss: 0.126557186246
638
After 20 iterations
Discriminator Loss = -0.0981650203466
Generator_Loss: 0.156747609377
639
After 20 iterations
Discriminator Loss = -0.026215378195
Generator_Loss: 0.139908730984
640
After 20 iterations
Discriminator Loss = -0.204144582152
Generator_Loss: 0.147305741906
641
After 20 iterations
Discriminator Loss = -0.104488350451
Generator_Loss: 0.0710480138659
642
After 20 iterations
Discriminator Loss = -0.0222585592419
Generator_Loss: 0.0862031504512
643
After 20 iterations
Discriminator Loss = -0.179195255041
Generator_Loss: 0.0992144942284
644
After 20 iterations
Discriminator Loss = -0.158928632736
Generator_Loss: 0.161803141236
645
After 20 iterations
Discriminator Loss = -0.0745690912008
Generator_Loss: 0.153860345483
646
After 20 iterations
Discriminator Loss = -0.0430830679834
Generator_Loss: 0.154883310199
647
After 20 iterations
Discriminator Loss = -0.0805930271745
Generator_Loss: 0.220890432596
648
After 20 iterations
Discriminator Loss = 0.042510163039
Generator_Loss: 0.23349621892
649
After 20 iterations
Discriminator Loss = 0.00729829445481
Generator_Loss: 0.230398356915
650
Level #0 Epoch #0 Batch #650
After 20 iterations
Discriminator Loss = -0.0235919710249
Generator_Loss: 0.175268664956
651
After 20 iterations
Discriminator Loss = -0.0326730795205
Generator_Loss: 0.141623824835
652
After 20 iterations
Discriminator Loss = 0.0126791354269
Generator_Loss: 0.14479586482
653
After 20 iterations
Discriminator Loss = -0.0750813037157
Generator_Loss: 0.131488859653
654
After 20 iterations
Discriminator Loss = -0.0473916269839
Generator_Loss: 0.101065322757
655
After 20 iterations
Discriminator Loss = -0.128032192588
Generator_Loss: 0.0611262992024
656
After 20 iterations
Discriminator Loss = -0.0426807142794
Generator_Loss: 0.0195700284094
657
After 20 iterations
Discriminator Loss = -0.120965972543
Generator_Loss: 0.00452713808045
658
After 20 iterations
Discriminator Loss = -0.0243797954172
Generator_Loss: 0.0240097660571
659
After 20 iterations
Discriminator Loss = -0.00400481931865
Generator_Loss: 0.0319354236126
660
After 20 iterations
Discriminator Loss = -0.0357306189835
Generator_Loss: 0.0863624587655
661
After 20 iterations
Discriminator Loss = -0.0197346583009
Generator_Loss: 0.145419046283
662
After 20 iterations
Discriminator Loss = -0.0730377212167
Generator_Loss: 0.198361322284
663
After 20 iterations
Discriminator Loss = -0.00648671016097
Generator_Loss: 0.199861779809
664
After 20 iterations
Discriminator Loss = -0.0705881416798
Generator_Loss: 0.235424563289
665
After 20 iterations
Discriminator Loss = -0.0727940574288
Generator_Loss: 0.191015541553
666
After 20 iterations
Discriminator Loss = -0.0922737270594
Generator_Loss: 0.107059776783
667
After 20 iterations
Discriminator Loss = -0.0298209637403
Generator_Loss: 0.060755584389
668
After 20 iterations
Discriminator Loss = -0.0765318572521
Generator_Loss: -0.0269677247852
669
After 20 iterations
Discriminator Loss = -0.0356125161052
Generator_Loss: -0.121472015977
670
After 20 iterations
Discriminator Loss = 0.0133228171617
Generator_Loss: -0.162778168917
671
After 20 iterations
Discriminator Loss = -0.0852773785591
Generator_Loss: -0.231139525771
672
After 20 iterations
Discriminator Loss = -0.03547988832
Generator_Loss: -0.300526320934
673
After 20 iterations
Discriminator Loss = -0.100310884416
Generator_Loss: -0.348842382431
674
After 20 iterations
Discriminator Loss = -0.161381736398
Generator_Loss: -0.319325685501
675
Level #0 Epoch #0 Batch #675
After 20 iterations
Discriminator Loss = -0.105683349073
Generator_Loss: -0.295634955168
676
After 20 iterations
Discriminator Loss = -0.0621175169945
Generator_Loss: -0.288410454988
677
After 20 iterations
Discriminator Loss = -0.122526757419
Generator_Loss: -0.243538871408
678
After 20 iterations
Discriminator Loss = -0.0451208949089
Generator_Loss: -0.177227407694
679
After 20 iterations
Discriminator Loss = -0.0465824529529
Generator_Loss: -0.0899739637971
680
After 20 iterations
Discriminator Loss = -0.148098543286
Generator_Loss: -0.0403477400541
681
After 20 iterations
Discriminator Loss = -0.119438476861
Generator_Loss: -0.00186018459499
682
After 20 iterations
Discriminator Loss = -0.0757550522685
Generator_Loss: 0.022047046572
683
After 20 iterations
Discriminator Loss = -0.100212581456
Generator_Loss: -0.0201538018882
684
After 20 iterations
Discriminator Loss = -0.137309551239
Generator_Loss: 0.000742677191738
685
After 20 iterations
Discriminator Loss = -0.111412137747
Generator_Loss: -0.00397414341569
686
After 20 iterations
Discriminator Loss = -0.0715404674411
Generator_Loss: -0.0480645447969
687
After 20 iterations
Discriminator Loss = -0.11449496448
Generator_Loss: -0.0435507781804
688
After 20 iterations
Discriminator Loss = -0.131396144629
Generator_Loss: -0.0387130491436
689
After 20 iterations
Discriminator Loss = -0.0344189852476
Generator_Loss: -0.0904533192515
690
After 20 iterations
Discriminator Loss = -0.0849990695715
Generator_Loss: -0.13068112731
691
After 20 iterations
Discriminator Loss = -0.0421821959317
Generator_Loss: -0.203631266952
692
After 20 iterations
Discriminator Loss = -0.0474513173103
Generator_Loss: -0.134542554617
693
After 20 iterations
Discriminator Loss = -0.0650767236948
Generator_Loss: -0.14703604579
694
After 20 iterations
Discriminator Loss = -0.0769193395972
Generator_Loss: -0.0982310026884
695
After 20 iterations
Discriminator Loss = -0.0344678200781
Generator_Loss: -0.0481930486858
696
After 20 iterations
Discriminator Loss = -0.0742159709334
Generator_Loss: 0.0423481948674
697
After 20 iterations
Discriminator Loss = -0.0280952621251
Generator_Loss: 0.0702393949032
698
After 20 iterations
Discriminator Loss = -0.129919230938
Generator_Loss: 0.149223864079
699
After 20 iterations
Discriminator Loss = -0.148325562477
Generator_Loss: 0.130703359842
700
Level #0 Epoch #0 Batch #700
After 20 iterations
Discriminator Loss = -0.074415512383
Generator_Loss: 0.133237749338
701
After 20 iterations
Discriminator Loss = -0.158784851432
Generator_Loss: 0.0871914625168
702
After 20 iterations
Discriminator Loss = -0.079936735332
Generator_Loss: 0.0445899292827
703
After 20 iterations
Discriminator Loss = -0.070675984025
Generator_Loss: -0.00422552181408
704
After 20 iterations
Discriminator Loss = -0.193652689457
Generator_Loss: 0.0050486610271
705
After 20 iterations
Discriminator Loss = -0.148457616568
Generator_Loss: 0.0084117250517
706
After 20 iterations
Discriminator Loss = -0.119531959295
Generator_Loss: -0.0524714328349
707
After 20 iterations
Discriminator Loss = -0.106412515044
Generator_Loss: -0.140390813351
708
After 20 iterations
Discriminator Loss = -0.049637388438
Generator_Loss: -0.218711733818
709
After 20 iterations
Discriminator Loss = -0.055944737047
Generator_Loss: -0.235916167498
710
After 20 iterations
Discriminator Loss = -0.0841629207134
Generator_Loss: -0.317469328642
711
After 20 iterations
Discriminator Loss = 0.012047576718
Generator_Loss: -0.340801924467
712
After 20 iterations
Discriminator Loss = -0.0185491610318
Generator_Loss: -0.270792663097
713
After 20 iterations
Discriminator Loss = -0.0513461008668
Generator_Loss: -0.242555230856
714
After 20 iterations
Discriminator Loss = -0.102208942175
Generator_Loss: -0.179305329919
715
After 20 iterations
Discriminator Loss = 0.00244194292463
Generator_Loss: -0.11049990356
716
After 20 iterations
Discriminator Loss = -0.0569177791476
Generator_Loss: -0.0425870716572
717
After 20 iterations
Discriminator Loss = -0.113122060895
Generator_Loss: -0.0476920604706
718
After 20 iterations
Discriminator Loss = 0.000522784190252
Generator_Loss: -0.0213437657803
719
After 20 iterations
Discriminator Loss = -0.13920378685
Generator_Loss: -0.0463832430542
720
After 20 iterations
Discriminator Loss = -0.0896202623844
Generator_Loss: -0.0602716207504
721
After 20 iterations
Discriminator Loss = -0.189546823502
Generator_Loss: -0.111264780164
722
After 20 iterations
Discriminator Loss = -0.095854960382
Generator_Loss: -0.14603663981
723
After 20 iterations
Discriminator Loss = -0.0348739624023
Generator_Loss: -0.196442246437
724
After 20 iterations
Discriminator Loss = -0.0470034405589
Generator_Loss: -0.261440247297
725
Level #0 Epoch #0 Batch #725
After 20 iterations
Discriminator Loss = -0.055670235306
Generator_Loss: -0.252708256245
726
After 20 iterations
Discriminator Loss = -0.0591516084969
Generator_Loss: -0.225567609072
727
After 20 iterations
Discriminator Loss = 0.0637492164969
Generator_Loss: -0.163652420044
728
After 20 iterations
Discriminator Loss = -0.00877011101693
Generator_Loss: -0.122122488916
729
After 20 iterations
Discriminator Loss = 0.0511073060334
Generator_Loss: -0.0803493261337
730
After 20 iterations
Discriminator Loss = -0.0775606706738
Generator_Loss: -0.0586063191295
731
After 20 iterations
Discriminator Loss = -0.00673157302663
Generator_Loss: -0.0529690347612
732
After 20 iterations
Discriminator Loss = 0.0302670095116
Generator_Loss: -0.0722673088312
733
After 20 iterations
Discriminator Loss = -0.0660787522793
Generator_Loss: -0.0691187903285
734
After 20 iterations
Discriminator Loss = -0.0182684790343
Generator_Loss: -0.101180285215
735
After 20 iterations
Discriminator Loss = -0.0367148667574
Generator_Loss: -0.135765314102
736
After 20 iterations
Discriminator Loss = -0.0660076290369
Generator_Loss: -0.191979780793
737
After 20 iterations
Discriminator Loss = -0.0533224232495
Generator_Loss: -0.222067564726
738
After 20 iterations
Discriminator Loss = -0.0732630342245
Generator_Loss: -0.27053514123
739
After 20 iterations
Discriminator Loss = -0.114928938448
Generator_Loss: -0.290946364403
740
After 20 iterations
Discriminator Loss = -0.12512794137
Generator_Loss: -0.264182418585
741
After 20 iterations
Discriminator Loss = -0.0702206119895
Generator_Loss: -0.25373095274
742
After 20 iterations
Discriminator Loss = -0.0711816251278
Generator_Loss: -0.215763047338
743
After 20 iterations
Discriminator Loss = -0.0493391267955
Generator_Loss: -0.128976076841
744
After 20 iterations
Discriminator Loss = -0.0930428504944
Generator_Loss: -0.0814193710685
745
After 20 iterations
Discriminator Loss = -0.123477950692
Generator_Loss: -0.0892216414213
746
After 20 iterations
Discriminator Loss = -0.0703758373857
Generator_Loss: -0.0755336880684
747
After 20 iterations
Discriminator Loss = -0.028295615688
Generator_Loss: -0.0429128594697
748
After 20 iterations
Discriminator Loss = -0.0855268910527
Generator_Loss: -0.0741339549422
749
After 20 iterations
Discriminator Loss = -0.000942651240621
Generator_Loss: -0.11610583961
750
Level #0 Epoch #0 Batch #750
After 20 iterations
Discriminator Loss = -0.0544602684677
Generator_Loss: -0.135405808687
751
After 20 iterations
Discriminator Loss = -0.0647985041142
Generator_Loss: -0.162296578288
752
After 20 iterations
Discriminator Loss = -0.111055500805
Generator_Loss: -0.143696948886
753
After 20 iterations
Discriminator Loss = -0.0830673277378
Generator_Loss: -0.205847129226
754
After 20 iterations
Discriminator Loss = -0.0995705202222
Generator_Loss: -0.145359963179
755
After 20 iterations
Discriminator Loss = 0.00777690019459
Generator_Loss: -0.140709772706
756
After 20 iterations
Discriminator Loss = 0.0317307077348
Generator_Loss: -0.159454628825
757
After 20 iterations
Discriminator Loss = -0.11290910095
Generator_Loss: -0.159319117665
758
After 20 iterations
Discriminator Loss = -0.058818873018
Generator_Loss: -0.145296305418
759
After 20 iterations
Discriminator Loss = -0.0886035785079
Generator_Loss: -0.126140773296
760
After 20 iterations
Discriminator Loss = -0.131508499384
Generator_Loss: -0.0974617898464
761
After 20 iterations
Discriminator Loss = -0.0439770296216
Generator_Loss: -0.083276681602
762
After 20 iterations
Discriminator Loss = -0.116149634123
Generator_Loss: -0.055762719363
763
After 20 iterations
Discriminator Loss = -0.15033057332
Generator_Loss: -0.0761329978704
764
After 20 iterations
Discriminator Loss = -0.0220228657126
Generator_Loss: -0.0650345906615
765
After 20 iterations
Discriminator Loss = -0.0349030308425
Generator_Loss: -0.0530442297459
766
After 20 iterations
Discriminator Loss = -0.0623693317175
Generator_Loss: -0.0671343430877
767
After 20 iterations
Discriminator Loss = -0.150531485677
Generator_Loss: -0.111913919449
768
After 20 iterations
Discriminator Loss = -0.0489085242152
Generator_Loss: -0.151307374239
769
After 20 iterations
Discriminator Loss = 0.0136327501386
Generator_Loss: -0.143909230828
770
After 20 iterations
Discriminator Loss = -0.0427010282874
Generator_Loss: -0.157018646598
771
After 20 iterations
Discriminator Loss = -0.0610292255878
Generator_Loss: -0.158267095685
772
After 20 iterations
Discriminator Loss = -0.0896319895983
Generator_Loss: -0.195805758238
773
After 20 iterations
Discriminator Loss = -0.0942769572139
Generator_Loss: -0.200890943408
774
After 20 iterations
Discriminator Loss = -0.0840296521783
Generator_Loss: -0.205282896757
775
Level #0 Epoch #0 Batch #775
After 20 iterations
Discriminator Loss = -0.135474532843
Generator_Loss: -0.256714165211
776
After 20 iterations
Discriminator Loss = -0.0838606953621
Generator_Loss: -0.261275917292
777
After 20 iterations
Discriminator Loss = -0.152198433876
Generator_Loss: -0.263096004725
778
After 20 iterations
Discriminator Loss = -0.0978369116783
Generator_Loss: -0.306753486395
779
After 20 iterations
Discriminator Loss = -0.107459098101
Generator_Loss: -0.257088184357
780
After 20 iterations
Discriminator Loss = -0.0242621134967
Generator_Loss: -0.294708609581
781
Epoch #1
After 20 iterations
Discriminator Loss = -0.0892967060208
Generator_Loss: -0.268026649952
2
After 20 iterations
Discriminator Loss = -0.0452180802822
Generator_Loss: -0.274507910013
3
After 20 iterations
Discriminator Loss = -0.0267425552011
Generator_Loss: -0.234729871154
4
After 20 iterations
Discriminator Loss = -0.0221580471843
Generator_Loss: -0.209359794855
5
After 20 iterations
Discriminator Loss = -0.0386415347457
Generator_Loss: -0.160892993212
6
After 20 iterations
Discriminator Loss = -0.0318764150143
Generator_Loss: -0.109532929957
7
After 20 iterations
Discriminator Loss = -0.164811223745
Generator_Loss: -0.0894171670079
8
After 20 iterations
Discriminator Loss = -0.079354442656
Generator_Loss: -0.0348327495158
9
After 20 iterations
Discriminator Loss = -0.00813904125243
Generator_Loss: -0.0220003388822
10
After 20 iterations
Discriminator Loss = -0.113264761865
Generator_Loss: 0.0285353083163
11
After 20 iterations
Discriminator Loss = -0.118116602302
Generator_Loss: 0.0680783614516
12
After 20 iterations
Discriminator Loss = -0.141167536378
Generator_Loss: 0.0999405533075
13
After 20 iterations
Discriminator Loss = -0.115545466542
Generator_Loss: 0.121250241995
14
After 20 iterations
Discriminator Loss = -0.0770883187652
Generator_Loss: 0.129038587213
15
After 20 iterations
Discriminator Loss = -0.0795135498047
Generator_Loss: 0.169712692499
16
After 20 iterations
Discriminator Loss = -0.0449027903378
Generator_Loss: 0.172888189554
17
After 20 iterations
Discriminator Loss = -0.0607914403081
Generator_Loss: 0.121189281344
18
After 20 iterations
Discriminator Loss = -0.0495842471719
Generator_Loss: 0.141233325005
19
After 20 iterations
Discriminator Loss = -0.0610463991761
Generator_Loss: 0.089275047183
20
After 20 iterations
Discriminator Loss = -0.0529703572392
Generator_Loss: 0.119933210313
21
After 20 iterations
Discriminator Loss = -0.022851889953
Generator_Loss: 0.0572749599814
22
After 20 iterations
Discriminator Loss = -0.0396904498339
Generator_Loss: 0.0758290812373
23
After 20 iterations
Discriminator Loss = -0.0210411921144
Generator_Loss: 0.0492854267359
24
After 20 iterations
Discriminator Loss = -0.090647906065
Generator_Loss: 0.0444969274104
25
Level #0 Epoch #1 Batch #25
After 20 iterations
Discriminator Loss = -0.0445057861507
Generator_Loss: 0.00027998603764
26
After 20 iterations
Discriminator Loss = -0.0878142639995
Generator_Loss: -0.0317967198789
27
After 20 iterations
Discriminator Loss = -0.108283109963
Generator_Loss: -0.075407795608
28
After 20 iterations
Discriminator Loss = -0.120066851377
Generator_Loss: -0.107547461987
29
After 20 iterations
Discriminator Loss = -0.105439662933
Generator_Loss: -0.191161513329
30
After 20 iterations
Discriminator Loss = -0.0549717471004
Generator_Loss: -0.221564546227
31
After 20 iterations
Discriminator Loss = -0.104256473482
Generator_Loss: -0.263612151146
32
After 20 iterations
Discriminator Loss = -0.131677925587
Generator_Loss: -0.352695822716
33
After 20 iterations
Discriminator Loss = -0.00373371085152
Generator_Loss: -0.366127789021
34
After 20 iterations
Discriminator Loss = -0.0760974213481
Generator_Loss: -0.366867989302
35
After 20 iterations
Discriminator Loss = -0.0885827839375
Generator_Loss: -0.397801458836
36
After 20 iterations
Discriminator Loss = -0.0481468327343
Generator_Loss: -0.401664733887
37
After 20 iterations
Discriminator Loss = -0.000238161956077
Generator_Loss: -0.392299443483
38
After 20 iterations
Discriminator Loss = -0.0812483131886
Generator_Loss: -0.339855998755
39
After 20 iterations
Discriminator Loss = -0.0259246341884
Generator_Loss: -0.306838512421
40
After 20 iterations
Discriminator Loss = -0.0804471597075
Generator_Loss: -0.235996738076
41
After 20 iterations
Discriminator Loss = -0.194391876459
Generator_Loss: -0.223440557718
42
After 20 iterations
Discriminator Loss = 0.0471100732684
Generator_Loss: -0.17277829349
43
After 20 iterations
Discriminator Loss = -0.0578684918582
Generator_Loss: -0.168492570519
44
After 20 iterations
Discriminator Loss = -0.110226511955
Generator_Loss: -0.205385789275
45
After 20 iterations
Discriminator Loss = -0.140446141362
Generator_Loss: -0.200978130102
46
After 20 iterations
Discriminator Loss = 0.014055935666
Generator_Loss: -0.184605464339
47
After 20 iterations
Discriminator Loss = -0.0866928696632
Generator_Loss: -0.181251734495
48
After 20 iterations
Discriminator Loss = -0.0566816627979
Generator_Loss: -0.193588078022
49
After 20 iterations
Discriminator Loss = -0.0303227491677
Generator_Loss: -0.140197366476
50
Level #0 Epoch #1 Batch #50
After 20 iterations
Discriminator Loss = -0.0847340524197
Generator_Loss: -0.092629134655
51
After 20 iterations
Discriminator Loss = -0.114203423262
Generator_Loss: -0.106018282473
52
After 20 iterations
Discriminator Loss = -0.0598740577698
Generator_Loss: -0.0832396224141
53
After 20 iterations
Discriminator Loss = -0.0680031701922
Generator_Loss: -0.054037950933
54
After 20 iterations
Discriminator Loss = -0.0452107414603
Generator_Loss: -0.0214314647019
55
After 20 iterations
Discriminator Loss = -0.0492707453668
Generator_Loss: -0.0145284226164
56
After 20 iterations
Discriminator Loss = -0.142417997122
Generator_Loss: 0.036656614393
57
After 20 iterations
Discriminator Loss = -0.0559354498982
Generator_Loss: -0.0046170996502
58
After 20 iterations
Discriminator Loss = -0.0589589364827
Generator_Loss: -0.0720030963421
59
After 20 iterations
Discriminator Loss = -0.0621657297015
Generator_Loss: -0.107300207019
60
After 20 iterations
Discriminator Loss = -0.0475584417582
Generator_Loss: -0.146255135536
61
After 20 iterations
Discriminator Loss = -0.0734992921352
Generator_Loss: -0.204651489854
62
After 20 iterations
Discriminator Loss = -0.0274029076099
Generator_Loss: -0.26544508338
63
After 20 iterations
Discriminator Loss = -0.0835678726435
Generator_Loss: -0.314641237259
64
After 20 iterations
Discriminator Loss = -0.0984840840101
Generator_Loss: -0.353721439838
65
After 20 iterations
Discriminator Loss = -0.0879846662283
Generator_Loss: -0.355828881264
66
After 20 iterations
Discriminator Loss = -0.0870115458965
Generator_Loss: -0.375016242266
67
After 20 iterations
Discriminator Loss = -0.142911121249
Generator_Loss: -0.416452646255
68
After 20 iterations
Discriminator Loss = -0.0220036301762
Generator_Loss: -0.414213091135
69
After 20 iterations
Discriminator Loss = -0.0736596807837
Generator_Loss: -0.451213479042
70
After 20 iterations
Discriminator Loss = -0.108154788613
Generator_Loss: -0.443585753441
71
After 20 iterations
Discriminator Loss = -0.11034592241
Generator_Loss: -0.41270917654
72
After 20 iterations
Discriminator Loss = -0.102378554642
Generator_Loss: -0.435303479433
73
After 20 iterations
Discriminator Loss = 0.0151360752061
Generator_Loss: -0.352192610502
74
After 20 iterations
Discriminator Loss = -0.00249925325625
Generator_Loss: -0.339853703976
75
Level #0 Epoch #1 Batch #75
After 20 iterations
Discriminator Loss = -0.00592871848494
Generator_Loss: -0.330805391073
76
After 20 iterations
Discriminator Loss = -0.00181576679461
Generator_Loss: -0.317056596279
77
After 20 iterations
Discriminator Loss = -0.162247791886
Generator_Loss: -0.326430976391
78
After 20 iterations
Discriminator Loss = 0.026449451223
Generator_Loss: -0.349718928337
79
After 20 iterations
Discriminator Loss = -0.0421647876501
Generator_Loss: -0.3629155159
80
After 20 iterations
Discriminator Loss = -0.035919636488
Generator_Loss: -0.368437260389
81
After 20 iterations
Discriminator Loss = -0.0465718172491
Generator_Loss: -0.329633891582
82
After 20 iterations
Discriminator Loss = -0.00623126374558
Generator_Loss: -0.273797005415
83
After 20 iterations
Discriminator Loss = -0.0655364990234
Generator_Loss: -0.253769248724
84
After 20 iterations
Discriminator Loss = -0.0739257931709
Generator_Loss: -0.208967909217
85
After 20 iterations
Discriminator Loss = -0.0919053182006
Generator_Loss: -0.169371023774
86
After 20 iterations
Discriminator Loss = -0.0772157013416
Generator_Loss: -0.0927091315389
87
After 20 iterations
Discriminator Loss = -0.0218685399741
Generator_Loss: -0.0630092248321
88
After 20 iterations
Discriminator Loss = -0.111897960305
Generator_Loss: 0.032650500536
89
After 20 iterations
Discriminator Loss = -0.0977902114391
Generator_Loss: 0.0933862477541
90
After 20 iterations
Discriminator Loss = -0.102914579213
Generator_Loss: 0.126255720854
91
After 20 iterations
Discriminator Loss = -0.128441169858
Generator_Loss: 0.171275436878
92
After 20 iterations
Discriminator Loss = -0.117921210825
Generator_Loss: 0.197801321745
93
After 20 iterations
Discriminator Loss = -0.136299535632
Generator_Loss: 0.183889552951
94
After 20 iterations
Discriminator Loss = -0.0937933549285
Generator_Loss: 0.185955792665
95
After 20 iterations
Discriminator Loss = 0.0095020737499
Generator_Loss: 0.142143324018
96
After 20 iterations
Discriminator Loss = -0.102428928018
Generator_Loss: 0.0322381071746
97
After 20 iterations
Discriminator Loss = 0.0235466267914
Generator_Loss: 0.0057889665477
98
After 20 iterations
Discriminator Loss = -0.0760574117303
Generator_Loss: -0.0915112942457
99
After 20 iterations
Discriminator Loss = -0.00964697264135
Generator_Loss: -0.132323786616
100
Level #0 Epoch #1 Batch #100
After 20 iterations
Discriminator Loss = 0.0411345511675
Generator_Loss: -0.149558365345
101
After 20 iterations
Discriminator Loss = 0.0347200036049
Generator_Loss: -0.164196163416
102
After 20 iterations
Discriminator Loss = -0.0197341069579
Generator_Loss: -0.145794913173
103
After 20 iterations
Discriminator Loss = -0.0361303202808
Generator_Loss: -0.115973837674
104
After 20 iterations
Discriminator Loss = 0.0272108446807
Generator_Loss: -0.111268237233
105
After 20 iterations
Discriminator Loss = -0.105740994215
Generator_Loss: -0.103357464075
106
After 20 iterations
Discriminator Loss = -0.0497660711408
Generator_Loss: -0.0756023600698
107
After 20 iterations
Discriminator Loss = -0.0356300584972
Generator_Loss: -0.0812347307801
108
After 20 iterations
Discriminator Loss = -0.0728838518262
Generator_Loss: -0.0909850150347
109
After 20 iterations
Discriminator Loss = -0.134475514293
Generator_Loss: -0.109544314444
110
After 20 iterations
Discriminator Loss = -0.0659240931273
Generator_Loss: -0.208388850093
111
After 20 iterations
Discriminator Loss = -0.090119227767
Generator_Loss: -0.231534540653
112
After 20 iterations
Discriminator Loss = -0.0872661247849
Generator_Loss: -0.275435775518
113
After 20 iterations
Discriminator Loss = -0.0507582314312
Generator_Loss: -0.310684740543
114
After 20 iterations
Discriminator Loss = -0.0611101835966
Generator_Loss: -0.377580434084
115
After 20 iterations
Discriminator Loss = -0.0115637341514
Generator_Loss: -0.39235368371
116
After 20 iterations
Discriminator Loss = -0.00998475495726
Generator_Loss: -0.364810347557
117
After 20 iterations
Discriminator Loss = -0.0156465712935
Generator_Loss: -0.276794224977
118
After 20 iterations
Discriminator Loss = 0.0200646948069
Generator_Loss: -0.246613830328
119
After 20 iterations
Discriminator Loss = -0.0284942444414
Generator_Loss: -0.124643757939
120
After 20 iterations
Discriminator Loss = -0.102371990681
Generator_Loss: -0.127205014229
121
After 20 iterations
Discriminator Loss = -0.141724467278
Generator_Loss: -0.0585551820695
122
After 20 iterations
Discriminator Loss = -0.0955883562565
Generator_Loss: -0.0592909045517
123
After 20 iterations
Discriminator Loss = -0.126176759601
Generator_Loss: 0.0181171447039
124
After 20 iterations
Discriminator Loss = -0.12786526978
Generator_Loss: -0.00159624533262
125
Level #0 Epoch #1 Batch #125
After 20 iterations
Discriminator Loss = -0.10390830785
Generator_Loss: 0.0305177867413
126
After 20 iterations
Discriminator Loss = -0.0684859380126
Generator_Loss: 0.0347648970783
127
After 20 iterations
Discriminator Loss = -0.0386617742479
Generator_Loss: 0.0211332179606
128
After 20 iterations
Discriminator Loss = -0.0937286838889
Generator_Loss: 0.0357923395932
129
After 20 iterations
Discriminator Loss = -0.154744341969
Generator_Loss: 0.0786940902472
130
After 20 iterations
Discriminator Loss = -0.0878338143229
Generator_Loss: 0.0514263771474
131
After 20 iterations
Discriminator Loss = -0.0202229246497
Generator_Loss: 0.0435557328165
132
After 20 iterations
Discriminator Loss = -0.0750670358539
Generator_Loss: 0.0806057676673
133
After 20 iterations
Discriminator Loss = -0.0195258203894
Generator_Loss: 0.111935563385
134
After 20 iterations
Discriminator Loss = -0.0677541419864
Generator_Loss: 0.129330977798
135
After 20 iterations
Discriminator Loss = 0.0317940600216
Generator_Loss: 0.130232185125
136
After 20 iterations
Discriminator Loss = -0.140263438225
Generator_Loss: 0.140516191721
137
After 20 iterations
Discriminator Loss = -0.0347417779267
Generator_Loss: 0.14552885294
138
After 20 iterations
Discriminator Loss = -0.0992790907621
Generator_Loss: 0.124625429511
139
After 20 iterations
Discriminator Loss = -0.0281911827624
Generator_Loss: 0.102942861617
140
After 20 iterations
Discriminator Loss = -0.128338709474
Generator_Loss: 0.0460689924657
141
After 20 iterations
Discriminator Loss = -0.0641273185611
Generator_Loss: -0.0132708083838
142
After 20 iterations
Discriminator Loss = -0.0405148044229
Generator_Loss: -0.0727141797543
143
After 20 iterations
Discriminator Loss = -0.0763268321753
Generator_Loss: -0.0873215943575
144
After 20 iterations
Discriminator Loss = -0.166927948594
Generator_Loss: -0.125901117921
145
After 20 iterations
Discriminator Loss = -0.0311040189117
Generator_Loss: -0.0577833764255
146
After 20 iterations
Discriminator Loss = 0.00457380153239
Generator_Loss: -0.135541304946
147
After 20 iterations
Discriminator Loss = -0.0382526181638
Generator_Loss: -0.117042377591
148
After 20 iterations
Discriminator Loss = -0.0620937012136
Generator_Loss: -0.17553652823
149
After 20 iterations
Discriminator Loss = -0.126171037555
Generator_Loss: -0.0429650656879
150
Level #0 Epoch #1 Batch #150
After 20 iterations
Discriminator Loss = -0.0443381667137
Generator_Loss: 0.0293732099235
151
After 20 iterations
Discriminator Loss = -0.07786282897
Generator_Loss: -0.00401375349611
152
After 20 iterations
Discriminator Loss = -0.123106583953
Generator_Loss: -0.0944785550237
153
After 20 iterations
Discriminator Loss = -0.0653323754668
Generator_Loss: -0.0922246128321
154
After 20 iterations
Discriminator Loss = -0.0542734414339
Generator_Loss: -0.148550242186
155
After 20 iterations
Discriminator Loss = -0.0528611131012
Generator_Loss: -0.159800425172
156
After 20 iterations
Discriminator Loss = -0.043656565249
Generator_Loss: -0.183734834194
157
After 20 iterations
Discriminator Loss = 0.0275079198182
Generator_Loss: -0.165464729071
158
After 20 iterations
Discriminator Loss = -0.0811270028353
Generator_Loss: -0.199114993215
159
After 20 iterations
Discriminator Loss = -0.002106891945
Generator_Loss: -0.18937702477
160
After 20 iterations
Discriminator Loss = -0.0811243504286
Generator_Loss: -0.231429174542
161
After 20 iterations
Discriminator Loss = -0.115720771253
Generator_Loss: -0.205633983016
162
After 20 iterations
Discriminator Loss = -0.0464393720031
Generator_Loss: -0.211463555694
163
After 20 iterations
Discriminator Loss = -0.0880142971873
Generator_Loss: -0.178466245532
164
After 20 iterations
Discriminator Loss = -0.0460395626724
Generator_Loss: -0.186743155122
165
After 20 iterations
Discriminator Loss = -0.0993999168277
Generator_Loss: -0.164541840553
166
After 20 iterations
Discriminator Loss = -0.00258184783161
Generator_Loss: -0.150286987424
167
After 20 iterations
Discriminator Loss = 0.035051509738
Generator_Loss: -0.153762295842
168
After 20 iterations
Discriminator Loss = -0.0566346757114
Generator_Loss: -0.116738684475
169
After 20 iterations
Discriminator Loss = -0.00979864783585
Generator_Loss: -0.0642525181174
170
After 20 iterations
Discriminator Loss = -0.0866143330932
Generator_Loss: -0.135515645146
171
After 20 iterations
Discriminator Loss = -0.0165365301073
Generator_Loss: -0.0870026499033
172
After 20 iterations
Discriminator Loss = 0.00182272505481
Generator_Loss: -0.0503125376999
173
After 20 iterations
Discriminator Loss = -0.11971616745
Generator_Loss: -0.027320580557
174
After 20 iterations
Discriminator Loss = -0.192213028669
Generator_Loss: -0.0441183261573
175
Level #0 Epoch #1 Batch #175
After 20 iterations
Discriminator Loss = 0.0575993284583
Generator_Loss: -0.0481231957674
176
After 20 iterations
Discriminator Loss = -0.140227913857
Generator_Loss: -0.0901989340782
177
After 20 iterations
Discriminator Loss = 0.014637296088
Generator_Loss: -0.0817491784692
178
After 20 iterations
Discriminator Loss = -0.0572703815997
Generator_Loss: -0.0311472509056
179
After 20 iterations
Discriminator Loss = -0.079679325223
Generator_Loss: -0.0319644659758
180
After 20 iterations
Discriminator Loss = -0.0160206910223
Generator_Loss: -0.02600402385
181
After 20 iterations
Discriminator Loss = 0.015720916912
Generator_Loss: -0.023284746334
182
After 20 iterations
Discriminator Loss = 0.0319078862667
Generator_Loss: 0.0384431555867
183
After 20 iterations
Discriminator Loss = -0.0252430327237
Generator_Loss: 0.0907595008612
184
After 20 iterations
Discriminator Loss = -0.0639828816056
Generator_Loss: 0.12402369082
185
After 20 iterations
Discriminator Loss = -0.127626359463
Generator_Loss: 0.166326493025
186
After 20 iterations
Discriminator Loss = -0.0930909141898
Generator_Loss: 0.196742668748
187
After 20 iterations
Discriminator Loss = -0.117380261421
Generator_Loss: 0.199218243361
188
After 20 iterations
Discriminator Loss = -0.0131936175749
Generator_Loss: 0.189678817987
189
After 20 iterations
Discriminator Loss = -0.0509958490729
Generator_Loss: 0.221514031291
190
After 20 iterations
Discriminator Loss = -0.054943613708
Generator_Loss: 0.216947034001
191
After 20 iterations
Discriminator Loss = 0.0379905365407
Generator_Loss: 0.201768100262
192
After 20 iterations
Discriminator Loss = -0.0174599755555
Generator_Loss: 0.204951539636
193
After 20 iterations
Discriminator Loss = -0.075357273221
Generator_Loss: 0.196445792913
194
After 20 iterations
Discriminator Loss = -0.0388976298273
Generator_Loss: 0.129870221019
195
After 20 iterations
Discriminator Loss = 0.0408715754747
Generator_Loss: 0.16706353426
196
After 20 iterations
Discriminator Loss = -0.1020456478
Generator_Loss: 0.175940364599
197
After 20 iterations
Discriminator Loss = -0.0518195480108
Generator_Loss: 0.222219377756
198
After 20 iterations
Discriminator Loss = -0.0678803250194
Generator_Loss: 0.229943647981
199
After 20 iterations
Discriminator Loss = -0.105363622308
Generator_Loss: 0.268724024296
200
Level #0 Epoch #1 Batch #200
After 20 iterations
Discriminator Loss = -0.00834493711591
Generator_Loss: 0.255754202604
201
After 20 iterations
Discriminator Loss = -0.108436256647
Generator_Loss: 0.284175843
202
After 20 iterations
Discriminator Loss = -0.112777672708
Generator_Loss: 0.281557708979
203
After 20 iterations
Discriminator Loss = -0.0798781812191
Generator_Loss: 0.291519761086
204
After 20 iterations
Discriminator Loss = -0.0676137804985
Generator_Loss: 0.288390278816
205
After 20 iterations
Discriminator Loss = -0.0887643620372
Generator_Loss: 0.250233918428
206
After 20 iterations
Discriminator Loss = -0.020196672529
Generator_Loss: 0.206761986017
207
After 20 iterations
Discriminator Loss = -0.020994041115
Generator_Loss: 0.162867248058
208
After 20 iterations
Discriminator Loss = -0.108190588653
Generator_Loss: 0.131965577602
209
After 20 iterations
Discriminator Loss = -0.0651968121529
Generator_Loss: 0.0597592480481
210
After 20 iterations
Discriminator Loss = -0.0209727324545
Generator_Loss: -0.0292543750256
211
After 20 iterations
Discriminator Loss = -0.0601129159331
Generator_Loss: -0.0733947008848
212
After 20 iterations
Discriminator Loss = -0.0901435986161
Generator_Loss: -0.136603936553
213
After 20 iterations
Discriminator Loss = 0.00458156736568
Generator_Loss: -0.20459228754
214
After 20 iterations
Discriminator Loss = -0.0479532368481
Generator_Loss: -0.23246845603
215
After 20 iterations
Discriminator Loss = -0.0703598186374
Generator_Loss: -0.281235545874
216
After 20 iterations
Discriminator Loss = -0.0926007330418
Generator_Loss: -0.276685595512
217
After 20 iterations
Discriminator Loss = 0.014296409674
Generator_Loss: -0.265095710754
218
After 20 iterations
Discriminator Loss = -0.0140770515427
Generator_Loss: -0.253169685602
219
After 20 iterations
Discriminator Loss = 0.0129841528833
Generator_Loss: -0.225654542446
220
After 20 iterations
Discriminator Loss = -0.0589320138097
Generator_Loss: -0.226846605539
221
After 20 iterations
Discriminator Loss = 0.0224658157676
Generator_Loss: -0.146981909871
222
After 20 iterations
Discriminator Loss = -0.091707482934
Generator_Loss: -0.0982282683253
223
After 20 iterations
Discriminator Loss = -0.0991037711501
Generator_Loss: -0.0553809851408
224
After 20 iterations
Discriminator Loss = -0.0216335989535
Generator_Loss: -0.0511308275163
225
Level #0 Epoch #1 Batch #225
After 20 iterations
Discriminator Loss = 0.0186200886965
Generator_Loss: -0.0198987424374
226
After 20 iterations
Discriminator Loss = -0.106317259371
Generator_Loss: -0.0109482230619
227
After 20 iterations
Discriminator Loss = -0.0341920778155
Generator_Loss: 0.0149977719411
228
After 20 iterations
Discriminator Loss = -0.0218064710498
Generator_Loss: 0.0341644287109
229
After 20 iterations
Discriminator Loss = -0.0802246779203
Generator_Loss: 0.0339634008706
230
After 20 iterations
Discriminator Loss = -0.0665313079953
Generator_Loss: 0.0443242117763
231
After 20 iterations
Discriminator Loss = -0.0194838475436
Generator_Loss: 0.0258609950542
232
After 20 iterations
Discriminator Loss = -0.0629893913865
Generator_Loss: 0.0392263531685
233
After 20 iterations
Discriminator Loss = -0.0622367151082
Generator_Loss: 0.0644967034459
234
After 20 iterations
Discriminator Loss = -0.025875383988
Generator_Loss: 0.0950859412551
235
After 20 iterations
Discriminator Loss = -0.0255837291479
Generator_Loss: 0.156884074211
236
After 20 iterations
Discriminator Loss = -0.0124159669504
Generator_Loss: 0.191520869732
237
After 20 iterations
Discriminator Loss = -0.0593879818916
Generator_Loss: 0.181473076344
238
After 20 iterations
Discriminator Loss = -0.0297930445522
Generator_Loss: 0.161129564047
239
After 20 iterations
Discriminator Loss = -0.147407844663
Generator_Loss: 0.227338299155
240
After 20 iterations
Discriminator Loss = -0.0950021073222
Generator_Loss: 0.25871270895
241
After 20 iterations
Discriminator Loss = -0.0841894671321
Generator_Loss: 0.25665974617
242
After 20 iterations
Discriminator Loss = -0.0662439540029
Generator_Loss: 0.232147693634
243
After 20 iterations
Discriminator Loss = -0.0668657869101
Generator_Loss: 0.204599931836
244
After 20 iterations
Discriminator Loss = -0.2068785429
Generator_Loss: 0.209739401937
245
After 20 iterations
Discriminator Loss = -0.0636680349708
Generator_Loss: 0.174853518605
246
After 20 iterations
Discriminator Loss = -0.0821122601628
Generator_Loss: 0.175542384386
247
After 20 iterations
Discriminator Loss = -0.0571699365973
Generator_Loss: 0.0919049233198
248
After 20 iterations
Discriminator Loss = -0.0810071900487
Generator_Loss: 0.066357344389
249
After 20 iterations
Discriminator Loss = -0.0622803978622
Generator_Loss: -0.0748834162951
250
Level #0 Epoch #1 Batch #250
After 20 iterations
Discriminator Loss = -0.00372533756308
Generator_Loss: -0.101044252515
251
After 20 iterations
Discriminator Loss = 0.0115718906745
Generator_Loss: -0.103595159948
252
After 20 iterations
Discriminator Loss = -0.0542070269585
Generator_Loss: -0.16859485209
253
After 20 iterations
Discriminator Loss = -0.0290707517415
Generator_Loss: -0.179688364267
254
After 20 iterations
Discriminator Loss = -0.133825212717
Generator_Loss: -0.20080935955
255
After 20 iterations
Discriminator Loss = -0.0139412051067
Generator_Loss: -0.212712615728
256
After 20 iterations
Discriminator Loss = -0.12571336329
Generator_Loss: -0.201415032148
257
After 20 iterations
Discriminator Loss = -0.133528992534
Generator_Loss: -0.195641279221
258
After 20 iterations
Discriminator Loss = -0.0563253611326
Generator_Loss: -0.1943487674
259
After 20 iterations
Discriminator Loss = -0.0505046658218
Generator_Loss: -0.184557020664
260
After 20 iterations
Discriminator Loss = -0.0160742476583
Generator_Loss: -0.170586287975
261
After 20 iterations
Discriminator Loss = -0.159668087959
Generator_Loss: -0.176067978144
262
After 20 iterations
Discriminator Loss = -0.137902915478
Generator_Loss: -0.226562947035
263
After 20 iterations
Discriminator Loss = -0.0787333920598
Generator_Loss: -0.192715227604
264
After 20 iterations
Discriminator Loss = -0.0437625311315
Generator_Loss: -0.206738874316
265
After 20 iterations
Discriminator Loss = 0.0111067174003
Generator_Loss: -0.225661411881
266
After 20 iterations
Discriminator Loss = -0.0142893483862
Generator_Loss: -0.223531350493
267
After 20 iterations
Discriminator Loss = -0.0153913768008
Generator_Loss: -0.325484633446
268
After 20 iterations
Discriminator Loss = -0.060384657234
Generator_Loss: -0.314436763525
269
After 20 iterations
Discriminator Loss = 0.044039234519
Generator_Loss: -0.338570833206
270
After 20 iterations
Discriminator Loss = -0.131413832307
Generator_Loss: -0.409921497107
271
After 20 iterations
Discriminator Loss = 0.018950747326
Generator_Loss: -0.352562457323
272
After 20 iterations
Discriminator Loss = -0.0937608331442
Generator_Loss: -0.377891123295
273
After 20 iterations
Discriminator Loss = 0.0485235229135
Generator_Loss: -0.359016746283
274
After 20 iterations
Discriminator Loss = -0.0173206645995
Generator_Loss: -0.361664742231
275
Level #0 Epoch #1 Batch #275
After 20 iterations
Discriminator Loss = 0.0172808598727
Generator_Loss: -0.329516679049
276
After 20 iterations
Discriminator Loss = -0.0250919181854
Generator_Loss: -0.310288220644
277
After 20 iterations
Discriminator Loss = -0.0540504716337
Generator_Loss: -0.244063019753
278
After 20 iterations
Discriminator Loss = -0.00607026088983
Generator_Loss: -0.273700237274
279
After 20 iterations
Discriminator Loss = -0.0614760778844
Generator_Loss: -0.233421683311
280
After 20 iterations
Discriminator Loss = -0.0842209085822
Generator_Loss: -0.190903902054
281
After 20 iterations
Discriminator Loss = -0.000417909177486
Generator_Loss: -0.199573725462
282
After 20 iterations
Discriminator Loss = -0.0534681603312
Generator_Loss: -0.219999849796
283
After 20 iterations
Discriminator Loss = -0.0246860161424
Generator_Loss: -0.232156842947
284
After 20 iterations
Discriminator Loss = -0.0340132750571
Generator_Loss: -0.230607092381
285
After 20 iterations
Discriminator Loss = 0.0607610270381
Generator_Loss: -0.253413766623
286
After 20 iterations
Discriminator Loss = 0.0165063254535
Generator_Loss: -0.246013984084
287
After 20 iterations
Discriminator Loss = -0.0190968103707
Generator_Loss: -0.248956903815
288
After 20 iterations
Discriminator Loss = -0.00547782285139
Generator_Loss: -0.248425111175
289
After 20 iterations
Discriminator Loss = -0.0237235073
Generator_Loss: -0.230566889048
290
After 20 iterations
Discriminator Loss = -0.014427550137
Generator_Loss: -0.24963593483
291
After 20 iterations
Discriminator Loss = -0.113747447729
Generator_Loss: -0.261478751898
292
After 20 iterations
Discriminator Loss = -0.0697618052363
Generator_Loss: -0.275983303785
293
After 20 iterations
Discriminator Loss = -0.0502375550568
Generator_Loss: -0.229090437293
294
After 20 iterations
Discriminator Loss = 0.0128944637254
Generator_Loss: -0.174175858498
295
After 20 iterations
Discriminator Loss = -0.0180570185184
Generator_Loss: -0.103398606181
296
After 20 iterations
Discriminator Loss = -0.141039475799
Generator_Loss: -0.0458764359355
297
After 20 iterations
Discriminator Loss = -0.0822505950928
Generator_Loss: 0.0499882735312
298
After 20 iterations
Discriminator Loss = -0.0308186709881
Generator_Loss: 0.133321583271
299
After 20 iterations
Discriminator Loss = -0.0428029336035
Generator_Loss: 0.191893294454
300
Level #0 Epoch #1 Batch #300
After 20 iterations
Discriminator Loss = -0.00766166392714
Generator_Loss: 0.21092645824
301
After 20 iterations
Discriminator Loss = -0.0616667978466
Generator_Loss: 0.280242651701
302
After 20 iterations
Discriminator Loss = -0.0674370750785
Generator_Loss: 0.283584266901
303
After 20 iterations
Discriminator Loss = -0.0687081366777
Generator_Loss: 0.282416284084
304
After 20 iterations
Discriminator Loss = -0.0234439559281
Generator_Loss: 0.30484649539
305
After 20 iterations
Discriminator Loss = -0.113511569798
Generator_Loss: 0.32634422183
306
After 20 iterations
Discriminator Loss = -0.0605483427644
Generator_Loss: 0.31627753377
307
After 20 iterations
Discriminator Loss = 0.00387800158933
Generator_Loss: 0.27952092886
308
After 20 iterations
Discriminator Loss = -0.0958900824189
Generator_Loss: 0.274927437305
309
After 20 iterations
Discriminator Loss = -0.0577210448682
Generator_Loss: 0.23207038641
310
After 20 iterations
Discriminator Loss = -0.0437057986856
Generator_Loss: 0.215950801969
311
After 20 iterations
Discriminator Loss = -0.0817250907421
Generator_Loss: 0.174477338791
312
After 20 iterations
Discriminator Loss = -0.116477251053
Generator_Loss: 0.154731586576
313
After 20 iterations
Discriminator Loss = -0.0676793903112
Generator_Loss: 0.178069904447
314
After 20 iterations
Discriminator Loss = -0.078129298985
Generator_Loss: 0.129537329078
315
After 20 iterations
Discriminator Loss = -0.0301115475595
Generator_Loss: 0.0604754388332
316
After 20 iterations
Discriminator Loss = -0.0150117529556
Generator_Loss: 0.0189636852592
317
After 20 iterations
Discriminator Loss = -0.0536654517055
Generator_Loss: -0.0460650771856
318
After 20 iterations
Discriminator Loss = -0.0795188322663
Generator_Loss: -0.123900003731
319
After 20 iterations
Discriminator Loss = -0.0543575771153
Generator_Loss: -0.208683565259
320
After 20 iterations
Discriminator Loss = 0.00110829807818
Generator_Loss: -0.239486426115
321
After 20 iterations
Discriminator Loss = -0.0366659648716
Generator_Loss: -0.263976931572
322
After 20 iterations
Discriminator Loss = -0.0204849150032
Generator_Loss: -0.32650321722
323
After 20 iterations
Discriminator Loss = -0.0985965579748
Generator_Loss: -0.323982983828
324
After 20 iterations
Discriminator Loss = -0.0851253196597
Generator_Loss: -0.322672694921
325
Level #0 Epoch #1 Batch #325
After 20 iterations
Discriminator Loss = -0.0130488583818
Generator_Loss: -0.345243036747
326
After 20 iterations
Discriminator Loss = 0.00669419765472
Generator_Loss: -0.30749475956
327
After 20 iterations
Discriminator Loss = 0.00567994685844
Generator_Loss: -0.299193769693
328
After 20 iterations
Discriminator Loss = -0.0576951615512
Generator_Loss: -0.297795444727
329
After 20 iterations
Discriminator Loss = -0.0315209776163
Generator_Loss: -0.264368802309
330
After 20 iterations
Discriminator Loss = -0.0658364892006
Generator_Loss: -0.251382052898
331
After 20 iterations
Discriminator Loss = -0.13411475718
Generator_Loss: -0.180303186178
332
After 20 iterations
Discriminator Loss = 0.0085074743256
Generator_Loss: -0.210546940565
333
After 20 iterations
Discriminator Loss = -0.0249383300543
Generator_Loss: -0.208384528756
334
After 20 iterations
Discriminator Loss = -0.050999995321
Generator_Loss: -0.215273231268
335
After 20 iterations
Discriminator Loss = -0.0471070148051
Generator_Loss: -0.229690521955
336
After 20 iterations
Discriminator Loss = -0.0441157333553
Generator_Loss: -0.20452876389
337
After 20 iterations
Discriminator Loss = -0.0721810758114
Generator_Loss: -0.203344970942
338
After 20 iterations
Discriminator Loss = -0.146340861917
Generator_Loss: -0.11946401
339
After 20 iterations
Discriminator Loss = -0.108577854931
Generator_Loss: -0.110650077462
340
After 20 iterations
Discriminator Loss = -0.0103153744712
Generator_Loss: -0.0561104565859
341
After 20 iterations
Discriminator Loss = -0.019450886175
Generator_Loss: -0.0208204817027
342
After 20 iterations
Discriminator Loss = -0.109483897686
Generator_Loss: 0.0299638919532
343
After 20 iterations
Discriminator Loss = -0.0443512946367
Generator_Loss: -0.0254104919732
344
After 20 iterations
Discriminator Loss = -0.100420609117
Generator_Loss: -0.00749671645463
345
After 20 iterations
Discriminator Loss = -0.0968183130026
Generator_Loss: -0.0666437894106
346
After 20 iterations
Discriminator Loss = -0.0807283222675
Generator_Loss: -0.153433203697
347
After 20 iterations
Discriminator Loss = -0.0665940195322
Generator_Loss: -0.11694534868
348
After 20 iterations
Discriminator Loss = -0.0849301815033
Generator_Loss: -0.121365912259
349
After 20 iterations
Discriminator Loss = -0.0106773814186
Generator_Loss: -0.130045816302
350
Level #0 Epoch #1 Batch #350
After 20 iterations
Discriminator Loss = -0.0598395913839
Generator_Loss: -0.0706729218364
351
After 20 iterations
Discriminator Loss = 0.0166852101684
Generator_Loss: -0.0928785055876
352
After 20 iterations
Discriminator Loss = -0.0475071556866
Generator_Loss: 0.0400169081986
353
After 20 iterations
Discriminator Loss = 0.0230875313282
Generator_Loss: 0.0444763675332
354
After 20 iterations
Discriminator Loss = 0.0182387772948
Generator_Loss: 0.171064317226
355
After 20 iterations
Discriminator Loss = 0.0875497236848
Generator_Loss: 0.155069857836
356
After 20 iterations
Discriminator Loss = -0.0445024631917
Generator_Loss: 0.142432972789
357
After 20 iterations
Discriminator Loss = -0.0311942473054
Generator_Loss: 0.196521669626
358
After 20 iterations
Discriminator Loss = -0.0819839686155
Generator_Loss: 0.200219228864
359
After 20 iterations
Discriminator Loss = -0.0334258675575
Generator_Loss: 0.178941711783
360
After 20 iterations
Discriminator Loss = -0.0506370030344
Generator_Loss: 0.200769484043
361
After 20 iterations
Discriminator Loss = -0.0344677530229
Generator_Loss: 0.165001347661
362
After 20 iterations
Discriminator Loss = -0.0610661059618
Generator_Loss: 0.145557448268
363
After 20 iterations
Discriminator Loss = -0.065155275166
Generator_Loss: 0.116932138801
364
After 20 iterations
Discriminator Loss = -0.0386121347547
Generator_Loss: 0.0828106477857
365
After 20 iterations
Discriminator Loss = -0.0915984660387
Generator_Loss: 0.0736809596419
366
After 20 iterations
Discriminator Loss = -0.0364169031382
Generator_Loss: -0.0175610557199
367
After 20 iterations
Discriminator Loss = -0.0326025821269
Generator_Loss: -0.0224624145776
368
After 20 iterations
Discriminator Loss = -0.100251764059
Generator_Loss: -0.0490755848587
369
After 20 iterations
Discriminator Loss = -0.0486922375858
Generator_Loss: -0.0818926692009
370
After 20 iterations
Discriminator Loss = -0.0340593345463
Generator_Loss: -0.126228794456
371
After 20 iterations
Discriminator Loss = -0.113145910203
Generator_Loss: -0.135984167457
372
After 20 iterations
Discriminator Loss = 0.0104871112853
Generator_Loss: -0.165480747819
373
After 20 iterations
Discriminator Loss = -0.0373197831213
Generator_Loss: -0.209310501814
374
After 20 iterations
Discriminator Loss = -0.0571986138821
Generator_Loss: -0.253654301167
375
Level #0 Epoch #1 Batch #375
After 20 iterations
Discriminator Loss = -0.0405491366982
Generator_Loss: -0.300024807453
376
After 20 iterations
Discriminator Loss = -0.0229438506067
Generator_Loss: -0.294879376888
377
After 20 iterations
Discriminator Loss = -0.0702768489718
Generator_Loss: -0.32842746377
378
After 20 iterations
Discriminator Loss = -0.0762311592698
Generator_Loss: -0.283489048481
379
After 20 iterations
Discriminator Loss = -0.015428069979
Generator_Loss: -0.290046840906
380
After 20 iterations
Discriminator Loss = -0.0521102100611
Generator_Loss: -0.282449990511
381
After 20 iterations
Discriminator Loss = -0.0577921159565
Generator_Loss: -0.309012711048
382
After 20 iterations
Discriminator Loss = -0.0248341914266
Generator_Loss: -0.327498912811
383
After 20 iterations
Discriminator Loss = -0.0647177547216
Generator_Loss: -0.294819772243
384
After 20 iterations
Discriminator Loss = -0.0392572768033
Generator_Loss: -0.252010583878
385
After 20 iterations
Discriminator Loss = -0.0100738378242
Generator_Loss: -0.208608269691
386
After 20 iterations
Discriminator Loss = -0.0267884228379
Generator_Loss: -0.182388946414
387
After 20 iterations
Discriminator Loss = -0.0583006963134
Generator_Loss: -0.101723529398
388
After 20 iterations
Discriminator Loss = -0.0592214688659
Generator_Loss: -0.0467068739235
389
After 20 iterations
Discriminator Loss = -0.0837156549096
Generator_Loss: 0.0181480273604
390
After 20 iterations
Discriminator Loss = -0.0996171757579
Generator_Loss: 0.0470389649272
391
After 20 iterations
Discriminator Loss = -0.089707672596
Generator_Loss: 0.0854316353798
392
After 20 iterations
Discriminator Loss = -0.080561555922
Generator_Loss: 0.0709028244019
393
After 20 iterations
Discriminator Loss = -0.0618793927133
Generator_Loss: 0.131155580282
394
After 20 iterations
Discriminator Loss = -0.0355844199657
Generator_Loss: 0.0877833813429
395
After 20 iterations
Discriminator Loss = -0.0177745893598
Generator_Loss: 0.0433402396739
396
After 20 iterations
Discriminator Loss = -0.0557014271617
Generator_Loss: 0.0110113779083
397
After 20 iterations
Discriminator Loss = -0.0999716073275
Generator_Loss: -0.0324307605624
398
After 20 iterations
Discriminator Loss = -0.0600793249905
Generator_Loss: -0.0421690270305
399
After 20 iterations
Discriminator Loss = -0.022734105587
Generator_Loss: -0.0642156675458
400
Level #0 Epoch #1 Batch #400
After 20 iterations
Discriminator Loss = -0.0865067839622
Generator_Loss: -0.0619762316346
401
After 20 iterations
Discriminator Loss = -0.0715123340487
Generator_Loss: -0.0675045475364
402
After 20 iterations
Discriminator Loss = -0.119491055608
Generator_Loss: -0.0999617576599
403
After 20 iterations
Discriminator Loss = 0.00107763172127
Generator_Loss: -0.107761651278
404
After 20 iterations
Discriminator Loss = -0.0713475197554
Generator_Loss: -0.0815222784877
405
After 20 iterations
Discriminator Loss = -0.0498472191393
Generator_Loss: -0.0357196889818
406
After 20 iterations
Discriminator Loss = -0.122880399227
Generator_Loss: -0.036035079509
407
After 20 iterations
Discriminator Loss = -0.11848090589
Generator_Loss: -0.00865669175982
408
After 20 iterations
Discriminator Loss = -0.133060336113
Generator_Loss: -0.0743335261941
409
After 20 iterations
Discriminator Loss = -0.0486364290118
Generator_Loss: -0.0850651487708
410
After 20 iterations
Discriminator Loss = -0.0483995079994
Generator_Loss: -0.141391217709
411
After 20 iterations
Discriminator Loss = -0.0459550470114
Generator_Loss: -0.233869984746
412
After 20 iterations
Discriminator Loss = -0.00664412276819
Generator_Loss: -0.220001116395
413
After 20 iterations
Discriminator Loss = -0.125812605023
Generator_Loss: -0.23817487061
414
After 20 iterations
Discriminator Loss = -0.0383189469576
Generator_Loss: -0.283570200205
415
After 20 iterations
Discriminator Loss = -0.0921098142862
Generator_Loss: -0.30059543252
416
After 20 iterations
Discriminator Loss = -0.0627995580435
Generator_Loss: -0.319321155548
417
After 20 iterations
Discriminator Loss = -0.0908466055989
Generator_Loss: -0.330688297749
418
After 20 iterations
Discriminator Loss = 0.0123317362741
Generator_Loss: -0.306933552027
419
After 20 iterations
Discriminator Loss = -0.0302446298301
Generator_Loss: -0.247489020228
420
After 20 iterations
Discriminator Loss = -0.115262873471
Generator_Loss: -0.233258202672
421
After 20 iterations
Discriminator Loss = -0.025665178895
Generator_Loss: -0.130399212241
422
After 20 iterations
Discriminator Loss = -0.0735624209046
Generator_Loss: -0.052755497396
423
After 20 iterations
Discriminator Loss = -0.0409669727087
Generator_Loss: -0.0298786144704
424
After 20 iterations
Discriminator Loss = -0.0748060643673
Generator_Loss: 0.00370273902081
425
Level #0 Epoch #1 Batch #425
After 20 iterations
Discriminator Loss = -0.0262007694691
Generator_Loss: 0.0333741717041
426
After 20 iterations
Discriminator Loss = -0.0999924764037
Generator_Loss: 0.0706716701388
427
After 20 iterations
Discriminator Loss = -0.113749362528
Generator_Loss: 0.0778292492032
428
After 20 iterations
Discriminator Loss = -0.0954574421048
Generator_Loss: 0.0427694097161
429
After 20 iterations
Discriminator Loss = -0.0736157745123
Generator_Loss: 0.0160432495177
430
After 20 iterations
Discriminator Loss = -0.0318306386471
Generator_Loss: -0.0714575201273
431
After 20 iterations
Discriminator Loss = -0.0484362877905
Generator_Loss: -0.151028290391
432
After 20 iterations
Discriminator Loss = -0.0146894678473
Generator_Loss: -0.219416156411
433
After 20 iterations
Discriminator Loss = 0.00529241375625
Generator_Loss: -0.272308498621
434
After 20 iterations
Discriminator Loss = -0.103961512446
Generator_Loss: -0.327890008688
435
After 20 iterations
Discriminator Loss = -0.0103768147528
Generator_Loss: -0.320569783449
436
After 20 iterations
Discriminator Loss = 0.0015288554132
Generator_Loss: -0.342358022928
437
After 20 iterations
Discriminator Loss = -0.0537930764258
Generator_Loss: -0.412346661091
438
After 20 iterations
Discriminator Loss = 0.028390634805
Generator_Loss: -0.38607648015
439
After 20 iterations
Discriminator Loss = 0.0146805420518
Generator_Loss: -0.406377285719
440
After 20 iterations
Discriminator Loss = 0.0316662378609
Generator_Loss: -0.406895846128
441
After 20 iterations
Discriminator Loss = -0.0135539025068
Generator_Loss: -0.274150371552
442
After 20 iterations
Discriminator Loss = 0.0188085455447
Generator_Loss: -0.262368738651
443
After 20 iterations
Discriminator Loss = -0.0210926998407
Generator_Loss: -0.198029652238
444
After 20 iterations
Discriminator Loss = -0.00118985061999
Generator_Loss: -0.150228053331
445
After 20 iterations
Discriminator Loss = -0.0781626552343
Generator_Loss: -0.228149443865
446
After 20 iterations
Discriminator Loss = 0.0105781303719
Generator_Loss: -0.254613310099
447
After 20 iterations
Discriminator Loss = -0.034505225718
Generator_Loss: -0.295368939638
448
After 20 iterations
Discriminator Loss = 0.00954177230597
Generator_Loss: -0.308318555355
449
After 20 iterations
Discriminator Loss = -0.0130886724219
Generator_Loss: -0.377326458693
450
Level #0 Epoch #1 Batch #450
After 20 iterations
Discriminator Loss = -0.0528369061649
Generator_Loss: -0.438386708498
451
After 20 iterations
Discriminator Loss = -0.0595069080591
Generator_Loss: -0.502563476562
452
After 20 iterations
Discriminator Loss = -0.0591992661357
Generator_Loss: -0.565762221813
453
After 20 iterations
Discriminator Loss = -0.0502831414342
Generator_Loss: -0.617559432983
454
After 20 iterations
Discriminator Loss = -0.0547820292413
Generator_Loss: -0.648011088371
455
After 20 iterations
Discriminator Loss = -0.120593354106
Generator_Loss: -0.692441940308
456
After 20 iterations
Discriminator Loss = -0.00757629889995
Generator_Loss: -0.62108528614
457
After 20 iterations
Discriminator Loss = -0.0876558125019
Generator_Loss: -0.589740276337
458
After 20 iterations
Discriminator Loss = -0.0481319054961
Generator_Loss: -0.56597840786
459
After 20 iterations
Discriminator Loss = -0.158001065254
Generator_Loss: -0.478214204311
460
After 20 iterations
Discriminator Loss = -0.105021744967
Generator_Loss: -0.379877537489
461
After 20 iterations
Discriminator Loss = -0.0949920043349
Generator_Loss: -0.29741230607
462
After 20 iterations
Discriminator Loss = -0.059002302587
Generator_Loss: -0.204071745276
463
After 20 iterations
Discriminator Loss = -0.0300871189684
Generator_Loss: -0.159885928035
464
After 20 iterations
Discriminator Loss = -0.0168986134231
Generator_Loss: -0.125634968281
465
After 20 iterations
Discriminator Loss = -0.102728515863
Generator_Loss: -0.109454073012
466
After 20 iterations
Discriminator Loss = -0.084914535284
Generator_Loss: -0.0486804619431
467
After 20 iterations
Discriminator Loss = -0.0309797246009
Generator_Loss: 0.0228751115501
468
After 20 iterations
Discriminator Loss = -0.042990103364
Generator_Loss: -0.0204516667873
469
After 20 iterations
Discriminator Loss = -0.101579263806
Generator_Loss: -0.0353380180895
470
After 20 iterations
Discriminator Loss = -0.0206228084862
Generator_Loss: 0.0105095999315
471
After 20 iterations
Discriminator Loss = -0.0485147833824
Generator_Loss: -0.00041772989789
472
After 20 iterations
Discriminator Loss = -0.0232503544539
Generator_Loss: -0.0188722088933
473
After 20 iterations
Discriminator Loss = -0.0740133449435
Generator_Loss: -0.0192818362266
474
After 20 iterations
Discriminator Loss = -0.0763598307967
Generator_Loss: -0.01276087109
475
Level #0 Epoch #1 Batch #475
After 20 iterations
Discriminator Loss = -0.00471930857748
Generator_Loss: 0.0284887589514
476
After 20 iterations
Discriminator Loss = -0.000464591110358
Generator_Loss: 0.0754337012768
477
After 20 iterations
Discriminator Loss = 0.0128340125084
Generator_Loss: 0.146009981632
478
After 20 iterations
Discriminator Loss = -0.0326024442911
Generator_Loss: 0.162462830544
479
After 20 iterations
Discriminator Loss = -0.0947309881449
Generator_Loss: 0.169564276934
480
After 20 iterations
Discriminator Loss = 0.0229541119188
Generator_Loss: 0.196995452046
481
After 20 iterations
Discriminator Loss = -0.00430594431236
Generator_Loss: 0.191337093711
482
After 20 iterations
Discriminator Loss = -0.0456405989826
Generator_Loss: 0.143185809255
483
After 20 iterations
Discriminator Loss = -0.0644243061543
Generator_Loss: 0.0579199232161
484
After 20 iterations
Discriminator Loss = -0.0336408577859
Generator_Loss: 0.00790140777826
485
After 20 iterations
Discriminator Loss = -0.0277073737234
Generator_Loss: -0.0932450443506
486
After 20 iterations
Discriminator Loss = -0.0770840495825
Generator_Loss: -0.146942988038
487
After 20 iterations
Discriminator Loss = -0.0916301310062
Generator_Loss: -0.220580890775
488
After 20 iterations
Discriminator Loss = -0.0695148706436
Generator_Loss: -0.262507379055
489
After 20 iterations
Discriminator Loss = -0.0764494910836
Generator_Loss: -0.312946766615
490
After 20 iterations
Discriminator Loss = -0.115082740784
Generator_Loss: -0.344725877047
491
After 20 iterations
Discriminator Loss = -0.138072058558
Generator_Loss: -0.35337471962
492
After 20 iterations
Discriminator Loss = -0.0743176713586
Generator_Loss: -0.363928705454
493
After 20 iterations
Discriminator Loss = -0.131635740399
Generator_Loss: -0.309383064508
494
After 20 iterations
Discriminator Loss = 0.002256057458
Generator_Loss: -0.279618293047
495
After 20 iterations
Discriminator Loss = -0.0600525289774
Generator_Loss: -0.28239902854
496
After 20 iterations
Discriminator Loss = -0.0318424515426
Generator_Loss: -0.235366731882
497
After 20 iterations
Discriminator Loss = -0.0767294019461
Generator_Loss: -0.252204239368
498
After 20 iterations
Discriminator Loss = -0.0241442844272
Generator_Loss: -0.215647086501
499
After 20 iterations
Discriminator Loss = 0.0313170179725
Generator_Loss: -0.232217282057
500
Level #0 Epoch #1 Batch #500
After 20 iterations
Discriminator Loss = -0.00275364005938
Generator_Loss: -0.273225486279
501
After 20 iterations
Discriminator Loss = 0.0426919199526
Generator_Loss: -0.256390482187
502
After 20 iterations
Discriminator Loss = -0.0252426955849
Generator_Loss: -0.267122238874
503
After 20 iterations
Discriminator Loss = -0.0610639713705
Generator_Loss: -0.267684847116
504
After 20 iterations
Discriminator Loss = -0.057813923806
Generator_Loss: -0.295726150274
505
After 20 iterations
Discriminator Loss = -0.033151499927
Generator_Loss: -0.236864760518
506
After 20 iterations
Discriminator Loss = -0.0233897212893
Generator_Loss: -0.230378329754
507
After 20 iterations
Discriminator Loss = 0.00771746831015
Generator_Loss: -0.202484428883
508
After 20 iterations
Discriminator Loss = -0.0262098126113
Generator_Loss: -0.158752411604
509
After 20 iterations
Discriminator Loss = -0.0026967136655
Generator_Loss: -0.0723441541195
510
After 20 iterations
Discriminator Loss = -0.0665932297707
Generator_Loss: 0.00691903522238
511
After 20 iterations
Discriminator Loss = -0.102374710143
Generator_Loss: 0.114539936185
512
After 20 iterations
Discriminator Loss = -0.101934805512
Generator_Loss: 0.165462613106
513
After 20 iterations
Discriminator Loss = -0.0894442871213
Generator_Loss: 0.191268309951
514
After 20 iterations
Discriminator Loss = -0.0422893241048
Generator_Loss: 0.220497921109
515
After 20 iterations
Discriminator Loss = -0.0676088407636
Generator_Loss: 0.153279930353
516
After 20 iterations
Discriminator Loss = -0.00715795112774
Generator_Loss: 0.10204949975
517
After 20 iterations
Discriminator Loss = -0.140945747495
Generator_Loss: 0.104532428086
518
After 20 iterations
Discriminator Loss = -0.0306520406157
Generator_Loss: 0.0707342922688
519
After 20 iterations
Discriminator Loss = -0.0796872898936
Generator_Loss: 0.0385772176087
520
After 20 iterations
Discriminator Loss = -0.102169632912
Generator_Loss: 0.00567504251376
521
After 20 iterations
Discriminator Loss = -0.0270293597132
Generator_Loss: -0.0943445712328
522
After 20 iterations
Discriminator Loss = -0.0760276019573
Generator_Loss: -0.149767518044
523
After 20 iterations
Discriminator Loss = -0.0503973700106
Generator_Loss: -0.181900411844
524
After 20 iterations
Discriminator Loss = -0.0574333108962
Generator_Loss: -0.284609884024
525
Level #0 Epoch #1 Batch #525
After 20 iterations
Discriminator Loss = -0.0388854444027
Generator_Loss: -0.21987272799
526
After 20 iterations
Discriminator Loss = 0.0290725994855
Generator_Loss: -0.199061512947
527
After 20 iterations
Discriminator Loss = -0.110396124423
Generator_Loss: -0.165205135942
528
After 20 iterations
Discriminator Loss = 0.0215894784778
Generator_Loss: -0.092865742743
529
After 20 iterations
Discriminator Loss = -0.058073155582
Generator_Loss: -0.0455954484642
530
After 20 iterations
Discriminator Loss = -0.0913761928678
Generator_Loss: 0.00123428949155
531
After 20 iterations
Discriminator Loss = 0.00507250940427
Generator_Loss: 0.00815816223621
532
After 20 iterations
Discriminator Loss = -0.0241174791008
Generator_Loss: 0.0499881245196
533
After 20 iterations
Discriminator Loss = -0.0691268891096
Generator_Loss: 0.0333933010697
534
After 20 iterations
Discriminator Loss = -0.0174499507993
Generator_Loss: 0.0116497166455
535
After 20 iterations
Discriminator Loss = 0.0321967713535
Generator_Loss: -0.00973651092499
536
After 20 iterations
Discriminator Loss = 0.00780019164085
Generator_Loss: -0.0405133925378
537
After 20 iterations
Discriminator Loss = -0.0677469149232
Generator_Loss: -0.0356853604317
538
After 20 iterations
Discriminator Loss = -0.0650625228882
Generator_Loss: -0.0816585421562
539
After 20 iterations
Discriminator Loss = -0.111536681652
Generator_Loss: -0.110145941377
540
After 20 iterations
Discriminator Loss = -0.130696445704
Generator_Loss: -0.162261962891
541
After 20 iterations
Discriminator Loss = 0.0228529851884
Generator_Loss: -0.195554614067
542
After 20 iterations
Discriminator Loss = -0.0142099633813
Generator_Loss: -0.188179209828
543
After 20 iterations
Discriminator Loss = -0.0335696302354
Generator_Loss: -0.12600286305
544
After 20 iterations
Discriminator Loss = -0.0418304614723
Generator_Loss: -0.0810231938958
545
After 20 iterations
Discriminator Loss = -0.0423195287585
Generator_Loss: -0.0199557486922
546
After 20 iterations
Discriminator Loss = -0.0624283365905
Generator_Loss: 0.0840451270342
547
After 20 iterations
Discriminator Loss = -0.0143434628844
Generator_Loss: 0.167302340269
548
After 20 iterations
Discriminator Loss = -0.0578448623419
Generator_Loss: 0.186586737633
549
After 20 iterations
Discriminator Loss = -0.0632314532995
Generator_Loss: 0.204588726163
550
Level #0 Epoch #1 Batch #550
After 20 iterations
Discriminator Loss = -0.0815025866032
Generator_Loss: 0.206013634801
551
After 20 iterations
Discriminator Loss = -0.109594382346
Generator_Loss: 0.217279240489
552
After 20 iterations
Discriminator Loss = 0.0160433724523
Generator_Loss: 0.135088205338
553
After 20 iterations
Discriminator Loss = 0.0023715721909
Generator_Loss: 0.0394979938865
554
After 20 iterations
Discriminator Loss = -0.0863712951541
Generator_Loss: -0.0248584058136
555
After 20 iterations
Discriminator Loss = -0.0273895263672
Generator_Loss: -0.070292532444
556
After 20 iterations
Discriminator Loss = -0.0740098655224
Generator_Loss: -0.142934992909
557
After 20 iterations
Discriminator Loss = -0.0475513748825
Generator_Loss: -0.180294290185
558
After 20 iterations
Discriminator Loss = -0.0778127610683
Generator_Loss: -0.188681602478
559
After 20 iterations
Discriminator Loss = -0.0424510985613
Generator_Loss: -0.181988433003
560
After 20 iterations
Discriminator Loss = 0.00380462012254
Generator_Loss: -0.21439653635
561
After 20 iterations
Discriminator Loss = -0.0468726158142
Generator_Loss: -0.171863898635
562
After 20 iterations
Discriminator Loss = -0.0585920512676
Generator_Loss: -0.121906712651
563
After 20 iterations
Discriminator Loss = -0.0728678777814
Generator_Loss: -0.114360690117
564
After 20 iterations
Discriminator Loss = -0.0733278915286
Generator_Loss: -0.0473605878651
565
After 20 iterations
Discriminator Loss = -0.0354793779552
Generator_Loss: 0.0139761287719
566
After 20 iterations
Discriminator Loss = -0.10889339447
Generator_Loss: 0.096966996789
567
After 20 iterations
Discriminator Loss = -0.0855401083827
Generator_Loss: 0.122126251459
568
After 20 iterations
Discriminator Loss = -0.0220336094499
Generator_Loss: 0.207850590348
569
After 20 iterations
Discriminator Loss = -0.0637858137488
Generator_Loss: 0.249111577868
570
After 20 iterations
Discriminator Loss = -0.0118205407634
Generator_Loss: 0.311101764441
571
After 20 iterations
Discriminator Loss = -0.119434937835
Generator_Loss: 0.358153879642
572
After 20 iterations
Discriminator Loss = -0.0100412527099
Generator_Loss: 0.40369412303
573
After 20 iterations
Discriminator Loss = -0.163679301739
Generator_Loss: 0.430527627468
574
After 20 iterations
Discriminator Loss = -0.0393901802599
Generator_Loss: 0.411120444536
575
Level #0 Epoch #1 Batch #575
After 20 iterations
Discriminator Loss = -0.0212967600673
Generator_Loss: 0.399412453175
576
After 20 iterations
Discriminator Loss = -0.0978718400002
Generator_Loss: 0.371660917997
577
After 20 iterations
Discriminator Loss = -0.0429238714278
Generator_Loss: 0.319570451975
578
After 20 iterations
Discriminator Loss = -0.0648009032011
Generator_Loss: 0.234779894352
579
After 20 iterations
Discriminator Loss = -0.0645241215825
Generator_Loss: 0.154244631529
580
After 20 iterations
Discriminator Loss = 0.0471725128591
Generator_Loss: 0.0723780840635
581
After 20 iterations
Discriminator Loss = 0.0116344923154
Generator_Loss: 0.0170192606747
582
After 20 iterations
Discriminator Loss = -0.0580347031355
Generator_Loss: -0.0133478455245
583
After 20 iterations
Discriminator Loss = -0.0176111999899
Generator_Loss: 0.00366902630776
584
After 20 iterations
Discriminator Loss = -0.061288330704
Generator_Loss: -0.020726731047
585
After 20 iterations
Discriminator Loss = 0.0165912415832
Generator_Loss: -0.019105700776
586
After 20 iterations
Discriminator Loss = 0.00539249693975
Generator_Loss: -0.0280414428562
587
After 20 iterations
Discriminator Loss = -0.0674020051956
Generator_Loss: 0.0218274760991
588
After 20 iterations
Discriminator Loss = -0.0356606133282
Generator_Loss: 0.0234693083912
589
After 20 iterations
Discriminator Loss = -0.100995108485
Generator_Loss: 0.0779070854187
590
After 20 iterations
Discriminator Loss = -0.0257066786289
Generator_Loss: 0.118173003197
591
After 20 iterations
Discriminator Loss = -0.0979363694787
Generator_Loss: 0.181169956923
592
After 20 iterations
Discriminator Loss = -0.0469887703657
Generator_Loss: 0.194625511765
593
After 20 iterations
Discriminator Loss = -0.0468216128647
Generator_Loss: 0.199755117297
594
After 20 iterations
Discriminator Loss = -0.142356947064
Generator_Loss: 0.20615889132
595
After 20 iterations
Discriminator Loss = -0.0734101161361
Generator_Loss: 0.151809796691
596
After 20 iterations
Discriminator Loss = -0.0675182044506
Generator_Loss: 0.106819219887
597
After 20 iterations
Discriminator Loss = -0.136096283793
Generator_Loss: 0.0451079159975
598
After 20 iterations
Discriminator Loss = -0.0918230861425
Generator_Loss: 0.0383577011526
599
After 20 iterations
Discriminator Loss = -0.0236398801208
Generator_Loss: 0.00404061377048
600
Level #0 Epoch #1 Batch #600
After 20 iterations
Discriminator Loss = -0.0818484202027
Generator_Loss: -0.0208136159927
601
After 20 iterations
Discriminator Loss = -0.101146124303
Generator_Loss: -0.0656104311347
602
After 20 iterations
Discriminator Loss = -0.0397853031754
Generator_Loss: -0.105857349932
603
After 20 iterations
Discriminator Loss = -0.0226922426373
Generator_Loss: -0.144709527493
604
After 20 iterations
Discriminator Loss = -0.0190756134689
Generator_Loss: -0.160808935761
605
After 20 iterations
Discriminator Loss = -0.0815589502454
Generator_Loss: -0.186859697104
606
After 20 iterations
Discriminator Loss = -0.130007043481
Generator_Loss: -0.163495108485
607
After 20 iterations
Discriminator Loss = -0.157512754202
Generator_Loss: -0.0920587331057
608
After 20 iterations
Discriminator Loss = 0.00560959940776
Generator_Loss: -0.0846451222897
609
After 20 iterations
Discriminator Loss = -0.0703202188015
Generator_Loss: -0.039997138083
610
After 20 iterations
Discriminator Loss = -0.0704323351383
Generator_Loss: 0.0103432517499
611
After 20 iterations
Discriminator Loss = -0.0858881622553
Generator_Loss: 0.0725320875645
612
After 20 iterations
Discriminator Loss = -0.123916924
Generator_Loss: 0.157913148403
613
After 20 iterations
Discriminator Loss = -0.0463850721717
Generator_Loss: 0.239071398973
614
After 20 iterations
Discriminator Loss = -0.073121778667
Generator_Loss: 0.288141399622
615
After 20 iterations
Discriminator Loss = -0.131184026599
Generator_Loss: 0.355081737041
616
After 20 iterations
Discriminator Loss = -0.0126406708732
Generator_Loss: 0.363183528185
617
After 20 iterations
Discriminator Loss = -0.0821557417512
Generator_Loss: 0.317953050137
618
After 20 iterations
Discriminator Loss = -0.0712924525142
Generator_Loss: 0.312813967466
619
After 20 iterations
Discriminator Loss = 0.037033457309
Generator_Loss: 0.281767994165
620
After 20 iterations
Discriminator Loss = -0.0785632804036
Generator_Loss: 0.234117344022
621
After 20 iterations
Discriminator Loss = -0.057548776269
Generator_Loss: 0.175688490272
622
After 20 iterations
Discriminator Loss = -0.0916360020638
Generator_Loss: 0.154770463705
623
After 20 iterations
Discriminator Loss = -0.0494215711951
Generator_Loss: 0.0678393915296
624
After 20 iterations
Discriminator Loss = -0.102248907089
Generator_Loss: -0.0158553868532
625
Level #0 Epoch #1 Batch #625
After 20 iterations
Discriminator Loss = -0.0385445207357
Generator_Loss: -0.0683672651649
626
After 20 iterations
Discriminator Loss = -0.0608256272972
Generator_Loss: -0.15018633008
627
After 20 iterations
Discriminator Loss = -0.0204255227
Generator_Loss: -0.192213773727
628
After 20 iterations
Discriminator Loss = -0.00916568655521
Generator_Loss: -0.168977737427
629
After 20 iterations
Discriminator Loss = -0.0476466268301
Generator_Loss: -0.192299127579
630
After 20 iterations
Discriminator Loss = -0.0380505248904
Generator_Loss: -0.154555588961
631
After 20 iterations
Discriminator Loss = -0.0460726171732
Generator_Loss: -0.113366149366
632
After 20 iterations
Discriminator Loss = -0.0178871229291
Generator_Loss: -0.0584347061813
633
After 20 iterations
Discriminator Loss = -0.00757726980373
Generator_Loss: 0.00794556736946
634
After 20 iterations
Discriminator Loss = 0.02819265984
Generator_Loss: 0.0657583773136
635
After 20 iterations
Discriminator Loss = -0.0728854835033
Generator_Loss: 0.113087162375
636
After 20 iterations
Discriminator Loss = -0.0848396942019
Generator_Loss: 0.0976284891367
637
After 20 iterations
Discriminator Loss = -0.074173361063
Generator_Loss: 0.111736550927
638
After 20 iterations
Discriminator Loss = 0.0134532991797
Generator_Loss: 0.129459768534
639
After 20 iterations
Discriminator Loss = 0.0546405538917
Generator_Loss: 0.0688870102167
640
After 20 iterations
Discriminator Loss = -0.0638294667006
Generator_Loss: 0.0200893394649
641
After 20 iterations
Discriminator Loss = 0.00956417992711
Generator_Loss: -0.00829954631627
642
After 20 iterations
Discriminator Loss = -0.0508371442556
Generator_Loss: -0.0214189216495
643
After 20 iterations
Discriminator Loss = -0.0736494213343
Generator_Loss: -0.0477192811668
644
After 20 iterations
Discriminator Loss = -0.111007384956
Generator_Loss: -0.0567580349743
645
After 20 iterations
Discriminator Loss = -0.0433088131249
Generator_Loss: -0.101976171136
646
After 20 iterations
Discriminator Loss = -0.042832557112
Generator_Loss: -0.11042021215
647
After 20 iterations
Discriminator Loss = -0.114844202995
Generator_Loss: -0.138301461935
648
After 20 iterations
Discriminator Loss = -0.0304769389331
Generator_Loss: -0.194619685411
649
After 20 iterations
Discriminator Loss = -0.0377103053033
Generator_Loss: -0.244884863496
650
Level #0 Epoch #1 Batch #650
After 20 iterations
Discriminator Loss = -0.0138292405754
Generator_Loss: -0.278403192759
651
After 20 iterations
Discriminator Loss = -0.0462359860539
Generator_Loss: -0.331276625395
652
After 20 iterations
Discriminator Loss = 0.0712323859334
Generator_Loss: -0.268718034029
653
After 20 iterations
Discriminator Loss = -0.0359060540795
Generator_Loss: -0.25245603919
654
After 20 iterations
Discriminator Loss = 0.0148675516248
Generator_Loss: -0.188290908933
655
After 20 iterations
Discriminator Loss = -0.0743966847658
Generator_Loss: -0.193480029702
656
After 20 iterations
Discriminator Loss = -0.0137888239697
Generator_Loss: -0.180212780833
657
After 20 iterations
Discriminator Loss = -0.116741530597
Generator_Loss: -0.20348970592
658
After 20 iterations
Discriminator Loss = -0.00647448794916
Generator_Loss: -0.184341669083
659
After 20 iterations
Discriminator Loss = -0.0879509150982
Generator_Loss: -0.219818070531
660
After 20 iterations
Discriminator Loss = -0.0156311765313
Generator_Loss: -0.281639009714
661
After 20 iterations
Discriminator Loss = -0.0368605852127
Generator_Loss: -0.31251630187
662
After 20 iterations
Discriminator Loss = 0.000990036176518
Generator_Loss: -0.383210450411
663
After 20 iterations
Discriminator Loss = -0.070780351758
Generator_Loss: -0.409842699766
664
After 20 iterations
Discriminator Loss = -0.0430355854332
Generator_Loss: -0.439772337675
665
After 20 iterations
Discriminator Loss = -0.0367176346481
Generator_Loss: -0.429362118244
666
After 20 iterations
Discriminator Loss = -0.0420358330011
Generator_Loss: -0.481440216303
667
After 20 iterations
Discriminator Loss = -0.0129358358681
Generator_Loss: -0.471196085215
668
After 20 iterations
Discriminator Loss = -0.0271694827825
Generator_Loss: -0.511300444603
669
After 20 iterations
Discriminator Loss = -0.0170333012938
Generator_Loss: -0.49523806572
670
After 20 iterations
Discriminator Loss = 0.0303220264614
Generator_Loss: -0.449614733458
671
After 20 iterations
Discriminator Loss = -0.104266673326
Generator_Loss: -0.386718600988
672
After 20 iterations
Discriminator Loss = -0.0483101978898
Generator_Loss: -0.359097927809
673
After 20 iterations
Discriminator Loss = -0.0755690559745
Generator_Loss: -0.280552893877
674
After 20 iterations
Discriminator Loss = -0.131098493934
Generator_Loss: -0.220913916826
675
Level #0 Epoch #1 Batch #675
After 20 iterations
Discriminator Loss = -0.13944734633
Generator_Loss: -0.174082249403
676
After 20 iterations
Discriminator Loss = -0.0262550003827
Generator_Loss: -0.18364854157
677
After 20 iterations
Discriminator Loss = -0.0657346397638
Generator_Loss: -0.143106728792
678
After 20 iterations
Discriminator Loss = 0.0234924163669
Generator_Loss: -0.154140770435
679
After 20 iterations
Discriminator Loss = 0.003516291501
Generator_Loss: -0.127491921186
680
After 20 iterations
Discriminator Loss = -0.12794855237
Generator_Loss: -0.0914910957217
681
After 20 iterations
Discriminator Loss = 0.0156310517341
Generator_Loss: -0.0781279876828
682
After 20 iterations
Discriminator Loss = -0.0329483486712
Generator_Loss: -0.0528564490378
683
After 20 iterations
Discriminator Loss = -0.00287320837379
Generator_Loss: -0.0807466059923
684
After 20 iterations
Discriminator Loss = -0.0796052068472
Generator_Loss: -0.0468925721943
685
After 20 iterations
Discriminator Loss = -0.0561076886952
Generator_Loss: -0.0633875951171
686
After 20 iterations
Discriminator Loss = -0.000438239832874
Generator_Loss: -0.0294958595186
687
After 20 iterations
Discriminator Loss = -0.0732819885015
Generator_Loss: 0.0228134579957
688
After 20 iterations
Discriminator Loss = -0.0281920209527
Generator_Loss: -0.0601329803467
689
After 20 iterations
Discriminator Loss = -0.0128919100389
Generator_Loss: -0.0158127304167
690
After 20 iterations
Discriminator Loss = -0.0625222995877
Generator_Loss: -0.0299103688449
691
After 20 iterations
Discriminator Loss = -0.0490667149425
Generator_Loss: -0.0323292352259
692
After 20 iterations
Discriminator Loss = -0.0604472011328
Generator_Loss: 0.0102107012644
693
After 20 iterations
Discriminator Loss = -0.0518847741187
Generator_Loss: -0.00199838425033
694
After 20 iterations
Discriminator Loss = -0.066761367023
Generator_Loss: -0.078170709312
695
After 20 iterations
Discriminator Loss = 0.00862235482782
Generator_Loss: -0.0500015206635
696
After 20 iterations
Discriminator Loss = -0.0115837808698
Generator_Loss: -0.0770168602467
697
After 20 iterations
Discriminator Loss = 0.0219237823039
Generator_Loss: -0.107540272176
698
After 20 iterations
Discriminator Loss = 0.0378519631922
Generator_Loss: -0.144110113382
699
After 20 iterations
Discriminator Loss = -0.107688978314
Generator_Loss: -0.1931309551
700
Level #0 Epoch #1 Batch #700
After 20 iterations
Discriminator Loss = -0.0475253909826
Generator_Loss: -0.279242753983
701
After 20 iterations
Discriminator Loss = -0.0844930484891
Generator_Loss: -0.317271709442
702
After 20 iterations
Discriminator Loss = -0.0232243463397
Generator_Loss: -0.351363569498
703
After 20 iterations
Discriminator Loss = -0.0123464213684
Generator_Loss: -0.37612220645
704
After 20 iterations
Discriminator Loss = -0.15313307941
Generator_Loss: -0.389220416546
705
After 20 iterations
Discriminator Loss = -0.120438054204
Generator_Loss: -0.317716866732
706
After 20 iterations
Discriminator Loss = -0.0804991945624
Generator_Loss: -0.265646100044
707
After 20 iterations
Discriminator Loss = -0.115593641996
Generator_Loss: -0.314126312733
708
After 20 iterations
Discriminator Loss = -0.0862722545862
Generator_Loss: -0.267548799515
709
After 20 iterations
Discriminator Loss = -0.0463995374739
Generator_Loss: -0.239907726645
710
After 20 iterations
Discriminator Loss = -0.131988734007
Generator_Loss: -0.230005800724
711
After 20 iterations
Discriminator Loss = -0.116689436138
Generator_Loss: -0.179496198893
712
After 20 iterations
Discriminator Loss = -0.0748247802258
Generator_Loss: -0.076997846365
713
After 20 iterations
Discriminator Loss = -0.0796139314771
Generator_Loss: -0.0933914408088
714
After 20 iterations
Discriminator Loss = -0.105448126793
Generator_Loss: -0.100177168846
715
After 20 iterations
Discriminator Loss = -0.0496639311314
Generator_Loss: -0.087840795517
716
After 20 iterations
Discriminator Loss = -0.0660018697381
Generator_Loss: -0.0814196392894
717
After 20 iterations
Discriminator Loss = -0.0778762996197
Generator_Loss: -0.158505439758
718
After 20 iterations
Discriminator Loss = -0.0311329253018
Generator_Loss: -0.157991155982
719
After 20 iterations
Discriminator Loss = -0.0765973925591
Generator_Loss: -0.231444686651
720
After 20 iterations
Discriminator Loss = -0.0742043852806
Generator_Loss: -0.273694455624
721
After 20 iterations
Discriminator Loss = -0.13322801888
Generator_Loss: -0.269916445017
722
After 20 iterations
Discriminator Loss = -0.0916935428977
Generator_Loss: -0.30869564414
723
After 20 iterations
Discriminator Loss = -0.0325459204614
Generator_Loss: -0.345362454653
724
After 20 iterations
Discriminator Loss = -0.0299130249768
Generator_Loss: -0.385855019093
725
Level #0 Epoch #1 Batch #725
After 20 iterations
Discriminator Loss = -0.0310787875205
Generator_Loss: -0.391973316669
726
After 20 iterations
Discriminator Loss = -0.0576688349247
Generator_Loss: -0.374588429928
727
After 20 iterations
Discriminator Loss = 0.0755571722984
Generator_Loss: -0.345963865519
728
After 20 iterations
Discriminator Loss = -0.0655449032784
Generator_Loss: -0.315932273865
729
After 20 iterations
Discriminator Loss = -0.00649962294847
Generator_Loss: -0.228978946805
730
After 20 iterations
Discriminator Loss = -0.0514967516065
Generator_Loss: -0.167554631829
731
After 20 iterations
Discriminator Loss = 0.00110973021947
Generator_Loss: -0.0870386213064
732
After 20 iterations
Discriminator Loss = -0.0103595424443
Generator_Loss: -0.0186354052275
733
After 20 iterations
Discriminator Loss = -0.117690518498
Generator_Loss: 0.120364874601
734
After 20 iterations
Discriminator Loss = -0.0988935008645
Generator_Loss: 0.151689603925
735
After 20 iterations
Discriminator Loss = -0.0220254119486
Generator_Loss: 0.175506487489
736
After 20 iterations
Discriminator Loss = -0.104966595769
Generator_Loss: 0.170526340604
737
After 20 iterations
Discriminator Loss = -0.0146134207025
Generator_Loss: 0.200755164027
738
After 20 iterations
Discriminator Loss = -0.0630487799644
Generator_Loss: 0.133029192686
739
After 20 iterations
Discriminator Loss = -0.100266709924
Generator_Loss: 0.136760726571
740
After 20 iterations
Discriminator Loss = -0.0746556743979
Generator_Loss: 0.107350364327
741
After 20 iterations
Discriminator Loss = -0.0276698619127
Generator_Loss: 0.0321745052934
742
After 20 iterations
Discriminator Loss = -0.0324382968247
Generator_Loss: 0.0238196440041
743
After 20 iterations
Discriminator Loss = 0.064010322094
Generator_Loss: -0.0355377607048
744
After 20 iterations
Discriminator Loss = 0.0361510924995
Generator_Loss: -0.0707896649837
745
After 20 iterations
Discriminator Loss = -0.0789779499173
Generator_Loss: -0.127223223448
746
After 20 iterations
Discriminator Loss = 0.0886106565595
Generator_Loss: -0.147246718407
747
After 20 iterations
Discriminator Loss = 0.0889455676079
Generator_Loss: -0.195441409945
748
After 20 iterations
Discriminator Loss = 0.0230816341937
Generator_Loss: -0.223773151636
749
After 20 iterations
Discriminator Loss = 0.0431396923959
Generator_Loss: -0.19689412415
750
Level #0 Epoch #1 Batch #750
After 20 iterations
Discriminator Loss = 0.0449491031468
Generator_Loss: -0.157810717821
751
After 20 iterations
Discriminator Loss = 0.00244371686131
Generator_Loss: -0.179304078221
752
After 20 iterations
Discriminator Loss = -0.0508753433824
Generator_Loss: -0.135887399316
753
After 20 iterations
Discriminator Loss = -0.0702436119318
Generator_Loss: -0.0415980406106
754
After 20 iterations
Discriminator Loss = -0.0778719484806
Generator_Loss: -0.00615570321679
755
After 20 iterations
Discriminator Loss = -0.0546581298113
Generator_Loss: 0.00609835796058
756
After 20 iterations
Discriminator Loss = -0.0909720212221
Generator_Loss: 0.0520805642009
757
After 20 iterations
Discriminator Loss = -0.0922281146049
Generator_Loss: 0.0199727751315
758
After 20 iterations
Discriminator Loss = -0.0513335540891
Generator_Loss: -0.0100154038519
759
After 20 iterations
Discriminator Loss = -0.0640914291143
Generator_Loss: -0.0612213052809
760
After 20 iterations
Discriminator Loss = -0.0125352768227
Generator_Loss: -0.162937998772
761
After 20 iterations
Discriminator Loss = 0.0487728193402
Generator_Loss: -0.245777904987
762
After 20 iterations
Discriminator Loss = -0.0590703971684
Generator_Loss: -0.288033515215
763
After 20 iterations
Discriminator Loss = -0.0454379953444
Generator_Loss: -0.324037671089
764
After 20 iterations
Discriminator Loss = -0.0465663485229
Generator_Loss: -0.330922842026
765
After 20 iterations
Discriminator Loss = -0.022297212854
Generator_Loss: -0.30934804678
766
After 20 iterations
Discriminator Loss = -0.0220145732164
Generator_Loss: -0.332851201296
767
After 20 iterations
Discriminator Loss = -0.0600898191333
Generator_Loss: -0.373989105225
768
After 20 iterations
Discriminator Loss = -0.0910995006561
Generator_Loss: -0.423693269491
769
After 20 iterations
Discriminator Loss = -0.0422252044082
Generator_Loss: -0.351257920265
770
After 20 iterations
Discriminator Loss = -0.0817979052663
Generator_Loss: -0.317860811949
771
After 20 iterations
Discriminator Loss = -0.0317598320544
Generator_Loss: -0.338917255402
772
After 20 iterations
Discriminator Loss = -0.0836633741856
Generator_Loss: -0.335138618946
773
After 20 iterations
Discriminator Loss = -0.0614576414227
Generator_Loss: -0.323947131634
774
After 20 iterations
Discriminator Loss = 5.52936180611e-05
Generator_Loss: -0.269315868616
775
Level #0 Epoch #1 Batch #775
After 20 iterations
Discriminator Loss = -0.0502464175224
Generator_Loss: -0.300837278366
776
After 20 iterations
Discriminator Loss = -0.00451432773843
Generator_Loss: -0.256744772196
777
After 20 iterations
Discriminator Loss = -0.0333796031773
Generator_Loss: -0.175183042884
778
After 20 iterations
Discriminator Loss = -0.0201031919569
Generator_Loss: -0.171187222004
779
After 20 iterations
Discriminator Loss = -0.042087726295
Generator_Loss: -0.0520656220615
780
After 20 iterations
Discriminator Loss = 0.0150930574164
Generator_Loss: -0.00288269552402
781
Epoch #2
After 20 iterations
Discriminator Loss = -0.0979515835643
Generator_Loss: 0.0724835991859
2
After 20 iterations
Discriminator Loss = -0.0458893962204
Generator_Loss: 0.0910020396113
3
After 20 iterations
Discriminator Loss = -0.0823843702674
Generator_Loss: 0.12848611176
4
After 20 iterations
Discriminator Loss = -0.0723026841879
Generator_Loss: 0.145050063729
5
After 20 iterations
Discriminator Loss = -0.13519346714
Generator_Loss: 0.184209465981
6
After 20 iterations
Discriminator Loss = 0.0187867488712
Generator_Loss: 0.120706506073
7
After 20 iterations
Discriminator Loss = -0.163864135742
Generator_Loss: 0.0519906878471
8
After 20 iterations
Discriminator Loss = -0.0971484482288
Generator_Loss: 0.00354918045923
9
After 20 iterations
Discriminator Loss = 0.00697455182672
Generator_Loss: -0.131362915039
10
After 20 iterations
Discriminator Loss = -0.0521296262741
Generator_Loss: -0.169059514999
11
After 20 iterations
Discriminator Loss = -0.0341046378016
Generator_Loss: -0.247194081545
12
After 20 iterations
Discriminator Loss = -0.00599621562287
Generator_Loss: -0.286489784718
13
After 20 iterations
Discriminator Loss = 0.0661540850997
Generator_Loss: -0.282971739769
14
After 20 iterations
Discriminator Loss = 0.0114164371043
Generator_Loss: -0.25418689847
15
After 20 iterations
Discriminator Loss = -0.0178112816066
Generator_Loss: -0.191392600536
16
After 20 iterations
Discriminator Loss = 0.00809131842107
Generator_Loss: -0.135621741414
17
After 20 iterations
Discriminator Loss = -0.0592232048512
Generator_Loss: -0.128884613514
18
After 20 iterations
Discriminator Loss = -0.0345255099237
Generator_Loss: -0.0681228786707
19
After 20 iterations
Discriminator Loss = -0.120335757732
Generator_Loss: -0.0249107573181
20
After 20 iterations
Discriminator Loss = -0.069830365479
Generator_Loss: 0.0322968550026
21
After 20 iterations
Discriminator Loss = -0.079621732235
Generator_Loss: 0.00331412046216
22
After 20 iterations
Discriminator Loss = -0.0970851108432
Generator_Loss: 0.0101262293756
23
After 20 iterations
Discriminator Loss = -0.059555772692
Generator_Loss: -5.11265170644e-05
24
After 20 iterations
Discriminator Loss = -0.118879571557
Generator_Loss: -0.0165629275143
25
Level #0 Epoch #2 Batch #25
After 20 iterations
Discriminator Loss = -0.0497179552913
Generator_Loss: -0.071634978056
26
After 20 iterations
Discriminator Loss = -0.0375928133726
Generator_Loss: -0.1002940014
27
After 20 iterations
Discriminator Loss = -0.0340789780021
Generator_Loss: -0.142770677805
28
After 20 iterations
Discriminator Loss = -0.0417524427176
Generator_Loss: -0.191937476397
29
After 20 iterations
Discriminator Loss = -0.0395474210382
Generator_Loss: -0.211760744452
30
After 20 iterations
Discriminator Loss = 0.0215439982712
Generator_Loss: -0.226783543825
31
After 20 iterations
Discriminator Loss = -0.0191243328154
Generator_Loss: -0.24633026123
32
After 20 iterations
Discriminator Loss = -0.0051212371327
Generator_Loss: -0.254953056574
33
After 20 iterations
Discriminator Loss = 0.0355862677097
Generator_Loss: -0.217865943909
34
After 20 iterations
Discriminator Loss = -0.0634936392307
Generator_Loss: -0.185320883989
35
After 20 iterations
Discriminator Loss = -0.100816547871
Generator_Loss: -0.0713979899883
36
After 20 iterations
Discriminator Loss = -0.0216062758118
Generator_Loss: -0.105104930699
37
After 20 iterations
Discriminator Loss = -0.0476026311517
Generator_Loss: -0.0672469362617
38
After 20 iterations
Discriminator Loss = -0.0978714674711
Generator_Loss: 0.0368223935366
39
After 20 iterations
Discriminator Loss = -0.0137479072437
Generator_Loss: 0.101938501
40
After 20 iterations
Discriminator Loss = -0.117177039385
Generator_Loss: 0.165579915047
41
After 20 iterations
Discriminator Loss = -0.132908165455
Generator_Loss: 0.199016883969
42
After 20 iterations
Discriminator Loss = 0.0692593306303
Generator_Loss: 0.133789747953
43
After 20 iterations
Discriminator Loss = -0.0116047002375
Generator_Loss: 0.17811460793
44
After 20 iterations
Discriminator Loss = -0.0620762296021
Generator_Loss: 0.112410336733
45
After 20 iterations
Discriminator Loss = -0.0880963206291
Generator_Loss: 0.0401091948152
46
After 20 iterations
Discriminator Loss = 0.0914798229933
Generator_Loss: -0.0339890606701
47
After 20 iterations
Discriminator Loss = 0.0320380330086
Generator_Loss: -0.0613720417023
48
After 20 iterations
Discriminator Loss = -0.0400728583336
Generator_Loss: -0.145457342267
49
After 20 iterations
Discriminator Loss = -0.0179310962558
Generator_Loss: -0.14050373435
50
Level #0 Epoch #2 Batch #50
After 20 iterations
Discriminator Loss = -0.0438746288419
Generator_Loss: -0.163431823254
51
After 20 iterations
Discriminator Loss = -0.103723980486
Generator_Loss: -0.200075462461
52
After 20 iterations
Discriminator Loss = -0.0861646607518
Generator_Loss: -0.276241183281
53
After 20 iterations
Discriminator Loss = -0.090199790895
Generator_Loss: -0.310514986515
54
After 20 iterations
Discriminator Loss = -0.036589499563
Generator_Loss: -0.355414479971
55
After 20 iterations
Discriminator Loss = -0.0466454327106
Generator_Loss: -0.437282711267
56
After 20 iterations
Discriminator Loss = -0.115190856159
Generator_Loss: -0.420435547829
57
After 20 iterations
Discriminator Loss = -0.0350415892899
Generator_Loss: -0.465861737728
58
After 20 iterations
Discriminator Loss = 0.0170410498977
Generator_Loss: -0.428276479244
59
After 20 iterations
Discriminator Loss = 0.0333768203855
Generator_Loss: -0.338333517313
60
After 20 iterations
Discriminator Loss = -0.0284982696176
Generator_Loss: -0.325685679913
61
After 20 iterations
Discriminator Loss = -0.0511355884373
Generator_Loss: -0.26430028677
62
After 20 iterations
Discriminator Loss = -0.0155310994014
Generator_Loss: -0.273433089256
63
After 20 iterations
Discriminator Loss = -0.0604953318834
Generator_Loss: -0.193995416164
64
After 20 iterations
Discriminator Loss = -0.0738043114543
Generator_Loss: -0.126818850636
65
After 20 iterations
Discriminator Loss = -0.0755470022559
Generator_Loss: -0.102636523545
66
After 20 iterations
Discriminator Loss = -0.075599975884
Generator_Loss: -0.0566119737923
67
After 20 iterations
Discriminator Loss = -0.126716926694
Generator_Loss: -0.0513795465231
68
After 20 iterations
Discriminator Loss = -0.0495871417224
Generator_Loss: -0.00990109890699
69
After 20 iterations
Discriminator Loss = -0.128421738744
Generator_Loss: -0.00489938119426
70
After 20 iterations
Discriminator Loss = -0.129372194409
Generator_Loss: 0.00632883841172
71
After 20 iterations
Discriminator Loss = -0.137046128511
Generator_Loss: 0.0160543732345
72
After 20 iterations
Discriminator Loss = -0.141729697585
Generator_Loss: -0.0303236730397
73
After 20 iterations
Discriminator Loss = -0.00880753714591
Generator_Loss: -0.0307629760355
74
After 20 iterations
Discriminator Loss = -0.0699024572968
Generator_Loss: -0.0735506936908
75
Level #0 Epoch #2 Batch #75
After 20 iterations
Discriminator Loss = -0.0336078070104
Generator_Loss: -0.100180067122
76
After 20 iterations
Discriminator Loss = 0.0218838434666
Generator_Loss: -0.0951335281134
77
After 20 iterations
Discriminator Loss = -0.110498659313
Generator_Loss: -0.0818759202957
78
After 20 iterations
Discriminator Loss = 0.0361860729754
Generator_Loss: -0.106860876083
79
After 20 iterations
Discriminator Loss = -0.0141223426908
Generator_Loss: -0.108005277812
80
After 20 iterations
Discriminator Loss = -0.05140145123
Generator_Loss: -0.0466364510357
81
After 20 iterations
Discriminator Loss = -0.06863129884
Generator_Loss: 0.0187221691012
82
After 20 iterations
Discriminator Loss = -0.0291910078377
Generator_Loss: 0.116284973919
83
After 20 iterations
Discriminator Loss = -0.118612475693
Generator_Loss: 0.153104439378
84
After 20 iterations
Discriminator Loss = -0.112482897937
Generator_Loss: 0.202641248703
85
After 20 iterations
Discriminator Loss = -0.0480802170932
Generator_Loss: 0.217900559306
86
After 20 iterations
Discriminator Loss = -0.0433739461005
Generator_Loss: 0.268147975206
87
After 20 iterations
Discriminator Loss = -0.116198323667
Generator_Loss: 0.250836730003
88
After 20 iterations
Discriminator Loss = -0.166655018926
Generator_Loss: 0.262923538685
89
After 20 iterations
Discriminator Loss = 0.0216312985867
Generator_Loss: 0.24997407198
90
After 20 iterations
Discriminator Loss = -0.0480550937355
Generator_Loss: 0.234793663025
91
After 20 iterations
Discriminator Loss = -0.0797399878502
Generator_Loss: 0.1720559448
92
After 20 iterations
Discriminator Loss = -0.0351574793458
Generator_Loss: 0.166043877602
93
After 20 iterations
Discriminator Loss = 0.010934587568
Generator_Loss: 0.136179238558
94
After 20 iterations
Discriminator Loss = -0.042821072042
Generator_Loss: 0.113751754165
95
After 20 iterations
Discriminator Loss = 0.0732457712293
Generator_Loss: 0.129203543067
96
After 20 iterations
Discriminator Loss = 0.00675770780072
Generator_Loss: 0.100581690669
97
After 20 iterations
Discriminator Loss = 0.0615710318089
Generator_Loss: 0.0541920550168
98
After 20 iterations
Discriminator Loss = 0.00841962732375
Generator_Loss: 0.0871912240982
99
After 20 iterations
Discriminator Loss = -0.0167095661163
Generator_Loss: 0.101587720215
100
Level #0 Epoch #2 Batch #100
After 20 iterations
Discriminator Loss = 0.017278296873
Generator_Loss: 0.107910558581
101
After 20 iterations
Discriminator Loss = -0.00887908320874
Generator_Loss: 0.141535490751
102
After 20 iterations
Discriminator Loss = 0.0243113506585
Generator_Loss: 0.153155848384
103
After 20 iterations
Discriminator Loss = -0.0530945956707
Generator_Loss: 0.176502510905
104
After 20 iterations
Discriminator Loss = 0.0124860201031
Generator_Loss: 0.139945313334
105
After 20 iterations
Discriminator Loss = -0.0659458562732
Generator_Loss: 0.170512825251
106
After 20 iterations
Discriminator Loss = -0.0082053495571
Generator_Loss: 0.15775154531
107
After 20 iterations
Discriminator Loss = 0.0225918795913
Generator_Loss: 0.162785202265
108
After 20 iterations
Discriminator Loss = 0.00299436831847
Generator_Loss: 0.221050560474
109
After 20 iterations
Discriminator Loss = 0.0159074477851
Generator_Loss: 0.180246025324
110
After 20 iterations
Discriminator Loss = -0.0380707867444
Generator_Loss: 0.202418938279
111
After 20 iterations
Discriminator Loss = -0.0616869628429
Generator_Loss: 0.214141100645
112
After 20 iterations
Discriminator Loss = 0.0241011548787
Generator_Loss: 0.218403294683
113
After 20 iterations
Discriminator Loss = 0.0187055896968
Generator_Loss: 0.221514567733
114
After 20 iterations
Discriminator Loss = -0.0148451533169
Generator_Loss: 0.200938001275
115
After 20 iterations
Discriminator Loss = -0.0468692742288
Generator_Loss: 0.200314506888
116
After 20 iterations
Discriminator Loss = -0.0301262512803
Generator_Loss: 0.188683778048
117
After 20 iterations
Discriminator Loss = -0.0196523349732
Generator_Loss: 0.207854613662
118
After 20 iterations
Discriminator Loss = -0.0487150810659
Generator_Loss: 0.204934641719
119
After 20 iterations
Discriminator Loss = 0.0211161784828
Generator_Loss: 0.1977468431
120
After 20 iterations
Discriminator Loss = -0.0402626805007
Generator_Loss: 0.176435962319
121
After 20 iterations
Discriminator Loss = -0.079118937254
Generator_Loss: 0.166180804372
122
After 20 iterations
Discriminator Loss = -0.0314267128706
Generator_Loss: 0.152778655291
123
After 20 iterations
Discriminator Loss = -0.100575990975
Generator_Loss: 0.129068806767
124
After 20 iterations
Discriminator Loss = -0.0727126002312
Generator_Loss: 0.100167572498
125
Level #0 Epoch #2 Batch #125
After 20 iterations
Discriminator Loss = 0.0168510749936
Generator_Loss: 0.0505684539676
126
After 20 iterations
Discriminator Loss = -0.0156994555146
Generator_Loss: 0.0225632861257
127
After 20 iterations
Discriminator Loss = 0.00767846824601
Generator_Loss: -0.0494287349284
128
After 20 iterations
Discriminator Loss = -0.0298606976867
Generator_Loss: -0.0701305493712
129
After 20 iterations
Discriminator Loss = -0.103296637535
Generator_Loss: -0.0943525359035
130
After 20 iterations
Discriminator Loss = -0.0462146773934
Generator_Loss: -0.117132455111
131
After 20 iterations
Discriminator Loss = 0.00654660351574
Generator_Loss: -0.152000486851
132
After 20 iterations
Discriminator Loss = -0.0140163023025
Generator_Loss: -0.15980412066
133
After 20 iterations
Discriminator Loss = 0.00270118820481
Generator_Loss: -0.188138961792
134
After 20 iterations
Discriminator Loss = -0.00164176011458
Generator_Loss: -0.194528654218
135
After 20 iterations
Discriminator Loss = -0.041056510061
Generator_Loss: -0.211554914713
136
After 20 iterations
Discriminator Loss = -0.0413136593997
Generator_Loss: -0.193043246865
137
After 20 iterations
Discriminator Loss = -0.0349742434919
Generator_Loss: -0.187325626612
138
After 20 iterations
Discriminator Loss = -0.047411095351
Generator_Loss: -0.174372345209
139
After 20 iterations
Discriminator Loss = -0.0888470336795
Generator_Loss: -0.183584198356
140
After 20 iterations
Discriminator Loss = -0.104098007083
Generator_Loss: -0.212574198842
141
After 20 iterations
Discriminator Loss = -0.0335238650441
Generator_Loss: -0.270371615887
142
After 20 iterations
Discriminator Loss = 0.0158564150333
Generator_Loss: -0.262589216232
143
After 20 iterations
Discriminator Loss = -0.033861797303
Generator_Loss: -0.261471122503
144
After 20 iterations
Discriminator Loss = -0.0572860985994
Generator_Loss: -0.24994301796
145
After 20 iterations
Discriminator Loss = -0.00550581561401
Generator_Loss: -0.221030250192
146
After 20 iterations
Discriminator Loss = -0.0608126707375
Generator_Loss: -0.192906081676
147
After 20 iterations
Discriminator Loss = 0.0370108000934
Generator_Loss: -0.154864430428
148
After 20 iterations
Discriminator Loss = -0.0478088855743
Generator_Loss: -0.136976495385
149
After 20 iterations
Discriminator Loss = -0.0743491053581
Generator_Loss: -0.0474787950516
150
Level #0 Epoch #2 Batch #150
After 20 iterations
Discriminator Loss = -0.0418724380434
Generator_Loss: 0.0434722416103
151
After 20 iterations
Discriminator Loss = -0.0169217903167
Generator_Loss: 0.105672940612
152
After 20 iterations
Discriminator Loss = -0.109347581863
Generator_Loss: 0.111100398004
153
After 20 iterations
Discriminator Loss = -0.0608747564256
Generator_Loss: 0.171024993062
154
After 20 iterations
Discriminator Loss = -0.0832861736417
Generator_Loss: 0.192771613598
155
After 20 iterations
Discriminator Loss = -0.05616492033
Generator_Loss: 0.220790952444
156
After 20 iterations
Discriminator Loss = -0.0171836894006
Generator_Loss: 0.240059748292
157
After 20 iterations
Discriminator Loss = 0.0172228049487
Generator_Loss: 0.266515284777
158
After 20 iterations
Discriminator Loss = -0.036162391305
Generator_Loss: 0.284642487764
159
After 20 iterations
Discriminator Loss = -0.0426820963621
Generator_Loss: 0.306525558233
160
After 20 iterations
Discriminator Loss = -0.012663400732
Generator_Loss: 0.286113142967
161
After 20 iterations
Discriminator Loss = 0.00111781002488
Generator_Loss: 0.2828155756
162
After 20 iterations
Discriminator Loss = 0.00886757764965
Generator_Loss: 0.284126251936
163
After 20 iterations
Discriminator Loss = -0.00192514073569
Generator_Loss: 0.290778934956
164
After 20 iterations
Discriminator Loss = -0.0105109950528
Generator_Loss: 0.291821420193
165
After 20 iterations
Discriminator Loss = -0.0113107152283
Generator_Loss: 0.350072383881
166
After 20 iterations
Discriminator Loss = -0.0161257814616
Generator_Loss: 0.331129670143
167
After 20 iterations
Discriminator Loss = -0.0550050921738
Generator_Loss: 0.379972398281
168
After 20 iterations
Discriminator Loss = -0.0842733308673
Generator_Loss: 0.416676551104
169
After 20 iterations
Discriminator Loss = -0.0407713018358
Generator_Loss: 0.45129686594
170
After 20 iterations
Discriminator Loss = -0.103141233325
Generator_Loss: 0.433097660542
171
After 20 iterations
Discriminator Loss = -0.0637038499117
Generator_Loss: 0.445146530867
172
After 20 iterations
Discriminator Loss = -0.0166653841734
Generator_Loss: 0.418763428926
173
After 20 iterations
Discriminator Loss = -0.0879524871707
Generator_Loss: 0.404997169971
174
After 20 iterations
Discriminator Loss = -0.140337184072
Generator_Loss: 0.392059653997
175
Level #0 Epoch #2 Batch #175
After 20 iterations
Discriminator Loss = -0.00901462882757
Generator_Loss: 0.345092862844
176
After 20 iterations
Discriminator Loss = -0.104524806142
Generator_Loss: 0.296475917101
177
After 20 iterations
Discriminator Loss = 0.0158227793872
Generator_Loss: 0.335301935673
178
After 20 iterations
Discriminator Loss = 0.00295037752949
Generator_Loss: 0.312215596437
179
After 20 iterations
Discriminator Loss = 0.00419382331893
Generator_Loss: 0.306692630053
180
After 20 iterations
Discriminator Loss = -0.03926846385
Generator_Loss: 0.323535859585
181
After 20 iterations
Discriminator Loss = 0.0163929127157
Generator_Loss: 0.309749484062
182
After 20 iterations
Discriminator Loss = 0.00830180943012
Generator_Loss: 0.302329093218
183
After 20 iterations
Discriminator Loss = -0.0171857979149
Generator_Loss: 0.300753086805
184
After 20 iterations
Discriminator Loss = -0.0269094537944
Generator_Loss: 0.297807425261
185
After 20 iterations
Discriminator Loss = -0.0625639483333
Generator_Loss: 0.332349509001
186
After 20 iterations
Discriminator Loss = 0.022624861449
Generator_Loss: 0.244255840778
187
After 20 iterations
Discriminator Loss = -0.0893083587289
Generator_Loss: 0.281726419926
188
After 20 iterations
Discriminator Loss = -0.0219491589814
Generator_Loss: 0.305255323648
189
After 20 iterations
Discriminator Loss = -0.0612278319895
Generator_Loss: 0.280204921961
190
After 20 iterations
Discriminator Loss = 0.00394619302824
Generator_Loss: 0.266709595919
191
After 20 iterations
Discriminator Loss = -0.0528341345489
Generator_Loss: 0.2567230165
192
After 20 iterations
Discriminator Loss = 0.015879066661
Generator_Loss: 0.176936805248
193
After 20 iterations
Discriminator Loss = -0.0686855390668
Generator_Loss: 0.130803644657
194
After 20 iterations
Discriminator Loss = 0.016241306439
Generator_Loss: 0.10636343807
195
After 20 iterations
Discriminator Loss = 0.0374342091382
Generator_Loss: 0.0968544483185
196
After 20 iterations
Discriminator Loss = 0.0230942163616
Generator_Loss: 0.0814367383718
197
After 20 iterations
Discriminator Loss = 0.0397121980786
Generator_Loss: 0.0817851945758
198
After 20 iterations
Discriminator Loss = -0.0492731817067
Generator_Loss: 0.068148329854
199
After 20 iterations
Discriminator Loss = -0.0559786781669
Generator_Loss: 0.0756254941225
200
Level #0 Epoch #2 Batch #200
After 20 iterations
Discriminator Loss = -0.0374123118818
Generator_Loss: 0.090763553977
201
After 20 iterations
Discriminator Loss = -0.0756891444325
Generator_Loss: 0.0900142714381
202
After 20 iterations
Discriminator Loss = -0.0835433229804
Generator_Loss: 0.0881680101156
203
After 20 iterations
Discriminator Loss = -0.0620838589966
Generator_Loss: 0.107608579099
204
After 20 iterations
Discriminator Loss = -0.0233453232795
Generator_Loss: 0.126623913646
205
After 20 iterations
Discriminator Loss = -0.0904789492488
Generator_Loss: 0.081605643034
206
After 20 iterations
Discriminator Loss = -0.036474622786
Generator_Loss: 0.0597531870008
207
After 20 iterations
Discriminator Loss = -0.0782710015774
Generator_Loss: 0.0458698868752
208
After 20 iterations
Discriminator Loss = -0.0910720676184
Generator_Loss: 0.0226470325142
209
After 20 iterations
Discriminator Loss = -0.0505275242031
Generator_Loss: -0.00315165519714
210
After 20 iterations
Discriminator Loss = -0.0153579926118
Generator_Loss: -0.0326783768833
211
After 20 iterations
Discriminator Loss = 0.00993675552309
Generator_Loss: -0.0321115888655
212
After 20 iterations
Discriminator Loss = -0.0313976295292
Generator_Loss: -0.0693439990282
213
After 20 iterations
Discriminator Loss = 0.0443924479187
Generator_Loss: -0.123683862388
214
After 20 iterations
Discriminator Loss = -0.0277464240789
Generator_Loss: -0.170995891094
215
After 20 iterations
Discriminator Loss = -0.0795093104243
Generator_Loss: -0.123122774065
216
After 20 iterations
Discriminator Loss = -0.10635304451
Generator_Loss: -0.141689330339
217
After 20 iterations
Discriminator Loss = -0.0205198507756
Generator_Loss: -0.117464721203
218
After 20 iterations
Discriminator Loss = -0.0663463175297
Generator_Loss: -0.150339156389
219
After 20 iterations
Discriminator Loss = 0.0200573243201
Generator_Loss: -0.090079896152
220
After 20 iterations
Discriminator Loss = -0.106182590127
Generator_Loss: -0.0825719609857
221
After 20 iterations
Discriminator Loss = -0.0518657900393
Generator_Loss: -0.0453585758805
222
After 20 iterations
Discriminator Loss = -0.136948764324
Generator_Loss: -0.0352682992816
223
After 20 iterations
Discriminator Loss = -0.0693570002913
Generator_Loss: -0.0281837601215
224
After 20 iterations
Discriminator Loss = -0.0512933209538
Generator_Loss: -0.0103877838701
225
Level #0 Epoch #2 Batch #225
After 20 iterations
Discriminator Loss = 0.0160385463387
Generator_Loss: 0.00884466804564
226
After 20 iterations
Discriminator Loss = -0.0414881370962
Generator_Loss: -0.0187925379723
227
After 20 iterations
Discriminator Loss = -0.085402213037
Generator_Loss: 0.0114063192159
228
After 20 iterations
Discriminator Loss = 0.045617390424
Generator_Loss: -0.00684873573482
229
After 20 iterations
Discriminator Loss = -0.00218275631778
Generator_Loss: -0.000357502023689
230
After 20 iterations
Discriminator Loss = 0.0296282954514
Generator_Loss: -0.0102261966094
231
After 20 iterations
Discriminator Loss = -0.0523063130677
Generator_Loss: -0.0117982141674
232
After 20 iterations
Discriminator Loss = -0.00309278187342
Generator_Loss: -0.0099082197994
233
After 20 iterations
Discriminator Loss = -0.0459456667304
Generator_Loss: -0.000253585574683
234
After 20 iterations
Discriminator Loss = -0.0566594488919
Generator_Loss: 0.052216924727
235
After 20 iterations
Discriminator Loss = -0.00568319996819
Generator_Loss: 0.0935339853168
236
After 20 iterations
Discriminator Loss = 0.0112457545474
Generator_Loss: 0.106202326715
237
After 20 iterations
Discriminator Loss = -0.084423750639
Generator_Loss: 0.0881169587374
238
After 20 iterations
Discriminator Loss = -0.0457927249372
Generator_Loss: 0.111539751291
239
After 20 iterations
Discriminator Loss = -0.0468187704682
Generator_Loss: 0.167929932475
240
After 20 iterations
Discriminator Loss = -0.031787250191
Generator_Loss: 0.212012395263
241
After 20 iterations
Discriminator Loss = -0.105673000216
Generator_Loss: 0.218017086387
242
After 20 iterations
Discriminator Loss = -0.0692789405584
Generator_Loss: 0.228024020791
243
After 20 iterations
Discriminator Loss = -0.0304723680019
Generator_Loss: 0.29974719882
244
After 20 iterations
Discriminator Loss = -0.119337677956
Generator_Loss: 0.271725684404
245
After 20 iterations
Discriminator Loss = -0.0177098587155
Generator_Loss: 0.292865306139
246
After 20 iterations
Discriminator Loss = -0.0909775346518
Generator_Loss: 0.28102144599
247
After 20 iterations
Discriminator Loss = -0.0335803478956
Generator_Loss: 0.260344266891
248
After 20 iterations
Discriminator Loss = -0.0369233712554
Generator_Loss: 0.281760305166
249
After 20 iterations
Discriminator Loss = -0.0225744266063
Generator_Loss: 0.287949174643
250
Level #0 Epoch #2 Batch #250
After 20 iterations
Discriminator Loss = 0.00975598674268
Generator_Loss: 0.255259364843
251
After 20 iterations
Discriminator Loss = 0.0629135742784
Generator_Loss: 0.145427629352
252
After 20 iterations
Discriminator Loss = 0.00335052749142
Generator_Loss: 0.170237958431
253
After 20 iterations
Discriminator Loss = -0.00981584843248
Generator_Loss: 0.129529997706
254
After 20 iterations
Discriminator Loss = -0.0927827507257
Generator_Loss: 0.08751193434
255
After 20 iterations
Discriminator Loss = -0.0712538734078
Generator_Loss: 0.0448110438883
256
After 20 iterations
Discriminator Loss = -0.128507092595
Generator_Loss: -0.00204011774622
257
After 20 iterations
Discriminator Loss = -0.0992524474859
Generator_Loss: -0.0384648554027
258
After 20 iterations
Discriminator Loss = -0.0712850317359
Generator_Loss: -0.090141184628
259
After 20 iterations
Discriminator Loss = -0.0881404057145
Generator_Loss: -0.107249163091
260
After 20 iterations
Discriminator Loss = -0.0574231632054
Generator_Loss: -0.106645166874
261
After 20 iterations
Discriminator Loss = -0.090854562819
Generator_Loss: -0.134477481246
262
After 20 iterations
Discriminator Loss = -0.0740388333797
Generator_Loss: -0.146146357059
263
After 20 iterations
Discriminator Loss = -0.0287357717752
Generator_Loss: -0.132522195578
264
After 20 iterations
Discriminator Loss = -0.0367343574762
Generator_Loss: -0.0919043645263
265
After 20 iterations
Discriminator Loss = -0.0906929522753
Generator_Loss: -0.103019684553
266
After 20 iterations
Discriminator Loss = -0.0902174264193
Generator_Loss: -0.0782147496939
267
After 20 iterations
Discriminator Loss = -0.0635891631246
Generator_Loss: -0.112214230001
268
After 20 iterations
Discriminator Loss = -0.129816010594
Generator_Loss: -0.0342375151813
269
After 20 iterations
Discriminator Loss = -0.0249813348055
Generator_Loss: -0.0468331351876
270
After 20 iterations
Discriminator Loss = -0.0873461142182
Generator_Loss: -0.0150570292026
271
After 20 iterations
Discriminator Loss = -0.0143412044272
Generator_Loss: -0.0329197533429
272
After 20 iterations
Discriminator Loss = -0.0741650238633
Generator_Loss: -0.0829008817673
273
After 20 iterations
Discriminator Loss = -0.0308416057378
Generator_Loss: -0.128668725491
274
After 20 iterations
Discriminator Loss = -0.0176161658019
Generator_Loss: -0.133776977658
275
Level #0 Epoch #2 Batch #275
After 20 iterations
Discriminator Loss = 0.0571051761508
Generator_Loss: -0.166648477316
276
After 20 iterations
Discriminator Loss = -0.0542546734214
Generator_Loss: -0.18908663094
277
After 20 iterations
Discriminator Loss = -0.0246909037232
Generator_Loss: -0.231708690524
278
After 20 iterations
Discriminator Loss = 0.0473158024251
Generator_Loss: -0.252559959888
279
After 20 iterations
Discriminator Loss = -0.063334658742
Generator_Loss: -0.284649252892
280
After 20 iterations
Discriminator Loss = -0.0539551898837
Generator_Loss: -0.28175792098
281
After 20 iterations
Discriminator Loss = -0.0497819818556
Generator_Loss: -0.302377074957
282
After 20 iterations
Discriminator Loss = -0.0455526486039
Generator_Loss: -0.298545897007
283
After 20 iterations
Discriminator Loss = -0.0352009907365
Generator_Loss: -0.305935204029
284
After 20 iterations
Discriminator Loss = -0.0636504366994
Generator_Loss: -0.244942590594
285
After 20 iterations
Discriminator Loss = 0.00830737128854
Generator_Loss: -0.248622059822
286
After 20 iterations
Discriminator Loss = -0.00922467745841
Generator_Loss: -0.226167708635
287
After 20 iterations
Discriminator Loss = 0.00430153217167
Generator_Loss: -0.210068389773
288
After 20 iterations
Discriminator Loss = 0.00629969034344
Generator_Loss: -0.192919433117
289
After 20 iterations
Discriminator Loss = -0.000789155776147
Generator_Loss: -0.170528039336
290
After 20 iterations
Discriminator Loss = -0.0506696328521
Generator_Loss: -0.121449381113
291
After 20 iterations
Discriminator Loss = -0.136514693499
Generator_Loss: -0.151025831699
292
After 20 iterations
Discriminator Loss = -0.093968950212
Generator_Loss: -0.083974532783
293
After 20 iterations
Discriminator Loss = -0.111125543714
Generator_Loss: -0.0939331576228
294
After 20 iterations
Discriminator Loss = -0.0284654386342
Generator_Loss: -0.0748200938106
295
After 20 iterations
Discriminator Loss = -0.0688267499208
Generator_Loss: -0.0835061073303
296
After 20 iterations
Discriminator Loss = -0.134011849761
Generator_Loss: -0.0609096176922
297
After 20 iterations
Discriminator Loss = -0.0980844199657
Generator_Loss: -0.0609748847783
298
After 20 iterations
Discriminator Loss = -0.0504963733256
Generator_Loss: -0.0428724959493
299
After 20 iterations
Discriminator Loss = -0.0651841089129
Generator_Loss: -0.0451734289527
300
Level #0 Epoch #2 Batch #300
After 20 iterations
Discriminator Loss = -0.0277709793299
Generator_Loss: -0.0377025641501
301
After 20 iterations
Discriminator Loss = -0.0878877788782
Generator_Loss: -0.0184013973922
302
After 20 iterations
Discriminator Loss = -0.0887175947428
Generator_Loss: -0.0808422714472
303
After 20 iterations
Discriminator Loss = -0.0511035881937
Generator_Loss: -0.0771783664823
304
After 20 iterations
Discriminator Loss = -0.0331745371222
Generator_Loss: -0.0876366347075
305
After 20 iterations
Discriminator Loss = -0.0367765501142
Generator_Loss: -0.097842797637
306
After 20 iterations
Discriminator Loss = -0.106990873814
Generator_Loss: -0.0890861526132
307
After 20 iterations
Discriminator Loss = 0.000534437247552
Generator_Loss: -0.0689551159739
308
After 20 iterations
Discriminator Loss = -0.0768503025174
Generator_Loss: -0.0500713251531
309
After 20 iterations
Discriminator Loss = -0.0364863574505
Generator_Loss: 0.0219180099666
310
After 20 iterations
Discriminator Loss = -0.0484395064414
Generator_Loss: 0.0278388597071
311
After 20 iterations
Discriminator Loss = -0.0797543302178
Generator_Loss: -0.000320354942232
312
After 20 iterations
Discriminator Loss = -0.077388830483
Generator_Loss: 0.0424322411418
313
After 20 iterations
Discriminator Loss = -0.0037532299757
Generator_Loss: 0.0333594381809
314
After 20 iterations
Discriminator Loss = -0.0388482175767
Generator_Loss: 0.0218472853303
315
After 20 iterations
Discriminator Loss = -0.0395787097514
Generator_Loss: 0.0109735745937
316
After 20 iterations
Discriminator Loss = -0.0585069954395
Generator_Loss: 0.0280844941735
317
After 20 iterations
Discriminator Loss = -0.0497090704739
Generator_Loss: -0.0151762627065
318
After 20 iterations
Discriminator Loss = -0.0444054678082
Generator_Loss: -0.0343812741339
319
After 20 iterations
Discriminator Loss = -0.0698156654835
Generator_Loss: -0.0774195566773
320
After 20 iterations
Discriminator Loss = -0.00252478988841
Generator_Loss: -0.107836842537
321
After 20 iterations
Discriminator Loss = -0.0589536465704
Generator_Loss: -0.0703003630042
322
After 20 iterations
Discriminator Loss = -0.073565132916
Generator_Loss: -0.0922057852149
323
After 20 iterations
Discriminator Loss = -0.124237440526
Generator_Loss: -0.0921831279993
324
After 20 iterations
Discriminator Loss = -0.122278526425
Generator_Loss: -0.0870090350509
325
Level #0 Epoch #2 Batch #325
After 20 iterations
Discriminator Loss = -0.0850444510579
Generator_Loss: -0.0988333150744
326
After 20 iterations
Discriminator Loss = -0.00999914295971
Generator_Loss: -0.11783067137
327
After 20 iterations
Discriminator Loss = 0.0409230999649
Generator_Loss: -0.140501722693
328
After 20 iterations
Discriminator Loss = -0.0262365192175
Generator_Loss: -0.163606718183
329
After 20 iterations
Discriminator Loss = -0.0535961836576
Generator_Loss: -0.154145658016
330
After 20 iterations
Discriminator Loss = -0.0649583637714
Generator_Loss: -0.179703339934
331
After 20 iterations
Discriminator Loss = -0.0255079846829
Generator_Loss: -0.149856895208
332
After 20 iterations
Discriminator Loss = -0.00952514633536
Generator_Loss: -0.176734864712
333
After 20 iterations
Discriminator Loss = -0.0343801565468
Generator_Loss: -0.134008705616
334
After 20 iterations
Discriminator Loss = -0.0012077873107
Generator_Loss: -0.160244956613
335
After 20 iterations
Discriminator Loss = -0.0366380922496
Generator_Loss: -0.147496148944
336
After 20 iterations
Discriminator Loss = -0.011055204086
Generator_Loss: -0.133545547724
337
After 20 iterations
Discriminator Loss = -0.0791875123978
Generator_Loss: -0.090953156352
338
After 20 iterations
Discriminator Loss = -0.0925336927176
Generator_Loss: -0.0692173689604
339
After 20 iterations
Discriminator Loss = -0.0145005732775
Generator_Loss: -0.0682117119431
340
After 20 iterations
Discriminator Loss = 0.0212383363396
Generator_Loss: -0.0679868161678
341
After 20 iterations
Discriminator Loss = -0.0186425149441
Generator_Loss: -0.0351612307131
342
After 20 iterations
Discriminator Loss = -0.0488585494459
Generator_Loss: 0.0292885880917
343
After 20 iterations
Discriminator Loss = -0.0680383145809
Generator_Loss: 0.0449663326144
344
After 20 iterations
Discriminator Loss = -0.0626450031996
Generator_Loss: 0.0446696393192
345
After 20 iterations
Discriminator Loss = -0.00614804308861
Generator_Loss: 0.0271851662546
346
After 20 iterations
Discriminator Loss = -0.018823467195
Generator_Loss: 0.0435011126101
347
After 20 iterations
Discriminator Loss = -0.0331223122776
Generator_Loss: 0.0532807260752
348
After 20 iterations
Discriminator Loss = -0.0930382609367
Generator_Loss: 0.0458460785449
349
After 20 iterations
Discriminator Loss = -0.0406716242433
Generator_Loss: 0.0688715055585
350
Level #0 Epoch #2 Batch #350
After 20 iterations
Discriminator Loss = -0.0253633633256
Generator_Loss: 0.103969827294
351
After 20 iterations
Discriminator Loss = -0.0194130577147
Generator_Loss: 0.0919811576605
352
After 20 iterations
Discriminator Loss = -0.0332655496895
Generator_Loss: 0.124856725335
353
After 20 iterations
Discriminator Loss = 0.0133227035403
Generator_Loss: 0.107558578253
354
After 20 iterations
Discriminator Loss = -0.0431368052959
Generator_Loss: 0.128008753061
355
After 20 iterations
Discriminator Loss = 0.0431324765086
Generator_Loss: 0.123067431152
356
After 20 iterations
Discriminator Loss = 0.00357809732668
Generator_Loss: 0.106319457293
357
After 20 iterations
Discriminator Loss = -0.0144683662802
Generator_Loss: 0.0900257527828
358
After 20 iterations
Discriminator Loss = -0.102943688631
Generator_Loss: 0.0985573977232
359
After 20 iterations
Discriminator Loss = -0.0433006212115
Generator_Loss: 0.129284143448
360
After 20 iterations
Discriminator Loss = -0.0401035249233
Generator_Loss: 0.13612356782
361
After 20 iterations
Discriminator Loss = 0.0326062589884
Generator_Loss: 0.119383260608
362
After 20 iterations
Discriminator Loss = -0.0345405749977
Generator_Loss: 0.156987220049
363
After 20 iterations
Discriminator Loss = -0.0143144205213
Generator_Loss: 0.116486854851
364
After 20 iterations
Discriminator Loss = -0.0169396605343
Generator_Loss: 0.120517335832
365
After 20 iterations
Discriminator Loss = -0.08311342448
Generator_Loss: 0.149405628443
366
After 20 iterations
Discriminator Loss = -0.0163014251739
Generator_Loss: 0.109695076942
367
After 20 iterations
Discriminator Loss = 0.0244836825877
Generator_Loss: 0.0790709629655
368
After 20 iterations
Discriminator Loss = -0.0166667606682
Generator_Loss: 0.0727384984493
369
After 20 iterations
Discriminator Loss = -0.0281394030899
Generator_Loss: 0.0679607242346
370
After 20 iterations
Discriminator Loss = -0.0478587783873
Generator_Loss: 0.0233163181692
371
After 20 iterations
Discriminator Loss = -0.0424396656454
Generator_Loss: 0.00301889609545
372
After 20 iterations
Discriminator Loss = 0.000886458146852
Generator_Loss: -0.0338331311941
373
After 20 iterations
Discriminator Loss = -0.0248023942113
Generator_Loss: -0.0796919763088
374
After 20 iterations
Discriminator Loss = -0.00280686467886
Generator_Loss: -0.122931629419
375
Level #0 Epoch #2 Batch #375
After 20 iterations
Discriminator Loss = -0.0295586697757
Generator_Loss: -0.182716295123
376
After 20 iterations
Discriminator Loss = -0.0346253104508
Generator_Loss: -0.192529916763
377
After 20 iterations
Discriminator Loss = -0.0697127431631
Generator_Loss: -0.266589730978
378
After 20 iterations
Discriminator Loss = -0.0749460533261
Generator_Loss: -0.246589004993
379
After 20 iterations
Discriminator Loss = 0.000803435745183
Generator_Loss: -0.239032700658
380
After 20 iterations
Discriminator Loss = -0.0341247543693
Generator_Loss: -0.255449831486
381
After 20 iterations
Discriminator Loss = -0.0290240608156
Generator_Loss: -0.30749976635
382
After 20 iterations
Discriminator Loss = -0.0263415127993
Generator_Loss: -0.317956566811
383
After 20 iterations
Discriminator Loss = -0.0159417744726
Generator_Loss: -0.292895138264
384
After 20 iterations
Discriminator Loss = -0.042566228658
Generator_Loss: -0.252962559462
385
After 20 iterations
Discriminator Loss = 0.0228549409658
Generator_Loss: -0.228349342942
386
After 20 iterations
Discriminator Loss = -0.0358130000532
Generator_Loss: -0.186728671193
387
After 20 iterations
Discriminator Loss = -0.0737405791879
Generator_Loss: -0.15166208148
388
After 20 iterations
Discriminator Loss = -0.0560587532818
Generator_Loss: -0.119654148817
389
After 20 iterations
Discriminator Loss = -0.0210013203323
Generator_Loss: -0.0730172246695
390
After 20 iterations
Discriminator Loss = -0.0661756470799
Generator_Loss: -0.0559983290732
391
After 20 iterations
Discriminator Loss = -0.0365539453924
Generator_Loss: -0.0278970580548
392
After 20 iterations
Discriminator Loss = -0.07951759547
Generator_Loss: -0.0319644846022
393
After 20 iterations
Discriminator Loss = 0.0227554105222
Generator_Loss: 0.0333235599101
394
After 20 iterations
Discriminator Loss = -0.0457692705095
Generator_Loss: 0.0472460873425
395
After 20 iterations
Discriminator Loss = -0.0094748781994
Generator_Loss: 0.0424073524773
396
After 20 iterations
Discriminator Loss = -0.00633020885289
Generator_Loss: 0.0411405786872
397
After 20 iterations
Discriminator Loss = -0.0484192855656
Generator_Loss: 0.0483247041702
398
After 20 iterations
Discriminator Loss = -0.0324937850237
Generator_Loss: 0.0744576230645
399
After 20 iterations
Discriminator Loss = 0.0195724535733
Generator_Loss: 0.0648692548275
400
Level #0 Epoch #2 Batch #400
After 20 iterations
Discriminator Loss = -0.0542604066432
Generator_Loss: 0.090310767293
401
After 20 iterations
Discriminator Loss = -0.0327437631786
Generator_Loss: 0.105392180383
402
After 20 iterations
Discriminator Loss = -0.091494768858
Generator_Loss: 0.105038173497
403
After 20 iterations
Discriminator Loss = 0.00499387737364
Generator_Loss: 0.0696444511414
404
After 20 iterations
Discriminator Loss = -0.0300678890198
Generator_Loss: 0.060803592205
405
After 20 iterations
Discriminator Loss = -0.0657187476754
Generator_Loss: 0.0534767098725
406
After 20 iterations
Discriminator Loss = -0.0518563613296
Generator_Loss: 0.0473576672375
407
After 20 iterations
Discriminator Loss = -0.0506788045168
Generator_Loss: 0.0681609660387
408
After 20 iterations
Discriminator Loss = -0.0740964114666
Generator_Loss: 0.0809132233262
409
After 20 iterations
Discriminator Loss = 0.0130637865514
Generator_Loss: 0.0877219066024
410
After 20 iterations
Discriminator Loss = -0.0287167597562
Generator_Loss: 0.0846450477839
411
After 20 iterations
Discriminator Loss = -0.0161559972912
Generator_Loss: 0.0695340335369
412
After 20 iterations
Discriminator Loss = 0.0332664661109
Generator_Loss: 0.0990748330951
413
After 20 iterations
Discriminator Loss = -0.0656095892191
Generator_Loss: 0.137443557382
414
After 20 iterations
Discriminator Loss = 0.0107170129195
Generator_Loss: 0.159844636917
415
After 20 iterations
Discriminator Loss = -0.0520077198744
Generator_Loss: 0.172205731273
416
After 20 iterations
Discriminator Loss = -0.0297470353544
Generator_Loss: 0.169828340411
417
After 20 iterations
Discriminator Loss = -0.0758095681667
Generator_Loss: 0.175187051296
418
After 20 iterations
Discriminator Loss = -0.038477063179
Generator_Loss: 0.142531067133
419
After 20 iterations
Discriminator Loss = -0.0618560574949
Generator_Loss: 0.155745208263
420
After 20 iterations
Discriminator Loss = -0.125392332673
Generator_Loss: 0.11651814729
421
After 20 iterations
Discriminator Loss = 0.0118129998446
Generator_Loss: 0.0946816578507
422
After 20 iterations
Discriminator Loss = -0.0994043573737
Generator_Loss: 0.0549968145788
423
After 20 iterations
Discriminator Loss = -0.0122939385474
Generator_Loss: -0.00860130414367
424
After 20 iterations
Discriminator Loss = -0.0681628733873
Generator_Loss: -0.0433198958635
425
Level #0 Epoch #2 Batch #425
After 20 iterations
Discriminator Loss = -0.00895173754543
Generator_Loss: -0.103265330195
426
After 20 iterations
Discriminator Loss = -0.0328707322478
Generator_Loss: -0.115023568273
427
After 20 iterations
Discriminator Loss = -0.0060670026578
Generator_Loss: -0.15741148591
428
After 20 iterations
Discriminator Loss = -0.0379433967173
Generator_Loss: -0.183374062181
429
After 20 iterations
Discriminator Loss = -0.0321511551738
Generator_Loss: -0.242226347327
430
After 20 iterations
Discriminator Loss = -0.0778990983963
Generator_Loss: -0.254312455654
431
After 20 iterations
Discriminator Loss = -0.0132088204846
Generator_Loss: -0.240878298879
432
After 20 iterations
Discriminator Loss = -0.0512415952981
Generator_Loss: -0.250393033028
433
After 20 iterations
Discriminator Loss = -0.0751523375511
Generator_Loss: -0.218220874667
434
After 20 iterations
Discriminator Loss = -0.0847322866321
Generator_Loss: -0.175050318241
435
After 20 iterations
Discriminator Loss = -0.0265065543354
Generator_Loss: -0.146259576082
436
After 20 iterations
Discriminator Loss = -0.0153974397108
Generator_Loss: -0.134116828442
437
After 20 iterations
Discriminator Loss = -0.0685629025102
Generator_Loss: -0.0848454236984
438
After 20 iterations
Discriminator Loss = -0.0462186671793
Generator_Loss: -0.0732590034604
439
After 20 iterations
Discriminator Loss = -0.0673584863544
Generator_Loss: -0.0243379585445
440
After 20 iterations
Discriminator Loss = -0.0889919027686
Generator_Loss: 0.0170847773552
441
After 20 iterations
Discriminator Loss = -0.0482909306884
Generator_Loss: 0.0858154296875
442
After 20 iterations
Discriminator Loss = -0.0420633815229
Generator_Loss: 0.0848995298147
443
After 20 iterations
Discriminator Loss = -0.13013574481
Generator_Loss: 0.1500608325
444
After 20 iterations
Discriminator Loss = -0.110069662333
Generator_Loss: 0.142431810498
445
After 20 iterations
Discriminator Loss = -0.0720405951142
Generator_Loss: 0.160710826516
446
After 20 iterations
Discriminator Loss = -0.0651128590107
Generator_Loss: 0.138852640986
447
After 20 iterations
Discriminator Loss = -0.0645351111889
Generator_Loss: 0.111880093813
448
After 20 iterations
Discriminator Loss = -0.0887755677104
Generator_Loss: 0.101424895227
449
After 20 iterations
Discriminator Loss = 0.0238796360791
Generator_Loss: 0.0689225122333
450
Level #0 Epoch #2 Batch #450
After 20 iterations
Discriminator Loss = -0.00908713415265
Generator_Loss: 0.0358805693686
451
After 20 iterations
Discriminator Loss = 0.0168761108071
Generator_Loss: 0.0159170329571
452
After 20 iterations
Discriminator Loss = -0.014021278359
Generator_Loss: -0.0684750601649
453
After 20 iterations
Discriminator Loss = 0.00991138070822
Generator_Loss: -0.0383811630309
454
After 20 iterations
Discriminator Loss = 0.00830100476742
Generator_Loss: -0.116803534329
455
After 20 iterations
Discriminator Loss = -0.015708271414
Generator_Loss: -0.154861852527
456
After 20 iterations
Discriminator Loss = 0.0042939633131
Generator_Loss: -0.130523175001
457
After 20 iterations
Discriminator Loss = 0.0390316583216
Generator_Loss: -0.116675883532
458
After 20 iterations
Discriminator Loss = -0.0495685115457
Generator_Loss: -0.132236286998
459
After 20 iterations
Discriminator Loss = -0.0147550143301
Generator_Loss: -0.15031440556
460
After 20 iterations
Discriminator Loss = -0.0759826153517
Generator_Loss: -0.163300126791
461
After 20 iterations
Discriminator Loss = -0.0425278991461
Generator_Loss: -0.177553266287
462
After 20 iterations
Discriminator Loss = -0.0219085235149
Generator_Loss: -0.166673734784
463
After 20 iterations
Discriminator Loss = -0.081435970962
Generator_Loss: -0.182997897267
464
After 20 iterations
Discriminator Loss = -0.070479311049
Generator_Loss: -0.215589001775
465
After 20 iterations
Discriminator Loss = -0.0453691482544
Generator_Loss: -0.226081177592
466
After 20 iterations
Discriminator Loss = 0.0243484508246
Generator_Loss: -0.21923519671
467
After 20 iterations
Discriminator Loss = 0.0272583886981
Generator_Loss: -0.186580181122
468
After 20 iterations
Discriminator Loss = -0.047075279057
Generator_Loss: -0.179292291403
469
After 20 iterations
Discriminator Loss = -0.0333335138857
Generator_Loss: -0.14166790247
470
After 20 iterations
Discriminator Loss = -0.0183678623289
Generator_Loss: -0.108715169132
471
After 20 iterations
Discriminator Loss = 0.00626184139401
Generator_Loss: -0.0537236258388
472
After 20 iterations
Discriminator Loss = -0.092155456543
Generator_Loss: -0.0244119092822
473
After 20 iterations
Discriminator Loss = -0.0758311897516
Generator_Loss: -0.00368769606575
474
After 20 iterations
Discriminator Loss = -0.122533366084
Generator_Loss: 0.0109395338222
475
Level #0 Epoch #2 Batch #475
After 20 iterations
Discriminator Loss = -0.0369371958077
Generator_Loss: -0.0255418121815
476
After 20 iterations
Discriminator Loss = -0.0556323155761
Generator_Loss: 0.0274354331195
477
After 20 iterations
Discriminator Loss = -0.0048135491088
Generator_Loss: 0.0451249890029
478
After 20 iterations
Discriminator Loss = -0.0614447332919
Generator_Loss: -0.0155774550512
479
After 20 iterations
Discriminator Loss = -0.0639545321465
Generator_Loss: -0.0444895997643
480
After 20 iterations
Discriminator Loss = 0.0418905690312
Generator_Loss: -0.032550226897
481
After 20 iterations
Discriminator Loss = -0.0051530613564
Generator_Loss: -0.0258849170059
482
After 20 iterations
Discriminator Loss = -0.0578728690743
Generator_Loss: -0.0344550348818
483
After 20 iterations
Discriminator Loss = -0.0553411953151
Generator_Loss: -0.0587081387639
484
After 20 iterations
Discriminator Loss = -0.0511279776692
Generator_Loss: -0.0419880971313
485
After 20 iterations
Discriminator Loss = -0.0460524447262
Generator_Loss: -0.0784174650908
486
After 20 iterations
Discriminator Loss = -0.103832647204
Generator_Loss: -0.118430636823
487
After 20 iterations
Discriminator Loss = -0.0579756833613
Generator_Loss: -0.0808533206582
488
After 20 iterations
Discriminator Loss = -0.0151798408478
Generator_Loss: -0.126600071788
489
After 20 iterations
Discriminator Loss = 0.0125716198236
Generator_Loss: -0.0635906904936
490
After 20 iterations
Discriminator Loss = -0.139269039035
Generator_Loss: -0.0907335728407
491
After 20 iterations
Discriminator Loss = -0.0604970306158
Generator_Loss: -0.0747016072273
492
After 20 iterations
Discriminator Loss = -0.0253406055272
Generator_Loss: -0.147867977619
493
After 20 iterations
Discriminator Loss = -0.0178624242544
Generator_Loss: -0.0984735190868
494
After 20 iterations
Discriminator Loss = -0.0317972823977
Generator_Loss: -0.155677556992
495
After 20 iterations
Discriminator Loss = -0.109630040824
Generator_Loss: -0.120933920145
496
After 20 iterations
Discriminator Loss = 0.00284960912541
Generator_Loss: -0.131439730525
497
After 20 iterations
Discriminator Loss = -0.00447756191716
Generator_Loss: -0.151835992932
498
After 20 iterations
Discriminator Loss = -0.0186989177018
Generator_Loss: -0.0865898877382
499
After 20 iterations
Discriminator Loss = 0.0118871824816
Generator_Loss: -0.0866528227925
500
Level #0 Epoch #2 Batch #500
After 20 iterations
Discriminator Loss = 0.0371321812272
Generator_Loss: -0.120160937309
501
After 20 iterations
Discriminator Loss = 0.0360151231289
Generator_Loss: -0.0549381114542
502
After 20 iterations
Discriminator Loss = -0.0041565769352
Generator_Loss: 0.00483114179224
503
After 20 iterations
Discriminator Loss = 0.00313749536872
Generator_Loss: -0.0123092802241
504
After 20 iterations
Discriminator Loss = -0.0231284722686
Generator_Loss: 0.00988504849374
505
After 20 iterations
Discriminator Loss = -0.0142946206033
Generator_Loss: 0.0187455900013
506
After 20 iterations
Discriminator Loss = -0.00917334109545
Generator_Loss: 0.0251203626394
507
After 20 iterations
Discriminator Loss = 0.006958455313
Generator_Loss: 0.0301967263222
508
After 20 iterations
Discriminator Loss = -0.0384223721921
Generator_Loss: 0.014939780347
509
After 20 iterations
Discriminator Loss = -0.0168029461056
Generator_Loss: 0.00954108592123
510
After 20 iterations
Discriminator Loss = -0.0417264699936
Generator_Loss: -0.0104509694502
511
After 20 iterations
Discriminator Loss = -0.0477732121944
Generator_Loss: 0.00882828980684
512
After 20 iterations
Discriminator Loss = -0.0157365649939
Generator_Loss: -0.015019566752
513
After 20 iterations
Discriminator Loss = -0.12900775671
Generator_Loss: 0.000249559554504
514
After 20 iterations
Discriminator Loss = -0.0110989678651
Generator_Loss: -0.0147006139159
515
After 20 iterations
Discriminator Loss = 0.0135536417365
Generator_Loss: -0.0783889889717
516
After 20 iterations
Discriminator Loss = -0.0411684289575
Generator_Loss: -0.0873051062226
517
After 20 iterations
Discriminator Loss = -0.0839382708073
Generator_Loss: -0.0865097939968
518
After 20 iterations
Discriminator Loss = -0.0558983050287
Generator_Loss: -0.0914391726255
519
After 20 iterations
Discriminator Loss = -0.0295949876308
Generator_Loss: -0.111943684518
520
After 20 iterations
Discriminator Loss = -0.0531456209719
Generator_Loss: -0.119454555213
521
After 20 iterations
Discriminator Loss = 0.0179425291717
Generator_Loss: -0.158649235964
522
After 20 iterations
Discriminator Loss = -0.0590429902077
Generator_Loss: -0.226522117853
523
After 20 iterations
Discriminator Loss = 0.00181445130147
Generator_Loss: -0.25843629241
524
After 20 iterations
Discriminator Loss = 0.00408525159582
Generator_Loss: -0.284047156572
525
Level #0 Epoch #2 Batch #525
After 20 iterations
Discriminator Loss = -0.0490606948733
Generator_Loss: -0.317858546972
526
After 20 iterations
Discriminator Loss = 0.0369922183454
Generator_Loss: -0.309198111296
527
After 20 iterations
Discriminator Loss = -0.0997576862574
Generator_Loss: -0.34635451436
528
After 20 iterations
Discriminator Loss = 0.000774213054683
Generator_Loss: -0.316393733025
529
After 20 iterations
Discriminator Loss = -0.0672414824367
Generator_Loss: -0.368689656258
530
After 20 iterations
Discriminator Loss = -0.0476754978299
Generator_Loss: -0.379620373249
531
After 20 iterations
Discriminator Loss = -0.00371934915893
Generator_Loss: -0.391833245754
532
After 20 iterations
Discriminator Loss = -0.0622091442347
Generator_Loss: -0.386378526688
533
After 20 iterations
Discriminator Loss = -0.0747223645449
Generator_Loss: -0.363149315119
534
After 20 iterations
Discriminator Loss = -0.109925694764
Generator_Loss: -0.364173412323
535
After 20 iterations
Discriminator Loss = 0.00748153729364
Generator_Loss: -0.378525257111
536
After 20 iterations
Discriminator Loss = -0.04053420946
Generator_Loss: -0.348065108061
537
After 20 iterations
Discriminator Loss = -0.0392479151487
Generator_Loss: -0.314337223768
538
After 20 iterations
Discriminator Loss = -0.0523565337062
Generator_Loss: -0.278752535582
539
After 20 iterations
Discriminator Loss = -0.092156521976
Generator_Loss: -0.292960703373
540
After 20 iterations
Discriminator Loss = -0.0682282075286
Generator_Loss: -0.276648879051
541
After 20 iterations
Discriminator Loss = 0.0117078479379
Generator_Loss: -0.265231966972
542
After 20 iterations
Discriminator Loss = -0.107686832547
Generator_Loss: -0.251979619265
543
After 20 iterations
Discriminator Loss = -0.0276133529842
Generator_Loss: -0.2024525702
544
After 20 iterations
Discriminator Loss = -0.01412818674
Generator_Loss: -0.198750585318
545
After 20 iterations
Discriminator Loss = 0.00939810182899
Generator_Loss: -0.175610810518
546
After 20 iterations
Discriminator Loss = -0.0359146557748
Generator_Loss: -0.152896463871
547
After 20 iterations
Discriminator Loss = -0.0221155434847
Generator_Loss: -0.0915078818798
548
After 20 iterations
Discriminator Loss = -0.0169574283063
Generator_Loss: -0.0989304035902
549
After 20 iterations
Discriminator Loss = 0.0224748644978
Generator_Loss: -0.108990229666
550
Level #0 Epoch #2 Batch #550
After 20 iterations
Discriminator Loss = -0.00787488371134
Generator_Loss: -0.0638643801212
551
After 20 iterations
Discriminator Loss = -0.0552340038121
Generator_Loss: -0.0240049678832
552
After 20 iterations
Discriminator Loss = 0.0175601318479
Generator_Loss: 0.0130358925089
553
After 20 iterations
Discriminator Loss = 0.0147400749847
Generator_Loss: 0.0122999437153
554
After 20 iterations
Discriminator Loss = -0.0182261262089
Generator_Loss: 0.0216419696808
555
After 20 iterations
Discriminator Loss = 0.0101641491055
Generator_Loss: 0.0615115761757
556
After 20 iterations
Discriminator Loss = -0.0400846116245
Generator_Loss: 0.0522156059742
557
After 20 iterations
Discriminator Loss = -0.0243318025023
Generator_Loss: 0.0446001105011
558
After 20 iterations
Discriminator Loss = -0.0225216634572
Generator_Loss: 0.045172534883
559
After 20 iterations
Discriminator Loss = 0.0122001636773
Generator_Loss: 0.0341045260429
560
After 20 iterations
Discriminator Loss = 0.0279339347035
Generator_Loss: 0.000938033510465
561
After 20 iterations
Discriminator Loss = -0.0430408269167
Generator_Loss: -0.00170861394145
562
After 20 iterations
Discriminator Loss = -0.0279563888907
Generator_Loss: 0.00216766516678
563
After 20 iterations
Discriminator Loss = 0.00892540346831
Generator_Loss: -0.0304639469832
564
After 20 iterations
Discriminator Loss = -0.0185140706599
Generator_Loss: -0.0341634303331
565
After 20 iterations
Discriminator Loss = 0.0160834360868
Generator_Loss: -0.0711046308279
566
After 20 iterations
Discriminator Loss = -0.0594025477767
Generator_Loss: -0.0710844323039
567
After 20 iterations
Discriminator Loss = -0.00802169088274
Generator_Loss: -0.0949236005545
568
After 20 iterations
Discriminator Loss = 0.00369386188686
Generator_Loss: -0.0765289291739
569
After 20 iterations
Discriminator Loss = -0.0172136444598
Generator_Loss: -0.0842374637723
570
After 20 iterations
Discriminator Loss = -0.00257592718117
Generator_Loss: -0.0920731797814
571
After 20 iterations
Discriminator Loss = -0.064630061388
Generator_Loss: -0.088400579989
572
After 20 iterations
Discriminator Loss = -0.00501648848876
Generator_Loss: -0.0933535471559
573
After 20 iterations
Discriminator Loss = -0.16169179976
Generator_Loss: -0.104376412928
574
After 20 iterations
Discriminator Loss = -0.00886275246739
Generator_Loss: -0.148229122162
575
Level #0 Epoch #2 Batch #575
After 20 iterations
Discriminator Loss = -0.0201489292085
Generator_Loss: -0.150556981564
576
After 20 iterations
Discriminator Loss = -0.0351583920419
Generator_Loss: -0.207058489323
577
After 20 iterations
Discriminator Loss = -0.035931725055
Generator_Loss: -0.204856067896
578
After 20 iterations
Discriminator Loss = -0.00739843398333
Generator_Loss: -0.259076714516
579
After 20 iterations
Discriminator Loss = -0.0417326577008
Generator_Loss: -0.264986127615
580
After 20 iterations
Discriminator Loss = 0.0398884341121
Generator_Loss: -0.262046098709
581
After 20 iterations
Discriminator Loss = 0.0317995026708
Generator_Loss: -0.278340965509
582
After 20 iterations
Discriminator Loss = 0.0175971407443
Generator_Loss: -0.260650545359
583
After 20 iterations
Discriminator Loss = -0.0200432222337
Generator_Loss: -0.213441044092
584
After 20 iterations
Discriminator Loss = -0.0398658812046
Generator_Loss: -0.177252277732
585
After 20 iterations
Discriminator Loss = 0.0288754552603
Generator_Loss: -0.180639281869
586
After 20 iterations
Discriminator Loss = -0.00948125682771
Generator_Loss: -0.17992515862
587
After 20 iterations
Discriminator Loss = -0.0652647167444
Generator_Loss: -0.156426206231
588
After 20 iterations
Discriminator Loss = -0.0259068515152
Generator_Loss: -0.153440803289
589
After 20 iterations
Discriminator Loss = -0.0953747779131
Generator_Loss: -0.134603872895
590
After 20 iterations
Discriminator Loss = -0.000606465677265
Generator_Loss: -0.131436020136
591
After 20 iterations
Discriminator Loss = -0.0804640427232
Generator_Loss: -0.127161622047
592
After 20 iterations
Discriminator Loss = 0.00127990730107
Generator_Loss: -0.152484074235
593
After 20 iterations
Discriminator Loss = -0.0264157578349
Generator_Loss: -0.110210888088
594
After 20 iterations
Discriminator Loss = -0.0811364799738
Generator_Loss: -0.116943530738
595
After 20 iterations
Discriminator Loss = -0.00707204313949
Generator_Loss: -0.159213081002
596
After 20 iterations
Discriminator Loss = -0.0526979975402
Generator_Loss: -0.198359683156
597
After 20 iterations
Discriminator Loss = -0.126854896545
Generator_Loss: -0.187056198716
598
After 20 iterations
Discriminator Loss = -0.0523817427456
Generator_Loss: -0.190951511264
599
After 20 iterations
Discriminator Loss = -0.00283874571323
Generator_Loss: -0.161986470222
600
Level #0 Epoch #2 Batch #600
After 20 iterations
Discriminator Loss = -0.0336122326553
Generator_Loss: -0.123904973269
601
After 20 iterations
Discriminator Loss = -0.0708037391305
Generator_Loss: -0.147454664111
602
After 20 iterations
Discriminator Loss = -0.0139588015154
Generator_Loss: -0.134156346321
603
After 20 iterations
Discriminator Loss = 0.0163610316813
Generator_Loss: -0.145524561405
604
After 20 iterations
Discriminator Loss = -0.0614319257438
Generator_Loss: -0.176007136703
605
After 20 iterations
Discriminator Loss = -0.0623231939971
Generator_Loss: -0.151181355119
606
After 20 iterations
Discriminator Loss = -0.0800674036145
Generator_Loss: -0.161748573184
607
After 20 iterations
Discriminator Loss = -0.121774367988
Generator_Loss: -0.111877530813
608
After 20 iterations
Discriminator Loss = 0.0081281401217
Generator_Loss: -0.124935090542
609
After 20 iterations
Discriminator Loss = -0.0356759093702
Generator_Loss: -0.141087442636
610
After 20 iterations
Discriminator Loss = -0.0293095111847
Generator_Loss: -0.121365524828
611
After 20 iterations
Discriminator Loss = -0.0581245981157
Generator_Loss: -0.118882991374
612
After 20 iterations
Discriminator Loss = -0.0917043238878
Generator_Loss: -0.0855910181999
613
After 20 iterations
Discriminator Loss = -0.0156878903508
Generator_Loss: -0.0710173547268
614
After 20 iterations
Discriminator Loss = -0.0159518122673
Generator_Loss: -0.0545732043684
615
After 20 iterations
Discriminator Loss = -0.0601115040481
Generator_Loss: -0.0218685902655
616
After 20 iterations
Discriminator Loss = 0.0188495516777
Generator_Loss: -0.00015907442139
617
After 20 iterations
Discriminator Loss = -0.0195629354566
Generator_Loss: 0.0197733007371
618
After 20 iterations
Discriminator Loss = -0.039176966995
Generator_Loss: 0.0372828245163
619
After 20 iterations
Discriminator Loss = 0.00735931657255
Generator_Loss: 0.0680940449238
620
After 20 iterations
Discriminator Loss = -0.0561585128307
Generator_Loss: 0.0802845209837
621
After 20 iterations
Discriminator Loss = -0.0903976708651
Generator_Loss: 0.102973230183
622
After 20 iterations
Discriminator Loss = -0.145147457719
Generator_Loss: 0.12735055387
623
After 20 iterations
Discriminator Loss = -0.0411845557392
Generator_Loss: 0.122457921505
624
After 20 iterations
Discriminator Loss = -0.0679628551006
Generator_Loss: 0.1640740484
625
Level #0 Epoch #2 Batch #625
After 20 iterations
Discriminator Loss = -0.0507641732693
Generator_Loss: 0.17319843173
626
After 20 iterations
Discriminator Loss = -0.0996529012918
Generator_Loss: 0.153817370534
627
After 20 iterations
Discriminator Loss = -0.0232132673264
Generator_Loss: 0.203426584601
628
After 20 iterations
Discriminator Loss = -0.075452953577
Generator_Loss: 0.214145049453
629
After 20 iterations
Discriminator Loss = -0.0859655588865
Generator_Loss: 0.218492299318
630
After 20 iterations
Discriminator Loss = -0.0838669911027
Generator_Loss: 0.188580974936
631
After 20 iterations
Discriminator Loss = -0.0593307390809
Generator_Loss: 0.204102694988
632
After 20 iterations
Discriminator Loss = -0.0583865977824
Generator_Loss: 0.226531103253
633
After 20 iterations
Discriminator Loss = -0.03878711164
Generator_Loss: 0.200001195073
634
After 20 iterations
Discriminator Loss = -0.0580946318805
Generator_Loss: 0.212496057153
635
After 20 iterations
Discriminator Loss = -0.0516099371016
Generator_Loss: 0.20571167767
636
After 20 iterations
Discriminator Loss = -0.0527467280626
Generator_Loss: 0.177002206445
637
After 20 iterations
Discriminator Loss = -0.020455211401
Generator_Loss: 0.127084746957
638
After 20 iterations
Discriminator Loss = -0.0113781373948
Generator_Loss: 0.16316382587
639
After 20 iterations
Discriminator Loss = -0.000474785774713
Generator_Loss: 0.168394371867
640
After 20 iterations
Discriminator Loss = -0.0378777012229
Generator_Loss: 0.104223243892
641
After 20 iterations
Discriminator Loss = -0.0418729931116
Generator_Loss: 0.124880149961
642
After 20 iterations
Discriminator Loss = -0.0903882235289
Generator_Loss: 0.100533992052
643
After 20 iterations
Discriminator Loss = -0.0095279365778
Generator_Loss: 0.0602568984032
644
After 20 iterations
Discriminator Loss = -0.0384860113263
Generator_Loss: 0.043809518218
645
After 20 iterations
Discriminator Loss = -0.0150380870327
Generator_Loss: 0.000429449311923
646
After 20 iterations
Discriminator Loss = -0.0235657542944
Generator_Loss: -0.0609566569328
647
After 20 iterations
Discriminator Loss = -0.0466489903629
Generator_Loss: -0.0947862192988
648
After 20 iterations
Discriminator Loss = 0.0137502383441
Generator_Loss: -0.0905714705586
649
After 20 iterations
Discriminator Loss = 0.00926103256643
Generator_Loss: -0.114214979112
650
Level #0 Epoch #2 Batch #650
After 20 iterations
Discriminator Loss = 0.00796510186046
Generator_Loss: -0.129386931658
651
After 20 iterations
Discriminator Loss = 0.00145382725168
Generator_Loss: -0.155493408442
652
After 20 iterations
Discriminator Loss = 0.022982923314
Generator_Loss: -0.131004169583
653
After 20 iterations
Discriminator Loss = -0.0326229222119
Generator_Loss: -0.141768425703
654
After 20 iterations
Discriminator Loss = 0.00737351365387
Generator_Loss: -0.114536128938
655
After 20 iterations
Discriminator Loss = -0.0664737299085
Generator_Loss: -0.110692597926
656
After 20 iterations
Discriminator Loss = -0.0768979638815
Generator_Loss: -0.0909171998501
657
After 20 iterations
Discriminator Loss = -0.110193751752
Generator_Loss: -0.0960099846125
658
After 20 iterations
Discriminator Loss = -0.0126611264423
Generator_Loss: -0.0739066824317
659
After 20 iterations
Discriminator Loss = -0.0771797522902
Generator_Loss: -0.0493769496679
660
After 20 iterations
Discriminator Loss = -0.0295323990285
Generator_Loss: -0.0263958033174
661
After 20 iterations
Discriminator Loss = -0.00627880264074
Generator_Loss: -0.0249684471637
662
After 20 iterations
Discriminator Loss = -0.0219331961125
Generator_Loss: -0.00886691268533
663
After 20 iterations
Discriminator Loss = -0.0657437741756
Generator_Loss: -0.00973285548389
664
After 20 iterations
Discriminator Loss = -0.0957436710596
Generator_Loss: 0.00893586594611
665
After 20 iterations
Discriminator Loss = -0.0483762398362
Generator_Loss: 0.0199336502701
666
After 20 iterations
Discriminator Loss = -0.0778678879142
Generator_Loss: 0.00409871060401
667
After 20 iterations
Discriminator Loss = 0.00110952160321
Generator_Loss: 0.0169855300337
668
After 20 iterations
Discriminator Loss = -0.0569808520377
Generator_Loss: 0.0112135680392
669
After 20 iterations
Discriminator Loss = -0.00991641823202
Generator_Loss: -0.0157277211547
670
After 20 iterations
Discriminator Loss = 0.0541308522224
Generator_Loss: -0.05373044312
671
After 20 iterations
Discriminator Loss = -0.058424461633
Generator_Loss: -0.0467266105115
672
After 20 iterations
Discriminator Loss = -0.0354634448886
Generator_Loss: -0.106133311987
673
After 20 iterations
Discriminator Loss = -0.0538356825709
Generator_Loss: -0.126867964864
674
After 20 iterations
Discriminator Loss = -0.0372875183821
Generator_Loss: -0.152817696333
675
Level #0 Epoch #2 Batch #675
After 20 iterations
Discriminator Loss = -0.0188257806003
Generator_Loss: -0.139652818441
676
After 20 iterations
Discriminator Loss = 0.00822143349797
Generator_Loss: -0.178680881858
677
After 20 iterations
Discriminator Loss = -0.074311196804
Generator_Loss: -0.200682997704
678
After 20 iterations
Discriminator Loss = 0.00757278688252
Generator_Loss: -0.278286635876
679
After 20 iterations
Discriminator Loss = -0.0561424531043
Generator_Loss: -0.234393283725
680
After 20 iterations
Discriminator Loss = -0.112414285541
Generator_Loss: -0.251762270927
681
After 20 iterations
Discriminator Loss = -0.0161128677428
Generator_Loss: -0.303413450718
682
After 20 iterations
Discriminator Loss = 0.0128409918398
Generator_Loss: -0.263914555311
683
After 20 iterations
Discriminator Loss = 0.0461875386536
Generator_Loss: -0.28512570262
684
After 20 iterations
Discriminator Loss = -0.0412014089525
Generator_Loss: -0.279186010361
685
After 20 iterations
Discriminator Loss = -0.0538638941944
Generator_Loss: -0.309544861317
686
After 20 iterations
Discriminator Loss = 0.000530726159923
Generator_Loss: -0.254046678543
687
After 20 iterations
Discriminator Loss = -0.00402742018923
Generator_Loss: -0.204258397222
688
After 20 iterations
Discriminator Loss = -0.021314561367
Generator_Loss: -0.217560127378
689
After 20 iterations
Discriminator Loss = -0.035070091486
Generator_Loss: -0.191243216395
690
After 20 iterations
Discriminator Loss = -0.051841083914
Generator_Loss: -0.167310550809
691
After 20 iterations
Discriminator Loss = -0.0425804518163
Generator_Loss: -0.153647869825
692
After 20 iterations
Discriminator Loss = -0.0148425027728
Generator_Loss: -0.116961702704
693
After 20 iterations
Discriminator Loss = -0.0760390609503
Generator_Loss: -0.0817999988794
694
After 20 iterations
Discriminator Loss = -0.0698800384998
Generator_Loss: -0.0583280548453
695
After 20 iterations
Discriminator Loss = -0.0315695777535
Generator_Loss: -0.0380289889872
696
After 20 iterations
Discriminator Loss = -0.0661163851619
Generator_Loss: 5.08772864123e-05
697
After 20 iterations
Discriminator Loss = 0.00287323072553
Generator_Loss: 0.0492789112031
698
After 20 iterations
Discriminator Loss = -0.0530952215195
Generator_Loss: 0.0731253549457
699
After 20 iterations
Discriminator Loss = -0.122767195106
Generator_Loss: 0.0808632448316
700
Level #0 Epoch #2 Batch #700
After 20 iterations
Discriminator Loss = -0.056929603219
Generator_Loss: 0.0942231118679
701
After 20 iterations
Discriminator Loss = -0.0695043280721
Generator_Loss: 0.0871976912022
702
After 20 iterations
Discriminator Loss = -0.0436630062759
Generator_Loss: 0.0896484553814
703
After 20 iterations
Discriminator Loss = -0.0463026501238
Generator_Loss: 0.0698926523328
704
After 20 iterations
Discriminator Loss = -0.101510763168
Generator_Loss: 0.0423758812249
705
After 20 iterations
Discriminator Loss = -0.0558788403869
Generator_Loss: 0.0533440746367
706
After 20 iterations
Discriminator Loss = -0.0230561345816
Generator_Loss: 0.0093170106411
707
After 20 iterations
Discriminator Loss = -0.0245389062911
Generator_Loss: -0.0211349409074
708
After 20 iterations
Discriminator Loss = -0.0513081178069
Generator_Loss: -0.0186930373311
709
After 20 iterations
Discriminator Loss = -0.0469854623079
Generator_Loss: -0.0280107054859
710
After 20 iterations
Discriminator Loss = -0.0196380876005
Generator_Loss: -0.11668292433
711
After 20 iterations
Discriminator Loss = -0.0460079275072
Generator_Loss: -0.13588014245
712
After 20 iterations
Discriminator Loss = -0.0152766788378
Generator_Loss: -0.160179898143
713
After 20 iterations
Discriminator Loss = -0.0236166529357
Generator_Loss: -0.2113789469
714
After 20 iterations
Discriminator Loss = -0.0569795258343
Generator_Loss: -0.249999895692
715
After 20 iterations
Discriminator Loss = -0.0264454595745
Generator_Loss: -0.264181494713
716
After 20 iterations
Discriminator Loss = -0.00484167039394
Generator_Loss: -0.246327295899
717
After 20 iterations
Discriminator Loss = -0.0673947259784
Generator_Loss: -0.238619998097
718
After 20 iterations
Discriminator Loss = -0.0034619460348
Generator_Loss: -0.248826175928
719
After 20 iterations
Discriminator Loss = -0.0749210193753
Generator_Loss: -0.28503626585
720
After 20 iterations
Discriminator Loss = -0.0625406503677
Generator_Loss: -0.29131937027
721
After 20 iterations
Discriminator Loss = -0.0972763225436
Generator_Loss: -0.27672046423
722
After 20 iterations
Discriminator Loss = -0.0635740309954
Generator_Loss: -0.260408639908
723
After 20 iterations
Discriminator Loss = -0.0160822160542
Generator_Loss: -0.283776968718
724
After 20 iterations
Discriminator Loss = -0.0755394771695
Generator_Loss: -0.289164304733
725
Level #0 Epoch #2 Batch #725
After 20 iterations
Discriminator Loss = -0.0430796667933
Generator_Loss: -0.279240369797
726
After 20 iterations
Discriminator Loss = -0.0787428915501
Generator_Loss: -0.234066098928
727
After 20 iterations
Discriminator Loss = 0.0350856557488
Generator_Loss: -0.218881994486
728
After 20 iterations
Discriminator Loss = -0.073623880744
Generator_Loss: -0.245394334197
729
After 20 iterations
Discriminator Loss = -0.0214434769005
Generator_Loss: -0.223626643419
730
After 20 iterations
Discriminator Loss = -0.0503956116736
Generator_Loss: -0.239333465695
731
After 20 iterations
Discriminator Loss = -0.00833534915
Generator_Loss: -0.19856582582
732
After 20 iterations
Discriminator Loss = -0.012840536423
Generator_Loss: -0.164530858397
733
After 20 iterations
Discriminator Loss = -0.0590196475387
Generator_Loss: -0.141601771116
734
After 20 iterations
Discriminator Loss = -0.0162715110928
Generator_Loss: -0.11974260956
735
After 20 iterations
Discriminator Loss = -0.0339430458844
Generator_Loss: -0.0919939354062
736
After 20 iterations
Discriminator Loss = -0.0908984616399
Generator_Loss: -0.108895286918
737
After 20 iterations
Discriminator Loss = -0.0509466342628
Generator_Loss: -0.0901800394058
738
After 20 iterations
Discriminator Loss = -0.0531566180289
Generator_Loss: -0.0953872799873
739
After 20 iterations
Discriminator Loss = -0.0632575154305
Generator_Loss: -0.0511151403189
740
After 20 iterations
Discriminator Loss = -0.0136558348313
Generator_Loss: -0.0347102954984
741
After 20 iterations
Discriminator Loss = -0.0403230078518
Generator_Loss: -0.00893773883581
742
After 20 iterations
Discriminator Loss = -0.0527279339731
Generator_Loss: 0.0021010634955
743
After 20 iterations
Discriminator Loss = 0.0214423686266
Generator_Loss: 0.0232245437801
744
After 20 iterations
Discriminator Loss = 0.0577235370874
Generator_Loss: 0.0313150696456
745
After 20 iterations
Discriminator Loss = -0.0479303300381
Generator_Loss: 0.0144142918289
746
After 20 iterations
Discriminator Loss = 0.0316149555147
Generator_Loss: 0.0123407952487
747
After 20 iterations
Discriminator Loss = 0.00707157561556
Generator_Loss: -0.0161956697702
748
After 20 iterations
Discriminator Loss = 0.00878977868706
Generator_Loss: -0.0367587842047
749
After 20 iterations
Discriminator Loss = -0.0386141240597
Generator_Loss: -0.0363514833152
750
Level #0 Epoch #2 Batch #750
After 20 iterations
Discriminator Loss = 0.0222683474422
Generator_Loss: -0.0569346398115
751
After 20 iterations
Discriminator Loss = -0.037470061332
Generator_Loss: -0.0644471347332
752
After 20 iterations
Discriminator Loss = -0.0547473579645
Generator_Loss: -0.0823314934969
753
After 20 iterations
Discriminator Loss = -0.0298222452402
Generator_Loss: -0.0838438719511
754
After 20 iterations
Discriminator Loss = -0.0304187741131
Generator_Loss: -0.0688300579786
755
After 20 iterations
Discriminator Loss = -0.010641945526
Generator_Loss: -0.0609465427697
756
After 20 iterations
Discriminator Loss = -0.0298760440201
Generator_Loss: -0.101621039212
757
After 20 iterations
Discriminator Loss = -0.048317335546
Generator_Loss: -0.0924676060677
758
After 20 iterations
Discriminator Loss = -0.0540154315531
Generator_Loss: -0.111369356513
759
After 20 iterations
Discriminator Loss = -0.0518159307539
Generator_Loss: -0.127960249782
760
After 20 iterations
Discriminator Loss = -0.0210869889706
Generator_Loss: -0.139645189047
761
After 20 iterations
Discriminator Loss = -0.000167034275364
Generator_Loss: -0.146184355021
762
After 20 iterations
Discriminator Loss = -0.0667239278555
Generator_Loss: -0.132306218147
763
After 20 iterations
Discriminator Loss = -0.0972651168704
Generator_Loss: -0.121161967516
764
After 20 iterations
Discriminator Loss = 0.000616256904323
Generator_Loss: -0.159930437803
765
After 20 iterations
Discriminator Loss = -0.0569699555635
Generator_Loss: -0.085712492466
766
After 20 iterations
Discriminator Loss = -0.00340724829584
Generator_Loss: -0.107209607959
767
After 20 iterations
Discriminator Loss = -0.0775413736701
Generator_Loss: -0.0913380309939
768
After 20 iterations
Discriminator Loss = -0.093099668622
Generator_Loss: -0.0829622745514
769
After 20 iterations
Discriminator Loss = -0.0407109446824
Generator_Loss: -0.0236565861851
770
After 20 iterations
Discriminator Loss = -0.0888208970428
Generator_Loss: -0.0182176996022
771
After 20 iterations
Discriminator Loss = 0.0255893021822
Generator_Loss: 0.0154541516677
772
After 20 iterations
Discriminator Loss = -0.0137114524841
Generator_Loss: 0.0138553502038
773
After 20 iterations
Discriminator Loss = -0.0259248688817
Generator_Loss: 0.0808831378818
774
After 20 iterations
Discriminator Loss = 0.00105881609488
Generator_Loss: 0.0603099577129
775
Level #0 Epoch #2 Batch #775
After 20 iterations
Discriminator Loss = 0.0072130667977
Generator_Loss: 0.084311850369
776
After 20 iterations
Discriminator Loss = 0.00934843439609
Generator_Loss: 0.0571740232408
777
After 20 iterations
Discriminator Loss = 0.00422377837822
Generator_Loss: 0.0813317745924
778
After 20 iterations
Discriminator Loss = -0.0357733629644
Generator_Loss: 0.0764485225081
779
After 20 iterations
Discriminator Loss = -0.00127619120758
Generator_Loss: 0.0940937325358
780
After 20 iterations
Discriminator Loss = 0.0356194041669
Generator_Loss: 0.103571817279
781
Epoch #3
After 20 iterations
Discriminator Loss = -0.00660963263363
Generator_Loss: 0.135349109769
2
After 20 iterations
Discriminator Loss = 0.00627026241273
Generator_Loss: 0.109626665711
3
After 20 iterations
Discriminator Loss = 0.00858941953629
Generator_Loss: 0.132080420852
4
After 20 iterations
Discriminator Loss = -0.0264045149088
Generator_Loss: 0.125272884965
5
After 20 iterations
Discriminator Loss = -0.060674380511
Generator_Loss: 0.154797807336
6
After 20 iterations
Discriminator Loss = 0.0340809933841
Generator_Loss: 0.134441420436
7
After 20 iterations
Discriminator Loss = -0.0234263204038
Generator_Loss: 0.130624577403
8
After 20 iterations
Discriminator Loss = -0.068392150104
Generator_Loss: 0.115592725575
9
After 20 iterations
Discriminator Loss = 0.00288497470319
Generator_Loss: 0.125604718924
10
After 20 iterations
Discriminator Loss = -0.0696708410978
Generator_Loss: 0.0967990756035
11
After 20 iterations
Discriminator Loss = -0.0723243057728
Generator_Loss: 0.117157399654
12
After 20 iterations
Discriminator Loss = -0.0717600360513
Generator_Loss: 0.108244068921
13
After 20 iterations
Discriminator Loss = -0.0110563682392
Generator_Loss: 0.0899475589395
14
After 20 iterations
Discriminator Loss = -0.0393053330481
Generator_Loss: 0.0939504727721
15
After 20 iterations
Discriminator Loss = -0.0727473944426
Generator_Loss: 0.0594020821154
16
After 20 iterations
Discriminator Loss = -0.0485400483012
Generator_Loss: 0.0868225693703
17
After 20 iterations
Discriminator Loss = -0.0411484092474
Generator_Loss: 0.0557203702629
18
After 20 iterations
Discriminator Loss = -0.0547660924494
Generator_Loss: 0.038921687752
19
After 20 iterations
Discriminator Loss = -0.106243558228
Generator_Loss: 0.035389482975
20
After 20 iterations
Discriminator Loss = -0.0479011945426
Generator_Loss: 0.0238844994456
21
After 20 iterations
Discriminator Loss = -0.0731505602598
Generator_Loss: -0.00400865310803
22
After 20 iterations
Discriminator Loss = -0.0482770688832
Generator_Loss: 0.00855457596481
23
After 20 iterations
Discriminator Loss = 0.0499763339758
Generator_Loss: -2.6391033316e-05
24
After 20 iterations
Discriminator Loss = 0.00914877653122
Generator_Loss: -0.02529078722
25
Level #0 Epoch #3 Batch #25
After 20 iterations
Discriminator Loss = -0.0215218774974
Generator_Loss: -0.0346046425402
26
After 20 iterations
Discriminator Loss = -0.0126090915874
Generator_Loss: -0.0388889610767
27
After 20 iterations
Discriminator Loss = -0.106775477529
Generator_Loss: -0.0424905121326
28
After 20 iterations
Discriminator Loss = -0.0608629882336
Generator_Loss: -0.0678962767124
29
After 20 iterations
Discriminator Loss = -0.0528673380613
Generator_Loss: -0.106991618872
30
After 20 iterations
Discriminator Loss = -0.0495504848659
Generator_Loss: -0.145747840405
31
After 20 iterations
Discriminator Loss = -0.0319985114038
Generator_Loss: -0.166731193662
32
After 20 iterations
Discriminator Loss = -0.0306065697223
Generator_Loss: -0.207079172134
33
After 20 iterations
Discriminator Loss = 0.00291231973097
Generator_Loss: -0.251917272806
34
After 20 iterations
Discriminator Loss = -0.0767300724983
Generator_Loss: -0.197474300861
35
After 20 iterations
Discriminator Loss = -0.0898728296161
Generator_Loss: -0.230944216251
36
After 20 iterations
Discriminator Loss = -0.0515005253255
Generator_Loss: -0.253590404987
37
After 20 iterations
Discriminator Loss = -0.0749720558524
Generator_Loss: -0.278020322323
38
After 20 iterations
Discriminator Loss = -0.051485426724
Generator_Loss: -0.281853765249
39
After 20 iterations
Discriminator Loss = -0.0387828946114
Generator_Loss: -0.265485346317
40
After 20 iterations
Discriminator Loss = -0.0855114385486
Generator_Loss: -0.25025165081
41
After 20 iterations
Discriminator Loss = -0.114968985319
Generator_Loss: -0.260057628155
42
After 20 iterations
Discriminator Loss = -0.0194084774703
Generator_Loss: -0.276938706636
43
After 20 iterations
Discriminator Loss = -0.115784958005
Generator_Loss: -0.252870589495
44
After 20 iterations
Discriminator Loss = -0.133545204997
Generator_Loss: -0.23237465322
45
After 20 iterations
Discriminator Loss = -0.138447701931
Generator_Loss: -0.20120242238
46
After 20 iterations
Discriminator Loss = 0.0168185736984
Generator_Loss: -0.17307318747
47
After 20 iterations
Discriminator Loss = -0.0516261607409
Generator_Loss: -0.184894055128
48
After 20 iterations
Discriminator Loss = 0.00777299143374
Generator_Loss: -0.142263561487
49
After 20 iterations
Discriminator Loss = -0.0327693596482
Generator_Loss: -0.0770558491349
50
Level #0 Epoch #3 Batch #50
After 20 iterations
Discriminator Loss = -0.0724482163787
Generator_Loss: -0.0234271865338
51
After 20 iterations
Discriminator Loss = -0.0520829893649
Generator_Loss: -0.0379629023373
52
After 20 iterations
Discriminator Loss = -0.0118913576007
Generator_Loss: -0.0144567806274
53
After 20 iterations
Discriminator Loss = -0.0375304929912
Generator_Loss: 0.0165999904275
54
After 20 iterations
Discriminator Loss = 0.053796928376
Generator_Loss: -0.00587233901024
55
After 20 iterations
Discriminator Loss = -0.0572234205902
Generator_Loss: 0.00217050407082
56
After 20 iterations
Discriminator Loss = -0.083497710526
Generator_Loss: 0.0277448035777
57
After 20 iterations
Discriminator Loss = -0.0268620420247
Generator_Loss: -0.00405452679843
58
After 20 iterations
Discriminator Loss = -0.000460268900497
Generator_Loss: 0.00411468464881
59
After 20 iterations
Discriminator Loss = -0.020448051393
Generator_Loss: -0.0289199091494
60
After 20 iterations
Discriminator Loss = -0.0310411248356
Generator_Loss: -0.0198708288372
61
After 20 iterations
Discriminator Loss = -0.0426535122097
Generator_Loss: -0.0680544227362
62
After 20 iterations
Discriminator Loss = 0.00411911029369
Generator_Loss: -0.0827227160335
63
After 20 iterations
Discriminator Loss = -0.0259668007493
Generator_Loss: -0.0801637098193
64
After 20 iterations
Discriminator Loss = -0.0560792461038
Generator_Loss: -0.0977678745985
65
After 20 iterations
Discriminator Loss = 0.0119768623263
Generator_Loss: -0.102635152638
66
After 20 iterations
Discriminator Loss = 0.0295054037124
Generator_Loss: -0.124010339379
67
After 20 iterations
Discriminator Loss = -0.0493449494243
Generator_Loss: -0.137798249722
68
After 20 iterations
Discriminator Loss = 0.00106419273652
Generator_Loss: -0.15573848784
69
After 20 iterations
Discriminator Loss = -0.0415188930929
Generator_Loss: -0.138241678476
70
After 20 iterations
Discriminator Loss = 0.0103818634525
Generator_Loss: -0.181235000491
71
After 20 iterations
Discriminator Loss = 0.0254369806498
Generator_Loss: -0.147583737969
72
After 20 iterations
Discriminator Loss = -0.0207444690168
Generator_Loss: -0.149753108621
73
After 20 iterations
Discriminator Loss = 0.0126692093909
Generator_Loss: -0.112339168787
74
After 20 iterations
Discriminator Loss = 0.00183989631478
Generator_Loss: -0.106059849262
75
Level #0 Epoch #3 Batch #75
After 20 iterations
Discriminator Loss = 0.00159271375742
Generator_Loss: -0.0696940943599
76
After 20 iterations
Discriminator Loss = -0.0365245379508
Generator_Loss: -0.0504372157156
77
After 20 iterations
Discriminator Loss = -0.108324676752
Generator_Loss: -0.0332820601761
78
After 20 iterations
Discriminator Loss = -0.0210740417242
Generator_Loss: -0.0519667938352
79
After 20 iterations
Discriminator Loss = -0.0938667058945
Generator_Loss: -0.0824747383595
80
After 20 iterations
Discriminator Loss = -0.0708557516336
Generator_Loss: -0.118258371949
81
After 20 iterations
Discriminator Loss = -0.0829372182488
Generator_Loss: -0.0736390724778
82
After 20 iterations
Discriminator Loss = -0.0376692414284
Generator_Loss: -0.0768668949604
83
After 20 iterations
Discriminator Loss = -0.035294406116
Generator_Loss: -0.16632501781
84
After 20 iterations
Discriminator Loss = -0.0889809951186
Generator_Loss: -0.203023672104
85
After 20 iterations
Discriminator Loss = -0.0290039218962
Generator_Loss: -0.252496600151
86
After 20 iterations
Discriminator Loss = -0.0901391357183
Generator_Loss: -0.254988402128
87
After 20 iterations
Discriminator Loss = -0.0395219475031
Generator_Loss: -0.23429889977
88
After 20 iterations
Discriminator Loss = -0.0599048696458
Generator_Loss: -0.226753890514
89
After 20 iterations
Discriminator Loss = -0.0328050404787
Generator_Loss: -0.228089496493
90
After 20 iterations
Discriminator Loss = -0.00244265887886
Generator_Loss: -0.203532919288
91
After 20 iterations
Discriminator Loss = -0.0494909696281
Generator_Loss: -0.210798680782
92
After 20 iterations
Discriminator Loss = 0.00135051610414
Generator_Loss: -0.140961885452
93
After 20 iterations
Discriminator Loss = 0.0290036257356
Generator_Loss: -0.121037080884
94
After 20 iterations
Discriminator Loss = -0.0411099530756
Generator_Loss: -0.0492543317378
95
After 20 iterations
Discriminator Loss = -0.0152682969347
Generator_Loss: 0.0077206864953
96
After 20 iterations
Discriminator Loss = -0.0470808520913
Generator_Loss: 0.0363508611917
97
After 20 iterations
Discriminator Loss = -0.0264300070703
Generator_Loss: 0.0739641860127
98
After 20 iterations
Discriminator Loss = -0.021993778646
Generator_Loss: 0.0767630636692
99
After 20 iterations
Discriminator Loss = -0.0287624746561
Generator_Loss: 0.144264250994
100
Level #0 Epoch #3 Batch #100
After 20 iterations
Discriminator Loss = -0.00574657414109
Generator_Loss: 0.21224732697
101
After 20 iterations
Discriminator Loss = -0.0337276346982
Generator_Loss: 0.227353915572
102
After 20 iterations
Discriminator Loss = 0.0072308355011
Generator_Loss: 0.240655720234
103
After 20 iterations
Discriminator Loss = -0.0434751324356
Generator_Loss: 0.26562038064
104
After 20 iterations
Discriminator Loss = 0.0505099706352
Generator_Loss: 0.220719173551
105
After 20 iterations
Discriminator Loss = -0.0147693874314
Generator_Loss: 0.220141515136
106
After 20 iterations
Discriminator Loss = -0.0183081366122
Generator_Loss: 0.201994851232
107
After 20 iterations
Discriminator Loss = -0.0634703859687
Generator_Loss: 0.20389713347
108
After 20 iterations
Discriminator Loss = -0.0304652620107
Generator_Loss: 0.231510832906
109
After 20 iterations
Discriminator Loss = 0.0303906090558
Generator_Loss: 0.182527899742
110
After 20 iterations
Discriminator Loss = 0.0388400964439
Generator_Loss: 0.161468341947
111
After 20 iterations
Discriminator Loss = -0.109537534416
Generator_Loss: 0.16155654192
112
After 20 iterations
Discriminator Loss = 0.0239568985999
Generator_Loss: 0.166311249137
113
After 20 iterations
Discriminator Loss = 0.0241825599223
Generator_Loss: 0.132914915681
114
After 20 iterations
Discriminator Loss = -0.0330975018442
Generator_Loss: 0.0949521064758
115
After 20 iterations
Discriminator Loss = -0.00445530097932
Generator_Loss: 0.115216039121
116
After 20 iterations
Discriminator Loss = -0.0689262151718
Generator_Loss: 0.110596165061
117
After 20 iterations
Discriminator Loss = -0.0721928179264
Generator_Loss: 0.119851313531
118
After 20 iterations
Discriminator Loss = -0.0632805526257
Generator_Loss: 0.113217391074
119
After 20 iterations
Discriminator Loss = -0.0229663085192
Generator_Loss: 0.0883612111211
120
After 20 iterations
Discriminator Loss = -0.0513629987836
Generator_Loss: 0.10376046598
121
After 20 iterations
Discriminator Loss = -0.0628630593419
Generator_Loss: 0.0842770859599
122
After 20 iterations
Discriminator Loss = -0.0389683134854
Generator_Loss: 0.0759657546878
123
After 20 iterations
Discriminator Loss = -0.0549625605345
Generator_Loss: 0.0544001273811
124
After 20 iterations
Discriminator Loss = -0.0973543897271
Generator_Loss: 0.0619647316635
125
Level #0 Epoch #3 Batch #125
After 20 iterations
Discriminator Loss = -0.0725108459592
Generator_Loss: 0.0706948786974
126
After 20 iterations
Discriminator Loss = -0.0615960694849
Generator_Loss: 0.0388887450099
127
After 20 iterations
Discriminator Loss = -0.00926924683154
Generator_Loss: 0.0478961244226
128
After 20 iterations
Discriminator Loss = 0.0223098322749
Generator_Loss: 0.0152324652299
129
After 20 iterations
Discriminator Loss = -0.0239271223545
Generator_Loss: -0.00670125009492
130
After 20 iterations
Discriminator Loss = -0.0243843663484
Generator_Loss: -0.0249342806637
131
After 20 iterations
Discriminator Loss = 0.0305313188583
Generator_Loss: -0.0372592136264
132
After 20 iterations
Discriminator Loss = -0.013177447021
Generator_Loss: -0.021849649027
133
After 20 iterations
Discriminator Loss = 0.0466280803084
Generator_Loss: -0.051076374948
134
After 20 iterations
Discriminator Loss = -0.000612206698861
Generator_Loss: -0.0413876958191
135
After 20 iterations
Discriminator Loss = 0.00976800825447
Generator_Loss: -0.0265690945089
136
After 20 iterations
Discriminator Loss = -0.00474895490333
Generator_Loss: -0.0224946383387
137
After 20 iterations
Discriminator Loss = 0.00645520305261
Generator_Loss: 0.015361177735
138
After 20 iterations
Discriminator Loss = 0.0145970340818
Generator_Loss: 0.0134284710512
139
After 20 iterations
Discriminator Loss = 0.00867380853742
Generator_Loss: 0.03207680583
140
After 20 iterations
Discriminator Loss = -0.0178887397051
Generator_Loss: 0.0326338782907
141
After 20 iterations
Discriminator Loss = -0.0328856222332
Generator_Loss: -0.0184240397066
142
After 20 iterations
Discriminator Loss = -0.0201424732804
Generator_Loss: 0.0108326487243
143
After 20 iterations
Discriminator Loss = -0.036340765655
Generator_Loss: 0.0150051862001
144
After 20 iterations
Discriminator Loss = -0.0467219352722
Generator_Loss: -0.00171248114202
145
After 20 iterations
Discriminator Loss = -0.0650255307555
Generator_Loss: -0.021131105721
146
After 20 iterations
Discriminator Loss = -0.0198768861592
Generator_Loss: 0.0205249488354
147
After 20 iterations
Discriminator Loss = -0.0205096695572
Generator_Loss: 0.000995208625682
148
After 20 iterations
Discriminator Loss = 0.0179523583502
Generator_Loss: -0.0347353592515
149
After 20 iterations
Discriminator Loss = -0.058582983911
Generator_Loss: 0.0307624991983
150
Level #0 Epoch #3 Batch #150
After 20 iterations
Discriminator Loss = -0.00391899468377
Generator_Loss: 0.0603636428714
151
After 20 iterations
Discriminator Loss = 0.0353981889784
Generator_Loss: 0.0310922767967
152
After 20 iterations
Discriminator Loss = -0.0163557380438
Generator_Loss: 0.0444691739976
153
After 20 iterations
Discriminator Loss = -0.0281830076128
Generator_Loss: 0.0597783178091
154
After 20 iterations
Discriminator Loss = -0.0561796687543
Generator_Loss: 0.0758127868176
155
After 20 iterations
Discriminator Loss = -0.0351693853736
Generator_Loss: 0.104078769684
156
After 20 iterations
Discriminator Loss = -0.00398689275607
Generator_Loss: 0.118215642869
157
After 20 iterations
Discriminator Loss = 0.00575684942305
Generator_Loss: 0.133421182632
158
After 20 iterations
Discriminator Loss = -0.0256985593587
Generator_Loss: 0.142257317901
159
After 20 iterations
Discriminator Loss = -0.0360653661191
Generator_Loss: 0.196140795946
160
After 20 iterations
Discriminator Loss = -0.0352210439742
Generator_Loss: 0.192853540182
161
After 20 iterations
Discriminator Loss = -0.110185474157
Generator_Loss: 0.213503584266
162
After 20 iterations
Discriminator Loss = -0.0394699387252
Generator_Loss: 0.23163510859
163
After 20 iterations
Discriminator Loss = -0.0777569189668
Generator_Loss: 0.214193239808
164
After 20 iterations
Discriminator Loss = -0.0546610876918
Generator_Loss: 0.243112653494
165
After 20 iterations
Discriminator Loss = -0.133758857846
Generator_Loss: 0.24961797893
166
After 20 iterations
Discriminator Loss = -0.0311096310616
Generator_Loss: 0.186429098248
167
After 20 iterations
Discriminator Loss = -0.100784562528
Generator_Loss: 0.119539774954
168
After 20 iterations
Discriminator Loss = -0.0165878161788
Generator_Loss: 0.0810614526272
169
After 20 iterations
Discriminator Loss = -0.0676912069321
Generator_Loss: 0.0864000171423
170
After 20 iterations
Discriminator Loss = -0.048283085227
Generator_Loss: 0.0312925204635
171
After 20 iterations
Discriminator Loss = 0.000241855232161
Generator_Loss: -0.00463346717879
172
After 20 iterations
Discriminator Loss = -0.0513068065047
Generator_Loss: -0.0235509425402
173
After 20 iterations
Discriminator Loss = -0.0187468435615
Generator_Loss: -0.0129359774292
174
After 20 iterations
Discriminator Loss = -0.130982235074
Generator_Loss: -0.0593862086535
175
Level #0 Epoch #3 Batch #175
After 20 iterations
Discriminator Loss = 0.0450116507709
Generator_Loss: -0.0286682583392
176
After 20 iterations
Discriminator Loss = -0.0932688713074
Generator_Loss: -0.0768734589219
177
After 20 iterations
Discriminator Loss = 0.0570127777755
Generator_Loss: -0.0411681011319
178
After 20 iterations
Discriminator Loss = -0.0206442214549
Generator_Loss: -0.0262078903615
179
After 20 iterations
Discriminator Loss = 0.0218287818134
Generator_Loss: -0.00339182652533
180
After 20 iterations
Discriminator Loss = -0.0226042643189
Generator_Loss: 0.00681794108823
181
After 20 iterations
Discriminator Loss = 0.0412050746381
Generator_Loss: 0.0286862645298
182
After 20 iterations
Discriminator Loss = -0.0161161776632
Generator_Loss: 0.0387102253735
183
After 20 iterations
Discriminator Loss = -0.00310550699942
Generator_Loss: 0.0601613633335
184
After 20 iterations
Discriminator Loss = -0.0481700748205
Generator_Loss: 0.0659690052271
185
After 20 iterations
Discriminator Loss = -0.0728267878294
Generator_Loss: 0.092854782939
186
After 20 iterations
Discriminator Loss = -0.0329931303859
Generator_Loss: 0.0872844010592
187
After 20 iterations
Discriminator Loss = -0.100418902934
Generator_Loss: 0.101921476424
188
After 20 iterations
Discriminator Loss = -0.0481713116169
Generator_Loss: 0.135810822248
189
After 20 iterations
Discriminator Loss = -0.0839256346226
Generator_Loss: 0.106431663036
190
After 20 iterations
Discriminator Loss = -0.00134883413557
Generator_Loss: 0.124793186784
191
After 20 iterations
Discriminator Loss = -0.0395338982344
Generator_Loss: 0.143881216645
192
After 20 iterations
Discriminator Loss = 0.0221553985029
Generator_Loss: 0.0688291788101
193
After 20 iterations
Discriminator Loss = -0.0387006662786
Generator_Loss: -0.0199782773852
194
After 20 iterations
Discriminator Loss = 0.0224652197212
Generator_Loss: -0.0406293384731
195
After 20 iterations
Discriminator Loss = 0.0730546340346
Generator_Loss: -0.0691888555884
196
After 20 iterations
Discriminator Loss = 0.0176631193608
Generator_Loss: -0.111629709601
197
After 20 iterations
Discriminator Loss = 0.039698086679
Generator_Loss: -0.137933373451
198
After 20 iterations
Discriminator Loss = -0.00515864882618
Generator_Loss: -0.132080703974
199
After 20 iterations
Discriminator Loss = 0.0149301942438
Generator_Loss: -0.12770408392
200
Level #0 Epoch #3 Batch #200
After 20 iterations
Discriminator Loss = -0.0043861111626
Generator_Loss: -0.166622340679
201
After 20 iterations
Discriminator Loss = -0.031463522464
Generator_Loss: -0.179911136627
202
After 20 iterations
Discriminator Loss = -0.0221725907177
Generator_Loss: -0.171627536416
203
After 20 iterations
Discriminator Loss = -0.00406845426187
Generator_Loss: -0.185644671321
204
After 20 iterations
Discriminator Loss = 0.0168254710734
Generator_Loss: -0.17083543539
205
After 20 iterations
Discriminator Loss = -0.0188284739852
Generator_Loss: -0.193950504065
206
After 20 iterations
Discriminator Loss = 0.0154934898019
Generator_Loss: -0.179553493857
207
After 20 iterations
Discriminator Loss = -0.0407055653632
Generator_Loss: -0.172242432833
208
After 20 iterations
Discriminator Loss = -0.0742242708802
Generator_Loss: -0.173049598932
209
After 20 iterations
Discriminator Loss = -0.054219186306
Generator_Loss: -0.152225151658
210
After 20 iterations
Discriminator Loss = -0.0127446381375
Generator_Loss: -0.126783564687
211
After 20 iterations
Discriminator Loss = -0.0571470782161
Generator_Loss: -0.0989095941186
212
After 20 iterations
Discriminator Loss = -0.054439291358
Generator_Loss: -0.102136880159
213
After 20 iterations
Discriminator Loss = -0.0642179250717
Generator_Loss: -0.101966828108
214
After 20 iterations
Discriminator Loss = -0.0257857162505
Generator_Loss: -0.0876060798764
215
After 20 iterations
Discriminator Loss = -0.0831011235714
Generator_Loss: -0.0428688339889
216
After 20 iterations
Discriminator Loss = -0.0949407294393
Generator_Loss: -0.0152492644265
217
After 20 iterations
Discriminator Loss = -0.0993338152766
Generator_Loss: -0.0108548253775
218
After 20 iterations
Discriminator Loss = -0.0644851177931
Generator_Loss: -0.0441723167896
219
After 20 iterations
Discriminator Loss = -0.000940738711506
Generator_Loss: 0.0625809952617
220
After 20 iterations
Discriminator Loss = -0.101206243038
Generator_Loss: 0.0337327793241
221
After 20 iterations
Discriminator Loss = 0.00790132861584
Generator_Loss: 0.0432024821639
222
After 20 iterations
Discriminator Loss = -0.0790363773704
Generator_Loss: 0.0751352831721
223
After 20 iterations
Discriminator Loss = -0.0687574744225
Generator_Loss: 0.0590534582734
224
After 20 iterations
Discriminator Loss = -0.0650298520923
Generator_Loss: 0.106994010508
225
Level #0 Epoch #3 Batch #225
After 20 iterations
Discriminator Loss = 0.0323559977114
Generator_Loss: 0.0911253765225
226
After 20 iterations
Discriminator Loss = -0.0341490544379
Generator_Loss: 0.0972258895636
227
After 20 iterations
Discriminator Loss = -0.0314900912344
Generator_Loss: 0.134402573109
228
After 20 iterations
Discriminator Loss = 0.00620542513207
Generator_Loss: 0.119581073523
229
After 20 iterations
Discriminator Loss = -0.0340944416821
Generator_Loss: 0.110603667796
230
After 20 iterations
Discriminator Loss = 0.0332735441625
Generator_Loss: 0.102186486125
231
After 20 iterations
Discriminator Loss = -0.0581566877663
Generator_Loss: 0.0739124640822
232
After 20 iterations
Discriminator Loss = -0.0580014549196
Generator_Loss: 0.0330688580871
233
After 20 iterations
Discriminator Loss = -0.117252156138
Generator_Loss: -0.00257922196761
234
After 20 iterations
Discriminator Loss = 0.00161293428391
Generator_Loss: -0.0515360422432
235
After 20 iterations
Discriminator Loss = -0.0142110846937
Generator_Loss: -0.0804913267493
236
After 20 iterations
Discriminator Loss = -0.0443102307618
Generator_Loss: -0.131871759892
237
After 20 iterations
Discriminator Loss = -0.0424107536674
Generator_Loss: -0.225038126111
238
After 20 iterations
Discriminator Loss = -0.131152153015
Generator_Loss: -0.306588590145
239
After 20 iterations
Discriminator Loss = -0.0652565211058
Generator_Loss: -0.350522130728
240
After 20 iterations
Discriminator Loss = -0.0186171550304
Generator_Loss: -0.353542804718
241
After 20 iterations
Discriminator Loss = -0.0588067248464
Generator_Loss: -0.434972167015
242
After 20 iterations
Discriminator Loss = -0.056171759963
Generator_Loss: -0.487078070641
243
After 20 iterations
Discriminator Loss = -0.0193615816534
Generator_Loss: -0.489051252604
244
After 20 iterations
Discriminator Loss = -0.11111625284
Generator_Loss: -0.501010477543
245
After 20 iterations
Discriminator Loss = -0.00254983617924
Generator_Loss: -0.471166938543
246
After 20 iterations
Discriminator Loss = -0.0509545020759
Generator_Loss: -0.480953574181
247
After 20 iterations
Discriminator Loss = -0.06557366997
Generator_Loss: -0.417727142572
248
After 20 iterations
Discriminator Loss = -0.00990452244878
Generator_Loss: -0.427784115076
249
After 20 iterations
Discriminator Loss = -0.0517365224659
Generator_Loss: -0.39114227891
250
Level #0 Epoch #3 Batch #250
After 20 iterations
Discriminator Loss = -0.0226464122534
Generator_Loss: -0.444857269526
251
After 20 iterations
Discriminator Loss = 0.0690880715847
Generator_Loss: -0.42810946703
252
After 20 iterations
Discriminator Loss = -0.0122972186655
Generator_Loss: -0.369566321373
253
After 20 iterations
Discriminator Loss = -0.0323813445866
Generator_Loss: -0.438749134541
254
After 20 iterations
Discriminator Loss = -0.030754012987
Generator_Loss: -0.38391032815
255
After 20 iterations
Discriminator Loss = -0.055837020278
Generator_Loss: -0.317737460136
256
After 20 iterations
Discriminator Loss = -0.094018496573
Generator_Loss: -0.355738043785
257
After 20 iterations
Discriminator Loss = -0.0150258736685
Generator_Loss: -0.299005031586
258
After 20 iterations
Discriminator Loss = -0.0224044192582
Generator_Loss: -0.264888674021
259
After 20 iterations
Discriminator Loss = -0.00881243310869
Generator_Loss: -0.21057587862
260
After 20 iterations
Discriminator Loss = -0.0126391788945
Generator_Loss: -0.163151159883
261
After 20 iterations
Discriminator Loss = 0.00296942796558
Generator_Loss: -0.136230736971
262
After 20 iterations
Discriminator Loss = -0.00962904840708
Generator_Loss: -0.112126111984
263
After 20 iterations
Discriminator Loss = -0.0307947807014
Generator_Loss: -0.0889548659325
264
After 20 iterations
Discriminator Loss = -0.0331325083971
Generator_Loss: -0.0149839771912
265
After 20 iterations
Discriminator Loss = -0.029823558405
Generator_Loss: -0.0023131291382
266
After 20 iterations
Discriminator Loss = -0.0339177697897
Generator_Loss: 0.0571979060769
267
After 20 iterations
Discriminator Loss = -0.0168744642287
Generator_Loss: 0.050230499357
268
After 20 iterations
Discriminator Loss = -0.0849218517542
Generator_Loss: 0.0972332805395
269
After 20 iterations
Discriminator Loss = 0.0189225357026
Generator_Loss: 0.169918432832
270
After 20 iterations
Discriminator Loss = -0.0492693707347
Generator_Loss: 0.169478148222
271
After 20 iterations
Discriminator Loss = -0.0325053557754
Generator_Loss: 0.218699336052
272
After 20 iterations
Discriminator Loss = -0.0434693731368
Generator_Loss: 0.224895581603
273
After 20 iterations
Discriminator Loss = 0.008041924797
Generator_Loss: 0.235320076346
274
After 20 iterations
Discriminator Loss = -0.0445327050984
Generator_Loss: 0.238353475928
275
Level #0 Epoch #3 Batch #275
After 20 iterations
Discriminator Loss = 0.00795430224389
Generator_Loss: 0.247619748116
276
After 20 iterations
Discriminator Loss = -0.0127477822825
Generator_Loss: 0.241024166346
277
After 20 iterations
Discriminator Loss = -0.0268595423549
Generator_Loss: 0.196853294969
278
After 20 iterations
Discriminator Loss = -0.028607616201
Generator_Loss: 0.180629819632
279
After 20 iterations
Discriminator Loss = -0.101642280817
Generator_Loss: 0.166397109628
280
After 20 iterations
Discriminator Loss = -0.0371240228415
Generator_Loss: 0.152844592929
281
After 20 iterations
Discriminator Loss = -0.102732092142
Generator_Loss: 0.124499849975
282
After 20 iterations
Discriminator Loss = -0.0943470001221
Generator_Loss: 0.0657969638705
283
After 20 iterations
Discriminator Loss = -0.0264302324504
Generator_Loss: 0.0138577409089
284
After 20 iterations
Discriminator Loss = -0.0937529429793
Generator_Loss: -0.0304968766868
285
After 20 iterations
Discriminator Loss = 0.043824583292
Generator_Loss: -0.0562652982771
286
After 20 iterations
Discriminator Loss = 0.0372533462942
Generator_Loss: -0.100224800408
287
After 20 iterations
Discriminator Loss = 0.059912353754
Generator_Loss: -0.122048713267
288
After 20 iterations
Discriminator Loss = 0.0389513708651
Generator_Loss: -0.142204329371
289
After 20 iterations
Discriminator Loss = 0.0249998699874
Generator_Loss: -0.127517953515
290
After 20 iterations
Discriminator Loss = -0.03780188784
Generator_Loss: -0.0946390703321
291
After 20 iterations
Discriminator Loss = -0.084976606071
Generator_Loss: -0.0601464137435
292
After 20 iterations
Discriminator Loss = -0.0461731404066
Generator_Loss: -0.00896759610623
293
After 20 iterations
Discriminator Loss = -0.126122400165
Generator_Loss: 0.00451364088804
294
After 20 iterations
Discriminator Loss = -0.0361023060977
Generator_Loss: 0.0245205368847
295
After 20 iterations
Discriminator Loss = -0.0372465848923
Generator_Loss: 0.029815312475
296
After 20 iterations
Discriminator Loss = -0.100171245635
Generator_Loss: 0.049973398447
297
After 20 iterations
Discriminator Loss = -0.00777023332193
Generator_Loss: 0.0249087959528
298
After 20 iterations
Discriminator Loss = -0.0703043416142
Generator_Loss: -0.027607768774
299
After 20 iterations
Discriminator Loss = -0.000897787744179
Generator_Loss: -0.0775529965758
300
Level #0 Epoch #3 Batch #300
After 20 iterations
Discriminator Loss = -0.0498064532876
Generator_Loss: -0.106923788786
301
After 20 iterations
Discriminator Loss = 0.00133618584368
Generator_Loss: -0.139937341213
302
After 20 iterations
Discriminator Loss = -0.0243879444897
Generator_Loss: -0.165812462568
303
After 20 iterations
Discriminator Loss = -0.0175089407712
Generator_Loss: -0.223387673497
304
After 20 iterations
Discriminator Loss = -0.034746825695
Generator_Loss: -0.246262013912
305
After 20 iterations
Discriminator Loss = -0.0785779953003
Generator_Loss: -0.254632472992
306
After 20 iterations
Discriminator Loss = 0.0179157685488
Generator_Loss: -0.229798361659
307
After 20 iterations
Discriminator Loss = 0.0294400136918
Generator_Loss: -0.214240759611
308
After 20 iterations
Discriminator Loss = 0.024920232594
Generator_Loss: -0.272534221411
309
After 20 iterations
Discriminator Loss = 0.0317909009755
Generator_Loss: -0.205638244748
310
After 20 iterations
Discriminator Loss = -0.0115771712735
Generator_Loss: -0.172466620803
311
After 20 iterations
Discriminator Loss = -0.0262903682888
Generator_Loss: -0.156266793609
312
After 20 iterations
Discriminator Loss = -0.0508622229099
Generator_Loss: -0.146865516901
313
After 20 iterations
Discriminator Loss = 0.0228136163205
Generator_Loss: -0.119037911296
314
After 20 iterations
Discriminator Loss = 0.0115086436272
Generator_Loss: -0.0804988518357
315
After 20 iterations
Discriminator Loss = -0.0196296870708
Generator_Loss: -0.0380718819797
316
After 20 iterations
Discriminator Loss = 0.0232266820967
Generator_Loss: 0.00445546908304
317
After 20 iterations
Discriminator Loss = -0.00778300920501
Generator_Loss: 0.0348663628101
318
After 20 iterations
Discriminator Loss = 0.00986632145941
Generator_Loss: 0.0192266050726
319
After 20 iterations
Discriminator Loss = 0.00131820421666
Generator_Loss: 0.0440746322274
320
After 20 iterations
Discriminator Loss = 0.00284043420106
Generator_Loss: 0.0971838608384
321
After 20 iterations
Discriminator Loss = -0.0296845007688
Generator_Loss: 0.17437723279
322
After 20 iterations
Discriminator Loss = -0.0382992364466
Generator_Loss: 0.177541986108
323
After 20 iterations
Discriminator Loss = -0.104082219303
Generator_Loss: 0.202367678285
324
After 20 iterations
Discriminator Loss = -0.0943695381284
Generator_Loss: 0.232316195965
325
Level #0 Epoch #3 Batch #325
After 20 iterations
Discriminator Loss = -0.0536499768496
Generator_Loss: 0.21650287509
326
After 20 iterations
Discriminator Loss = -0.0213125310838
Generator_Loss: 0.258176356554
327
After 20 iterations
Discriminator Loss = 0.0804107412696
Generator_Loss: 0.22039359808
328
After 20 iterations
Discriminator Loss = 0.00516184093431
Generator_Loss: 0.206582382321
329
After 20 iterations
Discriminator Loss = -0.0199078340083
Generator_Loss: 0.237147167325
330
After 20 iterations
Discriminator Loss = -0.0293523427099
Generator_Loss: 0.210353806615
331
After 20 iterations
Discriminator Loss = -0.04930492118
Generator_Loss: 0.208344608545
332
After 20 iterations
Discriminator Loss = -0.0172470528632
Generator_Loss: 0.184966057539
333
After 20 iterations
Discriminator Loss = -0.0684501901269
Generator_Loss: 0.195175737143
334
After 20 iterations
Discriminator Loss = 0.00806695409119
Generator_Loss: 0.176535591483
335
After 20 iterations
Discriminator Loss = -0.00532114133239
Generator_Loss: 0.156957626343
336
After 20 iterations
Discriminator Loss = -0.0180167816579
Generator_Loss: 0.145231232047
337
After 20 iterations
Discriminator Loss = -0.135143741965
Generator_Loss: 0.124763593078
338
After 20 iterations
Discriminator Loss = -0.0611012130976
Generator_Loss: 0.127960711718
339
After 20 iterations
Discriminator Loss = -0.0901238769293
Generator_Loss: 0.0815265476704
340
After 20 iterations
Discriminator Loss = -0.0232705287635
Generator_Loss: 0.0676674768329
341
After 20 iterations
Discriminator Loss = -0.089776918292
Generator_Loss: 0.06505215168
342
After 20 iterations
Discriminator Loss = -0.0256294552237
Generator_Loss: 0.032383389771
343
After 20 iterations
Discriminator Loss = -0.121827594936
Generator_Loss: 0.0152381658554
344
After 20 iterations
Discriminator Loss = -0.0539301410317
Generator_Loss: -0.0525238215923
345
After 20 iterations
Discriminator Loss = -0.0491208508611
Generator_Loss: -0.0976339578629
346
After 20 iterations
Discriminator Loss = -0.0618294365704
Generator_Loss: -0.0949584394693
347
After 20 iterations
Discriminator Loss = 0.0122334528714
Generator_Loss: -0.10568702966
348
After 20 iterations
Discriminator Loss = -0.00630731508136
Generator_Loss: -0.101585701108
349
After 20 iterations
Discriminator Loss = -0.0152149805799
Generator_Loss: -0.0542238503695
350
Level #0 Epoch #3 Batch #350
After 20 iterations
Discriminator Loss = -0.0254166405648
Generator_Loss: -0.0852344483137
351
After 20 iterations
Discriminator Loss = 0.026267260313
Generator_Loss: -0.0827722251415
352
After 20 iterations
Discriminator Loss = -0.0273298658431
Generator_Loss: -0.0780636593699
353
After 20 iterations
Discriminator Loss = -0.0110416542739
Generator_Loss: -0.039358958602
354
After 20 iterations
Discriminator Loss = -0.0426463633776
Generator_Loss: -0.0517418310046
355
After 20 iterations
Discriminator Loss = 0.0041039166972
Generator_Loss: -0.0305119231343
356
After 20 iterations
Discriminator Loss = -0.0213161576539
Generator_Loss: -0.0876936167479
357
After 20 iterations
Discriminator Loss = -0.00709502026439
Generator_Loss: -0.0911955684423
358
After 20 iterations
Discriminator Loss = -0.0438728407025
Generator_Loss: -0.0885872468352
359
After 20 iterations
Discriminator Loss = -0.000725105463061
Generator_Loss: -0.102966353297
360
After 20 iterations
Discriminator Loss = -0.042507391423
Generator_Loss: -0.126432001591
361
After 20 iterations
Discriminator Loss = 0.026244925335
Generator_Loss: -0.142727836967
362
After 20 iterations
Discriminator Loss = 0.0115826819092
Generator_Loss: -0.152773961425
363
After 20 iterations
Discriminator Loss = -0.0199802145362
Generator_Loss: -0.198855265975
364
After 20 iterations
Discriminator Loss = 0.00359473424032
Generator_Loss: -0.207454398274
365
After 20 iterations
Discriminator Loss = -0.013221077621
Generator_Loss: -0.251538306475
366
After 20 iterations
Discriminator Loss = -0.040903005749
Generator_Loss: -0.269483238459
367
After 20 iterations
Discriminator Loss = -0.0803028941154
Generator_Loss: -0.313857138157
368
After 20 iterations
Discriminator Loss = -0.0785698741674
Generator_Loss: -0.377098232508
369
After 20 iterations
Discriminator Loss = -0.146854832768
Generator_Loss: -0.435458570719
370
After 20 iterations
Discriminator Loss = -0.03243830055
Generator_Loss: -0.482136845589
371
After 20 iterations
Discriminator Loss = -0.0691275149584
Generator_Loss: -0.51193779707
372
After 20 iterations
Discriminator Loss = 2.81797256321e-05
Generator_Loss: -0.522265553474
373
After 20 iterations
Discriminator Loss = -0.0181668717414
Generator_Loss: -0.500376462936
374
After 20 iterations
Discriminator Loss = -0.0481282621622
Generator_Loss: -0.5522762537
375
Level #0 Epoch #3 Batch #375
After 20 iterations
Discriminator Loss = 0.0130356475711
Generator_Loss: -0.553828597069
376
After 20 iterations
Discriminator Loss = 0.0332701914012
Generator_Loss: -0.529382348061
377
After 20 iterations
Discriminator Loss = -0.0738520473242
Generator_Loss: -0.507503628731
378
After 20 iterations
Discriminator Loss = 0.011532577686
Generator_Loss: -0.449142724276
379
After 20 iterations
Discriminator Loss = 0.00887150410563
Generator_Loss: -0.37814232707
380
After 20 iterations
Discriminator Loss = -0.00880649220198
Generator_Loss: -0.30791503191
381
After 20 iterations
Discriminator Loss = -0.0287177078426
Generator_Loss: -0.275280147791
382
After 20 iterations
Discriminator Loss = -0.0748982354999
Generator_Loss: -0.239004224539
383
After 20 iterations
Discriminator Loss = -0.0618655607104
Generator_Loss: -0.143767222762
384
After 20 iterations
Discriminator Loss = -0.0612999722362
Generator_Loss: -0.088639870286
385
After 20 iterations
Discriminator Loss = -0.0782422795892
Generator_Loss: -0.0404030531645
386
After 20 iterations
Discriminator Loss = -0.0724736899137
Generator_Loss: 0.00487388530746
387
After 20 iterations
Discriminator Loss = -0.122145973146
Generator_Loss: 0.108772970736
388
After 20 iterations
Discriminator Loss = -0.0884531065822
Generator_Loss: 0.0483850203454
389
After 20 iterations
Discriminator Loss = -0.0578323416412
Generator_Loss: 0.154856815934
390
After 20 iterations
Discriminator Loss = -0.0667566880584
Generator_Loss: 0.1373052001
391
After 20 iterations
Discriminator Loss = -0.0994974002242
Generator_Loss: 0.169620782137
392
After 20 iterations
Discriminator Loss = -0.0242811050266
Generator_Loss: 0.13559949398
393
After 20 iterations
Discriminator Loss = 0.00864941999316
Generator_Loss: 0.163405641913
394
After 20 iterations
Discriminator Loss = -0.0537756569684
Generator_Loss: 0.169923201203
395
After 20 iterations
Discriminator Loss = 0.0480562858284
Generator_Loss: 0.104512855411
396
After 20 iterations
Discriminator Loss = 0.0100326407701
Generator_Loss: 0.0994857624173
397
After 20 iterations
Discriminator Loss = -0.0228985119611
Generator_Loss: 0.084034524858
398
After 20 iterations
Discriminator Loss = -0.0389550849795
Generator_Loss: 0.0571992918849
399
After 20 iterations
Discriminator Loss = 0.019453112036
Generator_Loss: 0.0834026485682
400
Level #0 Epoch #3 Batch #400
After 20 iterations
Discriminator Loss = -0.0278456825763
Generator_Loss: 0.0614988431334
401
After 20 iterations
Discriminator Loss = -0.0489783659577
Generator_Loss: 0.0700770244002
402
After 20 iterations
Discriminator Loss = -0.062323000282
Generator_Loss: 0.0632323399186
403
After 20 iterations
Discriminator Loss = -0.0376439839602
Generator_Loss: 0.0406373105943
404
After 20 iterations
Discriminator Loss = -0.0880976170301
Generator_Loss: -0.00395828997716
405
After 20 iterations
Discriminator Loss = -0.113317295909
Generator_Loss: -0.0381264574826
406
After 20 iterations
Discriminator Loss = -0.0977325662971
Generator_Loss: -0.0280000437051
407
After 20 iterations
Discriminator Loss = -0.078832834959
Generator_Loss: -0.00438001286238
408
After 20 iterations
Discriminator Loss = -0.110327906907
Generator_Loss: -0.0495930574834
409
After 20 iterations
Discriminator Loss = -0.0644011572003
Generator_Loss: -0.0453928150237
410
After 20 iterations
Discriminator Loss = -0.0556653179228
Generator_Loss: -0.0511752441525
411
After 20 iterations
Discriminator Loss = -0.0815909281373
Generator_Loss: -0.047377359122
412
After 20 iterations
Discriminator Loss = 0.0206931661814
Generator_Loss: -0.0233789775521
413
After 20 iterations
Discriminator Loss = -0.0487176179886
Generator_Loss: -0.00863532349467
414
After 20 iterations
Discriminator Loss = -0.000751613290049
Generator_Loss: 0.0527264364064
415
After 20 iterations
Discriminator Loss = 0.0234751440585
Generator_Loss: 0.04325048998
416
After 20 iterations
Discriminator Loss = 0.00590476999059
Generator_Loss: 0.04690137133
417
After 20 iterations
Discriminator Loss = -0.137921690941
Generator_Loss: 0.0686725005507
418
After 20 iterations
Discriminator Loss = 0.0442387275398
Generator_Loss: 0.0758138820529
419
After 20 iterations
Discriminator Loss = -0.093920327723
Generator_Loss: 0.178974181414
420
After 20 iterations
Discriminator Loss = -0.0861725211143
Generator_Loss: 0.136065542698
421
After 20 iterations
Discriminator Loss = 0.0323991514742
Generator_Loss: 0.216102540493
422
After 20 iterations
Discriminator Loss = -0.0730241686106
Generator_Loss: 0.186233460903
423
After 20 iterations
Discriminator Loss = 0.0118785938248
Generator_Loss: 0.15825688839
424
After 20 iterations
Discriminator Loss = 0.0230331737548
Generator_Loss: 0.149149149656
425
Level #0 Epoch #3 Batch #425
After 20 iterations
Discriminator Loss = -0.0210598669946
Generator_Loss: 0.182182580233
426
After 20 iterations
Discriminator Loss = -0.0245201997459
Generator_Loss: 0.172214448452
427
After 20 iterations
Discriminator Loss = 0.0777394548059
Generator_Loss: 0.130390614271
428
After 20 iterations
Discriminator Loss = 0.0343079827726
Generator_Loss: 0.151736289263
429
After 20 iterations
Discriminator Loss = 0.0246627964079
Generator_Loss: 0.0548597611487
430
After 20 iterations
Discriminator Loss = 0.00547580374405
Generator_Loss: 0.0906633809209
431
After 20 iterations
Discriminator Loss = -0.0119340140373
Generator_Loss: 0.019501471892
432
After 20 iterations
Discriminator Loss = -0.0540359430015
Generator_Loss: 0.0483676940203
433
After 20 iterations
Discriminator Loss = -0.0209587141871
Generator_Loss: 0.0278725363314
434
After 20 iterations
Discriminator Loss = -0.0337060205638
Generator_Loss: 0.00490090064704
435
After 20 iterations
Discriminator Loss = 0.0437900014222
Generator_Loss: -0.00103409495205
436
After 20 iterations
Discriminator Loss = -0.00445730006322
Generator_Loss: -0.0178633574396
437
After 20 iterations
Discriminator Loss = -0.0275877323002
Generator_Loss: -0.0529596842825
438
After 20 iterations
Discriminator Loss = -0.0845219567418
Generator_Loss: -0.110944978893
439
After 20 iterations
Discriminator Loss = 0.0300908982754
Generator_Loss: -0.131000012159
440
After 20 iterations
Discriminator Loss = -0.033987313509
Generator_Loss: -0.151728495955
441
After 20 iterations
Discriminator Loss = 0.00673848250881
Generator_Loss: -0.16791240871
442
After 20 iterations
Discriminator Loss = -0.0505078583956
Generator_Loss: -0.199450075626
443
After 20 iterations
Discriminator Loss = -0.0549463704228
Generator_Loss: -0.187341943383
444
After 20 iterations
Discriminator Loss = -0.0344406999648
Generator_Loss: -0.192138239741
445
After 20 iterations
Discriminator Loss = -0.0708529427648
Generator_Loss: -0.216664761305
446
After 20 iterations
Discriminator Loss = -0.054985485971
Generator_Loss: -0.224528715014
447
After 20 iterations
Discriminator Loss = -0.0624561309814
Generator_Loss: -0.232848480344
448
After 20 iterations
Discriminator Loss = -0.0474584102631
Generator_Loss: -0.222563281655
449
After 20 iterations
Discriminator Loss = -0.035723220557
Generator_Loss: -0.259602546692
450
Level #0 Epoch #3 Batch #450
After 20 iterations
Discriminator Loss = -0.107254892588
Generator_Loss: -0.255357831717
451
After 20 iterations
Discriminator Loss = -0.0661000981927
Generator_Loss: -0.260683625937
452
After 20 iterations
Discriminator Loss = -0.0575257986784
Generator_Loss: -0.281865477562
453
After 20 iterations
Discriminator Loss = -0.0152872744948
Generator_Loss: -0.289760679007
454
After 20 iterations
Discriminator Loss = -0.0547594688833
Generator_Loss: -0.342496812344
455
After 20 iterations
Discriminator Loss = -0.0636217370629
Generator_Loss: -0.328409403563
456
After 20 iterations
Discriminator Loss = 0.0346231162548
Generator_Loss: -0.389595150948
457
After 20 iterations
Discriminator Loss = -0.034181766212
Generator_Loss: -0.404221624136
458
After 20 iterations
Discriminator Loss = -0.0266782678664
Generator_Loss: -0.472497224808
459
After 20 iterations
Discriminator Loss = 0.0108895171434
Generator_Loss: -0.446642279625
460
After 20 iterations
Discriminator Loss = -0.0225397665054
Generator_Loss: -0.479356825352
461
After 20 iterations
Discriminator Loss = 0.019500689581
Generator_Loss: -0.475303918123
462
After 20 iterations
Discriminator Loss = -0.00553792715073
Generator_Loss: -0.461569875479
463
After 20 iterations
Discriminator Loss = 0.0626850277185
Generator_Loss: -0.501771330833
464
After 20 iterations
Discriminator Loss = 0.0427655167878
Generator_Loss: -0.486120700836
465
After 20 iterations
Discriminator Loss = -0.0442093200982
Generator_Loss: -0.481024682522
466
After 20 iterations
Discriminator Loss = 0.00796315912157
Generator_Loss: -0.495983302593
467
After 20 iterations
Discriminator Loss = 0.0179497823119
Generator_Loss: -0.484014064074
468
After 20 iterations
Discriminator Loss = 0.0148841366172
Generator_Loss: -0.437311470509
469
After 20 iterations
Discriminator Loss = -0.00834083929658
Generator_Loss: -0.426093757153
470
After 20 iterations
Discriminator Loss = -0.0157174300402
Generator_Loss: -0.42148283124
471
After 20 iterations
Discriminator Loss = 0.000752695603296
Generator_Loss: -0.388377994299
472
After 20 iterations
Discriminator Loss = -0.0546789765358
Generator_Loss: -0.405318021774
473
After 20 iterations
Discriminator Loss = -0.0192656815052
Generator_Loss: -0.346211612225
474
After 20 iterations
Discriminator Loss = -0.0228181108832
Generator_Loss: -0.349347621202
475
Level #0 Epoch #3 Batch #475
After 20 iterations
Discriminator Loss = 0.00927546527237
Generator_Loss: -0.306158035994
476
After 20 iterations
Discriminator Loss = -0.020957717672
Generator_Loss: -0.27483022213
477
After 20 iterations
Discriminator Loss = 0.00158451893367
Generator_Loss: -0.234703734517
478
After 20 iterations
Discriminator Loss = -0.0657783076167
Generator_Loss: -0.204190313816
479
After 20 iterations
Discriminator Loss = -0.00257029780187
Generator_Loss: -0.176423251629
480
After 20 iterations
Discriminator Loss = 0.00406798068434
Generator_Loss: -0.116374880075
481
After 20 iterations
Discriminator Loss = 0.0176071226597
Generator_Loss: -0.0760198235512
482
After 20 iterations
Discriminator Loss = 0.0287707131356
Generator_Loss: -0.0241914968938
483
After 20 iterations
Discriminator Loss = -0.0420558936894
Generator_Loss: 0.0126193584874
484
After 20 iterations
Discriminator Loss = -0.0169968605042
Generator_Loss: 0.0563115254045
485
After 20 iterations
Discriminator Loss = -0.0231846999377
Generator_Loss: 0.11422470957
486
After 20 iterations
Discriminator Loss = 0.00402806745842
Generator_Loss: 0.160661101341
487
After 20 iterations
Discriminator Loss = -0.0665534213185
Generator_Loss: 0.213376745582
488
After 20 iterations
Discriminator Loss = -0.007039969787
Generator_Loss: 0.280294567347
489
After 20 iterations
Discriminator Loss = -0.0402513816953
Generator_Loss: 0.329539120197
490
After 20 iterations
Discriminator Loss = -0.0152374245226
Generator_Loss: 0.339907646179
491
After 20 iterations
Discriminator Loss = -0.0840731710196
Generator_Loss: 0.406478524208
492
After 20 iterations
Discriminator Loss = -0.022086545825
Generator_Loss: 0.442613363266
493
After 20 iterations
Discriminator Loss = -0.117456451058
Generator_Loss: 0.468896776438
494
After 20 iterations
Discriminator Loss = -0.0487151369452
Generator_Loss: 0.449100732803
495
After 20 iterations
Discriminator Loss = -0.118934974074
Generator_Loss: 0.460715949535
496
After 20 iterations
Discriminator Loss = -0.0725200250745
Generator_Loss: 0.467676609755
497
After 20 iterations
Discriminator Loss = -0.0745644494891
Generator_Loss: 0.413703799248
498
After 20 iterations
Discriminator Loss = -0.114839822054
Generator_Loss: 0.438746482134
499
After 20 iterations
Discriminator Loss = -0.0669881254435
Generator_Loss: 0.449576228857
500
Level #0 Epoch #3 Batch #500
After 20 iterations
Discriminator Loss = -0.02805265598
Generator_Loss: 0.380928426981
501
After 20 iterations
Discriminator Loss = -0.043222732842
Generator_Loss: 0.338812679052
502
After 20 iterations
Discriminator Loss = -0.0499100014567
Generator_Loss: 0.317840069532
503
After 20 iterations
Discriminator Loss = -0.043467592448
Generator_Loss: 0.269226372242
504
After 20 iterations
Discriminator Loss = -0.0308490786701
Generator_Loss: 0.230672240257
505
After 20 iterations
Discriminator Loss = -0.110195182264
Generator_Loss: 0.231243550777
506
After 20 iterations
Discriminator Loss = -0.0494609512389
Generator_Loss: 0.167775899172
507
After 20 iterations
Discriminator Loss = -0.0450084097683
Generator_Loss: 0.118411891162
508
After 20 iterations
Discriminator Loss = -0.00506656663492
Generator_Loss: 0.0681216046214
509
After 20 iterations
Discriminator Loss = -0.00506279943511
Generator_Loss: 0.0375064574182
510
After 20 iterations
Discriminator Loss = 0.00472911121324
Generator_Loss: 0.0305219516158
511
After 20 iterations
Discriminator Loss = -0.00771891744807
Generator_Loss: 0.0159365609288
512
After 20 iterations
Discriminator Loss = -0.019906245172
Generator_Loss: 0.0476175993681
513
After 20 iterations
Discriminator Loss = -0.116004340351
Generator_Loss: 0.0827700868249
514
After 20 iterations
Discriminator Loss = 0.0109754195437
Generator_Loss: 0.0863775461912
515
After 20 iterations
Discriminator Loss = -0.00240776874125
Generator_Loss: 0.101810745895
516
After 20 iterations
Discriminator Loss = -0.0189832672477
Generator_Loss: 0.129082798958
517
After 20 iterations
Discriminator Loss = -0.0943911895156
Generator_Loss: 0.172285169363
518
After 20 iterations
Discriminator Loss = -0.0218238588423
Generator_Loss: 0.226139560342
519
After 20 iterations
Discriminator Loss = -0.0201096497476
Generator_Loss: 0.22227884829
520
After 20 iterations
Discriminator Loss = -0.0587683841586
Generator_Loss: 0.223275616765
521
After 20 iterations
Discriminator Loss = 0.0275049787015
Generator_Loss: 0.213622063398
522
After 20 iterations
Discriminator Loss = -0.0382895246148
Generator_Loss: 0.197715356946
523
After 20 iterations
Discriminator Loss = -0.0278691593558
Generator_Loss: 0.1473711133
524
After 20 iterations
Discriminator Loss = 0.00360744772479
Generator_Loss: 0.0468375869095
525
Level #0 Epoch #3 Batch #525
After 20 iterations
Discriminator Loss = -0.0555843152106
Generator_Loss: -0.0179090425372
526
After 20 iterations
Discriminator Loss = 0.0135892061517
Generator_Loss: -0.030489159748
527
After 20 iterations
Discriminator Loss = -0.0619938857853
Generator_Loss: -0.115961536765
528
After 20 iterations
Discriminator Loss = -0.0218232944608
Generator_Loss: -0.128696352243
529
After 20 iterations
Discriminator Loss = -0.0409198105335
Generator_Loss: -0.198431327939
530
After 20 iterations
Discriminator Loss = -0.0531700365245
Generator_Loss: -0.238800361753
531
After 20 iterations
Discriminator Loss = 0.0405671671033
Generator_Loss: -0.283853888512
532
After 20 iterations
Discriminator Loss = -0.0670346021652
Generator_Loss: -0.326249539852
533
After 20 iterations
Discriminator Loss = -0.0337616465986
Generator_Loss: -0.330243527889
534
After 20 iterations
Discriminator Loss = -0.126978397369
Generator_Loss: -0.397944301367
535
After 20 iterations
Discriminator Loss = -0.00695341499522
Generator_Loss: -0.407963365316
536
After 20 iterations
Discriminator Loss = 0.0119741624221
Generator_Loss: -0.407113134861
537
After 20 iterations
Discriminator Loss = -0.0152642829344
Generator_Loss: -0.374447971582
538
After 20 iterations
Discriminator Loss = -0.0678341165185
Generator_Loss: -0.423828750849
539
After 20 iterations
Discriminator Loss = -0.0840988308191
Generator_Loss: -0.505711078644
540
After 20 iterations
Discriminator Loss = -0.105135388672
Generator_Loss: -0.510289251804
541
After 20 iterations
Discriminator Loss = -0.00256780488417
Generator_Loss: -0.551703631878
542
After 20 iterations
Discriminator Loss = -0.0513762757182
Generator_Loss: -0.540553748608
543
After 20 iterations
Discriminator Loss = -0.0199136584997
Generator_Loss: -0.530096650124
544
After 20 iterations
Discriminator Loss = -0.0504116043448
Generator_Loss: -0.515587091446
545
After 20 iterations
Discriminator Loss = -0.000322688778397
Generator_Loss: -0.511802196503
546
After 20 iterations
Discriminator Loss = 0.00733706587926
Generator_Loss: -0.520074725151
547
After 20 iterations
Discriminator Loss = 0.0552024245262
Generator_Loss: -0.459403693676
548
After 20 iterations
Discriminator Loss = -0.0790710896254
Generator_Loss: -0.455042034388
549
After 20 iterations
Discriminator Loss = 0.0496667139232
Generator_Loss: -0.405945032835
550
Level #0 Epoch #3 Batch #550
After 20 iterations
Discriminator Loss = -0.0224502906203
Generator_Loss: -0.396954417229
551
After 20 iterations
Discriminator Loss = -0.0322949960828
Generator_Loss: -0.346364438534
552
After 20 iterations
Discriminator Loss = 0.0723811164498
Generator_Loss: -0.317038595676
553
After 20 iterations
Discriminator Loss = -0.0167616046965
Generator_Loss: -0.30264505744
554
After 20 iterations
Discriminator Loss = 0.0132720498368
Generator_Loss: -0.253370970488
555
After 20 iterations
Discriminator Loss = 0.0161353219301
Generator_Loss: -0.229214951396
556
After 20 iterations
Discriminator Loss = -0.0185979418457
Generator_Loss: -0.205914437771
557
After 20 iterations
Discriminator Loss = 0.023351566866
Generator_Loss: -0.189107388258
558
After 20 iterations
Discriminator Loss = 0.0300917066634
Generator_Loss: -0.171043664217
559
After 20 iterations
Discriminator Loss = -0.0528102293611
Generator_Loss: -0.170351460576
560
After 20 iterations
Discriminator Loss = 0.0349189788103
Generator_Loss: -0.169005855918
561
After 20 iterations
Discriminator Loss = -0.0378181375563
Generator_Loss: -0.152949571609
562
After 20 iterations
Discriminator Loss = -0.0121887540445
Generator_Loss: -0.146032601595
563
After 20 iterations
Discriminator Loss = 0.00981561560184
Generator_Loss: -0.161697894335
564
After 20 iterations
Discriminator Loss = 0.0044348645024
Generator_Loss: -0.146283403039
565
After 20 iterations
Discriminator Loss = -0.018406894058
Generator_Loss: -0.169680476189
566
After 20 iterations
Discriminator Loss = -0.120903208852
Generator_Loss: -0.188204392791
567
After 20 iterations
Discriminator Loss = -0.0504535846412
Generator_Loss: -0.180778369308
568
After 20 iterations
Discriminator Loss = -0.0129188774154
Generator_Loss: -0.181520730257
569
After 20 iterations
Discriminator Loss = -0.0137818027288
Generator_Loss: -0.189864382148
570
After 20 iterations
Discriminator Loss = 0.0287270639092
Generator_Loss: -0.235969394445
571
After 20 iterations
Discriminator Loss = -0.0489324629307
Generator_Loss: -0.21771453321
572
After 20 iterations
Discriminator Loss = -0.0205618981272
Generator_Loss: -0.206133469939
573
After 20 iterations
Discriminator Loss = -0.0996100753546
Generator_Loss: -0.230263844132
574
After 20 iterations
Discriminator Loss = 0.0108152665198
Generator_Loss: -0.242402210832
575
Level #0 Epoch #3 Batch #575
After 20 iterations
Discriminator Loss = -0.0868510529399
Generator_Loss: -0.234245970845
576
After 20 iterations
Discriminator Loss = -0.0361209362745
Generator_Loss: -0.255513727665
577
After 20 iterations
Discriminator Loss = -0.00434981659055
Generator_Loss: -0.217392742634
578
After 20 iterations
Discriminator Loss = -0.0135216945782
Generator_Loss: -0.188109636307
579
After 20 iterations
Discriminator Loss = -0.0210901070386
Generator_Loss: -0.150894060731
580
After 20 iterations
Discriminator Loss = -0.00240033934824
Generator_Loss: -0.135999187827
581
After 20 iterations
Discriminator Loss = 0.00291397050023
Generator_Loss: -0.0946352556348
582
After 20 iterations
Discriminator Loss = 0.0105693303049
Generator_Loss: -0.0767004042864
583
After 20 iterations
Discriminator Loss = -4.23235724156e-06
Generator_Loss: -0.0201981272548
584
After 20 iterations
Discriminator Loss = -0.0927442312241
Generator_Loss: 0.0328705199063
585
After 20 iterations
Discriminator Loss = -0.012208388187
Generator_Loss: 0.0715753436089
586
After 20 iterations
Discriminator Loss = -0.024856723845
Generator_Loss: 0.102566964924
587
After 20 iterations
Discriminator Loss = -0.0405485890806
Generator_Loss: 0.151049882174
588
After 20 iterations
Discriminator Loss = 0.00322692724876
Generator_Loss: 0.172633960843
589
After 20 iterations
Discriminator Loss = -0.0560555756092
Generator_Loss: 0.134030014277
590
After 20 iterations
Discriminator Loss = 0.00624451320618
Generator_Loss: 0.163373678923
591
After 20 iterations
Discriminator Loss = -0.0496434979141
Generator_Loss: 0.140404567122
592
After 20 iterations
Discriminator Loss = 0.0364798903465
Generator_Loss: 0.0719018355012
593
After 20 iterations
Discriminator Loss = -0.00374885718338
Generator_Loss: 0.0839861705899
594
After 20 iterations
Discriminator Loss = -0.024484956637
Generator_Loss: 0.05460543558
595
After 20 iterations
Discriminator Loss = 0.0248481240124
Generator_Loss: -0.0171568542719
596
After 20 iterations
Discriminator Loss = -0.0249723531306
Generator_Loss: -0.0475020036101
597
After 20 iterations
Discriminator Loss = -0.100130781531
Generator_Loss: -0.0514750927687
598
After 20 iterations
Discriminator Loss = -0.00391892390326
Generator_Loss: -0.0543183945119
599
After 20 iterations
Discriminator Loss = 0.0102851772681
Generator_Loss: -0.0765079334378
600
Level #0 Epoch #3 Batch #600
After 20 iterations
Discriminator Loss = -0.0500495620072
Generator_Loss: -0.0616168640554
601
After 20 iterations
Discriminator Loss = -0.0686672776937
Generator_Loss: -0.095451541245
602
After 20 iterations
Discriminator Loss = -0.0799642950296
Generator_Loss: -0.0886227265
603
After 20 iterations
Discriminator Loss = -0.0343277491629
Generator_Loss: -0.0886953920126
604
After 20 iterations
Discriminator Loss = 0.000366942113033
Generator_Loss: -0.112672321498
605
After 20 iterations
Discriminator Loss = -0.0226501747966
Generator_Loss: -0.0996708348393
606
After 20 iterations
Discriminator Loss = -0.11951135844
Generator_Loss: -0.0765868350863
607
After 20 iterations
Discriminator Loss = -0.109085887671
Generator_Loss: -0.0464161746204
608
After 20 iterations
Discriminator Loss = -0.040599886328
Generator_Loss: -0.0335623249412
609
After 20 iterations
Discriminator Loss = -0.0189964156598
Generator_Loss: -0.0139433648437
610
After 20 iterations
Discriminator Loss = -0.0927668586373
Generator_Loss: 0.0185643434525
611
After 20 iterations
Discriminator Loss = -0.0905599445105
Generator_Loss: 0.0600056909025
612
After 20 iterations
Discriminator Loss = -0.0945308282971
Generator_Loss: 0.0484497658908
613
After 20 iterations
Discriminator Loss = -0.0386422611773
Generator_Loss: 0.161911144853
614
After 20 iterations
Discriminator Loss = -0.0306404102594
Generator_Loss: 0.18316462636
615
After 20 iterations
Discriminator Loss = -0.100020058453
Generator_Loss: 0.147745996714
616
After 20 iterations
Discriminator Loss = -0.0544010475278
Generator_Loss: 0.104635179043
617
After 20 iterations
Discriminator Loss = -0.0466689169407
Generator_Loss: 0.0557023473084
618
After 20 iterations
Discriminator Loss = -0.0506663583219
Generator_Loss: 0.0599748976529
619
After 20 iterations
Discriminator Loss = 0.0226050037891
Generator_Loss: 0.0488888062537
620
After 20 iterations
Discriminator Loss = -0.0708017274737
Generator_Loss: 0.0534165203571
621
After 20 iterations
Discriminator Loss = -0.0283214617521
Generator_Loss: 0.0391900911927
622
After 20 iterations
Discriminator Loss = -0.046020526439
Generator_Loss: 0.0135944755748
623
After 20 iterations
Discriminator Loss = 0.00306859775446
Generator_Loss: 0.00246995594352
624
After 20 iterations
Discriminator Loss = -0.0400181338191
Generator_Loss: 0.00151879456826
625
Level #0 Epoch #3 Batch #625
After 20 iterations
Discriminator Loss = -0.0323537737131
Generator_Loss: -0.0509202182293
626
After 20 iterations
Discriminator Loss = -0.0573301948607
Generator_Loss: -0.0638783201575
627
After 20 iterations
Discriminator Loss = 0.0030453291256
Generator_Loss: -0.0742041394114
628
After 20 iterations
Discriminator Loss = -0.00911810342222
Generator_Loss: -0.0835426449776
629
After 20 iterations
Discriminator Loss = -0.0254465620965
Generator_Loss: -0.0644396841526
630
After 20 iterations
Discriminator Loss = -0.0944415256381
Generator_Loss: -0.100615754724
631
After 20 iterations
Discriminator Loss = -0.0401088446379
Generator_Loss: -0.0741730108857
632
After 20 iterations
Discriminator Loss = -0.0417763404548
Generator_Loss: -0.130811393261
633
After 20 iterations
Discriminator Loss = -0.0241584777832
Generator_Loss: -0.130654141307
634
After 20 iterations
Discriminator Loss = -0.0351910293102
Generator_Loss: -0.141700863838
635
After 20 iterations
Discriminator Loss = -0.0528968498111
Generator_Loss: -0.157487541437
636
After 20 iterations
Discriminator Loss = -0.00302468566224
Generator_Loss: -0.169203326106
637
After 20 iterations
Discriminator Loss = -0.0247336719185
Generator_Loss: -0.198886394501
638
After 20 iterations
Discriminator Loss = 0.0209241453558
Generator_Loss: -0.177710711956
639
After 20 iterations
Discriminator Loss = 0.0668120831251
Generator_Loss: -0.191296815872
640
After 20 iterations
Discriminator Loss = 0.0146891614422
Generator_Loss: -0.216696292162
641
After 20 iterations
Discriminator Loss = 0.00236762291752
Generator_Loss: -0.241925060749
642
After 20 iterations
Discriminator Loss = -0.0070856641978
Generator_Loss: -0.271418482065
643
After 20 iterations
Discriminator Loss = 0.0084238788113
Generator_Loss: -0.250764518976
644
After 20 iterations
Discriminator Loss = 2.12427476072e-05
Generator_Loss: -0.261015504599
645
After 20 iterations
Discriminator Loss = 0.0321581810713
Generator_Loss: -0.268385052681
646
After 20 iterations
Discriminator Loss = 0.00934603903443
Generator_Loss: -0.267792224884
647
After 20 iterations
Discriminator Loss = -0.0139618758112
Generator_Loss: -0.272022724152
648
After 20 iterations
Discriminator Loss = 0.0523370616138
Generator_Loss: -0.268789410591
649
After 20 iterations
Discriminator Loss = 0.027899062261
Generator_Loss: -0.284646719694
650
Level #0 Epoch #3 Batch #650
After 20 iterations
Discriminator Loss = -0.000628843903542
Generator_Loss: -0.300888627768
651
After 20 iterations
Discriminator Loss = -0.0145205883309
Generator_Loss: -0.305406808853
652
After 20 iterations
Discriminator Loss = 0.02660362795
Generator_Loss: -0.278916448355
653
After 20 iterations
Discriminator Loss = -0.0113924602047
Generator_Loss: -0.276493936777
654
After 20 iterations
Discriminator Loss = -0.0363133437932
Generator_Loss: -0.276311010122
655
After 20 iterations
Discriminator Loss = -0.0439548231661
Generator_Loss: -0.287091881037
656
After 20 iterations
Discriminator Loss = -0.060790874064
Generator_Loss: -0.312587171793
657
After 20 iterations
Discriminator Loss = -0.109974771738
Generator_Loss: -0.314642578363
658
After 20 iterations
Discriminator Loss = -0.0262476410717
Generator_Loss: -0.336256295443
659
After 20 iterations
Discriminator Loss = -0.0411114543676
Generator_Loss: -0.365285813808
660
After 20 iterations
Discriminator Loss = -0.0447927042842
Generator_Loss: -0.342481315136
661
After 20 iterations
Discriminator Loss = -0.00483135040849
Generator_Loss: -0.373904526234
662
After 20 iterations
Discriminator Loss = -0.0722223222256
Generator_Loss: -0.416604578495
663
After 20 iterations
Discriminator Loss = -0.00938008259982
Generator_Loss: -0.404251456261
664
After 20 iterations
Discriminator Loss = -0.0253181513399
Generator_Loss: -0.396164298058
665
After 20 iterations
Discriminator Loss = -0.0251485593617
Generator_Loss: -0.400675147772
666
After 20 iterations
Discriminator Loss = -0.0233471319079
Generator_Loss: -0.364973962307
667
After 20 iterations
Discriminator Loss = -0.0305911768228
Generator_Loss: -0.356963425875
668
After 20 iterations
Discriminator Loss = -0.0702594816685
Generator_Loss: -0.334083706141
669
After 20 iterations
Discriminator Loss = -0.0109698101878
Generator_Loss: -0.291495621204
670
After 20 iterations
Discriminator Loss = 0.0283844172955
Generator_Loss: -0.251427054405
671
After 20 iterations
Discriminator Loss = -0.012952066958
Generator_Loss: -0.225617736578
672
After 20 iterations
Discriminator Loss = -0.0450387969613
Generator_Loss: -0.223695412278
673
After 20 iterations
Discriminator Loss = -0.00855324044824
Generator_Loss: -0.173028573394
674
After 20 iterations
Discriminator Loss = -0.0427531860769
Generator_Loss: -0.113155089319
675
Level #0 Epoch #3 Batch #675
After 20 iterations
Discriminator Loss = 0.00271978462115
Generator_Loss: -0.117545776069
676
After 20 iterations
Discriminator Loss = -0.0579618290067
Generator_Loss: -0.0726701766253
677
After 20 iterations
Discriminator Loss = -0.0430622510612
Generator_Loss: 0.0175120830536
678
After 20 iterations
Discriminator Loss = -0.0552624352276
Generator_Loss: 0.0059443837963
679
After 20 iterations
Discriminator Loss = -0.082822650671
Generator_Loss: 0.0846956223249
680
After 20 iterations
Discriminator Loss = -0.102182932198
Generator_Loss: 0.108548216522
681
After 20 iterations
Discriminator Loss = -0.051886882633
Generator_Loss: 0.114878959954
682
After 20 iterations
Discriminator Loss = -0.0205998215824
Generator_Loss: 0.175141960382
683
After 20 iterations
Discriminator Loss = -0.0296934563667
Generator_Loss: 0.16776227951
684
After 20 iterations
Discriminator Loss = -0.0406639538705
Generator_Loss: 0.17344430089
685
After 20 iterations
Discriminator Loss = -0.106233403087
Generator_Loss: 0.117700733244
686
After 20 iterations
Discriminator Loss = 0.0406770966947
Generator_Loss: 0.105905301869
687
After 20 iterations
Discriminator Loss = 0.0245736949146
Generator_Loss: 0.115286245942
688
After 20 iterations
Discriminator Loss = -0.0262422896922
Generator_Loss: 0.084805496037
689
After 20 iterations
Discriminator Loss = -0.000222567468882
Generator_Loss: 0.0416876487434
690
After 20 iterations
Discriminator Loss = 0.00113226496615
Generator_Loss: 0.0108221378177
691
After 20 iterations
Discriminator Loss = -0.0742408633232
Generator_Loss: -0.0204464718699
692
After 20 iterations
Discriminator Loss = -0.0590139515698
Generator_Loss: -0.00125451525673
693
After 20 iterations
Discriminator Loss = -0.0467865467072
Generator_Loss: -0.0437133200467
694
After 20 iterations
Discriminator Loss = -0.00322503200732
Generator_Loss: -0.0637876838446
695
After 20 iterations
Discriminator Loss = -0.0327062048018
Generator_Loss: -0.0992200151086
696
After 20 iterations
Discriminator Loss = -0.00858926959336
Generator_Loss: -0.101609647274
697
After 20 iterations
Discriminator Loss = 0.0136931147426
Generator_Loss: -0.104831770062
698
After 20 iterations
Discriminator Loss = -0.0332130305469
Generator_Loss: -0.0812255814672
699
After 20 iterations
Discriminator Loss = -0.0715982019901
Generator_Loss: -0.108383998275
700
Level #0 Epoch #3 Batch #700
After 20 iterations
Discriminator Loss = -0.0573389530182
Generator_Loss: -0.127061143517
701
After 20 iterations
Discriminator Loss = -0.0953210517764
Generator_Loss: -0.12675331533
702
After 20 iterations
Discriminator Loss = -0.0158262327313
Generator_Loss: -0.104709558189
703
After 20 iterations
Discriminator Loss = -0.0211335401982
Generator_Loss: -0.12698969245
704
After 20 iterations
Discriminator Loss = -0.137212947011
Generator_Loss: -0.130436509848
705
After 20 iterations
Discriminator Loss = -0.0281949266791
Generator_Loss: -0.0837959423661
706
After 20 iterations
Discriminator Loss = -0.031903013587
Generator_Loss: -0.104200340807
707
After 20 iterations
Discriminator Loss = -0.0384340286255
Generator_Loss: -0.085227124393
708
After 20 iterations
Discriminator Loss = -0.0477693155408
Generator_Loss: -0.0493882521987
709
After 20 iterations
Discriminator Loss = -0.00892373826355
Generator_Loss: -0.0169525258243
710
After 20 iterations
Discriminator Loss = -0.0541247054935
Generator_Loss: -0.0265187937766
711
After 20 iterations
Discriminator Loss = -0.100795686245
Generator_Loss: -0.0196994170547
712
After 20 iterations
Discriminator Loss = -0.0503438860178
Generator_Loss: 0.018607314676
713
After 20 iterations
Discriminator Loss = -0.0667930990458
Generator_Loss: 0.0410970337689
714
After 20 iterations
Discriminator Loss = -0.0301824305207
Generator_Loss: -0.00249395566061
715
After 20 iterations
Discriminator Loss = -0.0245270933956
Generator_Loss: -0.0156149426475
716
After 20 iterations
Discriminator Loss = -0.0892752408981
Generator_Loss: 0.00947040319443
717
After 20 iterations
Discriminator Loss = -0.124679416418
Generator_Loss: -0.011237940751
718
After 20 iterations
Discriminator Loss = -0.0031716094818
Generator_Loss: 0.0270154792815
719
After 20 iterations
Discriminator Loss = -0.0342191271484
Generator_Loss: -0.032387599349
720
After 20 iterations
Discriminator Loss = -0.0782062262297
Generator_Loss: -0.0662141516805
721
After 20 iterations
Discriminator Loss = -0.102788083255
Generator_Loss: -0.0785410478711
722
After 20 iterations
Discriminator Loss = -0.0608220361173
Generator_Loss: -0.125035434961
723
After 20 iterations
Discriminator Loss = -0.0395518168807
Generator_Loss: -0.145334392786
724
After 20 iterations
Discriminator Loss = -0.0313639417291
Generator_Loss: -0.161496222019
725
Level #0 Epoch #3 Batch #725
After 20 iterations
Discriminator Loss = -0.00705799926072
Generator_Loss: -0.167139962316
726
After 20 iterations
Discriminator Loss = -0.0851533561945
Generator_Loss: -0.191290512681
727
After 20 iterations
Discriminator Loss = 0.0364026576281
Generator_Loss: -0.213252350688
728
After 20 iterations
Discriminator Loss = -0.0618592239916
Generator_Loss: -0.26014867425
729
After 20 iterations
Discriminator Loss = -0.0255403704941
Generator_Loss: -0.280672311783
730
After 20 iterations
Discriminator Loss = -0.0626498907804
Generator_Loss: -0.283129006624
731
After 20 iterations
Discriminator Loss = 0.0184313151985
Generator_Loss: -0.310649603605
732
After 20 iterations
Discriminator Loss = 0.0480081513524
Generator_Loss: -0.312224626541
733
After 20 iterations
Discriminator Loss = -0.0487705804408
Generator_Loss: -0.292194962502
734
After 20 iterations
Discriminator Loss = 0.0110537046567
Generator_Loss: -0.271337658167
735
After 20 iterations
Discriminator Loss = 0.0262460727245
Generator_Loss: -0.249852776527
736
After 20 iterations
Discriminator Loss = -0.0538255721331
Generator_Loss: -0.218748554587
737
After 20 iterations
Discriminator Loss = 0.0400526225567
Generator_Loss: -0.253487169743
738
After 20 iterations
Discriminator Loss = -0.0209777820855
Generator_Loss: -0.194899573922
739
After 20 iterations
Discriminator Loss = -0.0254747569561
Generator_Loss: -0.138390168548
740
After 20 iterations
Discriminator Loss = -0.0452895984054
Generator_Loss: -0.107097923756
741
After 20 iterations
Discriminator Loss = 0.0218634996563
Generator_Loss: -0.0650418177247
742
After 20 iterations
Discriminator Loss = -0.0223658550531
Generator_Loss: -0.0191998109221
743
After 20 iterations
Discriminator Loss = 0.0713521689177
Generator_Loss: 0.0337025113404
744
After 20 iterations
Discriminator Loss = 0.0623426772654
Generator_Loss: 0.0462108515203
745
After 20 iterations
Discriminator Loss = -0.0754603892565
Generator_Loss: 0.0416273847222
746
After 20 iterations
Discriminator Loss = 0.0309511069208
Generator_Loss: 0.0543039031327
747
After 20 iterations
Discriminator Loss = 0.00406476482749
Generator_Loss: 0.0338278822601
748
After 20 iterations
Discriminator Loss = 0.0731386244297
Generator_Loss: 0.0270523708314
749
After 20 iterations
Discriminator Loss = -0.0544947981834
Generator_Loss: -0.00702797807753
750
Level #0 Epoch #3 Batch #750
After 20 iterations
Discriminator Loss = 0.0360676683486
Generator_Loss: -0.0353743955493
751
After 20 iterations
Discriminator Loss = -0.0472853966057
Generator_Loss: -0.0882527679205
752
After 20 iterations
Discriminator Loss = -0.0243232827634
Generator_Loss: -0.0715878680348
753
After 20 iterations
Discriminator Loss = -0.0486847534776
Generator_Loss: -0.0809883624315
754
After 20 iterations
Discriminator Loss = 0.0120822070166
Generator_Loss: -0.0936464816332
755
After 20 iterations
Discriminator Loss = -0.0384678281844
Generator_Loss: -0.114785589278
756
After 20 iterations
Discriminator Loss = -0.0432740449905
Generator_Loss: -0.149885296822
757
After 20 iterations
Discriminator Loss = -0.0311141200364
Generator_Loss: -0.148173049092
758
After 20 iterations
Discriminator Loss = -0.091302588582
Generator_Loss: -0.207078501582
759
After 20 iterations
Discriminator Loss = -0.0314911976457
Generator_Loss: -0.235543847084
760
After 20 iterations
Discriminator Loss = -0.000968538864981
Generator_Loss: -0.247920945287
761
After 20 iterations
Discriminator Loss = -0.0564579963684
Generator_Loss: -0.278024613857
762
After 20 iterations
Discriminator Loss = -0.0342443920672
Generator_Loss: -0.273986428976
763
After 20 iterations
Discriminator Loss = -0.103546328843
Generator_Loss: -0.286461472511
764
After 20 iterations
Discriminator Loss = -0.0190282613039
Generator_Loss: -0.314653217793
765
After 20 iterations
Discriminator Loss = -0.0642490833998
Generator_Loss: -0.303339004517
766
After 20 iterations
Discriminator Loss = 0.014281777665
Generator_Loss: -0.29369816184
767
After 20 iterations
Discriminator Loss = -0.0932355448604
Generator_Loss: -0.306656599045
768
After 20 iterations
Discriminator Loss = -0.03716391325
Generator_Loss: -0.285593032837
769
After 20 iterations
Discriminator Loss = -0.0496827587485
Generator_Loss: -0.224793285131
770
After 20 iterations
Discriminator Loss = -0.0242092013359
Generator_Loss: -0.19681891799
771
After 20 iterations
Discriminator Loss = -0.0125513616949
Generator_Loss: -0.1738486588
772
After 20 iterations
Discriminator Loss = -0.0330690667033
Generator_Loss: -0.146301686764
773
After 20 iterations
Discriminator Loss = -0.0476646982133
Generator_Loss: -0.117104768753
774
After 20 iterations
Discriminator Loss = -0.043313331902
Generator_Loss: -0.102312393486
775
Level #0 Epoch #3 Batch #775
After 20 iterations
Discriminator Loss = -0.0806361660361
Generator_Loss: -0.111670926213
776
After 20 iterations
Discriminator Loss = -0.0291851684451
Generator_Loss: -0.06145741418
777
After 20 iterations
Discriminator Loss = -0.0522368587554
Generator_Loss: -0.0882230475545
778
After 20 iterations
Discriminator Loss = -0.0477179512382
Generator_Loss: -0.0818162485957
779
After 20 iterations
Discriminator Loss = 0.0319582372904
Generator_Loss: -0.0358828864992
780
After 20 iterations
Discriminator Loss = -0.0559077858925
Generator_Loss: -0.0757470205426
781
Epoch #4
After 20 iterations
Discriminator Loss = -0.0499587580562
Generator_Loss: -0.0931003838778
2
After 20 iterations
Discriminator Loss = -0.022626651451
Generator_Loss: -0.0732605457306
3
After 20 iterations
Discriminator Loss = -0.0400792956352
Generator_Loss: -0.108305685222
4
After 20 iterations
Discriminator Loss = -0.0181958060712
Generator_Loss: -0.115704268217
5
After 20 iterations
Discriminator Loss = 0.00090571900364
Generator_Loss: -0.0768121257424
6
After 20 iterations
Discriminator Loss = 0.000407349201851
Generator_Loss: -0.113096728921
7
After 20 iterations
Discriminator Loss = -0.0816722288728
Generator_Loss: -0.185345098376
8
After 20 iterations
Discriminator Loss = -0.077543631196
Generator_Loss: -0.174540698528
9
After 20 iterations
Discriminator Loss = -0.000943084189203
Generator_Loss: -0.214119300246
10
After 20 iterations
Discriminator Loss = -0.0852053835988
Generator_Loss: -0.203615561128
11
After 20 iterations
Discriminator Loss = -0.0261983182281
Generator_Loss: -0.209686815739
12
After 20 iterations
Discriminator Loss = -0.0178305059671
Generator_Loss: -0.236567050219
13
After 20 iterations
Discriminator Loss = -0.0253815054893
Generator_Loss: -0.219025418162
14
After 20 iterations
Discriminator Loss = -0.0412868671119
Generator_Loss: -0.181426525116
15
After 20 iterations
Discriminator Loss = -0.0404828116298
Generator_Loss: -0.174526810646
16
After 20 iterations
Discriminator Loss = 0.0166530907154
Generator_Loss: -0.219533890486
17
After 20 iterations
Discriminator Loss = -0.0300725102425
Generator_Loss: -0.178916856647
18
After 20 iterations
Discriminator Loss = -0.00396809028462
Generator_Loss: -0.135408446193
19
After 20 iterations
Discriminator Loss = -0.106013029814
Generator_Loss: -0.127203673124
20
After 20 iterations
Discriminator Loss = -0.0200697518885
Generator_Loss: -0.0901387035847
21
After 20 iterations
Discriminator Loss = -0.0268073249608
Generator_Loss: -0.0912648886442
22
After 20 iterations
Discriminator Loss = 0.0132531216368
Generator_Loss: 0.0261259805411
23
After 20 iterations
Discriminator Loss = -0.0403182283044
Generator_Loss: 0.0656108930707
24
After 20 iterations
Discriminator Loss = -0.0422256961465
Generator_Loss: 0.0731739997864
25
Level #0 Epoch #4 Batch #25
After 20 iterations
Discriminator Loss = -0.0880158916116
Generator_Loss: 0.0425722785294
26
After 20 iterations
Discriminator Loss = -0.0472566969693
Generator_Loss: 0.117611527443
27
After 20 iterations
Discriminator Loss = -0.0711995214224
Generator_Loss: 0.116466335952
28
After 20 iterations
Discriminator Loss = -0.0564275532961
Generator_Loss: 0.162166297436
29
After 20 iterations
Discriminator Loss = -0.0506581701338
Generator_Loss: 0.0978125184774
30
After 20 iterations
Discriminator Loss = 0.0412554740906
Generator_Loss: 0.0712696239352
31
After 20 iterations
Discriminator Loss = -0.0255013592541
Generator_Loss: 0.0488805063069
32
After 20 iterations
Discriminator Loss = 0.0123444981873
Generator_Loss: -0.0182207003236
33
After 20 iterations
Discriminator Loss = 0.0434346944094
Generator_Loss: -0.0604105442762
34
After 20 iterations
Discriminator Loss = -0.026551745832
Generator_Loss: -0.0750869736075
35
After 20 iterations
Discriminator Loss = -0.0595205053687
Generator_Loss: -0.0990435853601
36
After 20 iterations
Discriminator Loss = 0.0167488474399
Generator_Loss: -0.128583148122
37
After 20 iterations
Discriminator Loss = -0.0156288128346
Generator_Loss: -0.146009773016
38
After 20 iterations
Discriminator Loss = -0.0429821014404
Generator_Loss: -0.175816759467
39
After 20 iterations
Discriminator Loss = -0.0306353680789
Generator_Loss: -0.228501990438
40
After 20 iterations
Discriminator Loss = -0.0583599880338
Generator_Loss: -0.19280000031
41
After 20 iterations
Discriminator Loss = -0.146139323711
Generator_Loss: -0.196973666549
42
After 20 iterations
Discriminator Loss = 0.031347323209
Generator_Loss: -0.262787997723
43
After 20 iterations
Discriminator Loss = -0.0142303369939
Generator_Loss: -0.267320364714
44
After 20 iterations
Discriminator Loss = -0.101869694889
Generator_Loss: -0.307627141476
45
After 20 iterations
Discriminator Loss = -0.165477022529
Generator_Loss: -0.281535893679
46
After 20 iterations
Discriminator Loss = 0.0146392183378
Generator_Loss: -0.328554242849
47
After 20 iterations
Discriminator Loss = -0.0469738207757
Generator_Loss: -0.341675788164
48
After 20 iterations
Discriminator Loss = -0.0308513119817
Generator_Loss: -0.360624969006
49
After 20 iterations
Discriminator Loss = 0.0269384048879
Generator_Loss: -0.336619645357
50
Level #0 Epoch #4 Batch #50
After 20 iterations
Discriminator Loss = 0.0325320959091
Generator_Loss: -0.301553815603
51
After 20 iterations
Discriminator Loss = -0.0306410547346
Generator_Loss: -0.335473656654
52
After 20 iterations
Discriminator Loss = -0.0105111449957
Generator_Loss: -0.303058862686
53
After 20 iterations
Discriminator Loss = -0.0309519320726
Generator_Loss: -0.309227824211
54
After 20 iterations
Discriminator Loss = 0.0370887592435
Generator_Loss: -0.278843849897
55
After 20 iterations
Discriminator Loss = 0.0207574684173
Generator_Loss: -0.261740714312
56
After 20 iterations
Discriminator Loss = 0.0289749540389
Generator_Loss: -0.233397290111
57
After 20 iterations
Discriminator Loss = 0.0236762613058
Generator_Loss: -0.206182703376
58
After 20 iterations
Discriminator Loss = -0.0242696907371
Generator_Loss: -0.213708505034
59
After 20 iterations
Discriminator Loss = 0.0268086194992
Generator_Loss: -0.176038727164
60
After 20 iterations
Discriminator Loss = 0.0167028270662
Generator_Loss: -0.171064227819
61
After 20 iterations
Discriminator Loss = -0.00387892709114
Generator_Loss: -0.153469860554
62
After 20 iterations
Discriminator Loss = -0.00163093511946
Generator_Loss: -0.140273839235
63
After 20 iterations
Discriminator Loss = -0.0534153692424
Generator_Loss: -0.114163078368
64
After 20 iterations
Discriminator Loss = -0.0658408626914
Generator_Loss: -0.0883836969733
65
After 20 iterations
Discriminator Loss = -0.0302561763674
Generator_Loss: -0.0867549777031
66
After 20 iterations
Discriminator Loss = -0.0116369174793
Generator_Loss: -0.0671891123056
67
After 20 iterations
Discriminator Loss = -0.0190648455173
Generator_Loss: -0.0668144077063
68
After 20 iterations
Discriminator Loss = -0.0208786949515
Generator_Loss: -0.059381801635
69
After 20 iterations
Discriminator Loss = -0.118748359382
Generator_Loss: -0.0612455271184
70
After 20 iterations
Discriminator Loss = -0.0461479090154
Generator_Loss: -0.103790014982
71
After 20 iterations
Discriminator Loss = -0.0622838176787
Generator_Loss: -0.0745806843042
72
After 20 iterations
Discriminator Loss = -0.00845933146775
Generator_Loss: -0.112371966243
73
After 20 iterations
Discriminator Loss = 0.0163864400238
Generator_Loss: -0.13768184185
74
After 20 iterations
Discriminator Loss = -0.0114495828748
Generator_Loss: -0.152824670076
75
Level #0 Epoch #4 Batch #75
After 20 iterations
Discriminator Loss = 0.0225931331515
Generator_Loss: -0.167526811361
76
After 20 iterations
Discriminator Loss = 0.0446199066937
Generator_Loss: -0.177073210478
77
After 20 iterations
Discriminator Loss = -0.0638919994235
Generator_Loss: -0.186922311783
78
After 20 iterations
Discriminator Loss = 0.0752917453647
Generator_Loss: -0.194902166724
79
After 20 iterations
Discriminator Loss = -0.0246446654201
Generator_Loss: -0.234650626779
80
After 20 iterations
Discriminator Loss = -0.0508843399584
Generator_Loss: -0.283823996782
81
After 20 iterations
Discriminator Loss = 0.0123847546056
Generator_Loss: -0.279560804367
82
After 20 iterations
Discriminator Loss = 0.000853788631503
Generator_Loss: -0.256984084845
83
After 20 iterations
Discriminator Loss = 0.012298759073
Generator_Loss: -0.225152477622
84
After 20 iterations
Discriminator Loss = -0.0110391229391
Generator_Loss: -0.235881686211
85
After 20 iterations
Discriminator Loss = 0.0220647510141
Generator_Loss: -0.238597795367
86
After 20 iterations
Discriminator Loss = -0.00523567153141
Generator_Loss: -0.212171256542
87
After 20 iterations
Discriminator Loss = 0.00759895751253
Generator_Loss: -0.203278645873
88
After 20 iterations
Discriminator Loss = -0.0804292485118
Generator_Loss: -0.190764799714
89
After 20 iterations
Discriminator Loss = -0.0379512123764
Generator_Loss: -0.172759220004
90
After 20 iterations
Discriminator Loss = -0.0806398615241
Generator_Loss: -0.154636606574
91
After 20 iterations
Discriminator Loss = 0.00406019249931
Generator_Loss: -0.128526136279
92
After 20 iterations
Discriminator Loss = -0.0425417236984
Generator_Loss: -0.0972502082586
93
After 20 iterations
Discriminator Loss = 0.00828214734793
Generator_Loss: -0.0803868547082
94
After 20 iterations
Discriminator Loss = -0.0334789454937
Generator_Loss: -0.062222674489
95
After 20 iterations
Discriminator Loss = 0.0274599622935
Generator_Loss: 0.0139098586515
96
After 20 iterations
Discriminator Loss = -0.080742277205
Generator_Loss: -0.0118125462905
97
After 20 iterations
Discriminator Loss = 0.00764098996297
Generator_Loss: 0.0408552363515
98
After 20 iterations
Discriminator Loss = -0.0636094734073
Generator_Loss: -0.00215163244866
99
After 20 iterations
Discriminator Loss = -0.0313833542168
Generator_Loss: 0.0606895312667
100
Level #0 Epoch #4 Batch #100
After 20 iterations
Discriminator Loss = -0.0768883377314
Generator_Loss: 0.14147862792
101
After 20 iterations
Discriminator Loss = -0.0562338121235
Generator_Loss: 0.0554782822728
102
After 20 iterations
Discriminator Loss = -0.0215876605362
Generator_Loss: 0.148061618209
103
After 20 iterations
Discriminator Loss = -0.020986078307
Generator_Loss: 0.138961330056
104
After 20 iterations
Discriminator Loss = 0.0134717328474
Generator_Loss: 0.0988872274756
105
After 20 iterations
Discriminator Loss = -0.0288812667131
Generator_Loss: 0.12807020545
106
After 20 iterations
Discriminator Loss = -0.0454274788499
Generator_Loss: 0.039226282388
107
After 20 iterations
Discriminator Loss = 0.0101081514731
Generator_Loss: 0.0642643496394
108
After 20 iterations
Discriminator Loss = -0.0442246720195
Generator_Loss: 0.149846106768
109
After 20 iterations
Discriminator Loss = 0.0431156121194
Generator_Loss: 0.0937502384186
110
After 20 iterations
Discriminator Loss = -0.0186909828335
Generator_Loss: 0.0615217126906
111
After 20 iterations
Discriminator Loss = -0.0387992337346
Generator_Loss: 0.0905041322112
112
After 20 iterations
Discriminator Loss = -0.00971477478743
Generator_Loss: 0.0451601669192
113
After 20 iterations
Discriminator Loss = 0.0126147018746
Generator_Loss: 0.0298634171486
114
After 20 iterations
Discriminator Loss = 0.0240678507835
Generator_Loss: 0.0107982894406
115
After 20 iterations
Discriminator Loss = 0.0154418190941
Generator_Loss: 5.06558499183e-05
116
After 20 iterations
Discriminator Loss = -0.0355973914266
Generator_Loss: -0.0469093509018
117
After 20 iterations
Discriminator Loss = -0.0209055319428
Generator_Loss: 0.00448706513271
118
After 20 iterations
Discriminator Loss = -0.0728948712349
Generator_Loss: -0.0610588528216
119
After 20 iterations
Discriminator Loss = 0.0105521297082
Generator_Loss: -0.0777942612767
120
After 20 iterations
Discriminator Loss = 0.0194371528924
Generator_Loss: -0.0692413747311
121
After 20 iterations
Discriminator Loss = -0.0346177108586
Generator_Loss: -0.0793185606599
122
After 20 iterations
Discriminator Loss = -0.0185739491135
Generator_Loss: -0.0599296279252
123
After 20 iterations
Discriminator Loss = -0.036187581718
Generator_Loss: -0.0477424114943
124
After 20 iterations
Discriminator Loss = -0.0705494210124
Generator_Loss: -0.0436536297202
125
Level #0 Epoch #4 Batch #125
After 20 iterations
Discriminator Loss = 0.0414288602769
Generator_Loss: -0.0227285493165
126
After 20 iterations
Discriminator Loss = 0.00707069644704
Generator_Loss: 0.0178768578917
127
After 20 iterations
Discriminator Loss = 0.0176001600921
Generator_Loss: 0.0123517075554
128
After 20 iterations
Discriminator Loss = -0.0135243637487
Generator_Loss: 0.0682441368699
129
After 20 iterations
Discriminator Loss = -0.0191879533231
Generator_Loss: 0.088862195611
130
After 20 iterations
Discriminator Loss = -0.0806215107441
Generator_Loss: 0.117270380259
131
After 20 iterations
Discriminator Loss = -0.00862891040742
Generator_Loss: 0.138266414404
132
After 20 iterations
Discriminator Loss = -0.0559470467269
Generator_Loss: 0.197519883513
133
After 20 iterations
Discriminator Loss = 0.0209036674351
Generator_Loss: 0.194974422455
134
After 20 iterations
Discriminator Loss = -0.0525715351105
Generator_Loss: 0.22280934453
135
After 20 iterations
Discriminator Loss = -0.0406578592956
Generator_Loss: 0.228999331594
136
After 20 iterations
Discriminator Loss = -0.0315567180514
Generator_Loss: 0.243873387575
137
After 20 iterations
Discriminator Loss = -0.00355252949521
Generator_Loss: 0.213397964835
138
After 20 iterations
Discriminator Loss = -0.0339581370354
Generator_Loss: 0.214012861252
139
After 20 iterations
Discriminator Loss = -0.0186161454767
Generator_Loss: 0.189005807042
140
After 20 iterations
Discriminator Loss = -0.0392362065613
Generator_Loss: 0.100617997348
141
After 20 iterations
Discriminator Loss = -0.0278043039143
Generator_Loss: 0.0296806879342
142
After 20 iterations
Discriminator Loss = 0.000776015745942
Generator_Loss: -0.0556564107537
143
After 20 iterations
Discriminator Loss = 0.034099612385
Generator_Loss: -0.086011134088
144
After 20 iterations
Discriminator Loss = -0.058998554945
Generator_Loss: -0.149429515004
145
After 20 iterations
Discriminator Loss = 0.0229265559465
Generator_Loss: -0.149901613593
146
After 20 iterations
Discriminator Loss = 0.0247387327254
Generator_Loss: -0.188113749027
147
After 20 iterations
Discriminator Loss = 0.000192131410586
Generator_Loss: -0.225630298257
148
After 20 iterations
Discriminator Loss = -0.0243364293128
Generator_Loss: -0.3058578372
149
After 20 iterations
Discriminator Loss = -0.0375199317932
Generator_Loss: -0.273950308561
150
Level #0 Epoch #4 Batch #150
After 20 iterations
Discriminator Loss = -0.034893322736
Generator_Loss: -0.242216944695
151
After 20 iterations
Discriminator Loss = 0.00870049651712
Generator_Loss: -0.261510431767
152
After 20 iterations
Discriminator Loss = -0.00512381689623
Generator_Loss: -0.279614031315
153
After 20 iterations
Discriminator Loss = -0.00981118809432
Generator_Loss: -0.260686635971
154
After 20 iterations
Discriminator Loss = 0.0374215319753
Generator_Loss: -0.209411069751
155
After 20 iterations
Discriminator Loss = -0.0382187329233
Generator_Loss: -0.193240597844
156
After 20 iterations
Discriminator Loss = -0.0444604344666
Generator_Loss: -0.154773265123
157
After 20 iterations
Discriminator Loss = 0.0154979303479
Generator_Loss: -0.0784298852086
158
After 20 iterations
Discriminator Loss = -0.0495322234929
Generator_Loss: -0.0251660756767
159
After 20 iterations
Discriminator Loss = -0.0726613625884
Generator_Loss: 0.0223440695554
160
After 20 iterations
Discriminator Loss = -0.0603677108884
Generator_Loss: 0.0445832237601
161
After 20 iterations
Discriminator Loss = -0.0592436045408
Generator_Loss: 0.080564558506
162
After 20 iterations
Discriminator Loss = -0.0116132171825
Generator_Loss: 0.105213344097
163
After 20 iterations
Discriminator Loss = -0.0807234123349
Generator_Loss: 0.119401477277
164
After 20 iterations
Discriminator Loss = 0.0112825585529
Generator_Loss: 0.119237363338
165
After 20 iterations
Discriminator Loss = -0.0243624802679
Generator_Loss: 0.144325345755
166
After 20 iterations
Discriminator Loss = 0.00852214731276
Generator_Loss: 0.117520801723
167
After 20 iterations
Discriminator Loss = -0.0254065115005
Generator_Loss: 0.100920498371
168
After 20 iterations
Discriminator Loss = -0.0136909456924
Generator_Loss: 0.105523094535
169
After 20 iterations
Discriminator Loss = 0.0102945687249
Generator_Loss: 0.115105032921
170
After 20 iterations
Discriminator Loss = -0.0292654354125
Generator_Loss: 0.0884490385652
171
After 20 iterations
Discriminator Loss = -0.0115099782124
Generator_Loss: 0.107654668391
172
After 20 iterations
Discriminator Loss = 0.00564985629171
Generator_Loss: 0.0923750028014
173
After 20 iterations
Discriminator Loss = -0.027269044891
Generator_Loss: 0.093279697001
174
After 20 iterations
Discriminator Loss = -0.0750579982996
Generator_Loss: 0.101282060146
175
Level #0 Epoch #4 Batch #175
After 20 iterations
Discriminator Loss = 0.0356848351657
Generator_Loss: 0.116279222071
176
After 20 iterations
Discriminator Loss = -0.0314671248198
Generator_Loss: 0.0879233255982
177
After 20 iterations
Discriminator Loss = -0.055299334228
Generator_Loss: 0.115028455853
178
After 20 iterations
Discriminator Loss = -0.0253565646708
Generator_Loss: 0.131907209754
179
After 20 iterations
Discriminator Loss = -0.0178309641778
Generator_Loss: 0.129129037261
180
After 20 iterations
Discriminator Loss = -0.0202437564731
Generator_Loss: 0.105816960335
181
After 20 iterations
Discriminator Loss = 0.00479447608814
Generator_Loss: 0.124430797994
182
After 20 iterations
Discriminator Loss = -0.0520287118852
Generator_Loss: 0.143244683743
183
After 20 iterations
Discriminator Loss = -0.023358348757
Generator_Loss: 0.125078856945
184
After 20 iterations
Discriminator Loss = -0.0276450552046
Generator_Loss: 0.137820318341
185
After 20 iterations
Discriminator Loss = -0.00343410065398
Generator_Loss: 0.170545399189
186
After 20 iterations
Discriminator Loss = 0.0255771223456
Generator_Loss: 0.108739800751
187
After 20 iterations
Discriminator Loss = -0.056803394109
Generator_Loss: 0.118434861302
188
After 20 iterations
Discriminator Loss = 0.0444767326117
Generator_Loss: 0.156668826938
189
After 20 iterations
Discriminator Loss = 0.0312318969518
Generator_Loss: 0.166531577706
190
After 20 iterations
Discriminator Loss = -0.0552356243134
Generator_Loss: 0.205469533801
191
After 20 iterations
Discriminator Loss = 0.0112957265228
Generator_Loss: 0.220200076699
192
After 20 iterations
Discriminator Loss = 0.0391323938966
Generator_Loss: 0.23524440825
193
After 20 iterations
Discriminator Loss = -0.00644789310172
Generator_Loss: 0.227493777871
194
After 20 iterations
Discriminator Loss = -0.0576782673597
Generator_Loss: 0.253957778215
195
After 20 iterations
Discriminator Loss = 0.0102186249569
Generator_Loss: 0.30463296175
196
After 20 iterations
Discriminator Loss = -0.0234729703516
Generator_Loss: 0.283250033855
197
After 20 iterations
Discriminator Loss = -0.0452419035137
Generator_Loss: 0.309996128082
198
After 20 iterations
Discriminator Loss = -0.0846545919776
Generator_Loss: 0.313282579184
199
After 20 iterations
Discriminator Loss = -0.0954506546259
Generator_Loss: 0.336754977703
200
Level #0 Epoch #4 Batch #200
After 20 iterations
Discriminator Loss = -0.0596077144146
Generator_Loss: 0.33741620183
201
After 20 iterations
Discriminator Loss = -0.157953992486
Generator_Loss: 0.344696968794
202
After 20 iterations
Discriminator Loss = -0.0271407347172
Generator_Loss: 0.315410882235
203
After 20 iterations
Discriminator Loss = -0.0704683512449
Generator_Loss: 0.291922539473
204
After 20 iterations
Discriminator Loss = -0.0196990706027
Generator_Loss: 0.292620003223
205
After 20 iterations
Discriminator Loss = -0.0104000205174
Generator_Loss: 0.255748718977
206
After 20 iterations
Discriminator Loss = -0.0445572212338
Generator_Loss: 0.248446315527
207
After 20 iterations
Discriminator Loss = -0.0206430163234
Generator_Loss: 0.194246068597
208
After 20 iterations
Discriminator Loss = -0.0129362521693
Generator_Loss: 0.171104177833
209
After 20 iterations
Discriminator Loss = -0.0474249832332
Generator_Loss: 0.153239712119
210
After 20 iterations
Discriminator Loss = -0.0193224735558
Generator_Loss: 0.126631885767
211
After 20 iterations
Discriminator Loss = -0.0114252828062
Generator_Loss: 0.0910142362118
212
After 20 iterations
Discriminator Loss = -0.0433014445007
Generator_Loss: 0.0740289315581
213
After 20 iterations
Discriminator Loss = -0.000591333431657
Generator_Loss: 0.0386043079197
214
After 20 iterations
Discriminator Loss = -0.0151274194941
Generator_Loss: 0.0383280813694
215
After 20 iterations
Discriminator Loss = -0.0495309382677
Generator_Loss: -0.00310688931495
216
After 20 iterations
Discriminator Loss = -0.040589120239
Generator_Loss: -0.0568783208728
217
After 20 iterations
Discriminator Loss = 0.00357127725147
Generator_Loss: -0.0599596016109
218
After 20 iterations
Discriminator Loss = 0.00649975752458
Generator_Loss: -0.0904421508312
219
After 20 iterations
Discriminator Loss = -0.0171639584005
Generator_Loss: -0.116577081382
220
After 20 iterations
Discriminator Loss = 0.0481104515493
Generator_Loss: -0.0766724050045
221
After 20 iterations
Discriminator Loss = 0.00183811644092
Generator_Loss: -0.0978700891137
222
After 20 iterations
Discriminator Loss = -0.0179708469659
Generator_Loss: -0.0656837821007
223
After 20 iterations
Discriminator Loss = -0.025152830407
Generator_Loss: -0.0863369703293
224
After 20 iterations
Discriminator Loss = -0.0658141449094
Generator_Loss: -0.0812153741717
225
Level #0 Epoch #4 Batch #225
After 20 iterations
Discriminator Loss = 0.0278927180916
Generator_Loss: -0.0326170213521
226
After 20 iterations
Discriminator Loss = 0.0127720152959
Generator_Loss: -0.0289296805859
227
After 20 iterations
Discriminator Loss = -0.0337779819965
Generator_Loss: 0.0125533826649
228
After 20 iterations
Discriminator Loss = -0.0144907329232
Generator_Loss: 0.0495957918465
229
After 20 iterations
Discriminator Loss = -0.00698025897145
Generator_Loss: 0.0610337182879
230
After 20 iterations
Discriminator Loss = 0.0097569283098
Generator_Loss: 0.0652812942863
231
After 20 iterations
Discriminator Loss = -0.0513932332397
Generator_Loss: 0.079656034708
232
After 20 iterations
Discriminator Loss = -0.0244883112609
Generator_Loss: 0.116327680647
233
After 20 iterations
Discriminator Loss = -0.0363790281117
Generator_Loss: 0.136352270842
234
After 20 iterations
Discriminator Loss = -0.0377924516797
Generator_Loss: 0.127477034926
235
After 20 iterations
Discriminator Loss = -0.0540477596223
Generator_Loss: 0.181695967913
236
After 20 iterations
Discriminator Loss = 0.0128858266398
Generator_Loss: 0.170006930828
237
After 20 iterations
Discriminator Loss = -0.0437703058124
Generator_Loss: 0.11037439853
238
After 20 iterations
Discriminator Loss = -0.0072474218905
Generator_Loss: 0.114820107818
239
After 20 iterations
Discriminator Loss = -0.0202509816736
Generator_Loss: 0.108895659447
240
After 20 iterations
Discriminator Loss = 0.00394742097706
Generator_Loss: 0.0586181022227
241
After 20 iterations
Discriminator Loss = -0.0233306679875
Generator_Loss: 0.0627989247441
242
After 20 iterations
Discriminator Loss = -0.0040600313805
Generator_Loss: -0.00548283196986
243
After 20 iterations
Discriminator Loss = 0.00941912084818
Generator_Loss: -0.0428746007383
244
After 20 iterations
Discriminator Loss = -0.0739758759737
Generator_Loss: -0.096504367888
245
After 20 iterations
Discriminator Loss = -0.0254290308803
Generator_Loss: -0.106017209589
246
After 20 iterations
Discriminator Loss = -0.0520602911711
Generator_Loss: -0.105066373944
247
After 20 iterations
Discriminator Loss = -0.0638742595911
Generator_Loss: -0.130987554789
248
After 20 iterations
Discriminator Loss = -0.0129602979869
Generator_Loss: -0.164824828506
249
After 20 iterations
Discriminator Loss = 0.0157526098192
Generator_Loss: -0.212391540408
250
Level #0 Epoch #4 Batch #250
After 20 iterations
Discriminator Loss = 0.0265837348998
Generator_Loss: -0.274075090885
251
After 20 iterations
Discriminator Loss = 0.0486491844058
Generator_Loss: -0.323477625847
252
After 20 iterations
Discriminator Loss = 0.0121181784198
Generator_Loss: -0.340984225273
253
After 20 iterations
Discriminator Loss = 0.023299260065
Generator_Loss: -0.369787782431
254
After 20 iterations
Discriminator Loss = -0.0633576065302
Generator_Loss: -0.404292404652
255
After 20 iterations
Discriminator Loss = -0.0435020029545
Generator_Loss: -0.458099216223
256
After 20 iterations
Discriminator Loss = -0.0525505617261
Generator_Loss: -0.453049331903
257
After 20 iterations
Discriminator Loss = -0.0234150532633
Generator_Loss: -0.481303095818
258
After 20 iterations
Discriminator Loss = -0.0405224114656
Generator_Loss: -0.486223399639
259
After 20 iterations
Discriminator Loss = -0.00982578471303
Generator_Loss: -0.495434105396
260
After 20 iterations
Discriminator Loss = -0.0264195855707
Generator_Loss: -0.469072043896
261
After 20 iterations
Discriminator Loss = -0.0473621226847
Generator_Loss: -0.477480053902
262
After 20 iterations
Discriminator Loss = -0.0796114504337
Generator_Loss: -0.452038228512
263
After 20 iterations
Discriminator Loss = -0.0697966217995
Generator_Loss: -0.453420996666
264
After 20 iterations
Discriminator Loss = -0.0538612790406
Generator_Loss: -0.408552259207
265
After 20 iterations
Discriminator Loss = -0.0888686925173
Generator_Loss: -0.366299271584
266
After 20 iterations
Discriminator Loss = -0.0779427811503
Generator_Loss: -0.328238338232
267
After 20 iterations
Discriminator Loss = -0.0455277711153
Generator_Loss: -0.320540219545
268
After 20 iterations
Discriminator Loss = -0.0598288923502
Generator_Loss: -0.267691522837
269
After 20 iterations
Discriminator Loss = -0.0448477044702
Generator_Loss: -0.230415582657
270
After 20 iterations
Discriminator Loss = -0.0621270388365
Generator_Loss: -0.229290485382
271
After 20 iterations
Discriminator Loss = -0.0134800830856
Generator_Loss: -0.191412866116
272
After 20 iterations
Discriminator Loss = -0.0864029824734
Generator_Loss: -0.167673513293
273
After 20 iterations
Discriminator Loss = -0.0571754612029
Generator_Loss: -0.124638319016
274
After 20 iterations
Discriminator Loss = -0.0184448473155
Generator_Loss: -0.148905143142
275
Level #0 Epoch #4 Batch #275
After 20 iterations
Discriminator Loss = 0.0621651038527
Generator_Loss: -0.12544170022
276
After 20 iterations
Discriminator Loss = -0.00861692242324
Generator_Loss: -0.166141420603
277
After 20 iterations
Discriminator Loss = -0.0243543293327
Generator_Loss: -0.180659651756
278
After 20 iterations
Discriminator Loss = 0.0211581084877
Generator_Loss: -0.187291517854
279
After 20 iterations
Discriminator Loss = -0.0510422624648
Generator_Loss: -0.217142924666
280
After 20 iterations
Discriminator Loss = -0.013047655113
Generator_Loss: -0.209239110351
281
After 20 iterations
Discriminator Loss = -0.0485580936074
Generator_Loss: -0.215272337198
282
After 20 iterations
Discriminator Loss = -0.0489455759525
Generator_Loss: -0.285878837109
283
After 20 iterations
Discriminator Loss = -0.028777051717
Generator_Loss: -0.298564523458
284
After 20 iterations
Discriminator Loss = 0.00841559004039
Generator_Loss: -0.320506751537
285
After 20 iterations
Discriminator Loss = 0.0107508124784
Generator_Loss: -0.35088789463
286
After 20 iterations
Discriminator Loss = -0.0016796522541
Generator_Loss: -0.384000062943
287
After 20 iterations
Discriminator Loss = -0.00549614662305
Generator_Loss: -0.395833283663
288
After 20 iterations
Discriminator Loss = 0.030581286177
Generator_Loss: -0.452753931284
289
After 20 iterations
Discriminator Loss = -0.0304492879659
Generator_Loss: -0.412290036678
290
After 20 iterations
Discriminator Loss = -0.0471842177212
Generator_Loss: -0.433887809515
291
After 20 iterations
Discriminator Loss = -0.0310567673296
Generator_Loss: -0.464342862368
292
After 20 iterations
Discriminator Loss = 0.0282025001943
Generator_Loss: -0.490644812584
293
After 20 iterations
Discriminator Loss = -0.0282100718468
Generator_Loss: -0.466707199812
294
After 20 iterations
Discriminator Loss = 0.0130738131702
Generator_Loss: -0.466507315636
295
After 20 iterations
Discriminator Loss = -0.0259751584381
Generator_Loss: -0.466396510601
296
After 20 iterations
Discriminator Loss = -0.000284732406726
Generator_Loss: -0.404381662607
297
After 20 iterations
Discriminator Loss = -0.0234656855464
Generator_Loss: -0.367212623358
298
After 20 iterations
Discriminator Loss = -0.0074415197596
Generator_Loss: -0.338511675596
299
After 20 iterations
Discriminator Loss = -0.00488930428401
Generator_Loss: -0.321345210075
300
Level #0 Epoch #4 Batch #300
After 20 iterations
Discriminator Loss = 0.0198666993529
Generator_Loss: -0.248061597347
301
After 20 iterations
Discriminator Loss = -0.00769580341876
Generator_Loss: -0.188649147749
302
After 20 iterations
Discriminator Loss = -0.0103998845443
Generator_Loss: -0.151884540915
303
After 20 iterations
Discriminator Loss = -0.015234272927
Generator_Loss: -0.14976207912
304
After 20 iterations
Discriminator Loss = -0.0815749764442
Generator_Loss: -0.069845892489
305
After 20 iterations
Discriminator Loss = -0.109267622232
Generator_Loss: -0.0041570183821
306
After 20 iterations
Discriminator Loss = -0.077532351017
Generator_Loss: 0.0396547466516
307
After 20 iterations
Discriminator Loss = -0.0464729629457
Generator_Loss: 0.0624284259975
308
After 20 iterations
Discriminator Loss = -0.109272800386
Generator_Loss: 0.106838777661
309
After 20 iterations
Discriminator Loss = -0.0184312574565
Generator_Loss: 0.149554044008
310
After 20 iterations
Discriminator Loss = -0.0318975709379
Generator_Loss: 0.168771401048
311
After 20 iterations
Discriminator Loss = -0.144033193588
Generator_Loss: 0.165687307715
312
After 20 iterations
Discriminator Loss = -0.0450765602291
Generator_Loss: 0.114694528282
313
After 20 iterations
Discriminator Loss = -0.0036828815937
Generator_Loss: 0.143758788705
314
After 20 iterations
Discriminator Loss = -0.0628488361835
Generator_Loss: 0.143704012036
315
After 20 iterations
Discriminator Loss = -0.0782717242837
Generator_Loss: 0.164470076561
316
After 20 iterations
Discriminator Loss = -0.0178035143763
Generator_Loss: 0.113497152925
317
After 20 iterations
Discriminator Loss = -0.0301053114235
Generator_Loss: 0.0921704247594
318
After 20 iterations
Discriminator Loss = -0.0247772131115
Generator_Loss: 0.0580660700798
319
After 20 iterations
Discriminator Loss = -0.0479471497238
Generator_Loss: 0.0207242518663
320
After 20 iterations
Discriminator Loss = -0.078001961112
Generator_Loss: 0.0184539705515
321
After 20 iterations
Discriminator Loss = -0.0847565680742
Generator_Loss: 0.0159690659493
322
After 20 iterations
Discriminator Loss = 0.0101625379175
Generator_Loss: -0.0137207210064
323
After 20 iterations
Discriminator Loss = -0.115834109485
Generator_Loss: -0.00349633698352
324
After 20 iterations
Discriminator Loss = -0.0676331222057
Generator_Loss: -0.0277213361114
325
Level #0 Epoch #4 Batch #325
After 20 iterations
Discriminator Loss = -0.0565150566399
Generator_Loss: -0.0730286985636
326
After 20 iterations
Discriminator Loss = -0.0380406677723
Generator_Loss: -0.0487124063075
327
After 20 iterations
Discriminator Loss = 0.0434068180621
Generator_Loss: -0.0696682780981
328
After 20 iterations
Discriminator Loss = -3.64624356735e-05
Generator_Loss: -0.122044369578
329
After 20 iterations
Discriminator Loss = -0.0162348579615
Generator_Loss: -0.0841364338994
330
After 20 iterations
Discriminator Loss = -0.0415540002286
Generator_Loss: -0.08887976408
331
After 20 iterations
Discriminator Loss = -0.0438469238579
Generator_Loss: -0.0879422128201
332
After 20 iterations
Discriminator Loss = -0.0118672894314
Generator_Loss: -0.0855534374714
333
After 20 iterations
Discriminator Loss = -0.070006929338
Generator_Loss: -0.0933957397938
334
After 20 iterations
Discriminator Loss = -0.0106359105557
Generator_Loss: -0.030935626477
335
After 20 iterations
Discriminator Loss = 0.0106338048354
Generator_Loss: -0.0487113557756
336
After 20 iterations
Discriminator Loss = -0.00896771531552
Generator_Loss: -0.0378294847906
337
After 20 iterations
Discriminator Loss = 0.002765012905
Generator_Loss: -0.0914789140224
338
After 20 iterations
Discriminator Loss = -0.0266692228615
Generator_Loss: -0.0289633981884
339
After 20 iterations
Discriminator Loss = -0.0470819436014
Generator_Loss: -0.0118112852797
340
After 20 iterations
Discriminator Loss = 0.0415517054498
Generator_Loss: -0.0319154933095
341
After 20 iterations
Discriminator Loss = 0.00325278309174
Generator_Loss: -0.00496874004602
342
After 20 iterations
Discriminator Loss = -0.0373382307589
Generator_Loss: 0.0332462675869
343
After 20 iterations
Discriminator Loss = -0.00226590735838
Generator_Loss: 0.0260927323252
344
After 20 iterations
Discriminator Loss = -0.0274516437203
Generator_Loss: 0.00816199183464
345
After 20 iterations
Discriminator Loss = 0.0311169177294
Generator_Loss: 4.37180933659e-05
346
After 20 iterations
Discriminator Loss = -0.0180937666446
Generator_Loss: -0.0234964359552
347
After 20 iterations
Discriminator Loss = 0.00176664930768
Generator_Loss: -0.017603430897
348
After 20 iterations
Discriminator Loss = -0.0438479296863
Generator_Loss: -0.0233891885728
349
After 20 iterations
Discriminator Loss = -0.0201225187629
Generator_Loss: -0.0357668735087
350
Level #0 Epoch #4 Batch #350
After 20 iterations
Discriminator Loss = -0.0125257233158
Generator_Loss: -0.0371580012143
351
After 20 iterations
Discriminator Loss = -0.000603275897447
Generator_Loss: -0.0430159792304
352
After 20 iterations
Discriminator Loss = -0.00909775774926
Generator_Loss: -0.0513159520924
353
After 20 iterations
Discriminator Loss = 0.0368208959699
Generator_Loss: -0.0663018673658
354
After 20 iterations
Discriminator Loss = -0.0194431245327
Generator_Loss: -0.0652610734105
355
After 20 iterations
Discriminator Loss = 0.00217301445082
Generator_Loss: -0.105667881668
356
After 20 iterations
Discriminator Loss = -0.0192065872252
Generator_Loss: -0.124431110919
357
After 20 iterations
Discriminator Loss = -0.0245409160852
Generator_Loss: -0.137062549591
358
After 20 iterations
Discriminator Loss = -0.0748754218221
Generator_Loss: -0.147643938661
359
After 20 iterations
Discriminator Loss = -0.0155768217519
Generator_Loss: -0.148093938828
360
After 20 iterations
Discriminator Loss = -0.0193356871605
Generator_Loss: -0.168422728777
361
After 20 iterations
Discriminator Loss = -0.00589709635824
Generator_Loss: -0.150512933731
362
After 20 iterations
Discriminator Loss = 0.00257140933536
Generator_Loss: -0.165260225534
363
After 20 iterations
Discriminator Loss = 0.00910773407668
Generator_Loss: -0.162637546659
364
After 20 iterations
Discriminator Loss = 0.0129284607247
Generator_Loss: -0.140782237053
365
After 20 iterations
Discriminator Loss = -0.0406678505242
Generator_Loss: -0.126228556037
366
After 20 iterations
Discriminator Loss = -0.00626025442034
Generator_Loss: -0.103529334068
367
After 20 iterations
Discriminator Loss = -0.055272988975
Generator_Loss: -0.10421422869
368
After 20 iterations
Discriminator Loss = -0.0334206558764
Generator_Loss: -0.0885016918182
369
After 20 iterations
Discriminator Loss = -0.0275902431458
Generator_Loss: -0.113033384085
370
After 20 iterations
Discriminator Loss = -0.019995637238
Generator_Loss: -0.0936650410295
371
After 20 iterations
Discriminator Loss = -0.0638311356306
Generator_Loss: -0.0421890169382
372
After 20 iterations
Discriminator Loss = -0.0202784072608
Generator_Loss: -0.044664464891
373
After 20 iterations
Discriminator Loss = -0.0100830495358
Generator_Loss: -0.0177120994776
374
After 20 iterations
Discriminator Loss = 0.0138703184202
Generator_Loss: -0.0265567656606
375
Level #0 Epoch #4 Batch #375
After 20 iterations
Discriminator Loss = 0.0014433026081
Generator_Loss: -0.0526660941541
376
After 20 iterations
Discriminator Loss = -0.0769269242883
Generator_Loss: -0.0318804495037
377
After 20 iterations
Discriminator Loss = -0.0914269834757
Generator_Loss: -0.0484275110066
378
After 20 iterations
Discriminator Loss = -0.0370744802058
Generator_Loss: -0.0213210526854
379
After 20 iterations
Discriminator Loss = 0.023844063282
Generator_Loss: -0.0225614588708
380
After 20 iterations
Discriminator Loss = 0.0468896180391
Generator_Loss: -0.0520706400275
381
After 20 iterations
Discriminator Loss = -0.0105441445485
Generator_Loss: -0.0504560917616
382
After 20 iterations
Discriminator Loss = 0.0197377726436
Generator_Loss: -0.0149871185422
383
After 20 iterations
Discriminator Loss = -0.0438607670367
Generator_Loss: -0.0442470051348
384
After 20 iterations
Discriminator Loss = 0.0196904856712
Generator_Loss: -0.0454089976847
385
After 20 iterations
Discriminator Loss = -0.0190932620317
Generator_Loss: -0.1030671224
386
After 20 iterations
Discriminator Loss = 0.00863114930689
Generator_Loss: -0.101317286491
387
After 20 iterations
Discriminator Loss = -0.0903024449944
Generator_Loss: -0.0839188098907
388
After 20 iterations
Discriminator Loss = -0.0461885780096
Generator_Loss: -0.119275607169
389
After 20 iterations
Discriminator Loss = -0.0420217588544
Generator_Loss: -0.0936228260398
390
After 20 iterations
Discriminator Loss = -0.00554891955107
Generator_Loss: -0.122577890754
391
After 20 iterations
Discriminator Loss = -0.0361089892685
Generator_Loss: -0.122099854052
392
After 20 iterations
Discriminator Loss = -0.0121879968792
Generator_Loss: -0.129964962602
393
After 20 iterations
Discriminator Loss = -0.000892423675396
Generator_Loss: -0.134698137641
394
After 20 iterations
Discriminator Loss = -0.0668655782938
Generator_Loss: -0.121204696596
395
After 20 iterations
Discriminator Loss = -0.00785748381168
Generator_Loss: -0.121654868126
396
After 20 iterations
Discriminator Loss = -0.00437999982387
Generator_Loss: -0.104602150619
397
After 20 iterations
Discriminator Loss = -0.0503075234592
Generator_Loss: -0.0807331204414
398
After 20 iterations
Discriminator Loss = -0.0211660210043
Generator_Loss: -0.0656724274158
399
After 20 iterations
Discriminator Loss = -0.0222432017326
Generator_Loss: 0.000565818569157
400
Level #0 Epoch #4 Batch #400
After 20 iterations
Discriminator Loss = -0.021596044302
Generator_Loss: -0.00355832907371
401
After 20 iterations
Discriminator Loss = -0.0142881218344
Generator_Loss: 0.064996406436
402
After 20 iterations
Discriminator Loss = -0.0997578427196
Generator_Loss: 0.0964306816459
403
After 20 iterations
Discriminator Loss = 0.00308655831032
Generator_Loss: 0.0626763924956
404
After 20 iterations
Discriminator Loss = -0.0564611554146
Generator_Loss: 0.0891848355532
405
After 20 iterations
Discriminator Loss = -0.0759391635656
Generator_Loss: 0.108749508858
406
After 20 iterations
Discriminator Loss = -0.0670652836561
Generator_Loss: 0.0737336799502
407
After 20 iterations
Discriminator Loss = -0.0525677464902
Generator_Loss: 0.111162878573
408
After 20 iterations
Discriminator Loss = -0.107423238456
Generator_Loss: 0.136005908251
409
After 20 iterations
Discriminator Loss = -0.0548902973533
Generator_Loss: 0.110404759645
410
After 20 iterations
Discriminator Loss = -0.0348918437958
Generator_Loss: 0.0599730201066
411
After 20 iterations
Discriminator Loss = -0.0328675918281
Generator_Loss: 0.0330611951649
412
After 20 iterations
Discriminator Loss = 0.0412647388875
Generator_Loss: 0.0288628917187
413
After 20 iterations
Discriminator Loss = -0.109121352434
Generator_Loss: 0.0159261636436
414
After 20 iterations
Discriminator Loss = -0.0239083059132
Generator_Loss: 0.0216556210071
415
After 20 iterations
Discriminator Loss = -0.0696861222386
Generator_Loss: -0.0360446721315
416
After 20 iterations
Discriminator Loss = -0.0672716870904
Generator_Loss: -0.080194696784
417
After 20 iterations
Discriminator Loss = -0.0547681562603
Generator_Loss: -0.031108211726
418
After 20 iterations
Discriminator Loss = -0.0410749837756
Generator_Loss: -0.066578105092
419
After 20 iterations
Discriminator Loss = -0.0657201707363
Generator_Loss: -0.0855927467346
420
After 20 iterations
Discriminator Loss = -0.122431494296
Generator_Loss: -0.100895643234
421
After 20 iterations
Discriminator Loss = -0.000312153162668
Generator_Loss: -0.105162963271
422
After 20 iterations
Discriminator Loss = -0.0614620186388
Generator_Loss: -0.134757235646
423
After 20 iterations
Discriminator Loss = -0.0695928931236
Generator_Loss: -0.157156303525
424
After 20 iterations
Discriminator Loss = -0.0375980511308
Generator_Loss: -0.165349647403
425
Level #0 Epoch #4 Batch #425
After 20 iterations
Discriminator Loss = 0.00326872221194
Generator_Loss: -0.165976643562
426
After 20 iterations
Discriminator Loss = -0.0478122010827
Generator_Loss: -0.172525271773
427
After 20 iterations
Discriminator Loss = -0.0176014602184
Generator_Loss: -0.151856198907
428
After 20 iterations
Discriminator Loss = -0.0483451932669
Generator_Loss: -0.109885573387
429
After 20 iterations
Discriminator Loss = -0.0755145251751
Generator_Loss: -0.117102436721
430
After 20 iterations
Discriminator Loss = -0.0462506860495
Generator_Loss: -0.0861299261451
431
After 20 iterations
Discriminator Loss = -0.0606016330421
Generator_Loss: -0.0773482844234
432
After 20 iterations
Discriminator Loss = -0.100244939327
Generator_Loss: -0.052161321044
433
After 20 iterations
Discriminator Loss = -0.0790959820151
Generator_Loss: -0.014051778242
434
After 20 iterations
Discriminator Loss = -0.0975722149014
Generator_Loss: 0.00470546400174
435
After 20 iterations
Discriminator Loss = -0.0369246900082
Generator_Loss: 0.0296587720513
436
After 20 iterations
Discriminator Loss = -0.063258998096
Generator_Loss: 0.0504650697112
437
After 20 iterations
Discriminator Loss = -0.106901809573
Generator_Loss: 0.0573243424296
438
After 20 iterations
Discriminator Loss = -0.0618888549507
Generator_Loss: 0.0996618792415
439
After 20 iterations
Discriminator Loss = -0.0405455045402
Generator_Loss: 0.0792729854584
440
After 20 iterations
Discriminator Loss = -0.0258205533028
Generator_Loss: 0.10782776773
441
After 20 iterations
Discriminator Loss = -0.0704547688365
Generator_Loss: 0.14431771636
442
After 20 iterations
Discriminator Loss = -0.0131623074412
Generator_Loss: 0.167636215687
443
After 20 iterations
Discriminator Loss = -0.0488721244037
Generator_Loss: 0.131171628833
444
After 20 iterations
Discriminator Loss = -0.0372899360955
Generator_Loss: 0.158437296748
445
After 20 iterations
Discriminator Loss = -0.103680640459
Generator_Loss: 0.138717547059
446
After 20 iterations
Discriminator Loss = -0.0313749946654
Generator_Loss: 0.0850238725543
447
After 20 iterations
Discriminator Loss = -0.036317281425
Generator_Loss: 0.0229777600616
448
After 20 iterations
Discriminator Loss = -0.0013125432888
Generator_Loss: 0.0452220924199
449
After 20 iterations
Discriminator Loss = -0.000985377002507
Generator_Loss: -0.0265926476568
450
Level #0 Epoch #4 Batch #450
After 20 iterations
Discriminator Loss = -0.0166995096952
Generator_Loss: -0.0900882780552
451
After 20 iterations
Discriminator Loss = 0.0190181899816
Generator_Loss: -0.136120602489
452
After 20 iterations
Discriminator Loss = 0.00180105236359
Generator_Loss: -0.206921860576
453
After 20 iterations
Discriminator Loss = 0.0628583580256
Generator_Loss: -0.236793071032
454
After 20 iterations
Discriminator Loss = 0.00689590303227
Generator_Loss: -0.169286966324
455
After 20 iterations
Discriminator Loss = 0.0312496442348
Generator_Loss: -0.279499202967
456
After 20 iterations
Discriminator Loss = 0.101246371865
Generator_Loss: -0.269017934799
457
After 20 iterations
Discriminator Loss = 0.0540066771209
Generator_Loss: -0.290191084146
458
After 20 iterations
Discriminator Loss = -0.0203994717449
Generator_Loss: -0.370343387127
459
After 20 iterations
Discriminator Loss = 0.0533519722521
Generator_Loss: -0.309803426266
460
After 20 iterations
Discriminator Loss = 0.0158059727401
Generator_Loss: -0.299234628677
461
After 20 iterations
Discriminator Loss = 0.052537497133
Generator_Loss: -0.284591376781
462
After 20 iterations
Discriminator Loss = 0.050188485533
Generator_Loss: -0.317397147417
463
After 20 iterations
Discriminator Loss = 0.05434435606
Generator_Loss: -0.309924960136
464
After 20 iterations
Discriminator Loss = 0.0427428409457
Generator_Loss: -0.284369498491
465
After 20 iterations
Discriminator Loss = 0.00371349370107
Generator_Loss: -0.311613827944
466
After 20 iterations
Discriminator Loss = 0.0210945289582
Generator_Loss: -0.279081285
467
After 20 iterations
Discriminator Loss = 0.0390901826322
Generator_Loss: -0.251188963652
468
After 20 iterations
Discriminator Loss = 0.0141630908474
Generator_Loss: -0.222537055612
469
After 20 iterations
Discriminator Loss = 0.0266463421285
Generator_Loss: -0.210559234023
470
After 20 iterations
Discriminator Loss = -0.00202928460203
Generator_Loss: -0.209797725081
471
After 20 iterations
Discriminator Loss = 0.0218891948462
Generator_Loss: -0.18206897378
472
After 20 iterations
Discriminator Loss = -0.0165413431823
Generator_Loss: -0.179250583053
473
After 20 iterations
Discriminator Loss = -0.0154326269403
Generator_Loss: -0.153455615044
474
After 20 iterations
Discriminator Loss = -0.0231984853745
Generator_Loss: -0.137054011226
475
Level #0 Epoch #4 Batch #475
After 20 iterations
Discriminator Loss = 0.022886864841
Generator_Loss: -0.13227199018
476
After 20 iterations
Discriminator Loss = 0.0107358749956
Generator_Loss: -0.12157946825
477
After 20 iterations
Discriminator Loss = 0.00354283652268
Generator_Loss: -0.090504579246
478
After 20 iterations
Discriminator Loss = 0.00328683992848
Generator_Loss: -0.0919926911592
479
After 20 iterations
Discriminator Loss = -0.00848256330937
Generator_Loss: -0.0834463909268
480
After 20 iterations
Discriminator Loss = 0.0111783100292
Generator_Loss: -0.0646150633693
481
After 20 iterations
Discriminator Loss = 0.0160878095776
Generator_Loss: -0.0542102903128
482
After 20 iterations
Discriminator Loss = -0.00763640599325
Generator_Loss: -0.0348710753024
483
After 20 iterations
Discriminator Loss = 0.00930769462138
Generator_Loss: -0.0278519317508
484
After 20 iterations
Discriminator Loss = -0.023292189464
Generator_Loss: -0.00926433876157
485
After 20 iterations
Discriminator Loss = -0.00410292483866
Generator_Loss: -0.0258622206748
486
After 20 iterations
Discriminator Loss = -0.0235431827605
Generator_Loss: -0.0114523489028
487
After 20 iterations
Discriminator Loss = -0.0336685702205
Generator_Loss: -0.00775279523805
488
After 20 iterations
Discriminator Loss = -0.00667766481638
Generator_Loss: -0.00722874235362
489
After 20 iterations
Discriminator Loss = -0.0442244522274
Generator_Loss: 0.00674339104444
490
After 20 iterations
Discriminator Loss = -0.045687649399
Generator_Loss: 0.00540010537952
491
After 20 iterations
Discriminator Loss = -0.0407258495688
Generator_Loss: -0.00467850035056
492
After 20 iterations
Discriminator Loss = -0.0183396972716
Generator_Loss: -0.0194642692804
493
After 20 iterations
Discriminator Loss = -0.0812510550022
Generator_Loss: -0.00950000900775
494
After 20 iterations
Discriminator Loss = -0.00641038222238
Generator_Loss: -0.0110835209489
495
After 20 iterations
Discriminator Loss = -0.075199842453
Generator_Loss: 0.0101164495572
496
After 20 iterations
Discriminator Loss = -0.036720816046
Generator_Loss: 0.00843718741089
497
After 20 iterations
Discriminator Loss = -0.0832596421242
Generator_Loss: -0.0114926807582
498
After 20 iterations
Discriminator Loss = -0.146457463503
Generator_Loss: 0.0258056875318
499
After 20 iterations
Discriminator Loss = -0.0993716791272
Generator_Loss: 0.000369754736312
500
Level #0 Epoch #4 Batch #500
After 20 iterations
Discriminator Loss = -0.0413981825113
Generator_Loss: 0.0297487583011
501
After 20 iterations
Discriminator Loss = -0.0321991816163
Generator_Loss: 0.0165652465075
502
After 20 iterations
Discriminator Loss = -0.0795235484838
Generator_Loss: 0.062828861177
503
After 20 iterations
Discriminator Loss = -0.0785197913647
Generator_Loss: 0.0553659833968
504
After 20 iterations
Discriminator Loss = -0.0747391209006
Generator_Loss: 0.0717862844467
505
After 20 iterations
Discriminator Loss = -0.0861334875226
Generator_Loss: 0.141252160072
506
After 20 iterations
Discriminator Loss = -0.0482022836804
Generator_Loss: 0.0634521469474
507
After 20 iterations
Discriminator Loss = -0.0268123336136
Generator_Loss: 0.0736413598061
508
After 20 iterations
Discriminator Loss = -0.0370580032468
Generator_Loss: 0.118881113827
509
After 20 iterations
Discriminator Loss = -0.0168751589954
Generator_Loss: 0.0837720111012
510
After 20 iterations
Discriminator Loss = -0.0396158695221
Generator_Loss: 0.0742229446769
511
After 20 iterations
Discriminator Loss = -0.0489310733974
Generator_Loss: 0.0429488830268
512
After 20 iterations
Discriminator Loss = -0.00233004055917
Generator_Loss: 0.127802833915
513
After 20 iterations
Discriminator Loss = -0.00275273667648
Generator_Loss: 0.175325676799
514
After 20 iterations
Discriminator Loss = -0.0829695016146
Generator_Loss: 0.168519794941
515
After 20 iterations
Discriminator Loss = -0.0443214923143
Generator_Loss: 0.176532447338
516
After 20 iterations
Discriminator Loss = -0.024576222524
Generator_Loss: 0.155226051807
517
After 20 iterations
Discriminator Loss = -0.0130864176899
Generator_Loss: 0.160683393478
518
After 20 iterations
Discriminator Loss = -0.0119226053357
Generator_Loss: 0.187111675739
519
After 20 iterations
Discriminator Loss = 0.0481409430504
Generator_Loss: 0.236097320914
520
After 20 iterations
Discriminator Loss = -0.0244299955666
Generator_Loss: 0.189256250858
521
After 20 iterations
Discriminator Loss = 0.0574874095619
Generator_Loss: 0.190138280392
522
After 20 iterations
Discriminator Loss = 0.0195088330656
Generator_Loss: 0.135086402297
523
After 20 iterations
Discriminator Loss = -0.014919789508
Generator_Loss: 0.135722175241
524
After 20 iterations
Discriminator Loss = 0.0506783314049
Generator_Loss: 0.0749311894178
525
Level #0 Epoch #4 Batch #525
After 20 iterations
Discriminator Loss = -0.00058590923436
Generator_Loss: 0.102007746696
526
After 20 iterations
Discriminator Loss = -0.0640789717436
Generator_Loss: 0.051710229367
527
After 20 iterations
Discriminator Loss = -0.0391634292901
Generator_Loss: 0.0830059349537
528
After 20 iterations
Discriminator Loss = 0.0173674672842
Generator_Loss: 0.0815653949976
529
After 20 iterations
Discriminator Loss = -0.0672057718039
Generator_Loss: 0.0561376661062
530
After 20 iterations
Discriminator Loss = -0.0711868032813
Generator_Loss: 0.0208591315895
531
After 20 iterations
Discriminator Loss = -0.0786338374019
Generator_Loss: -0.0247708298266
532
After 20 iterations
Discriminator Loss = -0.0990958511829
Generator_Loss: -0.00603789510205
533
After 20 iterations
Discriminator Loss = -0.0686045959592
Generator_Loss: -0.00768017442897
534
After 20 iterations
Discriminator Loss = -0.124869190156
Generator_Loss: -0.0635015070438
535
After 20 iterations
Discriminator Loss = -0.056139446795
Generator_Loss: -0.0931598395109
536
After 20 iterations
Discriminator Loss = -0.066560074687
Generator_Loss: -0.134397864342
537
After 20 iterations
Discriminator Loss = -0.0586015097797
Generator_Loss: -0.123738959432
538
After 20 iterations
Discriminator Loss = -0.0322140306234
Generator_Loss: -0.159481480718
539
After 20 iterations
Discriminator Loss = -0.0737891793251
Generator_Loss: -0.194685265422
540
After 20 iterations
Discriminator Loss = -0.0956456437707
Generator_Loss: -0.208139464259
541
After 20 iterations
Discriminator Loss = -0.0286790709943
Generator_Loss: -0.305180639029
542
After 20 iterations
Discriminator Loss = -0.0397072508931
Generator_Loss: -0.265314549208
543
After 20 iterations
Discriminator Loss = -0.0301607400179
Generator_Loss: -0.254255563021
544
After 20 iterations
Discriminator Loss = -0.0789690464735
Generator_Loss: -0.248843938112
545
After 20 iterations
Discriminator Loss = -0.0355617552996
Generator_Loss: -0.25165116787
546
After 20 iterations
Discriminator Loss = -0.0355164371431
Generator_Loss: -0.221578523517
547
After 20 iterations
Discriminator Loss = -0.0332082435489
Generator_Loss: -0.217250421643
548
After 20 iterations
Discriminator Loss = 0.0418363511562
Generator_Loss: -0.218589693308
549
After 20 iterations
Discriminator Loss = -0.00269288755953
Generator_Loss: -0.19997574389
550
Level #0 Epoch #4 Batch #550
After 20 iterations
Discriminator Loss = -0.0931718274951
Generator_Loss: -0.192757561803
551
After 20 iterations
Discriminator Loss = -0.0801349058747
Generator_Loss: -0.170461773872
552
After 20 iterations
Discriminator Loss = -0.0392237082124
Generator_Loss: -0.116471730173
553
After 20 iterations
Discriminator Loss = 0.0375802479684
Generator_Loss: -0.128422811627
554
After 20 iterations
Discriminator Loss = -0.00993538741022
Generator_Loss: -0.131430536509
555
After 20 iterations
Discriminator Loss = 0.0544282756746
Generator_Loss: -0.0756722763181
556
After 20 iterations
Discriminator Loss = -0.0707065016031
Generator_Loss: -0.110596545041
557
After 20 iterations
Discriminator Loss = -0.0425980240107
Generator_Loss: -0.132614478469
558
After 20 iterations
Discriminator Loss = -0.0210755262524
Generator_Loss: -0.147966489196
559
After 20 iterations
Discriminator Loss = -0.0203920155764
Generator_Loss: -0.173630923033
560
After 20 iterations
Discriminator Loss = 0.00705840671435
Generator_Loss: -0.193122759461
561
After 20 iterations
Discriminator Loss = -0.0144789461046
Generator_Loss: -0.17999227345
562
After 20 iterations
Discriminator Loss = -0.0194738581777
Generator_Loss: -0.190290048718
563
After 20 iterations
Discriminator Loss = 0.00384650146589
Generator_Loss: -0.197440832853
564
After 20 iterations
Discriminator Loss = -0.00234101596288
Generator_Loss: -0.210431516171
565
After 20 iterations
Discriminator Loss = -0.077019251883
Generator_Loss: -0.27566370368
566
After 20 iterations
Discriminator Loss = -0.0117418495938
Generator_Loss: -0.284865349531
567
After 20 iterations
Discriminator Loss = 0.00365067366511
Generator_Loss: -0.262801766396
568
After 20 iterations
Discriminator Loss = -0.0554654635489
Generator_Loss: -0.316234081984
569
After 20 iterations
Discriminator Loss = -0.00783645175397
Generator_Loss: -0.275441288948
570
After 20 iterations
Discriminator Loss = -0.0304584354162
Generator_Loss: -0.306564539671
571
After 20 iterations
Discriminator Loss = -0.0158365517855
Generator_Loss: -0.293970406055
572
After 20 iterations
Discriminator Loss = 0.0182796791196
Generator_Loss: -0.281663060188
573
After 20 iterations
Discriminator Loss = -0.0936601385474
Generator_Loss: -0.248525485396
574
After 20 iterations
Discriminator Loss = -0.00126345187891
Generator_Loss: -0.274133771658
575
Level #0 Epoch #4 Batch #575
After 20 iterations
Discriminator Loss = -0.030015507713
Generator_Loss: -0.295746326447
576
After 20 iterations
Discriminator Loss = -0.07070671767
Generator_Loss: -0.229939505458
577
After 20 iterations
Discriminator Loss = 0.00467834481969
Generator_Loss: -0.22074624896
578
After 20 iterations
Discriminator Loss = 0.0153150912374
Generator_Loss: -0.233676239848
579
After 20 iterations
Discriminator Loss = 0.00161716493312
Generator_Loss: -0.222268715501
580
After 20 iterations
Discriminator Loss = -0.00154101254884
Generator_Loss: -0.223206102848
581
After 20 iterations
Discriminator Loss = 0.016160255298
Generator_Loss: -0.15490321815
582
After 20 iterations
Discriminator Loss = 0.0055528995581
Generator_Loss: -0.106677778065
583
After 20 iterations
Discriminator Loss = 0.00822656601667
Generator_Loss: -0.0742732658982
584
After 20 iterations
Discriminator Loss = 0.0319243483245
Generator_Loss: -0.0467340350151
585
After 20 iterations
Discriminator Loss = -0.0658048167825
Generator_Loss: 0.0150797488168
586
After 20 iterations
Discriminator Loss = 0.0435080379248
Generator_Loss: 0.0385008603334
587
After 20 iterations
Discriminator Loss = -0.0345162823796
Generator_Loss: 0.0777941420674
588
After 20 iterations
Discriminator Loss = -0.00913939531893
Generator_Loss: 0.0774402245879
589
After 20 iterations
Discriminator Loss = -0.0318532548845
Generator_Loss: 0.088482350111
590
After 20 iterations
Discriminator Loss = -0.00743506476283
Generator_Loss: 0.0960403159261
591
After 20 iterations
Discriminator Loss = -0.0161284208298
Generator_Loss: 0.115978188813
592
After 20 iterations
Discriminator Loss = -0.008066306822
Generator_Loss: 0.116166211665
593
After 20 iterations
Discriminator Loss = -0.0077264579013
Generator_Loss: 0.0920617878437
594
After 20 iterations
Discriminator Loss = -0.0307102482766
Generator_Loss: 0.102425768971
595
After 20 iterations
Discriminator Loss = -0.0502049997449
Generator_Loss: 0.0737580731511
596
After 20 iterations
Discriminator Loss = -0.00131365191191
Generator_Loss: 0.0242844596505
597
After 20 iterations
Discriminator Loss = -0.00738084269688
Generator_Loss: 0.00574997486547
598
After 20 iterations
Discriminator Loss = 0.000799078843556
Generator_Loss: -0.0218204949051
599
After 20 iterations
Discriminator Loss = 0.0136012975127
Generator_Loss: -0.0391307473183
600
Level #0 Epoch #4 Batch #600
After 20 iterations
Discriminator Loss = -0.0534337498248
Generator_Loss: -0.0500901117921
601
After 20 iterations
Discriminator Loss = 0.0114633608609
Generator_Loss: -0.0718724429607
602
After 20 iterations
Discriminator Loss = 0.00872266944498
Generator_Loss: -0.10160356015
603
After 20 iterations
Discriminator Loss = 0.00871647521853
Generator_Loss: -0.131023302674
604
After 20 iterations
Discriminator Loss = 0.0224211402237
Generator_Loss: -0.158887654543
605
After 20 iterations
Discriminator Loss = -0.0136702693999
Generator_Loss: -0.17807982862
606
After 20 iterations
Discriminator Loss = -0.0517892725766
Generator_Loss: -0.207125812769
607
After 20 iterations
Discriminator Loss = -0.0888182893395
Generator_Loss: -0.217343628407
608
After 20 iterations
Discriminator Loss = 0.0129136731848
Generator_Loss: -0.233240514994
609
After 20 iterations
Discriminator Loss = 0.0109739787877
Generator_Loss: -0.264649957418
610
After 20 iterations
Discriminator Loss = -0.016241254285
Generator_Loss: -0.286395907402
611
After 20 iterations
Discriminator Loss = -0.0406080186367
Generator_Loss: -0.313391506672
612
After 20 iterations
Discriminator Loss = -0.0672159940004
Generator_Loss: -0.313240349293
613
After 20 iterations
Discriminator Loss = -0.0131078613922
Generator_Loss: -0.300088405609
614
After 20 iterations
Discriminator Loss = -0.00557812023908
Generator_Loss: -0.288669466972
615
After 20 iterations
Discriminator Loss = -0.0102828145027
Generator_Loss: -0.252155542374
616
After 20 iterations
Discriminator Loss = -0.0241733491421
Generator_Loss: -0.248719185591
617
After 20 iterations
Discriminator Loss = -0.0210062060505
Generator_Loss: -0.245453044772
618
After 20 iterations
Discriminator Loss = -0.0686803534627
Generator_Loss: -0.208424061537
619
After 20 iterations
Discriminator Loss = 0.00944883562624
Generator_Loss: -0.170394182205
620
After 20 iterations
Discriminator Loss = -0.0390507318079
Generator_Loss: -0.141764640808
621
After 20 iterations
Discriminator Loss = -0.057201128453
Generator_Loss: -0.109572023153
622
After 20 iterations
Discriminator Loss = -0.0459155142307
Generator_Loss: -0.0609650015831
623
After 20 iterations
Discriminator Loss = -0.00433404510841
Generator_Loss: -0.0488856695592
624
After 20 iterations
Discriminator Loss = -0.0937421694398
Generator_Loss: -0.0270120631903
625
Level #0 Epoch #4 Batch #625
After 20 iterations
Discriminator Loss = -0.0439136698842
Generator_Loss: 0.00304844416678
626
After 20 iterations
Discriminator Loss = -0.0474968850613
Generator_Loss: 0.0164627339691
627
After 20 iterations
Discriminator Loss = -0.00844801682979
Generator_Loss: 0.0409131161869
628
After 20 iterations
Discriminator Loss = -0.0240281093866
Generator_Loss: 0.0774945244193
629
After 20 iterations
Discriminator Loss = -0.0190370865166
Generator_Loss: 0.0752271339297
630
After 20 iterations
Discriminator Loss = -0.077486038208
Generator_Loss: 0.0735776498914
631
After 20 iterations
Discriminator Loss = 0.0210021547973
Generator_Loss: 0.0718606263399
632
After 20 iterations
Discriminator Loss = -0.0364897958934
Generator_Loss: 0.0584809407592
633
After 20 iterations
Discriminator Loss = -0.00960485450923
Generator_Loss: 0.0685232579708
634
After 20 iterations
Discriminator Loss = 0.0302005633712
Generator_Loss: 0.0681404471397
635
After 20 iterations
Discriminator Loss = -0.0618129707873
Generator_Loss: 0.0371248610318
636
After 20 iterations
Discriminator Loss = -0.0427443608642
Generator_Loss: 0.027221545577
637
After 20 iterations
Discriminator Loss = -0.10365023464
Generator_Loss: -0.00160473561846
638
After 20 iterations
Discriminator Loss = -0.00365480780602
Generator_Loss: 0.0209654830396
639
After 20 iterations
Discriminator Loss = -0.00374484923668
Generator_Loss: -0.00412353407592
640
After 20 iterations
Discriminator Loss = -0.0904927179217
Generator_Loss: -0.0435208640993
641
After 20 iterations
Discriminator Loss = -0.102349579334
Generator_Loss: -0.0547826476395
642
After 20 iterations
Discriminator Loss = -0.0310489591211
Generator_Loss: -0.0771530494094
643
After 20 iterations
Discriminator Loss = -0.100869812071
Generator_Loss: -0.119372479618
644
After 20 iterations
Discriminator Loss = -0.0503193922341
Generator_Loss: -0.0946897491813
645
After 20 iterations
Discriminator Loss = -0.0663166195154
Generator_Loss: -0.0917340144515
646
After 20 iterations
Discriminator Loss = -0.0544269904494
Generator_Loss: -0.131540283561
647
After 20 iterations
Discriminator Loss = -0.0434517860413
Generator_Loss: -0.202898442745
648
After 20 iterations
Discriminator Loss = -0.0088098179549
Generator_Loss: -0.182869717479
649
After 20 iterations
Discriminator Loss = 0.00744460616261
Generator_Loss: -0.183396100998
650
Level #0 Epoch #4 Batch #650
After 20 iterations
Discriminator Loss = -0.0268168728799
Generator_Loss: -0.176553457975
651
After 20 iterations
Discriminator Loss = -0.00597941922024
Generator_Loss: -0.183813557029
652
After 20 iterations
Discriminator Loss = 0.00629147421569
Generator_Loss: -0.165668174624
653
After 20 iterations
Discriminator Loss = -0.101843237877
Generator_Loss: -0.122383281589
654
After 20 iterations
Discriminator Loss = -0.0401496253908
Generator_Loss: -0.136192455888
655
After 20 iterations
Discriminator Loss = -0.0379882529378
Generator_Loss: -0.0797031670809
656
After 20 iterations
Discriminator Loss = -0.0706085264683
Generator_Loss: -0.0947017222643
657
After 20 iterations
Discriminator Loss = -0.0787258967757
Generator_Loss: -0.0869101956487
658
After 20 iterations
Discriminator Loss = -0.0421645864844
Generator_Loss: -0.0698040276766
659
After 20 iterations
Discriminator Loss = -0.0589668639004
Generator_Loss: -0.0906231328845
660
After 20 iterations
Discriminator Loss = 0.00699563743547
Generator_Loss: -0.115815192461
661
After 20 iterations
Discriminator Loss = 0.019937498495
Generator_Loss: -0.0712676644325
662
After 20 iterations
Discriminator Loss = 0.0399418883026
Generator_Loss: -0.115514323115
663
After 20 iterations
Discriminator Loss = -0.00699313404039
Generator_Loss: -0.104160070419
664
After 20 iterations
Discriminator Loss = 0.0349860973656
Generator_Loss: -0.114783920348
665
After 20 iterations
Discriminator Loss = 0.0230291280895
Generator_Loss: -0.149702370167
666
After 20 iterations
Discriminator Loss = 0.0312277954072
Generator_Loss: -0.15966129303
667
After 20 iterations
Discriminator Loss = 0.0177307333797
Generator_Loss: -0.183965548873
668
After 20 iterations
Discriminator Loss = 0.00924761127681
Generator_Loss: -0.200226679444
669
After 20 iterations
Discriminator Loss = 0.0122691905126
Generator_Loss: -0.198094978929
670
After 20 iterations
Discriminator Loss = 0.114341594279
Generator_Loss: -0.225407809019
671
After 20 iterations
Discriminator Loss = 0.025074692443
Generator_Loss: -0.249807313085
672
After 20 iterations
Discriminator Loss = 0.0327011533082
Generator_Loss: -0.288680225611
673
After 20 iterations
Discriminator Loss = 0.0543435998261
Generator_Loss: -0.255450814962
674
After 20 iterations
Discriminator Loss = 0.0263277031481
Generator_Loss: -0.279828578234
675
Level #0 Epoch #4 Batch #675
After 20 iterations
Discriminator Loss = 0.030784714967
Generator_Loss: -0.289660960436
676
After 20 iterations
Discriminator Loss = 0.0326768569648
Generator_Loss: -0.278820335865
677
After 20 iterations
Discriminator Loss = -0.00124055705965
Generator_Loss: -0.300938040018
678
After 20 iterations
Discriminator Loss = 0.065251275897
Generator_Loss: -0.306282192469
679
After 20 iterations
Discriminator Loss = 0.0089311376214
Generator_Loss: -0.281206905842
680
After 20 iterations
Discriminator Loss = 0.0251295100898
Generator_Loss: -0.274039030075
681
After 20 iterations
Discriminator Loss = 0.00958518311381
Generator_Loss: -0.269149541855
682
After 20 iterations
Discriminator Loss = 0.0418402552605
Generator_Loss: -0.259829699993
683
After 20 iterations
Discriminator Loss = 0.0129918018356
Generator_Loss: -0.260660231113
684
After 20 iterations
Discriminator Loss = 0.0092069581151
Generator_Loss: -0.227716863155
685
After 20 iterations
Discriminator Loss = -0.00410752790049
Generator_Loss: -0.230301260948
686
After 20 iterations
Discriminator Loss = 0.0433909036219
Generator_Loss: -0.20567072928
687
After 20 iterations
Discriminator Loss = -0.00348706962541
Generator_Loss: -0.177641704679
688
After 20 iterations
Discriminator Loss = -0.00660674180835
Generator_Loss: -0.164855182171
689
After 20 iterations
Discriminator Loss = 0.00500889355317
Generator_Loss: -0.140953451395
690
After 20 iterations
Discriminator Loss = -0.0326665081084
Generator_Loss: -0.141253829002
691
After 20 iterations
Discriminator Loss = -0.0395217314363
Generator_Loss: -0.152872398496
692
After 20 iterations
Discriminator Loss = -0.0220184158534
Generator_Loss: -0.120512776077
693
After 20 iterations
Discriminator Loss = -0.026184277609
Generator_Loss: -0.0988923087716
694
After 20 iterations
Discriminator Loss = -0.0530138984323
Generator_Loss: -0.0949180498719
695
After 20 iterations
Discriminator Loss = -0.023187443614
Generator_Loss: -0.0832040831447
696
After 20 iterations
Discriminator Loss = -0.000680694065522
Generator_Loss: -0.0618081018329
697
After 20 iterations
Discriminator Loss = 0.0488877333701
Generator_Loss: -0.0552790649235
698
After 20 iterations
Discriminator Loss = -0.0118798371404
Generator_Loss: -0.0380687266588
699
After 20 iterations
Discriminator Loss = -0.0650186613202
Generator_Loss: -0.0318968817592
700
Level #0 Epoch #4 Batch #700
After 20 iterations
Discriminator Loss = -0.0197357628495
Generator_Loss: -0.0302073061466
701
After 20 iterations
Discriminator Loss = -0.0676679164171
Generator_Loss: -0.0150628844276
702
After 20 iterations
Discriminator Loss = 0.0220016501844
Generator_Loss: -0.0127149755135
703
After 20 iterations
Discriminator Loss = -0.0230430960655
Generator_Loss: -0.00424984516576
704
After 20 iterations
Discriminator Loss = -0.0746734365821
Generator_Loss: 0.00293187401257
705
After 20 iterations
Discriminator Loss = -0.0288214888424
Generator_Loss: 0.00785539392382
706
After 20 iterations
Discriminator Loss = -0.0111592952162
Generator_Loss: 0.0188514161855
707
After 20 iterations
Discriminator Loss = -0.00665497174487
Generator_Loss: 0.0163601804525
708
After 20 iterations
Discriminator Loss = -0.0576820224524
Generator_Loss: 0.0313357673585
709
After 20 iterations
Discriminator Loss = -0.0370392650366
Generator_Loss: 0.0387852266431
710
After 20 iterations
Discriminator Loss = -0.00945355556905
Generator_Loss: 0.0462665706873
711
After 20 iterations
Discriminator Loss = -0.0316611863673
Generator_Loss: 0.0491672083735
712
After 20 iterations
Discriminator Loss = -0.0530305616558
Generator_Loss: 0.0421587638557
713
After 20 iterations
Discriminator Loss = -0.0658793225884
Generator_Loss: 0.0485617928207
714
After 20 iterations
Discriminator Loss = -0.013301609084
Generator_Loss: 0.0453264676034
715
After 20 iterations
Discriminator Loss = 0.00765969092026
Generator_Loss: 0.0719700530171
716
After 20 iterations
Discriminator Loss = -0.0370518490672
Generator_Loss: 0.0383030213416
717
After 20 iterations
Discriminator Loss = -0.0779525116086
Generator_Loss: 0.0440976805985
718
After 20 iterations
Discriminator Loss = -0.0275696720928
Generator_Loss: 0.0428261980414
719
After 20 iterations
Discriminator Loss = -0.0276395268738
Generator_Loss: 0.0330057255924
720
After 20 iterations
Discriminator Loss = -0.0605454407632
Generator_Loss: 0.0244033616036
721
After 20 iterations
Discriminator Loss = -0.0449314974248
Generator_Loss: 0.0265894588083
722
After 20 iterations
Discriminator Loss = -0.0395040810108
Generator_Loss: 0.0309239458293
723
After 20 iterations
Discriminator Loss = -0.045632019639
Generator_Loss: 0.0407300069928
724
After 20 iterations
Discriminator Loss = -0.00723766535521
Generator_Loss: 0.0263744816184
725
Level #0 Epoch #4 Batch #725
After 20 iterations
Discriminator Loss = 0.0280220098794
Generator_Loss: 0.025100370869
726
After 20 iterations
Discriminator Loss = -0.022265823558
Generator_Loss: 0.0218922216445
727
After 20 iterations
Discriminator Loss = 0.0600629448891
Generator_Loss: 0.0405862107873
728
After 20 iterations
Discriminator Loss = -0.022935571149
Generator_Loss: 0.0143555728719
729
After 20 iterations
Discriminator Loss = -0.0243005305529
Generator_Loss: 0.0953500643373
730
After 20 iterations
Discriminator Loss = -0.0269419252872
Generator_Loss: 0.0799174904823
731
After 20 iterations
Discriminator Loss = 0.0360632129014
Generator_Loss: 0.0270648822188
732
After 20 iterations
Discriminator Loss = 0.000783601717558
Generator_Loss: 0.0703208371997
733
After 20 iterations
Discriminator Loss = -0.0578278228641
Generator_Loss: 0.0803312882781
734
After 20 iterations
Discriminator Loss = 0.00406171334907
Generator_Loss: 0.127770707011
735
After 20 iterations
Discriminator Loss = 0.0232709478587
Generator_Loss: 0.10221426934
736
After 20 iterations
Discriminator Loss = -0.0438974052668
Generator_Loss: 0.041739244014
737
After 20 iterations
Discriminator Loss = 0.0206612721086
Generator_Loss: 0.0747167617083
738
After 20 iterations
Discriminator Loss = -0.0798335075378
Generator_Loss: -0.0045752953738
739
After 20 iterations
Discriminator Loss = -0.0691287815571
Generator_Loss: 0.0912434831262
740
After 20 iterations
Discriminator Loss = 0.00128238287289
Generator_Loss: 0.00118117104284
741
After 20 iterations
Discriminator Loss = 0.000784154166467
Generator_Loss: 0.0659483745694
742
After 20 iterations
Discriminator Loss = 0.00970202032477
Generator_Loss: 0.0241287387908
743
After 20 iterations
Discriminator Loss = 0.0171363912523
Generator_Loss: 0.0198265053332
744
After 20 iterations
Discriminator Loss = 0.0144132366404
Generator_Loss: 0.0237021669745
745
After 20 iterations
Discriminator Loss = -0.0440968647599
Generator_Loss: 0.0365160107613
746
After 20 iterations
Discriminator Loss = -0.0128604434431
Generator_Loss: 0.0257965456694
747
After 20 iterations
Discriminator Loss = -0.0240340568125
Generator_Loss: 0.00132106174715
748
After 20 iterations
Discriminator Loss = 0.0123316766694
Generator_Loss: -0.0317229218781
749
After 20 iterations
Discriminator Loss = -0.1033661291
Generator_Loss: -0.0252051260322
750
Level #0 Epoch #4 Batch #750
After 20 iterations
Discriminator Loss = -0.0130658652633
Generator_Loss: -0.0477194227278
751
After 20 iterations
Discriminator Loss = -0.0626353845
Generator_Loss: -0.0614719465375
752
After 20 iterations
Discriminator Loss = -0.0630863979459
Generator_Loss: -0.0777728408575
753
After 20 iterations
Discriminator Loss = -0.0273601152003
Generator_Loss: -0.0784052684903
754
After 20 iterations
Discriminator Loss = -0.0346725694835
Generator_Loss: -0.0678676441312
755
After 20 iterations
Discriminator Loss = -0.0192845407873
Generator_Loss: -0.0827408507466
756
After 20 iterations
Discriminator Loss = -0.0266028102487
Generator_Loss: -0.0986496955156
757
After 20 iterations
Discriminator Loss = -0.0257264766842
Generator_Loss: -0.0670840516686
758
After 20 iterations
Discriminator Loss = -0.0406567230821
Generator_Loss: -0.0628079324961
759
After 20 iterations
Discriminator Loss = -0.0719879046082
Generator_Loss: -0.0917740017176
760
After 20 iterations
Discriminator Loss = -0.0239642430097
Generator_Loss: -0.0787516832352
761
After 20 iterations
Discriminator Loss = -0.0254224762321
Generator_Loss: -0.057660035789
762
After 20 iterations
Discriminator Loss = -0.0323385372758
Generator_Loss: -0.0140808401629
763
After 20 iterations
Discriminator Loss = -0.0641202777624
Generator_Loss: 0.00247152592055
764
After 20 iterations
Discriminator Loss = -0.0259096287191
Generator_Loss: 0.0046819197014
765
After 20 iterations
Discriminator Loss = -0.0626860409975
Generator_Loss: 0.0507717244327
766
After 20 iterations
Discriminator Loss = -0.0360277034342
Generator_Loss: 0.0396213121712
767
After 20 iterations
Discriminator Loss = -0.0927539691329
Generator_Loss: 0.0601520612836
768
After 20 iterations
Discriminator Loss = -0.0800760611892
Generator_Loss: 0.037225663662
769
After 20 iterations
Discriminator Loss = -0.0792844370008
Generator_Loss: 0.0890737101436
770
After 20 iterations
Discriminator Loss = -0.0672912448645
Generator_Loss: 0.104605562985
771
After 20 iterations
Discriminator Loss = 0.0157606359571
Generator_Loss: 0.0560924336314
772
After 20 iterations
Discriminator Loss = 0.0143963508308
Generator_Loss: 0.0563660748303
773
After 20 iterations
Discriminator Loss = -0.0344531163573
Generator_Loss: 0.0802217796445
774
After 20 iterations
Discriminator Loss = -0.0191554930061
Generator_Loss: 0.0314747989178
775
Level #0 Epoch #4 Batch #775
After 20 iterations
Discriminator Loss = -0.0435000807047
Generator_Loss: -0.0194955226034
776
After 20 iterations
Discriminator Loss = 0.000969547312707
Generator_Loss: -0.0213180668652
777
After 20 iterations
Discriminator Loss = -0.0499117262661
Generator_Loss: -0.0303092580289
778
After 20 iterations
Discriminator Loss = -0.0170224234462
Generator_Loss: -0.0434159003198
779
After 20 iterations
Discriminator Loss = 0.0499308891594
Generator_Loss: -0.0591810680926
780
After 20 iterations
Discriminator Loss = -0.0122776553035
Generator_Loss: -0.0798933878541
781
In [ ]:
noise_code = np.random.randn(1,1,100)
if rule == 'gmd':
locations_gen = geom_model[0].predict(noise_code)
softmax_gen = np.squeeze(cond_morph_model[0].predict([noise_code, locations_gen]))
elif rule == 'mgd':
softmax_gen = morph_model[0].predict(noise_code)
locations_gen = cond_geom_model[0].predict([noise_code, softmax_gen])
softmax_gen = np.squeeze(softmax_gen)
In [ ]:
plt.imshow(softmax_gen, interpolation='none', cmap='Greys')
plt.colorbar()
plt.show()
In [ ]:
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 [ ]:
neuron_object.parent_index
In [ ]:
McNeuron.visualize.plot_dedrite_tree(neuron_object)
In [ ]:
print np.max(training_data['geometry']['n20'][0, :, :]), np.min(training_data['geometry']['n20'][0, :, :])
print locations_gen.max(), locations_gen.min()
In [ ]:
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()
In [ ]:
import pprint as pp
pp.pprint(features['branch_angle_segment'])
In [ ]:
In [ ]:
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
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