Hierarchical GANs for morphological and geometric trees

Imports


In [1]:
import numpy as np

# Keras
from keras.models import Sequential
from keras.layers.core import Dense, Reshape, Dropout, Activation
from keras.layers import Input, merge
from keras.models import Model
from keras.layers.wrappers import TimeDistributed
from keras.layers.recurrent import LSTM

# Other
import matplotlib.pyplot as plt
from copy import deepcopy
import os
import pickle

%matplotlib inline

# Local
import McNeuron
import models
import train
import batch_utils
import data_transforms


Using Theano backend.

Example neuron


In [2]:
neuron_list = McNeuron.visualize.get_all_path(os.getcwd()+"/Data/Pyramidal/chen")
neuron = McNeuron.Neuron(file_format = 'swc', input_file=neuron_list[50])
McNeuron.visualize.plot_2D(neuron)


/Users/pavanramkumar/anaconda2/lib/python2.7/site-packages/scipy/sparse/compressed.py:730: SparseEfficiencyWarning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.
  SparseEfficiencyWarning)

Training

Load Data


In [20]:
training_data = pickle.load(open("/Users/pavanramkumar/Dropbox/HG-GAN/03-Data/synthetic_two_segment_model_different_directions_n20.p", "rb"))

In [21]:
print training_data['morphology']['n20'].shape
print training_data['geometry']['n20'].shape


(50000, 18)
(50000, 19, 3)

Global parameters


In [22]:
n_levels = 1
n_nodes = [20]

input_dim = 100

n_epochs = 5
batch_size = 64
n_batch_per_epoch = np.floor(training_data['morphology']['n20'].shape[0]/batch_size).astype(int)
d_iters = 20
lr_discriminator =  0.005
lr_generator = 0.0005

weight_constraint = [-0.03, 0.03]

Run


In [23]:
geom_model, morph_model, disc_model, gan_model = \
    train.train_model(training_data=training_data,
                      n_levels=n_levels,
                      n_nodes=n_nodes,
                      input_dim=input_dim,
                      n_epochs=n_epochs,
                      batch_size=batch_size,
                      n_batch_per_epoch=n_batch_per_epoch,
                      d_iters=d_iters,
                      lr_discriminator=lr_discriminator,
                      lr_generator=lr_generator,
                      weight_constraint=weight_constraint)


====================
Level #0
====================

    Epoch #0

    After 20 iterations
        Discriminator Loss                         = -12.8815717697

    Generator_Loss: 9.90909576416
2
    After 20 iterations
        Discriminator Loss                         = -13.2205533981

    Generator_Loss: 8.19215488434
3
    After 20 iterations
        Discriminator Loss                         = -13.2312259674

    Generator_Loss: 8.42862892151
4
    After 20 iterations
        Discriminator Loss                         = -14.0650682449

    Generator_Loss: 8.91390800476
5
    After 20 iterations
        Discriminator Loss                         = -13.2035207748

    Generator_Loss: 8.20751094818
6
    After 20 iterations
        Discriminator Loss                         = -13.1682863235

    Generator_Loss: 7.22156667709
7
    After 20 iterations
        Discriminator Loss                         = -13.1464605331

    Generator_Loss: 7.24950885773
8
    After 20 iterations
        Discriminator Loss                         = -13.0809497833

    Generator_Loss: 7.5634803772
9
    After 20 iterations
        Discriminator Loss                         = -13.3341522217

    Generator_Loss: 7.38945817947
10
    After 20 iterations
        Discriminator Loss                         = -12.6854457855

    Generator_Loss: 7.10011959076
11
    After 20 iterations
        Discriminator Loss                         = -12.8260984421

    Generator_Loss: 6.51193714142
12
    After 20 iterations
        Discriminator Loss                         = -12.9645290375

    Generator_Loss: 6.75611686707
13
    After 20 iterations
        Discriminator Loss                         = -12.9872903824

    Generator_Loss: 7.29532289505
14
    After 20 iterations
        Discriminator Loss                         = -12.5523529053

    Generator_Loss: 6.80625486374
15
    After 20 iterations
        Discriminator Loss                         = -12.6850862503

    Generator_Loss: 6.8612241745
16
    After 20 iterations
        Discriminator Loss                         = -12.5436153412

    Generator_Loss: 5.30746984482
17
    After 20 iterations
        Discriminator Loss                         = -12.6298561096

    Generator_Loss: 6.24225568771
18
    After 20 iterations
        Discriminator Loss                         = -12.8364639282

    Generator_Loss: 6.31260061264
19
    After 20 iterations
        Discriminator Loss                         = -12.453289032

    Generator_Loss: 6.45923137665
20
    After 20 iterations
        Discriminator Loss                         = -12.6945104599

    Generator_Loss: 5.21345186234
21
    After 20 iterations
        Discriminator Loss                         = -12.8600959778

    Generator_Loss: 6.18013954163
22
    After 20 iterations
        Discriminator Loss                         = -12.6570663452

    Generator_Loss: 5.96526288986
23
    After 20 iterations
        Discriminator Loss                         = -12.8512229919

    Generator_Loss: 6.14543628693
24
    After 20 iterations
        Discriminator Loss                         = -12.6898994446

    Generator_Loss: 6.47677612305
25
     Level #0 Epoch #0 Batch #25
    After 20 iterations
        Discriminator Loss                         = -12.5881986618

    Generator_Loss: 6.23206853867
26
    After 20 iterations
        Discriminator Loss                         = -13.4970626831

    Generator_Loss: 5.6443901062
27
    After 20 iterations
        Discriminator Loss                         = -12.3094968796

    Generator_Loss: 5.12741565704
28
    After 20 iterations
        Discriminator Loss                         = -12.6679954529

    Generator_Loss: 5.88370609283
29
    After 20 iterations
        Discriminator Loss                         = -12.2680959702

    Generator_Loss: 5.58302307129
30
    After 20 iterations
        Discriminator Loss                         = -11.9328699112

    Generator_Loss: 5.41436958313
31
    After 20 iterations
        Discriminator Loss                         = -12.9156932831

    Generator_Loss: 4.85352373123
32
    After 20 iterations
        Discriminator Loss                         = -12.7562236786

    Generator_Loss: 5.8150177002
33
    After 20 iterations
        Discriminator Loss                         = -11.9775180817

    Generator_Loss: 3.66974616051
34
    After 20 iterations
        Discriminator Loss                         = -12.4821472168

    Generator_Loss: 3.50251483917
35
    After 20 iterations
        Discriminator Loss                         = -12.1401033401

    Generator_Loss: 4.35635280609
36
    After 20 iterations
        Discriminator Loss                         = -12.5664167404

    Generator_Loss: 4.9796962738
37
    After 20 iterations
        Discriminator Loss                         = -12.2414741516

    Generator_Loss: 5.11347770691
38
    After 20 iterations
        Discriminator Loss                         = -11.920091629

    Generator_Loss: 4.1976723671
39
    After 20 iterations
        Discriminator Loss                         = -12.5779561996

    Generator_Loss: 4.72509622574
40
    After 20 iterations
        Discriminator Loss                         = -12.3913679123

    Generator_Loss: 3.94900035858
41
    After 20 iterations
        Discriminator Loss                         = -12.3976964951

    Generator_Loss: 4.2993979454
42
    After 20 iterations
        Discriminator Loss                         = -12.0816354752

    Generator_Loss: 3.89155554771
43
    After 20 iterations
        Discriminator Loss                         = -11.5771169662

    Generator_Loss: 4.57246398926
44
    After 20 iterations
        Discriminator Loss                         = -11.863694191

    Generator_Loss: 3.99701595306
45
    After 20 iterations
        Discriminator Loss                         = -12.5129184723

    Generator_Loss: 4.09083938599
46
    After 20 iterations
        Discriminator Loss                         = -12.1605463028

    Generator_Loss: 4.16618585587
47
    After 20 iterations
        Discriminator Loss                         = -12.2934408188

    Generator_Loss: 3.68125510216
48
    After 20 iterations
        Discriminator Loss                         = -12.4672145844

    Generator_Loss: 3.52101206779
49
    After 20 iterations
        Discriminator Loss                         = -11.8552780151

    Generator_Loss: 3.04987502098
50
     Level #0 Epoch #0 Batch #50
    After 20 iterations
        Discriminator Loss                         = -11.9585294724

    Generator_Loss: 3.40966153145
51
    After 20 iterations
        Discriminator Loss                         = -11.8181657791

    Generator_Loss: 4.16909742355
52
    After 20 iterations
        Discriminator Loss                         = -11.4861221313

    Generator_Loss: 3.5142621994
53
    After 20 iterations
        Discriminator Loss                         = -11.6897783279

    Generator_Loss: 1.85664570332
54
    After 20 iterations
        Discriminator Loss                         = -12.0449323654

    Generator_Loss: 2.33259558678
55
    After 20 iterations
        Discriminator Loss                         = -11.351732254

    Generator_Loss: 2.37895202637
56
    After 20 iterations
        Discriminator Loss                         = -12.6112680435

    Generator_Loss: 3.10356473923
57
    After 20 iterations
        Discriminator Loss                         = -11.7622728348

    Generator_Loss: 2.58198428154
58
    After 20 iterations
        Discriminator Loss                         = -11.5449056625

    Generator_Loss: 2.23770093918
59
    After 20 iterations
        Discriminator Loss                         = -11.4792346954

    Generator_Loss: 1.91650700569
60
    After 20 iterations
        Discriminator Loss                         = -11.3088951111

    Generator_Loss: 3.43442606926
61
    After 20 iterations
        Discriminator Loss                         = -11.7044057846

    Generator_Loss: 0.923225820065
62
    After 20 iterations
        Discriminator Loss                         = -11.3960418701

    Generator_Loss: 2.50989198685
63
    After 20 iterations
        Discriminator Loss                         = -12.0127716064

    Generator_Loss: 2.65546131134
64
    After 20 iterations
        Discriminator Loss                         = -11.7006635666

    Generator_Loss: 2.05286836624
65
    After 20 iterations
        Discriminator Loss                         = -11.4838457108

    Generator_Loss: 2.05706691742
66
    After 20 iterations
        Discriminator Loss                         = -11.5354318619

    Generator_Loss: 1.99489068985
67
    After 20 iterations
        Discriminator Loss                         = -11.7846212387

    Generator_Loss: 2.18369030952
68
    After 20 iterations
        Discriminator Loss                         = -11.8143033981

    Generator_Loss: 2.36591482162
69
    After 20 iterations
        Discriminator Loss                         = -11.4802722931

    Generator_Loss: 2.36462306976
70
    After 20 iterations
        Discriminator Loss                         = -11.9273500443

    Generator_Loss: 2.57326126099
71
    After 20 iterations
        Discriminator Loss                         = -11.6908073425

    Generator_Loss: 1.90080618858
72
    After 20 iterations
        Discriminator Loss                         = -11.1621303558

    Generator_Loss: 2.08432412148
73
    After 20 iterations
        Discriminator Loss                         = -11.443230629

    Generator_Loss: 1.53220307827
74
    After 20 iterations
        Discriminator Loss                         = -11.5872745514

    Generator_Loss: 1.74324798584
75
     Level #0 Epoch #0 Batch #75
    After 20 iterations
        Discriminator Loss                         = -11.8785533905

    Generator_Loss: 1.60158836842
76
    After 20 iterations
        Discriminator Loss                         = -11.9711771011

    Generator_Loss: 1.31724214554
77
    After 20 iterations
        Discriminator Loss                         = -11.4349565506

    Generator_Loss: 1.12859225273
78
    After 20 iterations
        Discriminator Loss                         = -11.2453975677

    Generator_Loss: 0.786049187183
79
    After 20 iterations
        Discriminator Loss                         = -11.2357883453

    Generator_Loss: 1.90397167206
80
    After 20 iterations
        Discriminator Loss                         = -11.6595802307

    Generator_Loss: 1.86413359642
81
    After 20 iterations
        Discriminator Loss                         = -11.7721004486

    Generator_Loss: 2.02742385864
82
    After 20 iterations
        Discriminator Loss                         = -11.5967283249

    Generator_Loss: 1.56525969505
83
    After 20 iterations
        Discriminator Loss                         = -10.9895410538

    Generator_Loss: 2.02397680283
84
    After 20 iterations
        Discriminator Loss                         = -11.955124855

    Generator_Loss: 1.75122308731
85
    After 20 iterations
        Discriminator Loss                         = -11.4893198013

    Generator_Loss: 2.03007888794
86
    After 20 iterations
        Discriminator Loss                         = -11.1039972305

    Generator_Loss: 1.01704394817
87
    After 20 iterations
        Discriminator Loss                         = -11.0760173798

    Generator_Loss: 0.531072258949
88
    After 20 iterations
        Discriminator Loss                         = -11.6769065857

    Generator_Loss: 1.1342754364
89
    After 20 iterations
        Discriminator Loss                         = -11.2007417679

    Generator_Loss: 1.27493572235
90
    After 20 iterations
        Discriminator Loss                         = -11.1132316589

    Generator_Loss: 0.224772900343
91
    After 20 iterations
        Discriminator Loss                         = -11.5121917725

    Generator_Loss: 0.919174134731
92
    After 20 iterations
        Discriminator Loss                         = -12.0278186798

    Generator_Loss: 1.57830238342
93
    After 20 iterations
        Discriminator Loss                         = -11.4715194702

    Generator_Loss: 1.07037556171
94
    After 20 iterations
        Discriminator Loss                         = -11.9220247269

    Generator_Loss: 0.940689206123
95
    After 20 iterations
        Discriminator Loss                         = -10.9261264801

    Generator_Loss: 0.484530001879
96
    After 20 iterations
        Discriminator Loss                         = -11.1628293991

    Generator_Loss: 0.521870195866
97
    After 20 iterations
        Discriminator Loss                         = -10.8240756989

    Generator_Loss: 0.820512235165
98
    After 20 iterations
        Discriminator Loss                         = -11.2184009552

    Generator_Loss: 0.858783900738
99
    After 20 iterations
        Discriminator Loss                         = -11.0709781647

    Generator_Loss: 1.27373528481
100
     Level #0 Epoch #0 Batch #100
    After 20 iterations
        Discriminator Loss                         = -10.6219930649

    Generator_Loss: 0.851259589195
101
    After 20 iterations
        Discriminator Loss                         = -10.8727712631

    Generator_Loss: -0.379910349846
102
    After 20 iterations
        Discriminator Loss                         = -11.5727424622

    Generator_Loss: 0.608915746212
103
    After 20 iterations
        Discriminator Loss                         = -11.4810600281

    Generator_Loss: 0.38149946928
104
    After 20 iterations
        Discriminator Loss                         = -11.2944631577

    Generator_Loss: 0.188092634082
105
    After 20 iterations
        Discriminator Loss                         = -10.8126497269

    Generator_Loss: -0.304168015718
106
    After 20 iterations
        Discriminator Loss                         = -10.6878385544

    Generator_Loss: -0.338862329721
107
    After 20 iterations
        Discriminator Loss                         = -10.7798566818

    Generator_Loss: 0.0454427711666
108
    After 20 iterations
        Discriminator Loss                         = -11.1377029419

    Generator_Loss: 0.558257162571
109
    After 20 iterations
        Discriminator Loss                         = -11.0973615646

    Generator_Loss: -0.0356652587652
110
    After 20 iterations
        Discriminator Loss                         = -11.7380161285

    Generator_Loss: 0.724857628345
111
    After 20 iterations
        Discriminator Loss                         = -11.1627264023

    Generator_Loss: 0.346536070108
112
    After 20 iterations
        Discriminator Loss                         = -10.8419342041

    Generator_Loss: 1.15741872787
113
    After 20 iterations
        Discriminator Loss                         = -11.0826425552

    Generator_Loss: 0.45269998908
114
    After 20 iterations
        Discriminator Loss                         = -11.2998228073

    Generator_Loss: 0.679222762585
115
    After 20 iterations
        Discriminator Loss                         = -10.4674863815

    Generator_Loss: -0.851411640644
116
    After 20 iterations
        Discriminator Loss                         = -11.6667394638

    Generator_Loss: -0.167995512486
117
    After 20 iterations
        Discriminator Loss                         = -10.9932861328

    Generator_Loss: -0.340444982052
118
    After 20 iterations
        Discriminator Loss                         = -10.6299448013

    Generator_Loss: -0.391113221645
119
    After 20 iterations
        Discriminator Loss                         = -11.0611963272

    Generator_Loss: -0.663474798203
120
    After 20 iterations
        Discriminator Loss                         = -10.8295888901

    Generator_Loss: 0.228511691093
121
    After 20 iterations
        Discriminator Loss                         = -10.7356119156

    Generator_Loss: -0.301257312298
122
    After 20 iterations
        Discriminator Loss                         = -10.5038833618

    Generator_Loss: -0.564352214336
123
    After 20 iterations
        Discriminator Loss                         = -11.2891559601

    Generator_Loss: -0.233491376042
124
    After 20 iterations
        Discriminator Loss                         = -10.7959280014

    Generator_Loss: -0.375069022179
125
     Level #0 Epoch #0 Batch #125
    After 20 iterations
        Discriminator Loss                         = -10.5404224396

    Generator_Loss: -0.368256688118
126
    After 20 iterations
        Discriminator Loss                         = -10.7800149918

    Generator_Loss: -0.958366274834
127
    After 20 iterations
        Discriminator Loss                         = -11.1082925797

    Generator_Loss: -0.589753448963
128
    After 20 iterations
        Discriminator Loss                         = -10.6555376053

    Generator_Loss: -0.795020222664
129
    After 20 iterations
        Discriminator Loss                         = -11.0219764709

    Generator_Loss: -0.056469310075
130
    After 20 iterations
        Discriminator Loss                         = -11.3437509537

    Generator_Loss: -0.946845054626
131
    After 20 iterations
        Discriminator Loss                         = -11.0413007736

    Generator_Loss: -0.996802568436
132
    After 20 iterations
        Discriminator Loss                         = -10.7575263977

    Generator_Loss: -0.31228864193
133
    After 20 iterations
        Discriminator Loss                         = -10.6068849564

    Generator_Loss: -0.335714280605
134
    After 20 iterations
        Discriminator Loss                         = -10.8203430176

    Generator_Loss: -0.514675080776
135
    After 20 iterations
        Discriminator Loss                         = -10.4103250504

    Generator_Loss: -0.417217612267
136
    After 20 iterations
        Discriminator Loss                         = -11.1936807632

    Generator_Loss: -0.939723074436
137
    After 20 iterations
        Discriminator Loss                         = -11.0470867157

    Generator_Loss: -0.891192018986
138
    After 20 iterations
        Discriminator Loss                         = -11.0235042572

    Generator_Loss: -0.925597667694
139
    After 20 iterations
        Discriminator Loss                         = -10.3875379562

    Generator_Loss: -1.05325937271
140
    After 20 iterations
        Discriminator Loss                         = -10.5149183273

    Generator_Loss: -0.287610918283
141
    After 20 iterations
        Discriminator Loss                         = -11.2044906616

    Generator_Loss: -0.619033813477
142
    After 20 iterations
        Discriminator Loss                         = -10.4159479141

    Generator_Loss: -1.02785265446
143
    After 20 iterations
        Discriminator Loss                         = -10.7996673584

    Generator_Loss: -1.77089750767
144
    After 20 iterations
        Discriminator Loss                         = -10.1087856293

    Generator_Loss: -1.93922913074
145
    After 20 iterations
        Discriminator Loss                         = -10.7620754242

    Generator_Loss: -2.25975489616
146
    After 20 iterations
        Discriminator Loss                         = -10.5228662491

    Generator_Loss: -2.03119945526
147
    After 20 iterations
        Discriminator Loss                         = -10.5658836365

    Generator_Loss: -1.49927806854
148
    After 20 iterations
        Discriminator Loss                         = -10.8737249374

    Generator_Loss: -1.65485954285
149
    After 20 iterations
        Discriminator Loss                         = -10.57234478

    Generator_Loss: -0.868899226189
150
     Level #0 Epoch #0 Batch #150
    After 20 iterations
        Discriminator Loss                         = -10.612988472

    Generator_Loss: -1.9157834053
151
    After 20 iterations
        Discriminator Loss                         = -10.5600347519

    Generator_Loss: -1.16224992275
152
    After 20 iterations
        Discriminator Loss                         = -10.6848888397

    Generator_Loss: -1.62523019314
153
    After 20 iterations
        Discriminator Loss                         = -10.4430475235

    Generator_Loss: -1.05687153339
154
    After 20 iterations
        Discriminator Loss                         = -10.282084465

    Generator_Loss: -2.57060790062
155
    After 20 iterations
        Discriminator Loss                         = -10.3549194336

    Generator_Loss: -2.86916303635
156
    After 20 iterations
        Discriminator Loss                         = -10.4050035477

    Generator_Loss: -2.8762216568
157
    After 20 iterations
        Discriminator Loss                         = -10.0574932098

    Generator_Loss: -2.50799107552
158
    After 20 iterations
        Discriminator Loss                         = -10.589597702

    Generator_Loss: -2.4561226368
159
    After 20 iterations
        Discriminator Loss                         = -10.234872818

    Generator_Loss: -2.03585720062
160
    After 20 iterations
        Discriminator Loss                         = -10.5122509003

    Generator_Loss: -2.01077389717
161
    After 20 iterations
        Discriminator Loss                         = -10.447057724

    Generator_Loss: -2.71097993851
162
    After 20 iterations
        Discriminator Loss                         = -10.8449926376

    Generator_Loss: -2.11008858681
163
    After 20 iterations
        Discriminator Loss                         = -10.4264831543

    Generator_Loss: -2.73714733124
164
    After 20 iterations
        Discriminator Loss                         = -10.1511507034

    Generator_Loss: -2.66369509697
165
    After 20 iterations
        Discriminator Loss                         = -9.76028728485

    Generator_Loss: -3.52031254768
166
    After 20 iterations
        Discriminator Loss                         = -10.6367740631

    Generator_Loss: -1.79799628258
167
    After 20 iterations
        Discriminator Loss                         = -10.2923088074

    Generator_Loss: -2.9751393795
168
    After 20 iterations
        Discriminator Loss                         = -10.3177556992

    Generator_Loss: -2.62335157394
169
    After 20 iterations
        Discriminator Loss                         = -10.3483915329

    Generator_Loss: -3.46155881882
170
    After 20 iterations
        Discriminator Loss                         = -10.3195085526

    Generator_Loss: -3.35186576843
171
    After 20 iterations
        Discriminator Loss                         = -10.9151611328

    Generator_Loss: -2.64693665504
172
    After 20 iterations
        Discriminator Loss                         = -10.0885438919

    Generator_Loss: -2.47850465775
173
    After 20 iterations
        Discriminator Loss                         = -9.91362667084

    Generator_Loss: -3.040391922
174
    After 20 iterations
        Discriminator Loss                         = -10.5284862518

    Generator_Loss: -3.33367562294
175
     Level #0 Epoch #0 Batch #175
    After 20 iterations
        Discriminator Loss                         = -10.1327476501

    Generator_Loss: -3.66902470589
176
    After 20 iterations
        Discriminator Loss                         = -10.0768251419

    Generator_Loss: -3.1734213829
177
    After 20 iterations
        Discriminator Loss                         = -9.70008945465

    Generator_Loss: -2.39133143425
178
    After 20 iterations
        Discriminator Loss                         = -10.1699619293

    Generator_Loss: -3.73304510117
179
    After 20 iterations
        Discriminator Loss                         = -10.7115793228

    Generator_Loss: -3.1585381031
180
    After 20 iterations
        Discriminator Loss                         = -10.1904602051

    Generator_Loss: -2.83579492569
181
    After 20 iterations
        Discriminator Loss                         = -10.1446943283

    Generator_Loss: -4.09622144699
182
    After 20 iterations
        Discriminator Loss                         = -9.80254745483

    Generator_Loss: -3.5070579052
183
    After 20 iterations
        Discriminator Loss                         = -9.93461036682

    Generator_Loss: -3.01951861382
184
    After 20 iterations
        Discriminator Loss                         = -10.1908178329

    Generator_Loss: -3.85009932518
185
    After 20 iterations
        Discriminator Loss                         = -9.87029075623

    Generator_Loss: -3.39590406418
186
    After 20 iterations
        Discriminator Loss                         = -9.41383266449

    Generator_Loss: -3.9712729454
187
    After 20 iterations
        Discriminator Loss                         = -9.81210231781

    Generator_Loss: -3.25662279129
188
    After 20 iterations
        Discriminator Loss                         = -9.72662162781

    Generator_Loss: -4.88209676743
189
    After 20 iterations
        Discriminator Loss                         = -10.7634840012

    Generator_Loss: -4.27612686157
190
    After 20 iterations
        Discriminator Loss                         = -9.64422225952

    Generator_Loss: -3.22218394279
191
    After 20 iterations
        Discriminator Loss                         = -10.2132930756

    Generator_Loss: -5.15475845337
192
    After 20 iterations
        Discriminator Loss                         = -10.0339021683

    Generator_Loss: -3.8540828228
193
    After 20 iterations
        Discriminator Loss                         = -10.1046695709

    Generator_Loss: -3.80665612221
194
    After 20 iterations
        Discriminator Loss                         = -10.1052713394

    Generator_Loss: -4.49550485611
195
    After 20 iterations
        Discriminator Loss                         = -9.42488765717

    Generator_Loss: -4.8825507164
196
    After 20 iterations
        Discriminator Loss                         = -10.27094841

    Generator_Loss: -3.94692015648
197
    After 20 iterations
        Discriminator Loss                         = -9.96645069122

    Generator_Loss: -4.96843385696
198
    After 20 iterations
        Discriminator Loss                         = -9.97919940948

    Generator_Loss: -4.01791954041
199
    After 20 iterations
        Discriminator Loss                         = -9.7104883194

    Generator_Loss: -4.8513007164
200
     Level #0 Epoch #0 Batch #200
    After 20 iterations
        Discriminator Loss                         = -9.43948459625

    Generator_Loss: -4.95001268387
201
    After 20 iterations
        Discriminator Loss                         = -9.91156768799

    Generator_Loss: -4.59664058685
202
    After 20 iterations
        Discriminator Loss                         = -9.27104377747

    Generator_Loss: -5.08579826355
203
    After 20 iterations
        Discriminator Loss                         = -9.65399742126

    Generator_Loss: -5.08002090454
204
    After 20 iterations
        Discriminator Loss                         = -9.86593818665

    Generator_Loss: -4.31326055527
205
    After 20 iterations
        Discriminator Loss                         = -9.65686988831

    Generator_Loss: -4.67533731461
206
    After 20 iterations
        Discriminator Loss                         = -9.6670627594

    Generator_Loss: -5.21527194977
207
    After 20 iterations
        Discriminator Loss                         = -9.69655895233

    Generator_Loss: -4.92017173767
208
    After 20 iterations
        Discriminator Loss                         = -9.55528640747

    Generator_Loss: -4.84470796585
209
    After 20 iterations
        Discriminator Loss                         = -9.45094680786

    Generator_Loss: -5.29834842682
210
    After 20 iterations
        Discriminator Loss                         = -10.5874185562

    Generator_Loss: -5.75915765762
211
    After 20 iterations
        Discriminator Loss                         = -9.56614303589

    Generator_Loss: -6.30065631866
212
    After 20 iterations
        Discriminator Loss                         = -8.81779670715

    Generator_Loss: -5.96813964844
213
    After 20 iterations
        Discriminator Loss                         = -9.96874046326

    Generator_Loss: -5.47540712357
214
    After 20 iterations
        Discriminator Loss                         = -9.31216239929

    Generator_Loss: -6.04233551025
215
    After 20 iterations
        Discriminator Loss                         = -9.55952167511

    Generator_Loss: -5.19054841995
216
    After 20 iterations
        Discriminator Loss                         = -9.38351535797

    Generator_Loss: -6.21941137314
217
    After 20 iterations
        Discriminator Loss                         = -9.50566101074

    Generator_Loss: -6.39319705963
218
    After 20 iterations
        Discriminator Loss                         = -10.06092453

    Generator_Loss: -6.40174722672
219
    After 20 iterations
        Discriminator Loss                         = -8.91318416595

    Generator_Loss: -5.8068113327
220
    After 20 iterations
        Discriminator Loss                         = -10.2861366272

    Generator_Loss: -5.45309925079
221
    After 20 iterations
        Discriminator Loss                         = -9.34757328033

    Generator_Loss: -5.61075544357
222
    After 20 iterations
        Discriminator Loss                         = -9.07558822632

    Generator_Loss: -5.37324476242
223
    After 20 iterations
        Discriminator Loss                         = -9.68554210663

    Generator_Loss: -5.25707578659
224
    After 20 iterations
        Discriminator Loss                         = -9.50952529907

    Generator_Loss: -5.30540084839
225
     Level #0 Epoch #0 Batch #225
    After 20 iterations
        Discriminator Loss                         = -9.30018424988

    Generator_Loss: -5.38779878616
226
    After 20 iterations
        Discriminator Loss                         = -9.02283191681

    Generator_Loss: -6.25685071945
227
    After 20 iterations
        Discriminator Loss                         = -8.8837890625

    Generator_Loss: -6.02468156815
228
    After 20 iterations
        Discriminator Loss                         = -9.31436061859

    Generator_Loss: -6.54181051254
229
    After 20 iterations
        Discriminator Loss                         = -9.34702968597

    Generator_Loss: -6.27002286911
230
    After 20 iterations
        Discriminator Loss                         = -9.07860088348

    Generator_Loss: -5.92215442657
231
    After 20 iterations
        Discriminator Loss                         = -9.47839736938

    Generator_Loss: -6.43864393234
232
    After 20 iterations
        Discriminator Loss                         = -9.10227108002

    Generator_Loss: -7.01912117004
233
    After 20 iterations
        Discriminator Loss                         = -8.80320549011

    Generator_Loss: -7.10070896149
234
    After 20 iterations
        Discriminator Loss                         = -8.97706604004

    Generator_Loss: -6.14369249344
235
    After 20 iterations
        Discriminator Loss                         = -9.24655532837

    Generator_Loss: -5.72563648224
236
    After 20 iterations
        Discriminator Loss                         = -9.53919792175

    Generator_Loss: -7.04822158813
237
    After 20 iterations
        Discriminator Loss                         = -9.23914527893

    Generator_Loss: -6.24763345718
238
    After 20 iterations
        Discriminator Loss                         = -9.29647541046

    Generator_Loss: -6.62944889069
239
    After 20 iterations
        Discriminator Loss                         = -9.18742752075

    Generator_Loss: -7.34624052048
240
    After 20 iterations
        Discriminator Loss                         = -9.35655975342

    Generator_Loss: -7.60570526123
241
    After 20 iterations
        Discriminator Loss                         = -8.65771389008

    Generator_Loss: -7.04670858383
242
    After 20 iterations
        Discriminator Loss                         = -9.07418060303

    Generator_Loss: -6.33890008926
243
    After 20 iterations
        Discriminator Loss                         = -9.12864303589

    Generator_Loss: -7.22387742996
244
    After 20 iterations
        Discriminator Loss                         = -8.69592571259

    Generator_Loss: -7.68198680878
245
    After 20 iterations
        Discriminator Loss                         = -8.85606479645

    Generator_Loss: -7.70368862152
246
    After 20 iterations
        Discriminator Loss                         = -9.15848922729

    Generator_Loss: -6.77505493164
247
    After 20 iterations
        Discriminator Loss                         = -9.00971603394

    Generator_Loss: -7.70597457886
248
    After 20 iterations
        Discriminator Loss                         = -8.79958724976

    Generator_Loss: -8.0939655304
249
    After 20 iterations
        Discriminator Loss                         = -9.14731025696

    Generator_Loss: -6.71391868591
250
     Level #0 Epoch #0 Batch #250
    After 20 iterations
        Discriminator Loss                         = -8.71440315247

    Generator_Loss: -6.94900941849
251
    After 20 iterations
        Discriminator Loss                         = -9.07864189148

    Generator_Loss: -6.59301519394
252
    After 20 iterations
        Discriminator Loss                         = -8.90672779083

    Generator_Loss: -6.51219129562
253
    After 20 iterations
        Discriminator Loss                         = -8.74088954926

    Generator_Loss: -6.9141702652
254
    After 20 iterations
        Discriminator Loss                         = -8.7194814682

    Generator_Loss: -7.65209531784
255
    After 20 iterations
        Discriminator Loss                         = -8.52773284912

    Generator_Loss: -7.45801734924
256
    After 20 iterations
        Discriminator Loss                         = -9.07307052612

    Generator_Loss: -7.65406513214
257
    After 20 iterations
        Discriminator Loss                         = -8.76621437073

    Generator_Loss: -6.92774009705
258
    After 20 iterations
        Discriminator Loss                         = -8.76327419281

    Generator_Loss: -8.74270915985
259
    After 20 iterations
        Discriminator Loss                         = -8.94432544708

    Generator_Loss: -8.35767173767
260
    After 20 iterations
        Discriminator Loss                         = -9.27849578857

    Generator_Loss: -7.97306156158
261
    After 20 iterations
        Discriminator Loss                         = -9.00769805908

    Generator_Loss: -7.93010091782
262
    After 20 iterations
        Discriminator Loss                         = -8.80020236969

    Generator_Loss: -9.11428165436
263
    After 20 iterations
        Discriminator Loss                         = -8.63522624969

    Generator_Loss: -8.38197612762
264
    After 20 iterations
        Discriminator Loss                         = -8.63528728485

    Generator_Loss: -8.40020751953
265
    After 20 iterations
        Discriminator Loss                         = -8.72606277466

    Generator_Loss: -8.68119907379
266
    After 20 iterations
        Discriminator Loss                         = -8.79717540741

    Generator_Loss: -9.18147659302
267
    After 20 iterations
        Discriminator Loss                         = -8.57308864594

    Generator_Loss: -8.23075962067
268
    After 20 iterations
        Discriminator Loss                         = -8.81707668304

    Generator_Loss: -6.65056610107
269
    After 20 iterations
        Discriminator Loss                         = -8.78688144684

    Generator_Loss: -8.76443958282
270
    After 20 iterations
        Discriminator Loss                         = -8.99737167358

    Generator_Loss: -7.11486577988
271
    After 20 iterations
        Discriminator Loss                         = -8.36759662628

    Generator_Loss: -8.51085186005
272
    After 20 iterations
        Discriminator Loss                         = -8.59740352631

    Generator_Loss: -8.72624397278
273
    After 20 iterations
        Discriminator Loss                         = -8.71296215057

    Generator_Loss: -8.96037578583
274
    After 20 iterations
        Discriminator Loss                         = -8.28604793549

    Generator_Loss: -8.86164093018
275
     Level #0 Epoch #0 Batch #275
    After 20 iterations
        Discriminator Loss                         = -8.27793979645

    Generator_Loss: -8.94458961487
276
    After 20 iterations
        Discriminator Loss                         = -8.38883972168

    Generator_Loss: -8.10275936127
277
    After 20 iterations
        Discriminator Loss                         = -8.78654289246

    Generator_Loss: -10.3296318054
278
    After 20 iterations
        Discriminator Loss                         = -8.29170131683

    Generator_Loss: -9.22732543945
279
    After 20 iterations
        Discriminator Loss                         = -8.40725803375

    Generator_Loss: -7.61797046661
280
    After 20 iterations
        Discriminator Loss                         = -8.54648685455

    Generator_Loss: -9.1685295105
281
    After 20 iterations
        Discriminator Loss                         = -8.18085289001

    Generator_Loss: -8.76870346069
282
    After 20 iterations
        Discriminator Loss                         = -8.66273880005

    Generator_Loss: -9.44996929169
283
    After 20 iterations
        Discriminator Loss                         = -8.20316982269

    Generator_Loss: -8.12024784088
284
    After 20 iterations
        Discriminator Loss                         = -8.2754278183

    Generator_Loss: -7.87596797943
285
    After 20 iterations
        Discriminator Loss                         = -8.17863559723

    Generator_Loss: -8.67043018341
286
    After 20 iterations
        Discriminator Loss                         = -9.01777839661

    Generator_Loss: -8.65561771393
287
    After 20 iterations
        Discriminator Loss                         = -8.37127304077

    Generator_Loss: -8.7366733551
288
    After 20 iterations
        Discriminator Loss                         = -8.32482147217

    Generator_Loss: -9.2443151474
289
    After 20 iterations
        Discriminator Loss                         = -8.23405265808

    Generator_Loss: -8.12156200409
290
    After 20 iterations
        Discriminator Loss                         = -8.66823482513

    Generator_Loss: -9.71459197998
291
    After 20 iterations
        Discriminator Loss                         = -8.65068244934

    Generator_Loss: -8.80165290833
292
    After 20 iterations
        Discriminator Loss                         = -8.20331573486

    Generator_Loss: -8.69405460358
293
    After 20 iterations
        Discriminator Loss                         = -8.18524932861

    Generator_Loss: -8.58929443359
294
    After 20 iterations
        Discriminator Loss                         = -8.92189788818

    Generator_Loss: -8.462682724
295
    After 20 iterations
        Discriminator Loss                         = -8.27288722992

    Generator_Loss: -8.2430562973
296
    After 20 iterations
        Discriminator Loss                         = -8.49885940552

    Generator_Loss: -7.81401824951
297
    After 20 iterations
        Discriminator Loss                         = -8.45941734314

    Generator_Loss: -9.4417963028
298
    After 20 iterations
        Discriminator Loss                         = -8.22334861755

    Generator_Loss: -9.51303195953
299
    After 20 iterations
        Discriminator Loss                         = -8.29529762268

    Generator_Loss: -8.95259094238
300
     Level #0 Epoch #0 Batch #300
    After 20 iterations
        Discriminator Loss                         = -8.04024124146

    Generator_Loss: -9.25647163391
301
    After 20 iterations
        Discriminator Loss                         = -8.15460586548

    Generator_Loss: -7.9180264473
302
    After 20 iterations
        Discriminator Loss                         = -8.27470207214

    Generator_Loss: -10.0674152374
303
    After 20 iterations
        Discriminator Loss                         = -8.54799365997

    Generator_Loss: -8.84121704102
304
    After 20 iterations
        Discriminator Loss                         = -8.11176967621

    Generator_Loss: -9.14415359497
305
    After 20 iterations
        Discriminator Loss                         = -7.62240076065

    Generator_Loss: -9.22697257996
306
    After 20 iterations
        Discriminator Loss                         = -8.74176311493

    Generator_Loss: -11.0143852234
307
    After 20 iterations
        Discriminator Loss                         = -8.10092163086

    Generator_Loss: -9.75707817078
308
    After 20 iterations
        Discriminator Loss                         = -8.08409786224

    Generator_Loss: -10.238615036
309
    After 20 iterations
        Discriminator Loss                         = -7.95153617859

    Generator_Loss: -8.31875896454
310
    After 20 iterations
        Discriminator Loss                         = -7.7295460701

    Generator_Loss: -8.80912590027
311
    After 20 iterations
        Discriminator Loss                         = -8.07561302185

    Generator_Loss: -9.61646842957
312
    After 20 iterations
        Discriminator Loss                         = -8.15985679626

    Generator_Loss: -9.40537834167
313
    After 20 iterations
        Discriminator Loss                         = -7.93832063675

    Generator_Loss: -9.7541437149
314
    After 20 iterations
        Discriminator Loss                         = -7.99904823303

    Generator_Loss: -9.6196641922
315
    After 20 iterations
        Discriminator Loss                         = -7.82902288437

    Generator_Loss: -10.5923862457
316
    After 20 iterations
        Discriminator Loss                         = -7.72743034363

    Generator_Loss: -9.93569564819
317
    After 20 iterations
        Discriminator Loss                         = -8.00422477722

    Generator_Loss: -10.2695102692
318
    After 20 iterations
        Discriminator Loss                         = -7.86740064621

    Generator_Loss: -10.5291137695
319
    After 20 iterations
        Discriminator Loss                         = -8.00549602509

    Generator_Loss: -8.46372509003
320
    After 20 iterations
        Discriminator Loss                         = -7.92354393005

    Generator_Loss: -9.04891014099
321
    After 20 iterations
        Discriminator Loss                         = -7.84395170212

    Generator_Loss: -8.70690727234
322
    After 20 iterations
        Discriminator Loss                         = -7.34580993652

    Generator_Loss: -8.78424835205
323
    After 20 iterations
        Discriminator Loss                         = -8.59102249146

    Generator_Loss: -11.8658266068
324
    After 20 iterations
        Discriminator Loss                         = -7.60292816162

    Generator_Loss: -9.51907730103
325
     Level #0 Epoch #0 Batch #325
    After 20 iterations
        Discriminator Loss                         = -7.35815668106

    Generator_Loss: -7.92906904221
326
    After 20 iterations
        Discriminator Loss                         = -7.77389812469

    Generator_Loss: -9.23618793488
327
    After 20 iterations
        Discriminator Loss                         = -7.77261686325

    Generator_Loss: -10.293056488
328
    After 20 iterations
        Discriminator Loss                         = -8.00063896179

    Generator_Loss: -10.7185907364
329
    After 20 iterations
        Discriminator Loss                         = -7.25223875046

    Generator_Loss: -9.71435165405
330
    After 20 iterations
        Discriminator Loss                         = -7.4735660553

    Generator_Loss: -12.017832756
331
    After 20 iterations
        Discriminator Loss                         = -7.91327905655

    Generator_Loss: -12.4585943222
332
    After 20 iterations
        Discriminator Loss                         = -7.92200565338

    Generator_Loss: -11.290356636
333
    After 20 iterations
        Discriminator Loss                         = -7.92727994919

    Generator_Loss: -10.5840177536
334
    After 20 iterations
        Discriminator Loss                         = -7.68054771423

    Generator_Loss: -11.6516990662
335
    After 20 iterations
        Discriminator Loss                         = -7.36133241653

    Generator_Loss: -9.35865879059
336
    After 20 iterations
        Discriminator Loss                         = -7.46709442139

    Generator_Loss: -9.11618518829
337
    After 20 iterations
        Discriminator Loss                         = -7.77708625793

    Generator_Loss: -11.5342178345
338
    After 20 iterations
        Discriminator Loss                         = -7.2249751091

    Generator_Loss: -11.4471378326
339
    After 20 iterations
        Discriminator Loss                         = -7.9622220993

    Generator_Loss: -12.0746717453
340
    After 20 iterations
        Discriminator Loss                         = -8.16597938538

    Generator_Loss: -12.6373310089
341
    After 20 iterations
        Discriminator Loss                         = -7.89501237869

    Generator_Loss: -11.4813308716
342
    After 20 iterations
        Discriminator Loss                         = -7.71454429626

    Generator_Loss: -9.8281917572
343
    After 20 iterations
        Discriminator Loss                         = -7.53458929062

    Generator_Loss: -11.2289123535
344
    After 20 iterations
        Discriminator Loss                         = -7.70800924301

    Generator_Loss: -10.8123064041
345
    After 20 iterations
        Discriminator Loss                         = -7.34782218933

    Generator_Loss: -8.56939411163
346
    After 20 iterations
        Discriminator Loss                         = -7.15478754044

    Generator_Loss: -9.15285491943
347
    After 20 iterations
        Discriminator Loss                         = -7.36284637451

    Generator_Loss: -9.43183135986
348
    After 20 iterations
        Discriminator Loss                         = -7.15792798996

    Generator_Loss: -11.2774248123
349
    After 20 iterations
        Discriminator Loss                         = -7.28197336197

    Generator_Loss: -8.24615097046
350
     Level #0 Epoch #0 Batch #350
    After 20 iterations
        Discriminator Loss                         = -7.4623875618

    Generator_Loss: -11.2167787552
351
    After 20 iterations
        Discriminator Loss                         = -7.54107713699

    Generator_Loss: -10.1437101364
352
    After 20 iterations
        Discriminator Loss                         = -7.09044742584

    Generator_Loss: -11.5332355499
353
    After 20 iterations
        Discriminator Loss                         = -7.28100967407

    Generator_Loss: -8.5490732193
354
    After 20 iterations
        Discriminator Loss                         = -7.5070643425

    Generator_Loss: -9.4523191452
355
    After 20 iterations
        Discriminator Loss                         = -7.38593435287

    Generator_Loss: -9.44538879395
356
    After 20 iterations
        Discriminator Loss                         = -7.87091064453

    Generator_Loss: -12.6892147064
357
    After 20 iterations
        Discriminator Loss                         = -7.36722421646

    Generator_Loss: -8.7746553421
358
    After 20 iterations
        Discriminator Loss                         = -7.53926324844

    Generator_Loss: -10.4685993195
359
    After 20 iterations
        Discriminator Loss                         = -7.1416888237

    Generator_Loss: -9.40140533447
360
    After 20 iterations
        Discriminator Loss                         = -7.22808885574

    Generator_Loss: -11.1753702164
361
    After 20 iterations
        Discriminator Loss                         = -7.22170066833

    Generator_Loss: -11.6937189102
362
    After 20 iterations
        Discriminator Loss                         = -7.18753576279

    Generator_Loss: -9.66012954712
363
    After 20 iterations
        Discriminator Loss                         = -7.69613742828

    Generator_Loss: -11.9133205414
364
    After 20 iterations
        Discriminator Loss                         = -7.33455038071

    Generator_Loss: -10.3636798859
365
    After 20 iterations
        Discriminator Loss                         = -7.03297519684

    Generator_Loss: -9.38607883453
366
    After 20 iterations
        Discriminator Loss                         = -6.86803007126

    Generator_Loss: -10.8657588959
367
    After 20 iterations
        Discriminator Loss                         = -7.27746200562

    Generator_Loss: -10.3147125244
368
    After 20 iterations
        Discriminator Loss                         = -6.89240312576

    Generator_Loss: -11.3091173172
369
    After 20 iterations
        Discriminator Loss                         = -7.48772621155

    Generator_Loss: -9.81999778748
370
    After 20 iterations
        Discriminator Loss                         = -6.97032499313

    Generator_Loss: -10.3322057724
371
    After 20 iterations
        Discriminator Loss                         = -6.83522462845

    Generator_Loss: -12.418967247
372
    After 20 iterations
        Discriminator Loss                         = -7.338991642

    Generator_Loss: -12.1344881058
373
    After 20 iterations
        Discriminator Loss                         = -7.26751470566

    Generator_Loss: -8.89818096161
374
    After 20 iterations
        Discriminator Loss                         = -7.21094846725

    Generator_Loss: -8.99458694458
375
     Level #0 Epoch #0 Batch #375
    After 20 iterations
        Discriminator Loss                         = -7.19482278824

    Generator_Loss: -12.8187332153
376
    After 20 iterations
        Discriminator Loss                         = -6.81469011307

    Generator_Loss: -11.6154003143
377
    After 20 iterations
        Discriminator Loss                         = -7.27585268021

    Generator_Loss: -8.80448532104
378
    After 20 iterations
        Discriminator Loss                         = -7.24549627304

    Generator_Loss: -12.1698503494
379
    After 20 iterations
        Discriminator Loss                         = -7.31828737259

    Generator_Loss: -9.80538654327
380
    After 20 iterations
        Discriminator Loss                         = -7.08153772354

    Generator_Loss: -10.9163475037
381
    After 20 iterations
        Discriminator Loss                         = -7.19698286057

    Generator_Loss: -12.7096672058
382
    After 20 iterations
        Discriminator Loss                         = -7.20944309235

    Generator_Loss: -11.6571550369
383
    After 20 iterations
        Discriminator Loss                         = -7.08220005035

    Generator_Loss: -11.4160814285
384
    After 20 iterations
        Discriminator Loss                         = -6.78574562073

    Generator_Loss: -10.8814868927
385
    After 20 iterations
        Discriminator Loss                         = -6.8935585022

    Generator_Loss: -12.6850748062
386
    After 20 iterations
        Discriminator Loss                         = -7.15939474106

    Generator_Loss: -12.2926168442
387
    After 20 iterations
        Discriminator Loss                         = -6.85976982117

    Generator_Loss: -12.6127586365
388
    After 20 iterations
        Discriminator Loss                         = -7.09952497482

    Generator_Loss: -8.73854923248
389
    After 20 iterations
        Discriminator Loss                         = -7.05979061127

    Generator_Loss: -9.95799446106
390
    After 20 iterations
        Discriminator Loss                         = -6.85419368744

    Generator_Loss: -12.1280736923
391
    After 20 iterations
        Discriminator Loss                         = -7.19552326202

    Generator_Loss: -12.0927457809
392
    After 20 iterations
        Discriminator Loss                         = -6.82477807999

    Generator_Loss: -9.34650993347
393
    After 20 iterations
        Discriminator Loss                         = -7.08592557907

    Generator_Loss: -8.64974880219
394
    After 20 iterations
        Discriminator Loss                         = -7.4628443718

    Generator_Loss: -11.7096300125
395
    After 20 iterations
        Discriminator Loss                         = -6.71790266037

    Generator_Loss: -11.922039032
396
    After 20 iterations
        Discriminator Loss                         = -7.2823882103

    Generator_Loss: -12.8319797516
397
    After 20 iterations
        Discriminator Loss                         = -6.6240439415

    Generator_Loss: -11.5326623917
398
    After 20 iterations
        Discriminator Loss                         = -6.88525629044

    Generator_Loss: -13.1997289658
399
    After 20 iterations
        Discriminator Loss                         = -7.30057954788

    Generator_Loss: -9.19475841522
400
     Level #0 Epoch #0 Batch #400
    After 20 iterations
        Discriminator Loss                         = -7.28230285645

    Generator_Loss: -8.97942638397
401
    After 20 iterations
        Discriminator Loss                         = -6.66935110092

    Generator_Loss: -11.4496917725
402
    After 20 iterations
        Discriminator Loss                         = -6.84156370163

    Generator_Loss: -10.5382061005
403
    After 20 iterations
        Discriminator Loss                         = -6.85848665237

    Generator_Loss: -13.0709686279
404
    After 20 iterations
        Discriminator Loss                         = -6.61767864227

    Generator_Loss: -11.7948598862
405
    After 20 iterations
        Discriminator Loss                         = -6.52942752838

    Generator_Loss: -11.0706596375
406
    After 20 iterations
        Discriminator Loss                         = -6.7013964653

    Generator_Loss: -11.779296875
407
    After 20 iterations
        Discriminator Loss                         = -7.18449783325

    Generator_Loss: -9.1164855957
408
    After 20 iterations
        Discriminator Loss                         = -6.28206539154

    Generator_Loss: -9.15551185608
409
    After 20 iterations
        Discriminator Loss                         = -6.82803535461

    Generator_Loss: -8.12529563904
410
    After 20 iterations
        Discriminator Loss                         = -6.80638933182

    Generator_Loss: -11.8178911209
411
    After 20 iterations
        Discriminator Loss                         = -6.51049613953

    Generator_Loss: -10.604765892
412
    After 20 iterations
        Discriminator Loss                         = -6.66191148758

    Generator_Loss: -9.85882854462
413
    After 20 iterations
        Discriminator Loss                         = -6.69254827499

    Generator_Loss: -11.353518486
414
    After 20 iterations
        Discriminator Loss                         = -6.56282424927

    Generator_Loss: -12.1837282181
415
    After 20 iterations
        Discriminator Loss                         = -6.3557934761

    Generator_Loss: -11.7870473862
416
    After 20 iterations
        Discriminator Loss                         = -6.63106870651

    Generator_Loss: -11.7495737076
417
    After 20 iterations
        Discriminator Loss                         = -7.00822019577

    Generator_Loss: -9.33764362335
418
    After 20 iterations
        Discriminator Loss                         = -6.58607530594

    Generator_Loss: -10.584230423
419
    After 20 iterations
        Discriminator Loss                         = -6.62523174286

    Generator_Loss: -9.02359867096
420
    After 20 iterations
        Discriminator Loss                         = -6.69655323029

    Generator_Loss: -9.27994537354
421
    After 20 iterations
        Discriminator Loss                         = -6.6442861557

    Generator_Loss: -11.2017269135
422
    After 20 iterations
        Discriminator Loss                         = -6.49882125854

    Generator_Loss: -11.6401596069
423
    After 20 iterations
        Discriminator Loss                         = -6.62460803986

    Generator_Loss: -10.1999406815
424
    After 20 iterations
        Discriminator Loss                         = -6.45949459076

    Generator_Loss: -10.9989089966
425
     Level #0 Epoch #0 Batch #425
    After 20 iterations
        Discriminator Loss                         = -6.9461607933

    Generator_Loss: -8.76125144958
426
    After 20 iterations
        Discriminator Loss                         = -6.13587427139

    Generator_Loss: -12.5860080719
427
    After 20 iterations
        Discriminator Loss                         = -6.5772690773

    Generator_Loss: -14.4463500977
428
    After 20 iterations
        Discriminator Loss                         = -6.23614263535

    Generator_Loss: -13.0473995209
429
    After 20 iterations
        Discriminator Loss                         = -6.75823450089

    Generator_Loss: -11.5418205261
430
    After 20 iterations
        Discriminator Loss                         = -6.32023048401

    Generator_Loss: -11.5648021698
431
    After 20 iterations
        Discriminator Loss                         = -6.35104513168

    Generator_Loss: -12.201590538
432
    After 20 iterations
        Discriminator Loss                         = -6.35685682297

    Generator_Loss: -13.5704813004
433
    After 20 iterations
        Discriminator Loss                         = -6.40346050262

    Generator_Loss: -9.89348602295
434
    After 20 iterations
        Discriminator Loss                         = -6.24600219727

    Generator_Loss: -13.791554451
435
    After 20 iterations
        Discriminator Loss                         = -6.39701080322

    Generator_Loss: -10.5953044891
436
    After 20 iterations
        Discriminator Loss                         = -6.18839979172

    Generator_Loss: -12.075378418
437
    After 20 iterations
        Discriminator Loss                         = -6.35419750214

    Generator_Loss: -16.1100006104
438
    After 20 iterations
        Discriminator Loss                         = -6.0946969986

    Generator_Loss: -13.1611537933
439
    After 20 iterations
        Discriminator Loss                         = -6.11364459991

    Generator_Loss: -10.3600645065
440
    After 20 iterations
        Discriminator Loss                         = -6.65575742722

    Generator_Loss: -12.581240654
441
    After 20 iterations
        Discriminator Loss                         = -6.18234682083

    Generator_Loss: -12.4473743439
442
    After 20 iterations
        Discriminator Loss                         = -6.30455684662

    Generator_Loss: -10.5181722641
443
    After 20 iterations
        Discriminator Loss                         = -6.64356327057

    Generator_Loss: -9.32256317139
444
    After 20 iterations
        Discriminator Loss                         = -6.54170942307

    Generator_Loss: -8.99308776855
445
    After 20 iterations
        Discriminator Loss                         = -6.2036447525

    Generator_Loss: -13.5622901917
446
    After 20 iterations
        Discriminator Loss                         = -6.40323829651

    Generator_Loss: -12.9227323532
447
    After 20 iterations
        Discriminator Loss                         = -6.10556745529

    Generator_Loss: -14.5313682556
448
    After 20 iterations
        Discriminator Loss                         = -6.17706918716

    Generator_Loss: -13.5855035782
449
    After 20 iterations
        Discriminator Loss                         = -6.35519266129

    Generator_Loss: -9.2818069458
450
     Level #0 Epoch #0 Batch #450
    After 20 iterations
        Discriminator Loss                         = -6.14500284195

    Generator_Loss: -12.1420116425
451
    After 20 iterations
        Discriminator Loss                         = -6.21944761276

    Generator_Loss: -11.0060253143
452
    After 20 iterations
        Discriminator Loss                         = -6.01743412018

    Generator_Loss: -11.7108774185
453
    After 20 iterations
        Discriminator Loss                         = -6.16427087784

    Generator_Loss: -11.0747127533
454
    After 20 iterations
        Discriminator Loss                         = -6.20229482651

    Generator_Loss: -13.3340864182
455
    After 20 iterations
        Discriminator Loss                         = -5.78250551224

    Generator_Loss: -13.1779336929
456
    After 20 iterations
        Discriminator Loss                         = -6.36001110077

    Generator_Loss: -14.5458202362
457
    After 20 iterations
        Discriminator Loss                         = -5.92658185959

    Generator_Loss: -9.9131975174
458
    After 20 iterations
        Discriminator Loss                         = -6.12760066986

    Generator_Loss: -11.4067058563
459
    After 20 iterations
        Discriminator Loss                         = -5.82818508148

    Generator_Loss: -13.8484735489
460
    After 20 iterations
        Discriminator Loss                         = -6.47216272354

    Generator_Loss: -15.7068214417
461
    After 20 iterations
        Discriminator Loss                         = -6.37809419632

    Generator_Loss: -11.8015089035
462
    After 20 iterations
        Discriminator Loss                         = -6.5073723793

    Generator_Loss: -14.7207622528
463
    After 20 iterations
        Discriminator Loss                         = -5.82020568848

    Generator_Loss: -11.9621620178
464
    After 20 iterations
        Discriminator Loss                         = -5.88514041901

    Generator_Loss: -10.0403165817
465
    After 20 iterations
        Discriminator Loss                         = -6.40853023529

    Generator_Loss: -10.9738140106
466
    After 20 iterations
        Discriminator Loss                         = -5.94845724106

    Generator_Loss: -13.3304195404
467
    After 20 iterations
        Discriminator Loss                         = -6.16476964951

    Generator_Loss: -14.9390964508
468
    After 20 iterations
        Discriminator Loss                         = -6.08111143112

    Generator_Loss: -10.7628927231
469
    After 20 iterations
        Discriminator Loss                         = -6.11240243912

    Generator_Loss: -13.5184621811
470
    After 20 iterations
        Discriminator Loss                         = -5.92214393616

    Generator_Loss: -14.1149892807
471
    After 20 iterations
        Discriminator Loss                         = -5.89380693436

    Generator_Loss: -11.1867456436
472
    After 20 iterations
        Discriminator Loss                         = -6.2095246315

    Generator_Loss: -12.0379190445
473
    After 20 iterations
        Discriminator Loss                         = -6.04354429245

    Generator_Loss: -12.6199703217
474
    After 20 iterations
        Discriminator Loss                         = -6.02962589264

    Generator_Loss: -7.11928081512
475
     Level #0 Epoch #0 Batch #475
    After 20 iterations
        Discriminator Loss                         = -5.84105539322

    Generator_Loss: -10.6013498306
476
    After 20 iterations
        Discriminator Loss                         = -6.46886634827

    Generator_Loss: -8.61693286896
477
    After 20 iterations
        Discriminator Loss                         = -6.14286851883

    Generator_Loss: -10.3021850586
478
    After 20 iterations
        Discriminator Loss                         = -5.99379634857

    Generator_Loss: -14.2696819305
479
    After 20 iterations
        Discriminator Loss                         = -5.98681020737

    Generator_Loss: -16.4026565552
480
    After 20 iterations
        Discriminator Loss                         = -5.82040071487

    Generator_Loss: -14.9640378952
481
    After 20 iterations
        Discriminator Loss                         = -6.66740655899

    Generator_Loss: -10.8864250183
482
    After 20 iterations
        Discriminator Loss                         = -5.78390026093

    Generator_Loss: -8.98580551147
483
    After 20 iterations
        Discriminator Loss                         = -5.76820421219

    Generator_Loss: -13.388510704
484
    After 20 iterations
        Discriminator Loss                         = -5.76931476593

    Generator_Loss: -15.5807676315
485
    After 20 iterations
        Discriminator Loss                         = -5.78254079819

    Generator_Loss: -8.37628269196
486
    After 20 iterations
        Discriminator Loss                         = -6.13429641724

    Generator_Loss: -9.76205444336
487
    After 20 iterations
        Discriminator Loss                         = -5.80127668381

    Generator_Loss: -13.7659702301
488
    After 20 iterations
        Discriminator Loss                         = -5.51934862137

    Generator_Loss: -15.2668399811
489
    After 20 iterations
        Discriminator Loss                         = -6.20831012726

    Generator_Loss: -5.54635334015
490
    After 20 iterations
        Discriminator Loss                         = -5.68332862854

    Generator_Loss: -11.9957199097
491
    After 20 iterations
        Discriminator Loss                         = -5.7328619957

    Generator_Loss: -8.84541130066
492
    After 20 iterations
        Discriminator Loss                         = -6.09736871719

    Generator_Loss: -9.19919395447
493
    After 20 iterations
        Discriminator Loss                         = -5.69511413574

    Generator_Loss: -16.2055206299
494
    After 20 iterations
        Discriminator Loss                         = -5.89223003387

    Generator_Loss: -19.2611446381
495
    After 20 iterations
        Discriminator Loss                         = -5.7431178093

    Generator_Loss: -16.536611557
496
    After 20 iterations
        Discriminator Loss                         = -5.45465564728

    Generator_Loss: -11.3169317245
497
    After 20 iterations
        Discriminator Loss                         = -5.96320343018

    Generator_Loss: -9.75263881683
498
    After 20 iterations
        Discriminator Loss                         = -5.88299369812

    Generator_Loss: -10.8182277679
499
    After 20 iterations
        Discriminator Loss                         = -5.47550010681

    Generator_Loss: -13.2524662018
500
     Level #0 Epoch #0 Batch #500
    After 20 iterations
        Discriminator Loss                         = -5.50913667679

    Generator_Loss: -12.8323078156
501
    After 20 iterations
        Discriminator Loss                         = -5.97845888138

    Generator_Loss: -10.0997819901
502
    After 20 iterations
        Discriminator Loss                         = -5.71160125732

    Generator_Loss: -13.8125228882
503
    After 20 iterations
        Discriminator Loss                         = -5.69303941727

    Generator_Loss: -11.7909603119
504
    After 20 iterations
        Discriminator Loss                         = -6.09206628799

    Generator_Loss: -7.77473545074
505
    After 20 iterations
        Discriminator Loss                         = -5.59322357178

    Generator_Loss: -9.07935810089
506
    After 20 iterations
        Discriminator Loss                         = -5.86739397049

    Generator_Loss: -11.8692951202
507
    After 20 iterations
        Discriminator Loss                         = -5.4518866539

    Generator_Loss: -12.572637558
508
    After 20 iterations
        Discriminator Loss                         = -5.29376888275

    Generator_Loss: -13.8270235062
509
    After 20 iterations
        Discriminator Loss                         = -5.78909635544

    Generator_Loss: -9.43911170959
510
    After 20 iterations
        Discriminator Loss                         = -6.4273018837

    Generator_Loss: -7.3032336235
511
    After 20 iterations
        Discriminator Loss                         = -5.45860147476

    Generator_Loss: -12.6184749603
512
    After 20 iterations
        Discriminator Loss                         = -5.39330482483

    Generator_Loss: -13.0231876373
513
    After 20 iterations
        Discriminator Loss                         = -5.28753757477

    Generator_Loss: -13.8721542358
514
    After 20 iterations
        Discriminator Loss                         = -5.50808906555

    Generator_Loss: -15.8776597977
515
    After 20 iterations
        Discriminator Loss                         = -5.29033231735

    Generator_Loss: -14.1454172134
516
    After 20 iterations
        Discriminator Loss                         = -5.86799097061

    Generator_Loss: -11.24858284
517
    After 20 iterations
        Discriminator Loss                         = -5.58638763428

    Generator_Loss: -19.2298259735
518
    After 20 iterations
        Discriminator Loss                         = -6.422747612

    Generator_Loss: -11.3663158417
519
    After 20 iterations
        Discriminator Loss                         = -5.91521120071

    Generator_Loss: -17.0799884796
520
    After 20 iterations
        Discriminator Loss                         = -6.93940353394

    Generator_Loss: -6.11821126938
521
    After 20 iterations
        Discriminator Loss                         = -5.28330278397

    Generator_Loss: -14.8151807785
522
    After 20 iterations
        Discriminator Loss                         = -5.79503202438

    Generator_Loss: -12.9889440536
523
    After 20 iterations
        Discriminator Loss                         = -5.3427696228

    Generator_Loss: -6.38992595673
524
    After 20 iterations
        Discriminator Loss                         = -5.7945728302

    Generator_Loss: -13.8084354401
525
     Level #0 Epoch #0 Batch #525
    After 20 iterations
        Discriminator Loss                         = -5.38985729218

    Generator_Loss: -15.0136785507
526
    After 20 iterations
        Discriminator Loss                         = -5.29273033142

    Generator_Loss: -16.8661594391
527
    After 20 iterations
        Discriminator Loss                         = -5.12285041809

    Generator_Loss: -12.8785352707
528
    After 20 iterations
        Discriminator Loss                         = -5.93483972549

    Generator_Loss: -11.1280174255
529
    After 20 iterations
        Discriminator Loss                         = -5.55064868927

    Generator_Loss: -7.6763882637
530
    After 20 iterations
        Discriminator Loss                         = -5.42035245895

    Generator_Loss: -16.6231365204
531
    After 20 iterations
        Discriminator Loss                         = -5.64134931564

    Generator_Loss: -13.7909259796
532
    After 20 iterations
        Discriminator Loss                         = -5.23097324371

    Generator_Loss: -10.3019580841
533
    After 20 iterations
        Discriminator Loss                         = -5.58091783524

    Generator_Loss: -11.0233621597
534
    After 20 iterations
        Discriminator Loss                         = -5.23445367813

    Generator_Loss: -13.6753778458
535
    After 20 iterations
        Discriminator Loss                         = -5.28233528137

    Generator_Loss: -13.1082515717
536
    After 20 iterations
        Discriminator Loss                         = -5.46137475967

    Generator_Loss: -9.41579055786
537
    After 20 iterations
        Discriminator Loss                         = -5.32564640045

    Generator_Loss: -14.7517585754
538
    After 20 iterations
        Discriminator Loss                         = -5.43141269684

    Generator_Loss: -12.1202249527
539
    After 20 iterations
        Discriminator Loss                         = -5.45728111267

    Generator_Loss: -12.6286525726
540
    After 20 iterations
        Discriminator Loss                         = -5.33937501907

    Generator_Loss: -13.5835065842
541
    After 20 iterations
        Discriminator Loss                         = -5.19717693329

    Generator_Loss: -14.6063766479
542
    After 20 iterations
        Discriminator Loss                         = -6.00124502182

    Generator_Loss: -15.1399736404
543
    After 20 iterations
        Discriminator Loss                         = -4.99434757233

    Generator_Loss: -14.0087490082
544
    After 20 iterations
        Discriminator Loss                         = -5.65031051636

    Generator_Loss: -17.1473426819
545
    After 20 iterations
        Discriminator Loss                         = -5.64059591293

    Generator_Loss: -13.7991781235
546
    After 20 iterations
        Discriminator Loss                         = -5.41337442398

    Generator_Loss: -11.7225379944
547
    After 20 iterations
        Discriminator Loss                         = -5.24596071243

    Generator_Loss: -10.279004097
548
    After 20 iterations
        Discriminator Loss                         = -5.46331882477

    Generator_Loss: -5.37520551682
549
    After 20 iterations
        Discriminator Loss                         = -5.28649187088

    Generator_Loss: -7.96096277237
550
     Level #0 Epoch #0 Batch #550
    After 20 iterations
        Discriminator Loss                         = -5.16622066498

    Generator_Loss: -17.5517635345
551
    After 20 iterations
        Discriminator Loss                         = -6.00310134888

    Generator_Loss: -6.48271894455
552
    After 20 iterations
        Discriminator Loss                         = -5.46638345718

    Generator_Loss: -5.30208873749
553
    After 20 iterations
        Discriminator Loss                         = -5.21972703934

    Generator_Loss: -9.26140213013
554
    After 20 iterations
        Discriminator Loss                         = -5.49670410156

    Generator_Loss: -5.95094347
555
    After 20 iterations
        Discriminator Loss                         = -5.25582265854

    Generator_Loss: -20.7579307556
556
    After 20 iterations
        Discriminator Loss                         = -5.19865989685

    Generator_Loss: -12.7575845718
557
    After 20 iterations
        Discriminator Loss                         = -5.24385499954

    Generator_Loss: -10.7779407501
558
    After 20 iterations
        Discriminator Loss                         = -5.24436950684

    Generator_Loss: -12.9576807022
559
    After 20 iterations
        Discriminator Loss                         = -5.09122276306

    Generator_Loss: -17.5494289398
560
    After 20 iterations
        Discriminator Loss                         = -5.37442207336

    Generator_Loss: -8.11749362946
561
    After 20 iterations
        Discriminator Loss                         = -5.11369800568

    Generator_Loss: -14.8237142563
562
    After 20 iterations
        Discriminator Loss                         = -5.28740787506

    Generator_Loss: -14.160692215
563
    After 20 iterations
        Discriminator Loss                         = -5.13265991211

    Generator_Loss: -12.2398462296
564
    After 20 iterations
        Discriminator Loss                         = -5.14447832108

    Generator_Loss: -13.4726171494
565
    After 20 iterations
        Discriminator Loss                         = -5.04874944687

    Generator_Loss: -7.8883600235
566
    After 20 iterations
        Discriminator Loss                         = -4.83331394196

    Generator_Loss: -11.6610984802
567
    After 20 iterations
        Discriminator Loss                         = -5.49744272232

    Generator_Loss: -16.6489200592
568
    After 20 iterations
        Discriminator Loss                         = -4.94234418869

    Generator_Loss: -10.4384508133
569
    After 20 iterations
        Discriminator Loss                         = -5.59756374359

    Generator_Loss: -5.18889284134
570
    After 20 iterations
        Discriminator Loss                         = -5.35374069214

    Generator_Loss: -10.2038669586
571
    After 20 iterations
        Discriminator Loss                         = -4.89777755737

    Generator_Loss: -15.2171707153
572
    After 20 iterations
        Discriminator Loss                         = -5.87507724762

    Generator_Loss: -12.1369819641
573
    After 20 iterations
        Discriminator Loss                         = -5.42531347275

    Generator_Loss: -11.1653223038
574
    After 20 iterations
        Discriminator Loss                         = -5.03774213791

    Generator_Loss: -7.36926841736
575
     Level #0 Epoch #0 Batch #575
    After 20 iterations
        Discriminator Loss                         = -5.06378078461

    Generator_Loss: -9.76539802551
576
    After 20 iterations
        Discriminator Loss                         = -5.6708483696

    Generator_Loss: -4.76762008667
577
    After 20 iterations
        Discriminator Loss                         = -5.13752126694

    Generator_Loss: -8.22728443146
578
    After 20 iterations
        Discriminator Loss                         = -4.91037273407

    Generator_Loss: -11.9040870667
579
    After 20 iterations
        Discriminator Loss                         = -5.34145021439

    Generator_Loss: -9.76726722717
580
    After 20 iterations
        Discriminator Loss                         = -4.87944555283

    Generator_Loss: -14.6808252335
581
    After 20 iterations
        Discriminator Loss                         = -5.2347369194

    Generator_Loss: -8.79679679871
582
    After 20 iterations
        Discriminator Loss                         = -4.60466909409

    Generator_Loss: -9.04676818848
583
    After 20 iterations
        Discriminator Loss                         = -4.91985940933

    Generator_Loss: -16.3057079315
584
    After 20 iterations
        Discriminator Loss                         = -5.73942995071

    Generator_Loss: -0.149090722203
585
    After 20 iterations
        Discriminator Loss                         = -4.63950204849

    Generator_Loss: -12.4628286362
586
    After 20 iterations
        Discriminator Loss                         = -4.67947530746

    Generator_Loss: -11.4854068756
587
    After 20 iterations
        Discriminator Loss                         = -4.57546234131

    Generator_Loss: -6.53645133972
588
    After 20 iterations
        Discriminator Loss                         = -5.01784181595

    Generator_Loss: -9.34367370605
589
    After 20 iterations
        Discriminator Loss                         = -5.35492181778

    Generator_Loss: -14.5589380264
590
    After 20 iterations
        Discriminator Loss                         = -4.94355726242

    Generator_Loss: -16.1583824158
591
    After 20 iterations
        Discriminator Loss                         = -5.37719964981

    Generator_Loss: -13.4603729248
592
    After 20 iterations
        Discriminator Loss                         = -5.13795661926

    Generator_Loss: -12.4499053955
593
    After 20 iterations
        Discriminator Loss                         = -5.25921297073

    Generator_Loss: -5.7591176033
594
    After 20 iterations
        Discriminator Loss                         = -4.79209804535

    Generator_Loss: -8.07550907135
595
    After 20 iterations
        Discriminator Loss                         = -4.79585838318

    Generator_Loss: -13.9707965851
596
    After 20 iterations
        Discriminator Loss                         = -5.49169683456

    Generator_Loss: -23.6309318542
597
    After 20 iterations
        Discriminator Loss                         = -4.62271547318

    Generator_Loss: -15.0903501511
598
    After 20 iterations
        Discriminator Loss                         = -5.3360247612

    Generator_Loss: -20.7167301178
599
    After 20 iterations
        Discriminator Loss                         = -5.01237297058

    Generator_Loss: -9.43198013306
600
     Level #0 Epoch #0 Batch #600
    After 20 iterations
        Discriminator Loss                         = -4.96851444244

    Generator_Loss: -13.9307289124
601
    After 20 iterations
        Discriminator Loss                         = -4.7326259613

    Generator_Loss: -9.70773792267
602
    After 20 iterations
        Discriminator Loss                         = -4.82020950317

    Generator_Loss: -10.2758617401
603
    After 20 iterations
        Discriminator Loss                         = -4.88670492172

    Generator_Loss: -6.84935188293
604
    After 20 iterations
        Discriminator Loss                         = -4.68567419052

    Generator_Loss: -10.8413190842
605
    After 20 iterations
        Discriminator Loss                         = -5.98677062988

    Generator_Loss: -0.393699496984
606
    After 20 iterations
        Discriminator Loss                         = -6.02383852005

    Generator_Loss: -0.493893831968
607
    After 20 iterations
        Discriminator Loss                         = -5.37293243408

    Generator_Loss: -5.37452125549
608
    After 20 iterations
        Discriminator Loss                         = -4.46802711487

    Generator_Loss: -13.1117219925
609
    After 20 iterations
        Discriminator Loss                         = -4.86689376831

    Generator_Loss: -12.73823452
610
    After 20 iterations
        Discriminator Loss                         = -4.84585618973

    Generator_Loss: -3.17381811142
611
    After 20 iterations
        Discriminator Loss                         = -4.4732208252

    Generator_Loss: -6.9581079483
612
    After 20 iterations
        Discriminator Loss                         = -4.56508350372

    Generator_Loss: -13.4492397308
613
    After 20 iterations
        Discriminator Loss                         = -4.52252149582

    Generator_Loss: -10.5754394531
614
    After 20 iterations
        Discriminator Loss                         = -4.66207742691

    Generator_Loss: -9.99060535431
615
    After 20 iterations
        Discriminator Loss                         = -5.97989225388

    Generator_Loss: -0.673843860626
616
    After 20 iterations
        Discriminator Loss                         = -4.66011476517

    Generator_Loss: -17.8672714233
617
    After 20 iterations
        Discriminator Loss                         = -4.38984775543

    Generator_Loss: -15.4269475937
618
    After 20 iterations
        Discriminator Loss                         = -4.89808607101

    Generator_Loss: -6.36039066315
619
    After 20 iterations
        Discriminator Loss                         = -4.28046178818

    Generator_Loss: -13.7065124512
620
    After 20 iterations
        Discriminator Loss                         = -4.56596469879

    Generator_Loss: -14.2369203568
621
    After 20 iterations
        Discriminator Loss                         = -5.5747294426

    Generator_Loss: -7.36164999008
622
    After 20 iterations
        Discriminator Loss                         = -4.74239492416

    Generator_Loss: -2.80045461655
623
    After 20 iterations
        Discriminator Loss                         = -4.50422859192

    Generator_Loss: -11.4045209885
624
    After 20 iterations
        Discriminator Loss                         = -4.48899030685

    Generator_Loss: -14.0494823456
625
     Level #0 Epoch #0 Batch #625
    After 20 iterations
        Discriminator Loss                         = -4.31977987289

    Generator_Loss: -11.2545690536
626
    After 20 iterations
        Discriminator Loss                         = -4.85789489746

    Generator_Loss: -7.2737994194
627
    After 20 iterations
        Discriminator Loss                         = -4.47442054749

    Generator_Loss: -17.1458511353
628
    After 20 iterations
        Discriminator Loss                         = -4.75209236145

    Generator_Loss: -19.8469142914
629
    After 20 iterations
        Discriminator Loss                         = -4.65225315094

    Generator_Loss: -10.1823854446
630
    After 20 iterations
        Discriminator Loss                         = -4.75207281113

    Generator_Loss: -20.1039161682
631
    After 20 iterations
        Discriminator Loss                         = -4.65748310089

    Generator_Loss: -6.69723367691
632
    After 20 iterations
        Discriminator Loss                         = -4.72124433517

    Generator_Loss: -1.61891925335
633
    After 20 iterations
        Discriminator Loss                         = -4.71518707275

    Generator_Loss: -6.19189119339
634
    After 20 iterations
        Discriminator Loss                         = -5.59549283981

    Generator_Loss: -1.7601275444
635
    After 20 iterations
        Discriminator Loss                         = -4.37417268753

    Generator_Loss: -9.21217823029
636
    After 20 iterations
        Discriminator Loss                         = -4.47179889679

    Generator_Loss: -20.0355186462
637
    After 20 iterations
        Discriminator Loss                         = -4.48216724396

    Generator_Loss: -20.8396549225
638
    After 20 iterations
        Discriminator Loss                         = -4.23406982422

    Generator_Loss: -12.9065647125
639
    After 20 iterations
        Discriminator Loss                         = -4.64616107941

    Generator_Loss: -17.460735321
640
    After 20 iterations
        Discriminator Loss                         = -4.32021713257

    Generator_Loss: -16.0531539917
641
    After 20 iterations
        Discriminator Loss                         = -4.29945516586

    Generator_Loss: -12.2673110962
642
    After 20 iterations
        Discriminator Loss                         = -4.57054948807

    Generator_Loss: -19.9710960388
643
    After 20 iterations
        Discriminator Loss                         = -4.63075208664

    Generator_Loss: -22.1350460052
644
    After 20 iterations
        Discriminator Loss                         = -4.52087783813

    Generator_Loss: -6.46609210968
645
    After 20 iterations
        Discriminator Loss                         = -4.43515729904

    Generator_Loss: -12.7386054993
646
    After 20 iterations
        Discriminator Loss                         = -4.72578287125

    Generator_Loss: -4.45332670212
647
    After 20 iterations
        Discriminator Loss                         = -4.18255758286

    Generator_Loss: -14.1424818039
648
    After 20 iterations
        Discriminator Loss                         = -4.58201169968

    Generator_Loss: -3.93243002892
649
    After 20 iterations
        Discriminator Loss                         = -4.50489664078

    Generator_Loss: -6.43009328842
650
     Level #0 Epoch #0 Batch #650
    After 20 iterations
        Discriminator Loss                         = -4.52834606171

    Generator_Loss: -1.81697225571
651
    After 20 iterations
        Discriminator Loss                         = -4.26141500473

    Generator_Loss: -11.6980476379
652
    After 20 iterations
        Discriminator Loss                         = -5.29044008255

    Generator_Loss: -1.26813077927
653
    After 20 iterations
        Discriminator Loss                         = -4.15291213989

    Generator_Loss: -14.232301712
654
    After 20 iterations
        Discriminator Loss                         = -5.47750473022

    Generator_Loss: 0.172040343285
655
    After 20 iterations
        Discriminator Loss                         = -4.40474414825

    Generator_Loss: -14.2469978333
656
    After 20 iterations
        Discriminator Loss                         = -4.4215464592

    Generator_Loss: -15.2559909821
657
    After 20 iterations
        Discriminator Loss                         = -4.88062143326

    Generator_Loss: -2.76666593552
658
    After 20 iterations
        Discriminator Loss                         = -4.06494283676

    Generator_Loss: -9.04424190521
659
    After 20 iterations
        Discriminator Loss                         = -4.58421421051

    Generator_Loss: -13.101439476
660
    After 20 iterations
        Discriminator Loss                         = -4.48067998886

    Generator_Loss: -18.3141403198
661
    After 20 iterations
        Discriminator Loss                         = -4.40582990646

    Generator_Loss: -8.85137748718
662
    After 20 iterations
        Discriminator Loss                         = -3.97460913658

    Generator_Loss: -9.55385684967
663
    After 20 iterations
        Discriminator Loss                         = -4.43216133118

    Generator_Loss: -23.9692897797
664
    After 20 iterations
        Discriminator Loss                         = -4.60558128357

    Generator_Loss: -15.1159915924
665
    After 20 iterations
        Discriminator Loss                         = -4.27135515213

    Generator_Loss: -10.74193573
666
    After 20 iterations
        Discriminator Loss                         = -4.50877189636

    Generator_Loss: -14.3598957062
667
    After 20 iterations
        Discriminator Loss                         = -4.17854499817

    Generator_Loss: -11.6645622253
668
    After 20 iterations
        Discriminator Loss                         = -4.20949888229

    Generator_Loss: -7.77382993698
669
    After 20 iterations
        Discriminator Loss                         = -4.71834182739

    Generator_Loss: 0.902545392513
670
    After 20 iterations
        Discriminator Loss                         = -4.78296709061

    Generator_Loss: 1.39920723438
671
    After 20 iterations
        Discriminator Loss                         = -4.5882563591

    Generator_Loss: -5.25269651413
672
    After 20 iterations
        Discriminator Loss                         = -4.72136497498

    Generator_Loss: -10.7434329987
673
    After 20 iterations
        Discriminator Loss                         = -4.13509273529

    Generator_Loss: -10.2944355011
674
    After 20 iterations
        Discriminator Loss                         = -3.75584149361

    Generator_Loss: -3.54105019569
675
     Level #0 Epoch #0 Batch #675
    After 20 iterations
        Discriminator Loss                         = -5.2107052803

    Generator_Loss: -1.95478475094
676
    After 20 iterations
        Discriminator Loss                         = -4.3293223381

    Generator_Loss: -5.23446369171
677
    After 20 iterations
        Discriminator Loss                         = -4.32042789459

    Generator_Loss: -5.59469890594
678
    After 20 iterations
        Discriminator Loss                         = -4.67509365082

    Generator_Loss: 0.591628193855
679
    After 20 iterations
        Discriminator Loss                         = -3.96688389778

    Generator_Loss: -12.8184051514
680
    After 20 iterations
        Discriminator Loss                         = -4.18496990204

    Generator_Loss: -14.8980979919
681
    After 20 iterations
        Discriminator Loss                         = -4.7669172287

    Generator_Loss: -8.59321975708
682
    After 20 iterations
        Discriminator Loss                         = -4.17503213882

    Generator_Loss: -18.8889942169
683
    After 20 iterations
        Discriminator Loss                         = -3.7283987999

    Generator_Loss: -9.91630935669
684
    After 20 iterations
        Discriminator Loss                         = -4.91118097305

    Generator_Loss: -2.7718770504
685
    After 20 iterations
        Discriminator Loss                         = -4.03612852097

    Generator_Loss: -11.2696809769
686
    After 20 iterations
        Discriminator Loss                         = -5.29799842834

    Generator_Loss: -1.69396233559
687
    After 20 iterations
        Discriminator Loss                         = -4.13977336884

    Generator_Loss: -13.1016426086
688
    After 20 iterations
        Discriminator Loss                         = -3.84510993958

    Generator_Loss: -10.3078594208
689
    After 20 iterations
        Discriminator Loss                         = -4.05592536926

    Generator_Loss: -12.0491676331
690
    After 20 iterations
        Discriminator Loss                         = -4.27528762817

    Generator_Loss: -16.0601787567
691
    After 20 iterations
        Discriminator Loss                         = -5.01069164276

    Generator_Loss: -5.61966943741
692
    After 20 iterations
        Discriminator Loss                         = -4.73196458817

    Generator_Loss: -2.060734272
693
    After 20 iterations
        Discriminator Loss                         = -4.8267827034

    Generator_Loss: -1.87225365639
694
    After 20 iterations
        Discriminator Loss                         = -4.23569822311

    Generator_Loss: -5.46261692047
695
    After 20 iterations
        Discriminator Loss                         = -4.04343891144

    Generator_Loss: -16.2818050385
696
    After 20 iterations
        Discriminator Loss                         = -4.19452095032

    Generator_Loss: -24.7658786774
697
    After 20 iterations
        Discriminator Loss                         = -4.28122377396

    Generator_Loss: -7.05274009705
698
    After 20 iterations
        Discriminator Loss                         = -4.50465488434

    Generator_Loss: -2.57180333138
699
    After 20 iterations
        Discriminator Loss                         = -4.45938014984

    Generator_Loss: -2.77542829514
700
     Level #0 Epoch #0 Batch #700
    After 20 iterations
        Discriminator Loss                         = -4.11544418335

    Generator_Loss: -8.36027908325
701
    After 20 iterations
        Discriminator Loss                         = -4.50006818771

    Generator_Loss: -3.5662779808
702
    After 20 iterations
        Discriminator Loss                         = -4.00936412811

    Generator_Loss: -4.41436338425
703
    After 20 iterations
        Discriminator Loss                         = -3.96030163765

    Generator_Loss: -14.862739563
704
    After 20 iterations
        Discriminator Loss                         = -4.62989044189

    Generator_Loss: -11.7322797775
705
    After 20 iterations
        Discriminator Loss                         = -3.97956514359

    Generator_Loss: -9.64124584198
706
    After 20 iterations
        Discriminator Loss                         = -4.11478614807

    Generator_Loss: -19.1975688934
707
    After 20 iterations
        Discriminator Loss                         = -5.45090913773

    Generator_Loss: -1.36936295033
708
    After 20 iterations
        Discriminator Loss                         = -4.12488126755

    Generator_Loss: -7.79200172424
709
    After 20 iterations
        Discriminator Loss                         = -4.057492733

    Generator_Loss: -8.11466503143
710
    After 20 iterations
        Discriminator Loss                         = -4.18994045258

    Generator_Loss: -4.34720802307
711
    After 20 iterations
        Discriminator Loss                         = -4.40181779861

    Generator_Loss: -23.3598098755
712
    After 20 iterations
        Discriminator Loss                         = -4.13090801239

    Generator_Loss: -6.47345495224
713
    After 20 iterations
        Discriminator Loss                         = -5.38650035858

    Generator_Loss: 2.2444229126
714
    After 20 iterations
        Discriminator Loss                         = -4.28468561172

    Generator_Loss: -5.89709758759
715
    After 20 iterations
        Discriminator Loss                         = -5.24359512329

    Generator_Loss: 1.39409959316
716
    After 20 iterations
        Discriminator Loss                         = -4.74819469452

    Generator_Loss: -2.16492176056
717
    After 20 iterations
        Discriminator Loss                         = -4.45502185822

    Generator_Loss: -22.8955516815
718
    After 20 iterations
        Discriminator Loss                         = -4.20588636398

    Generator_Loss: -11.8971776962
719
    After 20 iterations
        Discriminator Loss                         = -4.7040719986

    Generator_Loss: -6.2971367836
720
    After 20 iterations
        Discriminator Loss                         = -4.18696594238

    Generator_Loss: -25.2951889038
721
    After 20 iterations
        Discriminator Loss                         = -3.9537217617

    Generator_Loss: -21.151140213
722
    After 20 iterations
        Discriminator Loss                         = -4.37131357193

    Generator_Loss: -1.64200973511
723
    After 20 iterations
        Discriminator Loss                         = -3.86125731468

    Generator_Loss: -10.7900829315
724
    After 20 iterations
        Discriminator Loss                         = -4.29715442657

    Generator_Loss: -7.03213834763
725
     Level #0 Epoch #0 Batch #725
    After 20 iterations
        Discriminator Loss                         = -4.16999912262

    Generator_Loss: -9.53349304199
726
    After 20 iterations
        Discriminator Loss                         = -4.28871393204

    Generator_Loss: -8.3007068634
727
    After 20 iterations
        Discriminator Loss                         = -4.0039768219

    Generator_Loss: -13.2703647614
728
    After 20 iterations
        Discriminator Loss                         = -4.06438207626

    Generator_Loss: -21.7296123505
729
    After 20 iterations
        Discriminator Loss                         = -3.86281847954

    Generator_Loss: -15.1297903061
730
    After 20 iterations
        Discriminator Loss                         = -4.08222532272

    Generator_Loss: -22.974445343
731
    After 20 iterations
        Discriminator Loss                         = -4.02195167542

    Generator_Loss: -20.3977203369
732
    After 20 iterations
        Discriminator Loss                         = -3.74664902687

    Generator_Loss: -17.7774372101
733
    After 20 iterations
        Discriminator Loss                         = -3.76756691933

    Generator_Loss: -17.7655773163
734
    After 20 iterations
        Discriminator Loss                         = -3.95287156105

    Generator_Loss: -21.5850257874
735
    After 20 iterations
        Discriminator Loss                         = -4.03888368607

    Generator_Loss: -18.4923362732
736
    After 20 iterations
        Discriminator Loss                         = -3.90076231956

    Generator_Loss: -9.11135578156
737
    After 20 iterations
        Discriminator Loss                         = -4.01731777191

    Generator_Loss: -15.8636865616
738
    After 20 iterations
        Discriminator Loss                         = -3.63310980797

    Generator_Loss: -8.28784751892
739
    After 20 iterations
        Discriminator Loss                         = -3.86138486862

    Generator_Loss: -17.2573204041
740
    After 20 iterations
        Discriminator Loss                         = -4.00688648224

    Generator_Loss: -2.33459234238
741
    After 20 iterations
        Discriminator Loss                         = -4.45469045639

    Generator_Loss: 1.2860558033
742
    After 20 iterations
        Discriminator Loss                         = -3.9039850235

    Generator_Loss: -16.9679450989
743
    After 20 iterations
        Discriminator Loss                         = -3.80585718155

    Generator_Loss: -9.72767543793
744
    After 20 iterations
        Discriminator Loss                         = -4.00686836243

    Generator_Loss: -18.122467041
745
    After 20 iterations
        Discriminator Loss                         = -3.8509581089

    Generator_Loss: -7.24899196625
746
    After 20 iterations
        Discriminator Loss                         = -3.55667662621

    Generator_Loss: -12.9126977921
747
    After 20 iterations
        Discriminator Loss                         = -3.97655749321

    Generator_Loss: -24.6528949738
748
    After 20 iterations
        Discriminator Loss                         = -4.08239936829

    Generator_Loss: -2.98866581917
749
    After 20 iterations
        Discriminator Loss                         = -4.14959383011

    Generator_Loss: -6.52440977097
750
     Level #0 Epoch #0 Batch #750
    After 20 iterations
        Discriminator Loss                         = -3.62357091904

    Generator_Loss: -10.0095233917
751
    After 20 iterations
        Discriminator Loss                         = -3.79285669327

    Generator_Loss: -5.30848360062
752
    After 20 iterations
        Discriminator Loss                         = -3.64477562904

    Generator_Loss: -16.7972774506
753
    After 20 iterations
        Discriminator Loss                         = -3.8419611454

    Generator_Loss: -19.3555793762
754
    After 20 iterations
        Discriminator Loss                         = -3.75820946693

    Generator_Loss: -10.6809968948
755
    After 20 iterations
        Discriminator Loss                         = -3.83194160461

    Generator_Loss: -15.6940336227
756
    After 20 iterations
        Discriminator Loss                         = -4.1640496254

    Generator_Loss: -26.4410839081
757
    After 20 iterations
        Discriminator Loss                         = -3.58537578583

    Generator_Loss: -7.81757307053
758
    After 20 iterations
        Discriminator Loss                         = -3.29700565338

    Generator_Loss: -6.39218425751
759
    After 20 iterations
        Discriminator Loss                         = -3.69828104973

    Generator_Loss: -17.7154064178
760
    After 20 iterations
        Discriminator Loss                         = -3.68815684319

    Generator_Loss: -14.0361309052
761
    After 20 iterations
        Discriminator Loss                         = -5.17500972748

    Generator_Loss: 8.02469539642
762
    After 20 iterations
        Discriminator Loss                         = -3.64598464966

    Generator_Loss: -15.956782341
763
    After 20 iterations
        Discriminator Loss                         = -4.9988360405

    Generator_Loss: 4.13341426849
764
    After 20 iterations
        Discriminator Loss                         = -3.48059630394

    Generator_Loss: -17.9935264587
765
    After 20 iterations
        Discriminator Loss                         = -3.50685882568

    Generator_Loss: -3.93475079536
766
    After 20 iterations
        Discriminator Loss                         = -3.83029055595

    Generator_Loss: -0.620434463024
767
    After 20 iterations
        Discriminator Loss                         = -5.91972875595

    Generator_Loss: 6.24867105484
768
    After 20 iterations
        Discriminator Loss                         = -3.8271715641

    Generator_Loss: -16.1080551147
769
    After 20 iterations
        Discriminator Loss                         = -3.79151129723

    Generator_Loss: -16.2158622742
770
    After 20 iterations
        Discriminator Loss                         = -3.85513043404

    Generator_Loss: -15.6564321518
771
    After 20 iterations
        Discriminator Loss                         = -4.80419397354

    Generator_Loss: 5.98413515091
772
    After 20 iterations
        Discriminator Loss                         = -3.8507399559

    Generator_Loss: -8.33360290527
773
    After 20 iterations
        Discriminator Loss                         = -5.14520835876

    Generator_Loss: 5.59046840668
774
    After 20 iterations
        Discriminator Loss                         = -3.79712343216

    Generator_Loss: 0.391791701317
775
     Level #0 Epoch #0 Batch #775
    After 20 iterations
        Discriminator Loss                         = -3.60091161728

    Generator_Loss: 3.51651453972
776
    After 20 iterations
        Discriminator Loss                         = -3.29131698608

    Generator_Loss: -11.1069841385
777
    After 20 iterations
        Discriminator Loss                         = -3.80893659592

    Generator_Loss: -16.5843410492
778
    After 20 iterations
        Discriminator Loss                         = -3.89837932587

    Generator_Loss: -27.8553028107
779
    After 20 iterations
        Discriminator Loss                         = -3.63066744804

    Generator_Loss: -19.0470104218
780
    After 20 iterations
        Discriminator Loss                         = -3.80218052864

    Generator_Loss: -23.1760139465
781

    Epoch #1

    After 20 iterations
        Discriminator Loss                         = -4.18444919586

    Generator_Loss: 0.770573616028
2
    After 20 iterations
        Discriminator Loss                         = -4.06743812561

    Generator_Loss: 1.88674461842
3
    After 20 iterations
        Discriminator Loss                         = -3.86674642563

    Generator_Loss: -3.12151885033
4
    After 20 iterations
        Discriminator Loss                         = -3.75811576843

    Generator_Loss: -24.7167320251
5
    After 20 iterations
        Discriminator Loss                         = -3.38076591492

    Generator_Loss: -12.4470853806
6
    After 20 iterations
        Discriminator Loss                         = -4.01606702805

    Generator_Loss: -7.71413660049
7
    After 20 iterations
        Discriminator Loss                         = -3.4746940136

    Generator_Loss: -19.9102344513
8
    After 20 iterations
        Discriminator Loss                         = -3.72532582283

    Generator_Loss: -11.8966522217
9
    After 20 iterations
        Discriminator Loss                         = -4.10463094711

    Generator_Loss: -5.84103965759
10
    After 20 iterations
        Discriminator Loss                         = -3.39172387123

    Generator_Loss: -4.77456521988
11
    After 20 iterations
        Discriminator Loss                         = -3.21362519264

    Generator_Loss: -14.6085634232
12
    After 20 iterations
        Discriminator Loss                         = -3.61279726028

    Generator_Loss: -8.64377689362
13
    After 20 iterations
        Discriminator Loss                         = -3.49798083305

    Generator_Loss: -24.9159107208
14
    After 20 iterations
        Discriminator Loss                         = -5.19660377502

    Generator_Loss: 6.47053623199
15
    After 20 iterations
        Discriminator Loss                         = -3.82515788078

    Generator_Loss: 2.83380699158
16
    After 20 iterations
        Discriminator Loss                         = -4.05870389938

    Generator_Loss: -1.27285194397
17
    After 20 iterations
        Discriminator Loss                         = -3.47921347618

    Generator_Loss: -11.2267103195
18
    After 20 iterations
        Discriminator Loss                         = -3.52043700218

    Generator_Loss: -11.2933931351
19
    After 20 iterations
        Discriminator Loss                         = -3.46338200569

    Generator_Loss: -3.27443695068
20
    After 20 iterations
        Discriminator Loss                         = -3.71247029305

    Generator_Loss: -16.1715602875
21
    After 20 iterations
        Discriminator Loss                         = -3.85000061989

    Generator_Loss: -12.6412277222
22
    After 20 iterations
        Discriminator Loss                         = -4.24512672424

    Generator_Loss: -3.05336117744
23
    After 20 iterations
        Discriminator Loss                         = -3.28406763077

    Generator_Loss: -20.049955368
24
    After 20 iterations
        Discriminator Loss                         = -3.5774512291

    Generator_Loss: -5.34298753738
25
     Level #0 Epoch #1 Batch #25
    After 20 iterations
        Discriminator Loss                         = -3.36907911301

    Generator_Loss: -6.17438077927
26
    After 20 iterations
        Discriminator Loss                         = -4.04101705551

    Generator_Loss: -25.8612613678
27
    After 20 iterations
        Discriminator Loss                         = -3.9658973217

    Generator_Loss: -0.379822164774
28
    After 20 iterations
        Discriminator Loss                         = -4.03042602539

    Generator_Loss: -4.51320171356
29
    After 20 iterations
        Discriminator Loss                         = -3.41182255745

    Generator_Loss: -2.92162132263
30
    After 20 iterations
        Discriminator Loss                         = -3.79177188873

    Generator_Loss: 2.97653317451
31
    After 20 iterations
        Discriminator Loss                         = -3.50145316124

    Generator_Loss: -13.0086488724
32
    After 20 iterations
        Discriminator Loss                         = -3.54561829567

    Generator_Loss: -21.601480484
33
    After 20 iterations
        Discriminator Loss                         = -3.49738240242

    Generator_Loss: -11.2076425552
34
    After 20 iterations
        Discriminator Loss                         = -3.6027443409

    Generator_Loss: -20.83502388
35
    After 20 iterations
        Discriminator Loss                         = -2.95254230499

    Generator_Loss: -7.77270078659
36
    After 20 iterations
        Discriminator Loss                         = -3.52810120583

    Generator_Loss: -13.5273752213
37
    After 20 iterations
        Discriminator Loss                         = -4.20418930054

    Generator_Loss: -1.82744765282
38
    After 20 iterations
        Discriminator Loss                         = -3.446372509

    Generator_Loss: 0.129116609693
39
    After 20 iterations
        Discriminator Loss                         = -3.37668371201

    Generator_Loss: -14.4204893112
40
    After 20 iterations
        Discriminator Loss                         = -3.47058749199

    Generator_Loss: -12.8895921707
41
    After 20 iterations
        Discriminator Loss                         = -3.91649889946

    Generator_Loss: -13.7458581924
42
    After 20 iterations
        Discriminator Loss                         = -4.27649927139

    Generator_Loss: -2.54362273216
43
    After 20 iterations
        Discriminator Loss                         = -4.05126953125

    Generator_Loss: 5.81772089005
44
    After 20 iterations
        Discriminator Loss                         = -3.84214305878

    Generator_Loss: 2.56248474121
45
    After 20 iterations
        Discriminator Loss                         = -3.75407981873

    Generator_Loss: -21.9943599701
46
    After 20 iterations
        Discriminator Loss                         = -4.49708652496

    Generator_Loss: -1.45026946068
47
    After 20 iterations
        Discriminator Loss                         = -3.37985229492

    Generator_Loss: -18.2454528809
48
    After 20 iterations
        Discriminator Loss                         = -3.3657374382

    Generator_Loss: -24.5290565491
49
    After 20 iterations
        Discriminator Loss                         = -3.47659730911

    Generator_Loss: -0.633484005928
50
     Level #0 Epoch #1 Batch #50
    After 20 iterations
        Discriminator Loss                         = -3.14184165001

    Generator_Loss: -11.4971046448
51
    After 20 iterations
        Discriminator Loss                         = -3.32891845703

    Generator_Loss: -10.8731431961
52
    After 20 iterations
        Discriminator Loss                         = -4.23693943024

    Generator_Loss: 4.14343070984
53
    After 20 iterations
        Discriminator Loss                         = -3.14549183846

    Generator_Loss: -3.52034425735
54
    After 20 iterations
        Discriminator Loss                         = -4.18858242035

    Generator_Loss: -2.34311366081
55
    After 20 iterations
        Discriminator Loss                         = -3.2584207058

    Generator_Loss: -8.12405967712
56
    After 20 iterations
        Discriminator Loss                         = -3.53889465332

    Generator_Loss: -22.6153869629
57
    After 20 iterations
        Discriminator Loss                         = -3.26878118515

    Generator_Loss: -11.2382259369
58
    After 20 iterations
        Discriminator Loss                         = -3.98877239227

    Generator_Loss: 2.63688135147
59
    After 20 iterations
        Discriminator Loss                         = -4.28895950317

    Generator_Loss: 1.99532806873
60
    After 20 iterations
        Discriminator Loss                         = -3.39126348495

    Generator_Loss: 2.68007969856
61
    After 20 iterations
        Discriminator Loss                         = -3.81592226028

    Generator_Loss: -7.353307724
62
    After 20 iterations
        Discriminator Loss                         = -3.34407019615

    Generator_Loss: -3.43491482735
63
    After 20 iterations
        Discriminator Loss                         = -3.41375803947

    Generator_Loss: -21.533662796
64
    After 20 iterations
        Discriminator Loss                         = -3.39906549454

    Generator_Loss: -15.7777452469
65
    After 20 iterations
        Discriminator Loss                         = -3.5328066349

    Generator_Loss: -3.7084107399
66
    After 20 iterations
        Discriminator Loss                         = -3.40372514725

    Generator_Loss: -7.23980379105
67
    After 20 iterations
        Discriminator Loss                         = -3.27061128616

    Generator_Loss: -23.4884204865
68
    After 20 iterations
        Discriminator Loss                         = -3.32219743729

    Generator_Loss: -8.208943367
69
    After 20 iterations
        Discriminator Loss                         = -4.33592128754

    Generator_Loss: -3.36555099487
70
    After 20 iterations
        Discriminator Loss                         = -3.65676832199

    Generator_Loss: -24.8793849945
71
    After 20 iterations
        Discriminator Loss                         = -3.25964927673

    Generator_Loss: -18.4437618256
72
    After 20 iterations
        Discriminator Loss                         = -3.07930111885

    Generator_Loss: 1.50842738152
73
    After 20 iterations
        Discriminator Loss                         = -3.22181296349

    Generator_Loss: -9.82111930847
74
    After 20 iterations
        Discriminator Loss                         = -3.21161079407

    Generator_Loss: -11.7501811981
75
     Level #0 Epoch #1 Batch #75
    After 20 iterations
        Discriminator Loss                         = -3.53860473633

    Generator_Loss: -30.0825977325
76
    After 20 iterations
        Discriminator Loss                         = -3.53203082085

    Generator_Loss: -28.9132328033
77
    After 20 iterations
        Discriminator Loss                         = -3.58118224144

    Generator_Loss: -3.27246379852
78
    After 20 iterations
        Discriminator Loss                         = -3.87549448013

    Generator_Loss: 0.0851592198014
79
    After 20 iterations
        Discriminator Loss                         = -3.55085587502

    Generator_Loss: 4.77928495407
80
    After 20 iterations
        Discriminator Loss                         = -3.16777586937

    Generator_Loss: -13.5789775848
81
    After 20 iterations
        Discriminator Loss                         = -3.39492726326

    Generator_Loss: -23.3183135986
82
    After 20 iterations
        Discriminator Loss                         = -3.37111330032

    Generator_Loss: -14.6856946945
83
    After 20 iterations
        Discriminator Loss                         = -3.55506849289

    Generator_Loss: 2.47449564934
84
    After 20 iterations
        Discriminator Loss                         = -3.30580377579

    Generator_Loss: -17.5327072144
85
    After 20 iterations
        Discriminator Loss                         = -3.19437241554

    Generator_Loss: -10.4325780869
86
    After 20 iterations
        Discriminator Loss                         = -3.5221414566

    Generator_Loss: 0.604148924351
87
    After 20 iterations
        Discriminator Loss                         = -3.11008405685

    Generator_Loss: -1.05488669872
88
    After 20 iterations
        Discriminator Loss                         = -3.43574047089

    Generator_Loss: -16.9412059784
89
    After 20 iterations
        Discriminator Loss                         = -3.8805232048

    Generator_Loss: -9.28296375275
90
    After 20 iterations
        Discriminator Loss                         = -3.69017362595

    Generator_Loss: -0.773168087006
91
    After 20 iterations
        Discriminator Loss                         = -3.08288955688

    Generator_Loss: -14.507232666
92
    After 20 iterations
        Discriminator Loss                         = -3.63266134262

    Generator_Loss: -26.972984314
93
    After 20 iterations
        Discriminator Loss                         = -3.05915546417

    Generator_Loss: -22.0069694519
94
    After 20 iterations
        Discriminator Loss                         = -3.39395570755

    Generator_Loss: -25.0411319733
95
    After 20 iterations
        Discriminator Loss                         = -3.76228404045

    Generator_Loss: 6.05223178864
96
    After 20 iterations
        Discriminator Loss                         = -3.11594128609

    Generator_Loss: -9.30524635315
97
    After 20 iterations
        Discriminator Loss                         = -3.2412519455

    Generator_Loss: 1.36086702347
98
    After 20 iterations
        Discriminator Loss                         = -3.38231158257

    Generator_Loss: -5.57236337662
99
    After 20 iterations
        Discriminator Loss                         = -4.50519037247

    Generator_Loss: 7.3234500885
100
     Level #0 Epoch #1 Batch #100
    After 20 iterations
        Discriminator Loss                         = -3.52152609825

    Generator_Loss: 5.96936130524
101
    After 20 iterations
        Discriminator Loss                         = -4.50623559952

    Generator_Loss: 4.70417785645
102
    After 20 iterations
        Discriminator Loss                         = -3.24777293205

    Generator_Loss: -23.2168064117
103
    After 20 iterations
        Discriminator Loss                         = -3.29236340523

    Generator_Loss: -19.7805557251
104
    After 20 iterations
        Discriminator Loss                         = -3.17127418518

    Generator_Loss: -13.3343029022
105
    After 20 iterations
        Discriminator Loss                         = -2.93751263618

    Generator_Loss: -6.61801767349
106
    After 20 iterations
        Discriminator Loss                         = -3.77200722694

    Generator_Loss: -0.0979067981243
107
    After 20 iterations
        Discriminator Loss                         = -4.47294616699

    Generator_Loss: 9.77868556976
108
    After 20 iterations
        Discriminator Loss                         = -3.18845462799

    Generator_Loss: 1.56639444828
109
    After 20 iterations
        Discriminator Loss                         = -3.94763994217

    Generator_Loss: -2.39360570908
110
    After 20 iterations
        Discriminator Loss                         = -3.61278247833

    Generator_Loss: -25.2577476501
111
    After 20 iterations
        Discriminator Loss                         = -3.1927716732

    Generator_Loss: -13.0137147903
112
    After 20 iterations
        Discriminator Loss                         = -2.87922000885

    Generator_Loss: -8.13939094543
113
    After 20 iterations
        Discriminator Loss                         = -4.52816295624

    Generator_Loss: -1.17033457756
114
    After 20 iterations
        Discriminator Loss                         = -3.05896806717

    Generator_Loss: -24.7184391022
115
    After 20 iterations
        Discriminator Loss                         = -3.04780483246

    Generator_Loss: -6.91223144531
116
    After 20 iterations
        Discriminator Loss                         = -3.51864051819

    Generator_Loss: -28.0460529327
117
    After 20 iterations
        Discriminator Loss                         = -3.36949110031

    Generator_Loss: -14.7481660843
118
    After 20 iterations
        Discriminator Loss                         = -2.86439585686

    Generator_Loss: -4.24266958237
119
    After 20 iterations
        Discriminator Loss                         = -3.09857153893

    Generator_Loss: -15.4353904724
120
    After 20 iterations
        Discriminator Loss                         = -4.33358716965

    Generator_Loss: 2.74439263344
121
    After 20 iterations
        Discriminator Loss                         = -3.07220292091

    Generator_Loss: 1.73675215244
122
    After 20 iterations
        Discriminator Loss                         = -3.33131098747

    Generator_Loss: 1.90482974052
123
    After 20 iterations
        Discriminator Loss                         = -3.24644708633

    Generator_Loss: -23.3239822388
124
    After 20 iterations
        Discriminator Loss                         = -3.65982794762

    Generator_Loss: -3.17386364937
125
     Level #0 Epoch #1 Batch #125
    After 20 iterations
        Discriminator Loss                         = -4.30701732635

    Generator_Loss: 5.63301897049
126
    After 20 iterations
        Discriminator Loss                         = -3.06746864319

    Generator_Loss: -7.03795814514
127
    After 20 iterations
        Discriminator Loss                         = -3.00163912773

    Generator_Loss: -22.0105991364
128
    After 20 iterations
        Discriminator Loss                         = -2.99572706223

    Generator_Loss: -8.56989383698
129
    After 20 iterations
        Discriminator Loss                         = -3.08877062798

    Generator_Loss: -19.0891284943
130
    After 20 iterations
        Discriminator Loss                         = -3.38311362267

    Generator_Loss: -31.0521755219
131
    After 20 iterations
        Discriminator Loss                         = -3.05571246147

    Generator_Loss: -26.5323085785
132
    After 20 iterations
        Discriminator Loss                         = -3.88995790482

    Generator_Loss: 5.08604955673
133
    After 20 iterations
        Discriminator Loss                         = -3.11333155632

    Generator_Loss: 0.271259605885
134
    After 20 iterations
        Discriminator Loss                         = -3.13491940498

    Generator_Loss: -10.4401578903
135
    After 20 iterations
        Discriminator Loss                         = -3.11185240746

    Generator_Loss: 2.10174655914
136
    After 20 iterations
        Discriminator Loss                         = -3.84787297249

    Generator_Loss: -7.47732496262
137
    After 20 iterations
        Discriminator Loss                         = -3.19785881042

    Generator_Loss: -17.4545764923
138
    After 20 iterations
        Discriminator Loss                         = -3.68726444244

    Generator_Loss: -8.12081336975
139
    After 20 iterations
        Discriminator Loss                         = -3.01264643669

    Generator_Loss: 0.333733737469
140
    After 20 iterations
        Discriminator Loss                         = -2.98376441002

    Generator_Loss: -0.95376765728
141
    After 20 iterations
        Discriminator Loss                         = -3.26817631721

    Generator_Loss: -24.4749755859
142
    After 20 iterations
        Discriminator Loss                         = -2.71209836006

    Generator_Loss: -7.0299782753
143
    After 20 iterations
        Discriminator Loss                         = -4.12159395218

    Generator_Loss: -8.04252433777
144
    After 20 iterations
        Discriminator Loss                         = -3.72166323662

    Generator_Loss: 7.51016378403
145
    After 20 iterations
        Discriminator Loss                         = -3.22608065605

    Generator_Loss: -12.7921915054
146
    After 20 iterations
        Discriminator Loss                         = -3.00719976425

    Generator_Loss: -10.9297895432
147
    After 20 iterations
        Discriminator Loss                         = -3.01209878922

    Generator_Loss: -13.9719619751
148
    After 20 iterations
        Discriminator Loss                         = -3.12555003166

    Generator_Loss: -24.508441925
149
    After 20 iterations
        Discriminator Loss                         = -2.82643318176

    Generator_Loss: -17.5232791901
150
     Level #0 Epoch #1 Batch #150
    After 20 iterations
        Discriminator Loss                         = -3.94875407219

    Generator_Loss: 1.08100628853
151
    After 20 iterations
        Discriminator Loss                         = -3.07285857201

    Generator_Loss: -16.9620552063
152
    After 20 iterations
        Discriminator Loss                         = -3.15001630783

    Generator_Loss: -11.1491689682
153
    After 20 iterations
        Discriminator Loss                         = -2.98151564598

    Generator_Loss: -3.35637974739
154
    After 20 iterations
        Discriminator Loss                         = -4.12602901459

    Generator_Loss: 4.5236287117
155
    After 20 iterations
        Discriminator Loss                         = -3.56870436668

    Generator_Loss: -3.37465500832
156
    After 20 iterations
        Discriminator Loss                         = -2.93385410309

    Generator_Loss: -4.32167863846
157
    After 20 iterations
        Discriminator Loss                         = -3.95304179192

    Generator_Loss: 7.0728597641
158
    After 20 iterations
        Discriminator Loss                         = -3.57600259781

    Generator_Loss: -1.99957716465
159
    After 20 iterations
        Discriminator Loss                         = -3.09741592407

    Generator_Loss: -6.68937969208
160
    After 20 iterations
        Discriminator Loss                         = -2.81096577644

    Generator_Loss: -27.755903244
161
    After 20 iterations
        Discriminator Loss                         = -3.02125787735

    Generator_Loss: -22.5441246033
162
    After 20 iterations
        Discriminator Loss                         = -3.26217603683

    Generator_Loss: -21.9230709076
163
    After 20 iterations
        Discriminator Loss                         = -2.86953186989

    Generator_Loss: -17.0091438293
164
    After 20 iterations
        Discriminator Loss                         = -2.85650634766

    Generator_Loss: -5.64591789246
165
    After 20 iterations
        Discriminator Loss                         = -2.87297034264

    Generator_Loss: 4.49020385742
166
    After 20 iterations
        Discriminator Loss                         = -3.7117536068

    Generator_Loss: -12.1361856461
167
    After 20 iterations
        Discriminator Loss                         = -2.99786162376

    Generator_Loss: -23.0447788239
168
    After 20 iterations
        Discriminator Loss                         = -3.02169466019

    Generator_Loss: -18.8439331055
169
    After 20 iterations
        Discriminator Loss                         = -2.78149819374

    Generator_Loss: -18.232585907
170
    After 20 iterations
        Discriminator Loss                         = -2.82613968849

    Generator_Loss: -10.6792879105
171
    After 20 iterations
        Discriminator Loss                         = -3.2457113266

    Generator_Loss: -24.2956085205
172
    After 20 iterations
        Discriminator Loss                         = -3.5088634491

    Generator_Loss: 1.95322811604
173
    After 20 iterations
        Discriminator Loss                         = -2.87528944016

    Generator_Loss: 1.68225741386
174
    After 20 iterations
        Discriminator Loss                         = -3.2731525898

    Generator_Loss: -19.3268299103
175
     Level #0 Epoch #1 Batch #175
    After 20 iterations
        Discriminator Loss                         = -3.92047309875

    Generator_Loss: -0.375544607639
176
    After 20 iterations
        Discriminator Loss                         = -2.71964693069

    Generator_Loss: -6.6238360405
177
    After 20 iterations
        Discriminator Loss                         = -2.77472352982

    Generator_Loss: 2.94757723808
178
    After 20 iterations
        Discriminator Loss                         = -3.14640450478

    Generator_Loss: -0.664312839508
179
    After 20 iterations
        Discriminator Loss                         = -3.03338336945

    Generator_Loss: -26.0535736084
180
    After 20 iterations
        Discriminator Loss                         = -2.75016665459

    Generator_Loss: -26.4747905731
181
    After 20 iterations
        Discriminator Loss                         = -2.85692095757

    Generator_Loss: -17.4031009674
182
    After 20 iterations
        Discriminator Loss                         = -3.16702079773

    Generator_Loss: 8.82517337799
183
    After 20 iterations
        Discriminator Loss                         = -2.55878090858

    Generator_Loss: -9.09144020081
184
    After 20 iterations
        Discriminator Loss                         = -2.82963514328

    Generator_Loss: -25.5046520233
185
    After 20 iterations
        Discriminator Loss                         = -2.781883955

    Generator_Loss: -3.50776982307
186
    After 20 iterations
        Discriminator Loss                         = -2.8458738327

    Generator_Loss: 7.82738828659
187
    After 20 iterations
        Discriminator Loss                         = -3.79447460175

    Generator_Loss: 10.2563552856
188
    After 20 iterations
        Discriminator Loss                         = -2.83060312271

    Generator_Loss: 1.19646596909
189
    After 20 iterations
        Discriminator Loss                         = -3.42728900909

    Generator_Loss: -29.6984329224
190
    After 20 iterations
        Discriminator Loss                         = -2.94876194

    Generator_Loss: -3.94636750221
191
    After 20 iterations
        Discriminator Loss                         = -3.16346716881

    Generator_Loss: -6.87117338181
192
    After 20 iterations
        Discriminator Loss                         = -3.70437860489

    Generator_Loss: -15.7429227829
193
    After 20 iterations
        Discriminator Loss                         = -2.87514257431

    Generator_Loss: -13.8168773651
194
    After 20 iterations
        Discriminator Loss                         = -2.64399957657

    Generator_Loss: -17.7775478363
195
    After 20 iterations
        Discriminator Loss                         = -3.48768830299

    Generator_Loss: 10.5827360153
196
    After 20 iterations
        Discriminator Loss                         = -2.9462723732

    Generator_Loss: -24.5865001678
197
    After 20 iterations
        Discriminator Loss                         = -4.22072267532

    Generator_Loss: 1.74121963978
198
    After 20 iterations
        Discriminator Loss                         = -3.01159882545

    Generator_Loss: -12.8396997452
199
    After 20 iterations
        Discriminator Loss                         = -3.04731655121

    Generator_Loss: -2.91954994202
200
     Level #0 Epoch #1 Batch #200
    After 20 iterations
        Discriminator Loss                         = -3.49009585381

    Generator_Loss: 6.53321886063
201
    After 20 iterations
        Discriminator Loss                         = -2.77019476891

    Generator_Loss: -18.6575508118
202
    After 20 iterations
        Discriminator Loss                         = -3.02774167061

    Generator_Loss: 5.81040239334
203
    After 20 iterations
        Discriminator Loss                         = -2.49485874176

    Generator_Loss: -13.0387439728
204
    After 20 iterations
        Discriminator Loss                         = -2.73511624336

    Generator_Loss: -19.6961135864
205
    After 20 iterations
        Discriminator Loss                         = -2.85507321358

    Generator_Loss: -13.2011165619
206
    After 20 iterations
        Discriminator Loss                         = -3.19453024864

    Generator_Loss: 4.2304649353
207
    After 20 iterations
        Discriminator Loss                         = -2.51735663414

    Generator_Loss: -8.62048053741
208
    After 20 iterations
        Discriminator Loss                         = -2.56619000435

    Generator_Loss: -16.8241825104
209
    After 20 iterations
        Discriminator Loss                         = -3.19695878029

    Generator_Loss: 3.38462734222
210
    After 20 iterations
        Discriminator Loss                         = -3.4175965786

    Generator_Loss: -29.1496448517
211
    After 20 iterations
        Discriminator Loss                         = -2.89071774483

    Generator_Loss: -12.0869722366
212
    After 20 iterations
        Discriminator Loss                         = -3.49898672104

    Generator_Loss: 12.2303113937
213
    After 20 iterations
        Discriminator Loss                         = -4.41522121429

    Generator_Loss: -12.4920434952
214
    After 20 iterations
        Discriminator Loss                         = -2.67757821083

    Generator_Loss: -6.56301879883
215
    After 20 iterations
        Discriminator Loss                         = -2.78948307037

    Generator_Loss: -18.7008724213
216
    After 20 iterations
        Discriminator Loss                         = -4.14374923706

    Generator_Loss: -3.38676571846
217
    After 20 iterations
        Discriminator Loss                         = -2.40666079521

    Generator_Loss: -9.66263484955
218
    After 20 iterations
        Discriminator Loss                         = -3.0761179924

    Generator_Loss: -24.7629356384
219
    After 20 iterations
        Discriminator Loss                         = -3.07428526878

    Generator_Loss: 2.26031804085
220
    After 20 iterations
        Discriminator Loss                         = -3.31442499161

    Generator_Loss: -29.2423782349
221
    After 20 iterations
        Discriminator Loss                         = -2.42321181297

    Generator_Loss: -17.9372730255
222
    After 20 iterations
        Discriminator Loss                         = -4.21834039688

    Generator_Loss: 9.06140518188
223
    After 20 iterations
        Discriminator Loss                         = -2.74745178223

    Generator_Loss: -18.3163013458
224
    After 20 iterations
        Discriminator Loss                         = -2.83939623833

    Generator_Loss: -14.7940406799
225
     Level #0 Epoch #1 Batch #225
    After 20 iterations
        Discriminator Loss                         = -3.68311810493

    Generator_Loss: 10.9109582901
226
    After 20 iterations
        Discriminator Loss                         = -2.38586974144

    Generator_Loss: -3.71782016754
227
    After 20 iterations
        Discriminator Loss                         = -2.58246064186

    Generator_Loss: -6.90393924713
228
    After 20 iterations
        Discriminator Loss                         = -2.50505971909

    Generator_Loss: -16.602684021
229
    After 20 iterations
        Discriminator Loss                         = -3.37719345093

    Generator_Loss: -10.9312000275
230
    After 20 iterations
        Discriminator Loss                         = -2.75995016098

    Generator_Loss: -0.0774967223406
231
    After 20 iterations
        Discriminator Loss                         = -2.74992990494

    Generator_Loss: -24.0973110199
232
    After 20 iterations
        Discriminator Loss                         = -2.54866671562

    Generator_Loss: -4.51924705505
233
    After 20 iterations
        Discriminator Loss                         = -3.3412027359

    Generator_Loss: -2.07061886787
234
    After 20 iterations
        Discriminator Loss                         = -2.51997160912

    Generator_Loss: -4.30067396164
235
    After 20 iterations
        Discriminator Loss                         = -3.05408191681

    Generator_Loss: 3.41066455841
236
    After 20 iterations
        Discriminator Loss                         = -2.76086378098

    Generator_Loss: -24.3061447144
237
    After 20 iterations
        Discriminator Loss                         = -2.743288517

    Generator_Loss: -7.8239569664
238
    After 20 iterations
        Discriminator Loss                         = -2.95345234871

    Generator_Loss: -2.97783064842
239
    After 20 iterations
        Discriminator Loss                         = -2.98474264145

    Generator_Loss: -1.73792624474
240
    After 20 iterations
        Discriminator Loss                         = -2.88235497475

    Generator_Loss: -20.9331474304
241
    After 20 iterations
        Discriminator Loss                         = -2.83621716499

    Generator_Loss: 3.09653925896
242
    After 20 iterations
        Discriminator Loss                         = -2.52316331863

    Generator_Loss: -12.4949045181
243
    After 20 iterations
        Discriminator Loss                         = -2.56796169281

    Generator_Loss: -24.8385353088
244
    After 20 iterations
        Discriminator Loss                         = -2.46130228043

    Generator_Loss: -4.86264944077
245
    After 20 iterations
        Discriminator Loss                         = -3.41872835159

    Generator_Loss: 0.728496789932
246
    After 20 iterations
        Discriminator Loss                         = -2.46669745445

    Generator_Loss: -21.9505348206
247
    After 20 iterations
        Discriminator Loss                         = -2.63514685631

    Generator_Loss: -6.78522253036
248
    After 20 iterations
        Discriminator Loss                         = -2.70911121368

    Generator_Loss: -7.49963378906
249
    After 20 iterations
        Discriminator Loss                         = -3.77624106407

    Generator_Loss: -8.45734882355
250
     Level #0 Epoch #1 Batch #250
    After 20 iterations
        Discriminator Loss                         = -2.68371796608

    Generator_Loss: 2.0185713768
251
    After 20 iterations
        Discriminator Loss                         = -3.20854234695

    Generator_Loss: 0.74295681715
252
    After 20 iterations
        Discriminator Loss                         = -4.33647871017

    Generator_Loss: 12.1174898148
253
    After 20 iterations
        Discriminator Loss                         = -3.09418201447

    Generator_Loss: 7.03080844879
254
    After 20 iterations
        Discriminator Loss                         = -2.80710744858

    Generator_Loss: -5.4594039917
255
    After 20 iterations
        Discriminator Loss                         = -2.89161729813

    Generator_Loss: 2.37197303772
256
    After 20 iterations
        Discriminator Loss                         = -2.81280112267

    Generator_Loss: -21.9275417328
257
    After 20 iterations
        Discriminator Loss                         = -2.43316507339

    Generator_Loss: -17.2924747467
258
    After 20 iterations
        Discriminator Loss                         = -2.4720890522

    Generator_Loss: -29.4565391541
259
    After 20 iterations
        Discriminator Loss                         = -2.83517980576

    Generator_Loss: -19.3871135712
260
    After 20 iterations
        Discriminator Loss                         = -3.02911162376

    Generator_Loss: -20.5750198364
261
    After 20 iterations
        Discriminator Loss                         = -2.72321939468

    Generator_Loss: -12.0722618103
262
    After 20 iterations
        Discriminator Loss                         = -2.73852062225

    Generator_Loss: -15.8777389526
263
    After 20 iterations
        Discriminator Loss                         = -2.38425588608

    Generator_Loss: -5.13583230972
264
    After 20 iterations
        Discriminator Loss                         = -3.12729406357

    Generator_Loss: 4.7613940239
265
    After 20 iterations
        Discriminator Loss                         = -2.90437698364

    Generator_Loss: -4.51076030731
266
    After 20 iterations
        Discriminator Loss                         = -3.17982530594

    Generator_Loss: 3.36090278625
267
    After 20 iterations
        Discriminator Loss                         = -2.61676383018

    Generator_Loss: 0.193049311638
268
    After 20 iterations
        Discriminator Loss                         = -4.28661966324

    Generator_Loss: 12.6008472443
269
    After 20 iterations
        Discriminator Loss                         = -2.68755841255

    Generator_Loss: -11.165728569
270
    After 20 iterations
        Discriminator Loss                         = -3.72614336014

    Generator_Loss: -7.30738925934
271
    After 20 iterations
        Discriminator Loss                         = -2.70697712898

    Generator_Loss: -0.200316384435
272
    After 20 iterations
        Discriminator Loss                         = -2.32142281532

    Generator_Loss: -16.704574585
273
    After 20 iterations
        Discriminator Loss                         = -2.84011626244

    Generator_Loss: -5.29117012024
274
    After 20 iterations
        Discriminator Loss                         = -2.47730898857

    Generator_Loss: -0.698375046253
275
     Level #0 Epoch #1 Batch #275
    After 20 iterations
        Discriminator Loss                         = -2.3048388958

    Generator_Loss: -6.24894237518
276
    After 20 iterations
        Discriminator Loss                         = -3.09156703949

    Generator_Loss: -3.23926901817
277
    After 20 iterations
        Discriminator Loss                         = -2.81180119514

    Generator_Loss: -19.9614830017
278
    After 20 iterations
        Discriminator Loss                         = -2.56635951996

    Generator_Loss: -3.06758069992
279
    After 20 iterations
        Discriminator Loss                         = -2.54895496368

    Generator_Loss: -6.00985765457
280
    After 20 iterations
        Discriminator Loss                         = -2.67187714577

    Generator_Loss: -14.7922849655
281
    After 20 iterations
        Discriminator Loss                         = -2.34947705269

    Generator_Loss: -11.3463096619
282
    After 20 iterations
        Discriminator Loss                         = -2.91599345207

    Generator_Loss: -17.0492191315
283
    After 20 iterations
        Discriminator Loss                         = -2.83212471008

    Generator_Loss: -11.009768486
284
    After 20 iterations
        Discriminator Loss                         = -2.59813570976

    Generator_Loss: -0.499531000853
285
    After 20 iterations
        Discriminator Loss                         = -2.46321868896

    Generator_Loss: 3.20897459984
286
    After 20 iterations
        Discriminator Loss                         = -3.24083352089

    Generator_Loss: -26.3593559265
287
    After 20 iterations
        Discriminator Loss                         = -2.59267926216

    Generator_Loss: -6.98953723907
288
    After 20 iterations
        Discriminator Loss                         = -2.41688370705

    Generator_Loss: -14.7618684769
289
    After 20 iterations
        Discriminator Loss                         = -2.69821834564

    Generator_Loss: -5.57966661453
290
    After 20 iterations
        Discriminator Loss                         = -2.88305187225

    Generator_Loss: -15.1244974136
291
    After 20 iterations
        Discriminator Loss                         = -2.86297750473

    Generator_Loss: -5.96729946136
292
    After 20 iterations
        Discriminator Loss                         = -2.5356464386

    Generator_Loss: -1.41818761826
293
    After 20 iterations
        Discriminator Loss                         = -2.98488712311

    Generator_Loss: 2.23464822769
294
    After 20 iterations
        Discriminator Loss                         = -3.15705657005

    Generator_Loss: -27.7629871368
295
    After 20 iterations
        Discriminator Loss                         = -3.69510173798

    Generator_Loss: -11.113401413
296
    After 20 iterations
        Discriminator Loss                         = -3.24794435501

    Generator_Loss: 9.00740909576
297
    After 20 iterations
        Discriminator Loss                         = -2.57931923866

    Generator_Loss: -20.5793781281
298
    After 20 iterations
        Discriminator Loss                         = -2.47602367401

    Generator_Loss: -12.6718215942
299
    After 20 iterations
        Discriminator Loss                         = -2.80137968063

    Generator_Loss: -15.2571249008
300
     Level #0 Epoch #1 Batch #300
    After 20 iterations
        Discriminator Loss                         = -2.57582378387

    Generator_Loss: 5.44079828262
301
    After 20 iterations
        Discriminator Loss                         = -3.36845636368

    Generator_Loss: 7.21047258377
302
    After 20 iterations
        Discriminator Loss                         = -2.64990282059

    Generator_Loss: -2.83214092255
303
    After 20 iterations
        Discriminator Loss                         = -2.57656002045

    Generator_Loss: -17.6864242554
304
    After 20 iterations
        Discriminator Loss                         = -2.43032765388

    Generator_Loss: -14.5694179535
305
    After 20 iterations
        Discriminator Loss                         = -2.62325596809

    Generator_Loss: 8.24461078644
306
    After 20 iterations
        Discriminator Loss                         = -3.00102996826

    Generator_Loss: -27.8182487488
307
    After 20 iterations
        Discriminator Loss                         = -2.53395938873

    Generator_Loss: -9.6270532608
308
    After 20 iterations
        Discriminator Loss                         = -2.68531489372

    Generator_Loss: -13.417640686
309
    After 20 iterations
        Discriminator Loss                         = -2.81266880035

    Generator_Loss: 12.3739528656
310
    After 20 iterations
        Discriminator Loss                         = -3.22926640511

    Generator_Loss: 10.2423362732
311
    After 20 iterations
        Discriminator Loss                         = -2.92213392258

    Generator_Loss: 1.826790452
312
    After 20 iterations
        Discriminator Loss                         = -3.22995495796

    Generator_Loss: 12.5716629028
313
    After 20 iterations
        Discriminator Loss                         = -2.39660716057

    Generator_Loss: -6.63001728058
314
    After 20 iterations
        Discriminator Loss                         = -2.90408420563

    Generator_Loss: -6.6612238884
315
    After 20 iterations
        Discriminator Loss                         = -2.19584178925

    Generator_Loss: -14.8809528351
316
    After 20 iterations
        Discriminator Loss                         = -2.45089745522

    Generator_Loss: -2.82150578499
317
    After 20 iterations
        Discriminator Loss                         = -2.42165637016

    Generator_Loss: -6.65606355667
318
    After 20 iterations
        Discriminator Loss                         = -2.34749937057

    Generator_Loss: -16.5654296875
319
    After 20 iterations
        Discriminator Loss                         = -2.75836753845

    Generator_Loss: 2.31628441811
320
    After 20 iterations
        Discriminator Loss                         = -3.58813428879

    Generator_Loss: 13.9814529419
321
    After 20 iterations
        Discriminator Loss                         = -3.75880503654

    Generator_Loss: 9.36132049561
322
    After 20 iterations
        Discriminator Loss                         = -2.23236989975

    Generator_Loss: 5.43868160248
323
    After 20 iterations
        Discriminator Loss                         = -3.37539076805

    Generator_Loss: -32.7669334412
324
    After 20 iterations
        Discriminator Loss                         = -2.42364645004

    Generator_Loss: -8.46876716614
325
     Level #0 Epoch #1 Batch #325
    After 20 iterations
        Discriminator Loss                         = -3.37133049965

    Generator_Loss: 10.8288135529
326
    After 20 iterations
        Discriminator Loss                         = -2.8219602108

    Generator_Loss: 9.60291671753
327
    After 20 iterations
        Discriminator Loss                         = -2.36811876297

    Generator_Loss: 0.728274822235
328
    After 20 iterations
        Discriminator Loss                         = -2.72868609428

    Generator_Loss: -19.0578632355
329
    After 20 iterations
        Discriminator Loss                         = -2.19480109215

    Generator_Loss: 0.266507655382
330
    After 20 iterations
        Discriminator Loss                         = -2.17360782623

    Generator_Loss: -17.2727146149
331
    After 20 iterations
        Discriminator Loss                         = -2.58727955818

    Generator_Loss: -23.4803504944
332
    After 20 iterations
        Discriminator Loss                         = -2.56715345383

    Generator_Loss: -16.6126213074
333
    After 20 iterations
        Discriminator Loss                         = -2.48355150223

    Generator_Loss: -14.3478307724
334
    After 20 iterations
        Discriminator Loss                         = -2.46010947227

    Generator_Loss: -22.7084541321
335
    After 20 iterations
        Discriminator Loss                         = -2.95598602295

    Generator_Loss: 14.5305633545
336
    After 20 iterations
        Discriminator Loss                         = -2.88244771957

    Generator_Loss: 10.3205852509
337
    After 20 iterations
        Discriminator Loss                         = -2.5962843895

    Generator_Loss: -10.3942785263
338
    After 20 iterations
        Discriminator Loss                         = -2.39724755287

    Generator_Loss: -1.03169035912
339
    After 20 iterations
        Discriminator Loss                         = -2.90438938141

    Generator_Loss: -22.4562759399
340
    After 20 iterations
        Discriminator Loss                         = -2.88396120071

    Generator_Loss: -28.3665275574
341
    After 20 iterations
        Discriminator Loss                         = -2.48265981674

    Generator_Loss: -28.3132019043
342
    After 20 iterations
        Discriminator Loss                         = -2.55679917336

    Generator_Loss: -3.93263220787
343
    After 20 iterations
        Discriminator Loss                         = -2.28616762161

    Generator_Loss: -20.4926166534
344
    After 20 iterations
        Discriminator Loss                         = -2.55169916153

    Generator_Loss: -5.17589187622
345
    After 20 iterations
        Discriminator Loss                         = -2.66583371162

    Generator_Loss: 4.65992927551
346
    After 20 iterations
        Discriminator Loss                         = -2.28339290619

    Generator_Loss: 6.11204051971
347
    After 20 iterations
        Discriminator Loss                         = -2.75482869148

    Generator_Loss: 4.24916601181
348
    After 20 iterations
        Discriminator Loss                         = -2.10555434227

    Generator_Loss: 1.28822469711
349
    After 20 iterations
        Discriminator Loss                         = -2.55540204048

    Generator_Loss: 4.74992465973
350
     Level #0 Epoch #1 Batch #350
    After 20 iterations
        Discriminator Loss                         = -2.24798989296

    Generator_Loss: -17.2929973602
351
    After 20 iterations
        Discriminator Loss                         = -2.65315032005

    Generator_Loss: -8.66595840454
352
    After 20 iterations
        Discriminator Loss                         = -2.20514130592

    Generator_Loss: 2.60084152222
353
    After 20 iterations
        Discriminator Loss                         = -3.22444701195

    Generator_Loss: -4.38713932037
354
    After 20 iterations
        Discriminator Loss                         = -2.67806601524

    Generator_Loss: -16.5786705017
355
    After 20 iterations
        Discriminator Loss                         = -2.84859824181

    Generator_Loss: 6.6699385643
356
    After 20 iterations
        Discriminator Loss                         = -3.06909918785

    Generator_Loss: -16.0935897827
357
    After 20 iterations
        Discriminator Loss                         = -3.36026597023

    Generator_Loss: 17.5910816193
358
    After 20 iterations
        Discriminator Loss                         = -2.69774508476

    Generator_Loss: -3.32496786118
359
    After 20 iterations
        Discriminator Loss                         = -2.49256491661

    Generator_Loss: -2.78453087807
360
    After 20 iterations
        Discriminator Loss                         = -2.32245993614

    Generator_Loss: -12.3019447327
361
    After 20 iterations
        Discriminator Loss                         = -2.21317005157

    Generator_Loss: -12.7284507751
362
    After 20 iterations
        Discriminator Loss                         = -2.76017212868

    Generator_Loss: 8.8358259201
363
    After 20 iterations
        Discriminator Loss                         = -2.66867089272

    Generator_Loss: -28.9674377441
364
    After 20 iterations
        Discriminator Loss                         = -2.30483913422

    Generator_Loss: -10.701128006
365
    After 20 iterations
        Discriminator Loss                         = -2.57463717461

    Generator_Loss: 9.51769924164
366
    After 20 iterations
        Discriminator Loss                         = -2.5660610199

    Generator_Loss: 7.13770198822
367
    After 20 iterations
        Discriminator Loss                         = -2.59376478195

    Generator_Loss: -1.10822701454
368
    After 20 iterations
        Discriminator Loss                         = -2.17636489868

    Generator_Loss: -6.1343998909
369
    After 20 iterations
        Discriminator Loss                         = -2.72465801239

    Generator_Loss: -20.6792964935
370
    After 20 iterations
        Discriminator Loss                         = -2.08014345169

    Generator_Loss: -19.6922855377
371
    After 20 iterations
        Discriminator Loss                         = -2.27546977997

    Generator_Loss: -9.44953346252
372
    After 20 iterations
        Discriminator Loss                         = -2.46681809425

    Generator_Loss: -14.9261665344
373
    After 20 iterations
        Discriminator Loss                         = -2.9705991745

    Generator_Loss: -11.0606327057
374
    After 20 iterations
        Discriminator Loss                         = -2.52220535278

    Generator_Loss: -12.1765947342
375
     Level #0 Epoch #1 Batch #375
    After 20 iterations
        Discriminator Loss                         = -2.41192340851

    Generator_Loss: -11.9131994247
376
    After 20 iterations
        Discriminator Loss                         = -2.17180514336

    Generator_Loss: 5.6164355278
377
    After 20 iterations
        Discriminator Loss                         = -3.02948927879

    Generator_Loss: 8.97613143921
378
    After 20 iterations
        Discriminator Loss                         = -2.41989254951

    Generator_Loss: -25.5497436523
379
    After 20 iterations
        Discriminator Loss                         = -2.80204057693

    Generator_Loss: 13.7933082581
380
    After 20 iterations
        Discriminator Loss                         = -2.3748986721

    Generator_Loss: 4.36355638504
381
    After 20 iterations
        Discriminator Loss                         = -2.72827386856

    Generator_Loss: -10.6405096054
382
    After 20 iterations
        Discriminator Loss                         = -2.41872000694

    Generator_Loss: -10.3752660751
383
    After 20 iterations
        Discriminator Loss                         = -2.16366839409

    Generator_Loss: -15.718547821
384
    After 20 iterations
        Discriminator Loss                         = -2.47323393822

    Generator_Loss: 2.41434979439
385
    After 20 iterations
        Discriminator Loss                         = -2.31506919861

    Generator_Loss: -8.66128444672
386
    After 20 iterations
        Discriminator Loss                         = -2.54093718529

    Generator_Loss: -27.8902606964
387
    After 20 iterations
        Discriminator Loss                         = -1.97272992134

    Generator_Loss: -27.554019928
388
    After 20 iterations
        Discriminator Loss                         = -3.16659784317

    Generator_Loss: 11.169921875
389
    After 20 iterations
        Discriminator Loss                         = -2.47560143471

    Generator_Loss: 3.15434169769
390
    After 20 iterations
        Discriminator Loss                         = -2.25601553917

    Generator_Loss: 3.13887810707
391
    After 20 iterations
        Discriminator Loss                         = -2.45896816254

    Generator_Loss: -21.6881942749
392
    After 20 iterations
        Discriminator Loss                         = -2.79412674904

    Generator_Loss: -8.80104637146
393
    After 20 iterations
        Discriminator Loss                         = -3.02060842514

    Generator_Loss: 5.77672767639
394
    After 20 iterations
        Discriminator Loss                         = -2.59910869598

    Generator_Loss: -14.7235126495
395
    After 20 iterations
        Discriminator Loss                         = -2.08039307594

    Generator_Loss: -6.92299032211
396
    After 20 iterations
        Discriminator Loss                         = -2.55548191071

    Generator_Loss: -14.307641983
397
    After 20 iterations
        Discriminator Loss                         = -2.05779790878

    Generator_Loss: -12.8667802811
398
    After 20 iterations
        Discriminator Loss                         = -2.22097921371

    Generator_Loss: -25.1751747131
399
    After 20 iterations
        Discriminator Loss                         = -2.80266022682

    Generator_Loss: -12.7591514587
400
     Level #0 Epoch #1 Batch #400
    After 20 iterations
        Discriminator Loss                         = -3.36031270027

    Generator_Loss: 4.26700592041
401
    After 20 iterations
        Discriminator Loss                         = -2.14424872398

    Generator_Loss: -9.00572872162
402
    After 20 iterations
        Discriminator Loss                         = -2.75083827972

    Generator_Loss: 13.2515945435
403
    After 20 iterations
        Discriminator Loss                         = -2.32776069641

    Generator_Loss: -10.8011827469
404
    After 20 iterations
        Discriminator Loss                         = -2.45111560822

    Generator_Loss: 5.25876522064
405
    After 20 iterations
        Discriminator Loss                         = -2.00017023087

    Generator_Loss: -8.17904949188
406
    After 20 iterations
        Discriminator Loss                         = -2.09244847298

    Generator_Loss: -20.5127658844
407
    After 20 iterations
        Discriminator Loss                         = -3.44172739983

    Generator_Loss: 13.0883026123
408
    After 20 iterations
        Discriminator Loss                         = -2.0786819458

    Generator_Loss: 5.93285942078
409
    After 20 iterations
        Discriminator Loss                         = -2.80070328712

    Generator_Loss: 3.64587283134
410
    After 20 iterations
        Discriminator Loss                         = -2.24141216278

    Generator_Loss: -15.1605129242
411
    After 20 iterations
        Discriminator Loss                         = -2.22965621948

    Generator_Loss: -16.4313659668
412
    After 20 iterations
        Discriminator Loss                         = -2.3328371048

    Generator_Loss: -2.11045908928
413
    After 20 iterations
        Discriminator Loss                         = -2.39494419098

    Generator_Loss: -0.998350858688
414
    After 20 iterations
        Discriminator Loss                         = -2.30787706375

    Generator_Loss: 2.65796208382
415
    After 20 iterations
        Discriminator Loss                         = -2.17958140373

    Generator_Loss: -4.45989894867
416
    After 20 iterations
        Discriminator Loss                         = -2.14128732681

    Generator_Loss: -1.82935333252
417
    After 20 iterations
        Discriminator Loss                         = -3.02749919891

    Generator_Loss: -8.48413181305
418
    After 20 iterations
        Discriminator Loss                         = -2.29141592979

    Generator_Loss: 2.11885070801
419
    After 20 iterations
        Discriminator Loss                         = -2.72043657303

    Generator_Loss: 13.0082807541
420
    After 20 iterations
        Discriminator Loss                         = -2.4125187397

    Generator_Loss: -6.66807556152
421
    After 20 iterations
        Discriminator Loss                         = -2.19313359261

    Generator_Loss: -12.7637424469
422
    After 20 iterations
        Discriminator Loss                         = -2.40169835091

    Generator_Loss: 5.41047668457
423
    After 20 iterations
        Discriminator Loss                         = -2.32246017456

    Generator_Loss: -2.96189665794
424
    After 20 iterations
        Discriminator Loss                         = -2.12131547928

    Generator_Loss: -11.2157649994
425
     Level #0 Epoch #1 Batch #425
    After 20 iterations
        Discriminator Loss                         = -3.17159080505

    Generator_Loss: 8.59726238251
426
    After 20 iterations
        Discriminator Loss                         = -2.02376675606

    Generator_Loss: -6.96350908279
427
    After 20 iterations
        Discriminator Loss                         = -2.70273375511

    Generator_Loss: -31.7081451416
428
    After 20 iterations
        Discriminator Loss                         = -2.40299534798

    Generator_Loss: -9.64670085907
429
    After 20 iterations
        Discriminator Loss                         = -2.51947975159

    Generator_Loss: -6.7567486763
430
    After 20 iterations
        Discriminator Loss                         = -2.02911996841

    Generator_Loss: -4.53707456589
431
    After 20 iterations
        Discriminator Loss                         = -1.98842632771

    Generator_Loss: -17.9750804901
432
    After 20 iterations
        Discriminator Loss                         = -2.11793398857

    Generator_Loss: -16.3382377625
433
    After 20 iterations
        Discriminator Loss                         = -2.19205331802

    Generator_Loss: 1.07385849953
434
    After 20 iterations
        Discriminator Loss                         = -2.18445467949

    Generator_Loss: -22.6696834564
435
    After 20 iterations
        Discriminator Loss                         = -2.13356590271

    Generator_Loss: -5.03401565552
436
    After 20 iterations
        Discriminator Loss                         = -2.01149249077

    Generator_Loss: -3.78770422935
437
    After 20 iterations
        Discriminator Loss                         = -2.33033680916

    Generator_Loss: -22.299243927
438
    After 20 iterations
        Discriminator Loss                         = -2.10821700096

    Generator_Loss: -6.04983377457
439
    After 20 iterations
        Discriminator Loss                         = -2.12834215164

    Generator_Loss: 0.325106173754
440
    After 20 iterations
        Discriminator Loss                         = -2.09952187538

    Generator_Loss: -14.3256092072
441
    After 20 iterations
        Discriminator Loss                         = -1.81411862373

    Generator_Loss: -23.7669715881
442
    After 20 iterations
        Discriminator Loss                         = -2.28363537788

    Generator_Loss: 1.1870020628
443
    After 20 iterations
        Discriminator Loss                         = -3.16362786293

    Generator_Loss: 9.74361133575
444
    After 20 iterations
        Discriminator Loss                         = -2.90709710121

    Generator_Loss: -18.6160335541
445
    After 20 iterations
        Discriminator Loss                         = -1.91494274139

    Generator_Loss: -24.0633087158
446
    After 20 iterations
        Discriminator Loss                         = -2.15114164352

    Generator_Loss: -1.7376486063
447
    After 20 iterations
        Discriminator Loss                         = -2.21651649475

    Generator_Loss: -15.0316314697
448
    After 20 iterations
        Discriminator Loss                         = -2.06553912163

    Generator_Loss: -5.47506332397
449
    After 20 iterations
        Discriminator Loss                         = -2.7151157856

    Generator_Loss: 8.68051719666
450
     Level #0 Epoch #1 Batch #450
    After 20 iterations
        Discriminator Loss                         = -2.17627120018

    Generator_Loss: -1.19847011566
451
    After 20 iterations
        Discriminator Loss                         = -2.13948369026

    Generator_Loss: -14.2620248795
452
    After 20 iterations
        Discriminator Loss                         = -2.02233576775

    Generator_Loss: -6.09032869339
453
    After 20 iterations
        Discriminator Loss                         = -2.18496823311

    Generator_Loss: -3.85776686668
454
    After 20 iterations
        Discriminator Loss                         = -2.01834511757

    Generator_Loss: -20.7004261017
455
    After 20 iterations
        Discriminator Loss                         = -2.30703997612

    Generator_Loss: -0.693803846836
456
    After 20 iterations
        Discriminator Loss                         = -2.43862247467

    Generator_Loss: -24.9034347534
457
    After 20 iterations
        Discriminator Loss                         = -2.43231201172

    Generator_Loss: 13.9682912827
458
    After 20 iterations
        Discriminator Loss                         = -2.1163752079

    Generator_Loss: 5.56179380417
459
    After 20 iterations
        Discriminator Loss                         = -1.91468691826

    Generator_Loss: -13.4257116318
460
    After 20 iterations
        Discriminator Loss                         = -2.37344408035

    Generator_Loss: -31.4434757233
461
    After 20 iterations
        Discriminator Loss                         = -2.23800086975

    Generator_Loss: -8.05392837524
462
    After 20 iterations
        Discriminator Loss                         = -2.34015488625

    Generator_Loss: -29.9076709747
463
    After 20 iterations
        Discriminator Loss                         = -1.98007786274

    Generator_Loss: -5.70245027542
464
    After 20 iterations
        Discriminator Loss                         = -1.96335411072

    Generator_Loss: 9.30822944641
465
    After 20 iterations
        Discriminator Loss                         = -2.40986013412

    Generator_Loss: -1.83542776108
466
    After 20 iterations
        Discriminator Loss                         = -2.00783014297

    Generator_Loss: -21.3710231781
467
    After 20 iterations
        Discriminator Loss                         = -2.4985704422

    Generator_Loss: -16.1213474274
468
    After 20 iterations
        Discriminator Loss                         = -2.33773493767

    Generator_Loss: 9.82835960388
469
    After 20 iterations
        Discriminator Loss                         = -2.17640829086

    Generator_Loss: 3.16807794571
470
    After 20 iterations
        Discriminator Loss                         = -1.88486301899

    Generator_Loss: -7.61905622482
471
    After 20 iterations
        Discriminator Loss                         = -1.95688343048

    Generator_Loss: 12.2480945587
472
    After 20 iterations
        Discriminator Loss                         = -2.05819129944

    Generator_Loss: -2.03272151947
473
    After 20 iterations
        Discriminator Loss                         = -2.25429153442

    Generator_Loss: -14.7964401245
474
    After 20 iterations
        Discriminator Loss                         = -2.68400287628

    Generator_Loss: 19.6742610931
475
     Level #0 Epoch #1 Batch #475
    After 20 iterations
        Discriminator Loss                         = -1.93292963505

    Generator_Loss: -5.75258398056
476
    After 20 iterations
        Discriminator Loss                         = -2.9122531414

    Generator_Loss: -3.1068956852
477
    After 20 iterations
        Discriminator Loss                         = -2.051476717

    Generator_Loss: -4.3791513443
478
    After 20 iterations
        Discriminator Loss                         = -2.16742110252

    Generator_Loss: -8.08790969849
479
    After 20 iterations
        Discriminator Loss                         = -2.67600297928

    Generator_Loss: -13.2907762527
480
    After 20 iterations
        Discriminator Loss                         = -2.14226913452

    Generator_Loss: -14.7492036819
481
    After 20 iterations
        Discriminator Loss                         = -2.99797964096

    Generator_Loss: 9.67748260498
482
    After 20 iterations
        Discriminator Loss                         = -2.04742693901

    Generator_Loss: 8.68236923218
483
    After 20 iterations
        Discriminator Loss                         = -1.93238198757

    Generator_Loss: -13.25111866
484
    After 20 iterations
        Discriminator Loss                         = -1.89849209785

    Generator_Loss: -11.1297998428
485
    After 20 iterations
        Discriminator Loss                         = -2.64614033699

    Generator_Loss: 22.8959178925
486
    After 20 iterations
        Discriminator Loss                         = -2.26950120926

    Generator_Loss: 5.23783779144
487
    After 20 iterations
        Discriminator Loss                         = -2.10929846764

    Generator_Loss: -30.1591243744
488
    After 20 iterations
        Discriminator Loss                         = -1.78258776665

    Generator_Loss: -22.4578895569
489
    After 20 iterations
        Discriminator Loss                         = -2.97409844398

    Generator_Loss: -14.746014595
490
    After 20 iterations
        Discriminator Loss                         = -2.0057246685

    Generator_Loss: 4.18296480179
491
    After 20 iterations
        Discriminator Loss                         = -2.50646042824

    Generator_Loss: 18.2367134094
492
    After 20 iterations
        Discriminator Loss                         = -2.69485020638

    Generator_Loss: 13.2789573669
493
    After 20 iterations
        Discriminator Loss                         = -2.33908295631

    Generator_Loss: -20.0691547394
494
    After 20 iterations
        Discriminator Loss                         = -2.03495168686

    Generator_Loss: -25.1664028168
495
    After 20 iterations
        Discriminator Loss                         = -2.12244057655

    Generator_Loss: -29.8416481018
496
    After 20 iterations
        Discriminator Loss                         = -1.82095992565

    Generator_Loss: 4.01760101318
497
    After 20 iterations
        Discriminator Loss                         = -2.59118509293

    Generator_Loss: -12.0452356339
498
    After 20 iterations
        Discriminator Loss                         = -2.19135546684

    Generator_Loss: 7.03856229782
499
    After 20 iterations
        Discriminator Loss                         = -1.86703896523

    Generator_Loss: -1.55008196831
500
     Level #0 Epoch #1 Batch #500
    After 20 iterations
        Discriminator Loss                         = -1.91655087471

    Generator_Loss: 2.11723208427
501
    After 20 iterations
        Discriminator Loss                         = -2.30476784706

    Generator_Loss: 7.51599836349
502
    After 20 iterations
        Discriminator Loss                         = -2.05148053169

    Generator_Loss: 2.93820762634
503
    After 20 iterations
        Discriminator Loss                         = -2.0810406208

    Generator_Loss: 6.75098371506
504
    After 20 iterations
        Discriminator Loss                         = -2.59273576736

    Generator_Loss: 6.45517730713
505
    After 20 iterations
        Discriminator Loss                         = -2.03603386879

    Generator_Loss: -7.77989578247
506
    After 20 iterations
        Discriminator Loss                         = -2.31212067604

    Generator_Loss: -12.7522783279
507
    After 20 iterations
        Discriminator Loss                         = -1.9749557972

    Generator_Loss: 2.03444838524
508
    After 20 iterations
        Discriminator Loss                         = -1.66002476215

    Generator_Loss: -9.89678668976
509
    After 20 iterations
        Discriminator Loss                         = -2.49744987488

    Generator_Loss: 8.45281124115
510
    After 20 iterations
        Discriminator Loss                         = -3.38340449333

    Generator_Loss: 10.6984300613
511
    After 20 iterations
        Discriminator Loss                         = -1.76740801334

    Generator_Loss: -11.6557970047
512
    After 20 iterations
        Discriminator Loss                         = -2.11182451248

    Generator_Loss: -3.76135993004
513
    After 20 iterations
        Discriminator Loss                         = -1.78236150742

    Generator_Loss: -12.309135437
514
    After 20 iterations
        Discriminator Loss                         = -2.17370152473

    Generator_Loss: -13.9954376221
515
    After 20 iterations
        Discriminator Loss                         = -1.98266232014

    Generator_Loss: -10.6639966965
516
    After 20 iterations
        Discriminator Loss                         = -2.27619385719

    Generator_Loss: -11.1004076004
517
    After 20 iterations
        Discriminator Loss                         = -2.30828428268

    Generator_Loss: -28.6152839661
518
    After 20 iterations
        Discriminator Loss                         = -2.82486200333

    Generator_Loss: -13.1047096252
519
    After 20 iterations
        Discriminator Loss                         = -2.6195204258

    Generator_Loss: -25.622882843
520
    After 20 iterations
        Discriminator Loss                         = -4.19595193863

    Generator_Loss: 19.2550907135
521
    After 20 iterations
        Discriminator Loss                         = -2.12005853653

    Generator_Loss: -1.28049361706
522
    After 20 iterations
        Discriminator Loss                         = -2.01344442368

    Generator_Loss: -12.1171112061
523
    After 20 iterations
        Discriminator Loss                         = -2.34837675095

    Generator_Loss: 15.0101509094
524
    After 20 iterations
        Discriminator Loss                         = -2.2650578022

    Generator_Loss: -6.08145046234
525
     Level #0 Epoch #1 Batch #525
    After 20 iterations
        Discriminator Loss                         = -1.81252419949

    Generator_Loss: -9.85521888733
526
    After 20 iterations
        Discriminator Loss                         = -1.77837872505

    Generator_Loss: -27.8819770813
527
    After 20 iterations
        Discriminator Loss                         = -1.69629132748

    Generator_Loss: 5.83939123154
528
    After 20 iterations
        Discriminator Loss                         = -2.35670638084

    Generator_Loss: -16.4897899628
529
    After 20 iterations
        Discriminator Loss                         = -2.36927962303

    Generator_Loss: 18.7887268066
530
    After 20 iterations
        Discriminator Loss                         = -2.15874218941

    Generator_Loss: -9.52064037323
531
    After 20 iterations
        Discriminator Loss                         = -2.23474764824

    Generator_Loss: 3.95248818398
532
    After 20 iterations
        Discriminator Loss                         = -2.14263415337

    Generator_Loss: 8.97832298279
533
    After 20 iterations
        Discriminator Loss                         = -2.35684537888

    Generator_Loss: 3.51203775406
534
    After 20 iterations
        Discriminator Loss                         = -1.51432299614

    Generator_Loss: -9.49973583221
535
    After 20 iterations
        Discriminator Loss                         = -1.78494811058

    Generator_Loss: -15.1905460358
536
    After 20 iterations
        Discriminator Loss                         = -1.99891018867

    Generator_Loss: 5.97538423538
537
    After 20 iterations
        Discriminator Loss                         = -1.84301435947

    Generator_Loss: -23.7011795044
538
    After 20 iterations
        Discriminator Loss                         = -2.00747227669

    Generator_Loss: -2.85333561897
539
    After 20 iterations
        Discriminator Loss                         = -2.05763721466

    Generator_Loss: -7.08078527451
540
    After 20 iterations
        Discriminator Loss                         = -1.77688908577

    Generator_Loss: -11.6163959503
541
    After 20 iterations
        Discriminator Loss                         = -1.99160850048

    Generator_Loss: -0.352577775717
542
    After 20 iterations
        Discriminator Loss                         = -2.51608681679

    Generator_Loss: -4.0994682312
543
    After 20 iterations
        Discriminator Loss                         = -1.99412953854

    Generator_Loss: -7.85238695145
544
    After 20 iterations
        Discriminator Loss                         = -2.59713578224

    Generator_Loss: -31.5206985474
545
    After 20 iterations
        Discriminator Loss                         = -2.29488396645

    Generator_Loss: -0.717771172523
546
    After 20 iterations
        Discriminator Loss                         = -1.83895564079

    Generator_Loss: -5.61771678925
547
    After 20 iterations
        Discriminator Loss                         = -2.32279157639

    Generator_Loss: -11.3328151703
548
    After 20 iterations
        Discriminator Loss                         = -2.39637732506

    Generator_Loss: 6.2400431633
549
    After 20 iterations
        Discriminator Loss                         = -1.84987032413

    Generator_Loss: 13.662194252
550
     Level #0 Epoch #1 Batch #550
    After 20 iterations
        Discriminator Loss                         = -2.0301668644

    Generator_Loss: -16.9027042389
551
    After 20 iterations
        Discriminator Loss                         = -2.87868952751

    Generator_Loss: -0.851426720619
552
    After 20 iterations
        Discriminator Loss                         = -2.77573013306

    Generator_Loss: 20.6248874664
553
    After 20 iterations
        Discriminator Loss                         = -1.79036772251

    Generator_Loss: 4.37753152847
554
    After 20 iterations
        Discriminator Loss                         = -2.69094204903

    Generator_Loss: 15.9759521484
555
    After 20 iterations
        Discriminator Loss                         = -2.52935552597

    Generator_Loss: -32.420501709
556
    After 20 iterations
        Discriminator Loss                         = -1.75432014465

    Generator_Loss: -0.45191898942
557
    After 20 iterations
        Discriminator Loss                         = -1.84194719791

    Generator_Loss: 9.20884609222
558
    After 20 iterations
        Discriminator Loss                         = -1.88093173504

    Generator_Loss: -2.93641757965
559
    After 20 iterations
        Discriminator Loss                         = -2.39203667641

    Generator_Loss: -33.1077156067
560
    After 20 iterations
        Discriminator Loss                         = -1.91527509689

    Generator_Loss: -4.38658189774
561
    After 20 iterations
        Discriminator Loss                         = -1.9577600956

    Generator_Loss: -18.2077713013
562
    After 20 iterations
        Discriminator Loss                         = -2.2095246315

    Generator_Loss: -11.2831525803
563
    After 20 iterations
        Discriminator Loss                         = -1.70565068722

    Generator_Loss: -9.05017185211
564
    After 20 iterations
        Discriminator Loss                         = -1.80648672581

    Generator_Loss: -10.1936950684
565
    After 20 iterations
        Discriminator Loss                         = -1.95404696465

    Generator_Loss: -5.19039535522
566
    After 20 iterations
        Discriminator Loss                         = -1.85117328167

    Generator_Loss: -3.04325413704
567
    After 20 iterations
        Discriminator Loss                         = -1.96764981747

    Generator_Loss: -20.9304046631
568
    After 20 iterations
        Discriminator Loss                         = -1.55866026878

    Generator_Loss: -0.837167203426
569
    After 20 iterations
        Discriminator Loss                         = -2.75498008728

    Generator_Loss: 23.9140605927
570
    After 20 iterations
        Discriminator Loss                         = -1.98670089245

    Generator_Loss: 9.93476676941
571
    After 20 iterations
        Discriminator Loss                         = -2.07027053833

    Generator_Loss: -5.29383516312
572
    After 20 iterations
        Discriminator Loss                         = -2.63506007195

    Generator_Loss: -18.4297199249
573
    After 20 iterations
        Discriminator Loss                         = -2.19239497185

    Generator_Loss: 5.05583000183
574
    After 20 iterations
        Discriminator Loss                         = -1.76391398907

    Generator_Loss: -5.90497732162
575
     Level #0 Epoch #1 Batch #575
    After 20 iterations
        Discriminator Loss                         = -1.8764591217

    Generator_Loss: 4.17824888229
576
    After 20 iterations
        Discriminator Loss                         = -2.84727501869

    Generator_Loss: 14.2757616043
577
    After 20 iterations
        Discriminator Loss                         = -2.03798437119

    Generator_Loss: 10.8302297592
578
    After 20 iterations
        Discriminator Loss                         = -1.82395148277

    Generator_Loss: -1.64356732368
579
    After 20 iterations
        Discriminator Loss                         = -1.91733467579

    Generator_Loss: -4.48270225525
580
    After 20 iterations
        Discriminator Loss                         = -1.94718801975

    Generator_Loss: -10.1243257523
581
    After 20 iterations
        Discriminator Loss                         = -2.21107244492

    Generator_Loss: -17.5172958374
582
    After 20 iterations
        Discriminator Loss                         = -1.65828442574

    Generator_Loss: 18.4530200958
583
    After 20 iterations
        Discriminator Loss                         = -2.11665606499

    Generator_Loss: -20.2772216797
584
    After 20 iterations
        Discriminator Loss                         = -2.688808918

    Generator_Loss: 8.91531467438
585
    After 20 iterations
        Discriminator Loss                         = -1.86330771446

    Generator_Loss: 8.45314216614
586
    After 20 iterations
        Discriminator Loss                         = -1.6390414238

    Generator_Loss: 4.19434690475
587
    After 20 iterations
        Discriminator Loss                         = -1.61544775963

    Generator_Loss: 20.092124939
588
    After 20 iterations
        Discriminator Loss                         = -2.01016783714

    Generator_Loss: -4.35186576843
589
    After 20 iterations
        Discriminator Loss                         = -2.29441261292

    Generator_Loss: -2.53522443771
590
    After 20 iterations
        Discriminator Loss                         = -2.00312852859

    Generator_Loss: -31.2474365234
591
    After 20 iterations
        Discriminator Loss                         = -2.22074460983

    Generator_Loss: -22.4822101593
592
    After 20 iterations
        Discriminator Loss                         = -1.9392105341

    Generator_Loss: -7.62562656403
593
    After 20 iterations
        Discriminator Loss                         = -2.45855879784

    Generator_Loss: 14.7270393372
594
    After 20 iterations
        Discriminator Loss                         = -2.13156890869

    Generator_Loss: 14.5588550568
595
    After 20 iterations
        Discriminator Loss                         = -2.38707566261

    Generator_Loss: -4.13298416138
596
    After 20 iterations
        Discriminator Loss                         = -3.05708241463

    Generator_Loss: -34.0482597351
597
    After 20 iterations
        Discriminator Loss                         = -1.45491194725

    Generator_Loss: -14.3991737366
598
    After 20 iterations
        Discriminator Loss                         = -3.0786485672

    Generator_Loss: -23.1314907074
599
    After 20 iterations
        Discriminator Loss                         = -2.25370931625

    Generator_Loss: -16.8961925507
600
     Level #0 Epoch #1 Batch #600
    After 20 iterations
        Discriminator Loss                         = -1.83821618557

    Generator_Loss: -25.4833698273
601
    After 20 iterations
        Discriminator Loss                         = -1.66888391972

    Generator_Loss: -3.13802957535
602
    After 20 iterations
        Discriminator Loss                         = -1.69123733044

    Generator_Loss: -6.17174005508
603
    After 20 iterations
        Discriminator Loss                         = -1.78648304939

    Generator_Loss: -8.31571006775
604
    After 20 iterations
        Discriminator Loss                         = -1.87925076485

    Generator_Loss: 9.56527328491
605
    After 20 iterations
        Discriminator Loss                         = -2.89080882072

    Generator_Loss: -8.33422660828
606
    After 20 iterations
        Discriminator Loss                         = -3.14195394516

    Generator_Loss: 1.35862267017
607
    After 20 iterations
        Discriminator Loss                         = -2.42171812057

    Generator_Loss: 13.4643716812
608
    After 20 iterations
        Discriminator Loss                         = -1.85078215599

    Generator_Loss: 3.19256615639
609
    After 20 iterations
        Discriminator Loss                         = -2.23170614243

    Generator_Loss: -6.6741771698
610
    After 20 iterations
        Discriminator Loss                         = -2.25020503998

    Generator_Loss: 12.2533760071
611
    After 20 iterations
        Discriminator Loss                         = -1.55906224251

    Generator_Loss: 12.9146661758
612
    After 20 iterations
        Discriminator Loss                         = -1.73852682114

    Generator_Loss: -14.5089769363
613
    After 20 iterations
        Discriminator Loss                         = -1.69979155064

    Generator_Loss: -5.77919149399
614
    After 20 iterations
        Discriminator Loss                         = -1.71273577213

    Generator_Loss: 3.30130767822
615
    After 20 iterations
        Discriminator Loss                         = -3.23399376869

    Generator_Loss: 5.54374170303
616
    After 20 iterations
        Discriminator Loss                         = -2.40200185776

    Generator_Loss: -6.98264551163
617
    After 20 iterations
        Discriminator Loss                         = -1.719358325

    Generator_Loss: -10.9806480408
618
    After 20 iterations
        Discriminator Loss                         = -2.08199906349

    Generator_Loss: 5.40063905716
619
    After 20 iterations
        Discriminator Loss                         = -1.92759311199

    Generator_Loss: 1.01086628437
620
    After 20 iterations
        Discriminator Loss                         = -1.71179008484

    Generator_Loss: -25.5020141602
621
    After 20 iterations
        Discriminator Loss                         = -3.0696182251

    Generator_Loss: 11.9542608261
622
    After 20 iterations
        Discriminator Loss                         = -2.14698314667

    Generator_Loss: 14.0961885452
623
    After 20 iterations
        Discriminator Loss                         = -1.83092439175

    Generator_Loss: -15.4808654785
624
    After 20 iterations
        Discriminator Loss                         = -1.51467597485

    Generator_Loss: -24.5291042328
625
     Level #0 Epoch #1 Batch #625
    After 20 iterations
        Discriminator Loss                         = -1.61597657204

    Generator_Loss: -11.2267866135
626
    After 20 iterations
        Discriminator Loss                         = -2.02530694008

    Generator_Loss: -15.7756748199
627
    After 20 iterations
        Discriminator Loss                         = -2.58839678764

    Generator_Loss: 1.87742376328
628
    After 20 iterations
        Discriminator Loss                         = -2.24869775772

    Generator_Loss: -24.0734825134
629
    After 20 iterations
        Discriminator Loss                         = -1.70030283928

    Generator_Loss: -5.70804357529
630
    After 20 iterations
        Discriminator Loss                         = -2.1559343338

    Generator_Loss: -32.0152587891
631
    After 20 iterations
        Discriminator Loss                         = -1.7467019558

    Generator_Loss: 8.24306678772
632
    After 20 iterations
        Discriminator Loss                         = -1.95842003822

    Generator_Loss: 15.5106287003
633
    After 20 iterations
        Discriminator Loss                         = -2.08416032791

    Generator_Loss: 19.9796619415
634
    After 20 iterations
        Discriminator Loss                         = -2.64513611794

    Generator_Loss: 2.92479348183
635
    After 20 iterations
        Discriminator Loss                         = -1.7224560976

    Generator_Loss: -21.8347682953
636
    After 20 iterations
        Discriminator Loss                         = -1.97410976887

    Generator_Loss: -28.2186374664
637
    After 20 iterations
        Discriminator Loss                         = -1.905788064

    Generator_Loss: -31.5521430969
638
    After 20 iterations
        Discriminator Loss                         = -1.64398825169

    Generator_Loss: -4.72089767456
639
    After 20 iterations
        Discriminator Loss                         = -2.06644225121

    Generator_Loss: -30.7422142029
640
    After 20 iterations
        Discriminator Loss                         = -1.63077485561

    Generator_Loss: -16.4435501099
641
    After 20 iterations
        Discriminator Loss                         = -2.01131415367

    Generator_Loss: 5.51840639114
642
    After 20 iterations
        Discriminator Loss                         = -2.17913579941

    Generator_Loss: -26.0075492859
643
    After 20 iterations
        Discriminator Loss                         = -2.41204881668

    Generator_Loss: -28.7267780304
644
    After 20 iterations
        Discriminator Loss                         = -2.17212319374

    Generator_Loss: 17.8771152496
645
    After 20 iterations
        Discriminator Loss                         = -1.78466832638

    Generator_Loss: 10.9864177704
646
    After 20 iterations
        Discriminator Loss                         = -2.11150979996

    Generator_Loss: 10.7479562759
647
    After 20 iterations
        Discriminator Loss                         = -2.13331913948

    Generator_Loss: 0.667441427708
648
    After 20 iterations
        Discriminator Loss                         = -1.81341290474

    Generator_Loss: 10.9853143692
649
    After 20 iterations
        Discriminator Loss                         = -1.84899950027

    Generator_Loss: 12.9268541336
650
     Level #0 Epoch #1 Batch #650
    After 20 iterations
        Discriminator Loss                         = -2.05465388298

    Generator_Loss: 12.0354270935
651
    After 20 iterations
        Discriminator Loss                         = -1.59196567535

    Generator_Loss: -10.233549118
652
    After 20 iterations
        Discriminator Loss                         = -2.67837047577

    Generator_Loss: -9.41783237457
653
    After 20 iterations
        Discriminator Loss                         = -1.71797704697

    Generator_Loss: -14.3671226501
654
    After 20 iterations
        Discriminator Loss                         = -2.6396112442

    Generator_Loss: -9.29738426208
655
    After 20 iterations
        Discriminator Loss                         = -1.97163963318

    Generator_Loss: -9.1956243515
656
    After 20 iterations
        Discriminator Loss                         = -1.75227093697

    Generator_Loss: -4.64550495148
657
    After 20 iterations
        Discriminator Loss                         = -2.20776057243

    Generator_Loss: 6.1518034935
658
    After 20 iterations
        Discriminator Loss                         = -1.87677550316

    Generator_Loss: 7.98470592499
659
    After 20 iterations
        Discriminator Loss                         = -1.71125340462

    Generator_Loss: -9.46160793304
660
    After 20 iterations
        Discriminator Loss                         = -1.99102950096

    Generator_Loss: -34.5651283264
661
    After 20 iterations
        Discriminator Loss                         = -1.66598939896

    Generator_Loss: -15.5193748474
662
    After 20 iterations
        Discriminator Loss                         = -1.50517344475

    Generator_Loss: 8.40852355957
663
    After 20 iterations
        Discriminator Loss                         = -2.14859127998

    Generator_Loss: -26.445772171
664
    After 20 iterations
        Discriminator Loss                         = -2.23698878288

    Generator_Loss: -1.73032701015
665
    After 20 iterations
        Discriminator Loss                         = -1.8432213068

    Generator_Loss: 9.52105331421
666
    After 20 iterations
        Discriminator Loss                         = -1.66509497166

    Generator_Loss: -0.785970628262
667
    After 20 iterations
        Discriminator Loss                         = -1.75845241547

    Generator_Loss: -1.17186331749
668
    After 20 iterations
        Discriminator Loss                         = -1.5927747488

    Generator_Loss: 1.62890684605
669
    After 20 iterations
        Discriminator Loss                         = -2.19795894623

    Generator_Loss: 6.44959926605
670
    After 20 iterations
        Discriminator Loss                         = -2.06891798973

    Generator_Loss: -5.17077255249
671
    After 20 iterations
        Discriminator Loss                         = -1.75363862514

    Generator_Loss: -7.88301515579
672
    After 20 iterations
        Discriminator Loss                         = -2.05329227448

    Generator_Loss: -21.189661026
673
    After 20 iterations
        Discriminator Loss                         = -1.90965032578

    Generator_Loss: -10.2303085327
674
    After 20 iterations
        Discriminator Loss                         = -1.47361600399

    Generator_Loss: 21.4968643188
675
     Level #0 Epoch #1 Batch #675
    After 20 iterations
        Discriminator Loss                         = -2.44595360756

    Generator_Loss: -16.0750274658
676
    After 20 iterations
        Discriminator Loss                         = -1.64783656597

    Generator_Loss: 8.17151832581
677
    After 20 iterations
        Discriminator Loss                         = -1.94621253014

    Generator_Loss: 12.5936803818
678
    After 20 iterations
        Discriminator Loss                         = -2.59668850899

    Generator_Loss: 22.2920455933
679
    After 20 iterations
        Discriminator Loss                         = -1.5584359169

    Generator_Loss: -8.1094417572
680
    After 20 iterations
        Discriminator Loss                         = -2.23220324516

    Generator_Loss: -24.920917511
681
    After 20 iterations
        Discriminator Loss                         = -2.12743616104

    Generator_Loss: -23.0462493896
682
    After 20 iterations
        Discriminator Loss                         = -1.79945671558

    Generator_Loss: -17.2621307373
683
    After 20 iterations
        Discriminator Loss                         = -1.62790966034

    Generator_Loss: 2.45686984062
684
    After 20 iterations
        Discriminator Loss                         = -2.26563620567

    Generator_Loss: -0.277248412371
685
    After 20 iterations
        Discriminator Loss                         = -1.32326185703

    Generator_Loss: -12.3562297821
686
    After 20 iterations
        Discriminator Loss                         = -2.74616742134

    Generator_Loss: 1.85705292225
687
    After 20 iterations
        Discriminator Loss                         = -1.92300760746

    Generator_Loss: 5.34783935547
688
    After 20 iterations
        Discriminator Loss                         = -1.61391246319

    Generator_Loss: -2.70175433159
689
    After 20 iterations
        Discriminator Loss                         = -1.73110234737

    Generator_Loss: -28.876329422
690
    After 20 iterations
        Discriminator Loss                         = -1.96770513058

    Generator_Loss: -1.84291529655
691
    After 20 iterations
        Discriminator Loss                         = -2.44159650803

    Generator_Loss: -4.88843584061
692
    After 20 iterations
        Discriminator Loss                         = -2.33926701546

    Generator_Loss: 9.15418720245
693
    After 20 iterations
        Discriminator Loss                         = -2.21069192886

    Generator_Loss: 8.68179988861
694
    After 20 iterations
        Discriminator Loss                         = -1.69174671173

    Generator_Loss: -13.7218379974
695
    After 20 iterations
        Discriminator Loss                         = -1.92669272423

    Generator_Loss: -1.55178153515
696
    After 20 iterations
        Discriminator Loss                         = -2.81237411499

    Generator_Loss: -4.540558815
697
    After 20 iterations
        Discriminator Loss                         = -1.72287070751

    Generator_Loss: 10.1110305786
698
    After 20 iterations
        Discriminator Loss                         = -2.20381569862

    Generator_Loss: 13.0384502411
699
    After 20 iterations
        Discriminator Loss                         = -1.93830740452

    Generator_Loss: 7.52897405624
700
     Level #0 Epoch #1 Batch #700
    After 20 iterations
        Discriminator Loss                         = -1.93857431412

    Generator_Loss: 11.9831209183
701
    After 20 iterations
        Discriminator Loss                         = -2.05045080185

    Generator_Loss: -5.93671941757
702
    After 20 iterations
        Discriminator Loss                         = -1.68074405193

    Generator_Loss: -8.82429695129
703
    After 20 iterations
        Discriminator Loss                         = -1.64110076427

    Generator_Loss: -16.5750637054
704
    After 20 iterations
        Discriminator Loss                         = -2.13157534599

    Generator_Loss: -2.37399411201
705
    After 20 iterations
        Discriminator Loss                         = -1.38981723785

    Generator_Loss: 1.92061960697
706
    After 20 iterations
        Discriminator Loss                         = -2.18659734726

    Generator_Loss: -27.7086601257
707
    After 20 iterations
        Discriminator Loss                         = -2.91966485977

    Generator_Loss: -2.05454087257
708
    After 20 iterations
        Discriminator Loss                         = -2.09954023361

    Generator_Loss: -12.9215335846
709
    After 20 iterations
        Discriminator Loss                         = -1.60082542896

    Generator_Loss: 0.940129518509
710
    After 20 iterations
        Discriminator Loss                         = -1.82179915905

    Generator_Loss: -3.63854265213
711
    After 20 iterations
        Discriminator Loss                         = -2.07117676735

    Generator_Loss: -11.5699968338
712
    After 20 iterations
        Discriminator Loss                         = -1.81695437431

    Generator_Loss: 9.93635940552
713
    After 20 iterations
        Discriminator Loss                         = -3.1445145607

    Generator_Loss: 21.1018409729
714
    After 20 iterations
        Discriminator Loss                         = -1.71649336815

    Generator_Loss: -9.8657913208
715
    After 20 iterations
        Discriminator Loss                         = -2.91586399078

    Generator_Loss: 7.86776256561
716
    After 20 iterations
        Discriminator Loss                         = -2.28874850273

    Generator_Loss: -0.633151888847
717
    After 20 iterations
        Discriminator Loss                         = -2.05429315567

    Generator_Loss: -18.8297939301
718
    After 20 iterations
        Discriminator Loss                         = -1.79345524311

    Generator_Loss: -23.3491268158
719
    After 20 iterations
        Discriminator Loss                         = -2.26985931396

    Generator_Loss: -0.317929029465
720
    After 20 iterations
        Discriminator Loss                         = -2.34265708923

    Generator_Loss: -35.1385536194
721
    After 20 iterations
        Discriminator Loss                         = -1.66816020012

    Generator_Loss: -25.4702033997
722
    After 20 iterations
        Discriminator Loss                         = -1.75664508343

    Generator_Loss: 7.20370769501
723
    After 20 iterations
        Discriminator Loss                         = -1.69600427151

    Generator_Loss: -11.9346284866
724
    After 20 iterations
        Discriminator Loss                         = -1.80770325661

    Generator_Loss: 12.2551689148
725
     Level #0 Epoch #1 Batch #725
    After 20 iterations
        Discriminator Loss                         = -2.20960664749

    Generator_Loss: 6.32002878189
726
    After 20 iterations
        Discriminator Loss                         = -1.9312620163

    Generator_Loss: -12.9207191467
727
    After 20 iterations
        Discriminator Loss                         = -1.93848907948

    Generator_Loss: 7.30919837952
728
    After 20 iterations
        Discriminator Loss                         = -1.53133189678

    Generator_Loss: -24.1079368591
729
    After 20 iterations
        Discriminator Loss                         = -1.69115281105

    Generator_Loss: -2.6270442009
730
    After 20 iterations
        Discriminator Loss                         = -2.13292074203

    Generator_Loss: -15.4312057495
731
    After 20 iterations
        Discriminator Loss                         = -2.30800509453

    Generator_Loss: -17.1999931335
732
    After 20 iterations
        Discriminator Loss                         = -1.76546657085

    Generator_Loss: -21.6532363892
733
    After 20 iterations
        Discriminator Loss                         = -1.52874004841

    Generator_Loss: -2.65410518646
734
    After 20 iterations
        Discriminator Loss                         = -1.64571428299

    Generator_Loss: -20.2468986511
735
    After 20 iterations
        Discriminator Loss                         = -2.42380523682

    Generator_Loss: -2.58801102638
736
    After 20 iterations
        Discriminator Loss                         = -1.64899206161

    Generator_Loss: 10.6918935776
737
    After 20 iterations
        Discriminator Loss                         = -1.46197628975

    Generator_Loss: -11.3352985382
738
    After 20 iterations
        Discriminator Loss                         = -1.56827223301

    Generator_Loss: -1.02626562119
739
    After 20 iterations
        Discriminator Loss                         = -1.61304247379

    Generator_Loss: -7.6778421402
740
    After 20 iterations
        Discriminator Loss                         = -1.6716080904

    Generator_Loss: 9.08700752258
741
    After 20 iterations
        Discriminator Loss                         = -2.57231545448

    Generator_Loss: 22.9347476959
742
    After 20 iterations
        Discriminator Loss                         = -1.77961087227

    Generator_Loss: -28.9225311279
743
    After 20 iterations
        Discriminator Loss                         = -1.58697366714

    Generator_Loss: 5.78104734421
744
    After 20 iterations
        Discriminator Loss                         = -1.93475425243

    Generator_Loss: -8.67835617065
745
    After 20 iterations
        Discriminator Loss                         = -1.5483417511

    Generator_Loss: 8.49440288544
746
    After 20 iterations
        Discriminator Loss                         = -1.3857101202

    Generator_Loss: -19.9275932312
747
    After 20 iterations
        Discriminator Loss                         = -2.067902565

    Generator_Loss: -32.8026046753
748
    After 20 iterations
        Discriminator Loss                         = -1.85565853119

    Generator_Loss: 4.465695858
749
    After 20 iterations
        Discriminator Loss                         = -1.96418941021

    Generator_Loss: 1.91808331013
750
     Level #0 Epoch #1 Batch #750
    After 20 iterations
        Discriminator Loss                         = -1.86836874485

    Generator_Loss: 12.2954263687
751
    After 20 iterations
        Discriminator Loss                         = -1.84974038601

    Generator_Loss: 6.64173841476
752
    After 20 iterations
        Discriminator Loss                         = -1.69720721245

    Generator_Loss: 2.01307630539
753
    After 20 iterations
        Discriminator Loss                         = -1.71151328087

    Generator_Loss: -12.5288171768
754
    After 20 iterations
        Discriminator Loss                         = -1.56474554539

    Generator_Loss: 4.72327566147
755
    After 20 iterations
        Discriminator Loss                         = -1.88370037079

    Generator_Loss: -9.66965293884
756
    After 20 iterations
        Discriminator Loss                         = -1.86196196079

    Generator_Loss: -29.3590660095
757
    After 20 iterations
        Discriminator Loss                         = -1.45568847656

    Generator_Loss: -7.55590486526
758
    After 20 iterations
        Discriminator Loss                         = -1.48678469658

    Generator_Loss: -12.7275562286
759
    After 20 iterations
        Discriminator Loss                         = -1.39546239376

    Generator_Loss: -27.5823860168
760
    After 20 iterations
        Discriminator Loss                         = -2.12934684753

    Generator_Loss: 1.95153045654
761
    After 20 iterations
        Discriminator Loss                         = -3.16881465912

    Generator_Loss: 24.4624538422
762
    After 20 iterations
        Discriminator Loss                         = -1.71376478672

    Generator_Loss: 1.91130447388
763
    After 20 iterations
        Discriminator Loss                         = -2.79712772369

    Generator_Loss: 6.96171712875
764
    After 20 iterations
        Discriminator Loss                         = -1.40292274952

    Generator_Loss: -12.0211515427
765
    After 20 iterations
        Discriminator Loss                         = -1.63158261776

    Generator_Loss: 17.08943367
766
    After 20 iterations
        Discriminator Loss                         = -1.70135712624

    Generator_Loss: -3.7373483181
767
    After 20 iterations
        Discriminator Loss                         = -3.62440013885

    Generator_Loss: 1.05911719799
768
    After 20 iterations
        Discriminator Loss                         = -1.74569582939

    Generator_Loss: -20.4378566742
769
    After 20 iterations
        Discriminator Loss                         = -1.82929050922

    Generator_Loss: -4.8751282692
770
    After 20 iterations
        Discriminator Loss                         = -1.65225505829

    Generator_Loss: -9.70043945312
771
    After 20 iterations
        Discriminator Loss                         = -2.82495617867

    Generator_Loss: 22.7370681763
772
    After 20 iterations
        Discriminator Loss                         = -1.87485086918

    Generator_Loss: 9.77336215973
773
    After 20 iterations
        Discriminator Loss                         = -2.8676636219

    Generator_Loss: 12.9747867584
774
    After 20 iterations
        Discriminator Loss                         = -1.58245098591

    Generator_Loss: -5.40717363358
775
     Level #0 Epoch #1 Batch #775
    After 20 iterations
        Discriminator Loss                         = -1.94375419617

    Generator_Loss: 20.4162406921
776
    After 20 iterations
        Discriminator Loss                         = -1.19662129879

    Generator_Loss: -17.6372585297
777
    After 20 iterations
        Discriminator Loss                         = -1.88077735901

    Generator_Loss: -17.2280235291
778
    After 20 iterations
        Discriminator Loss                         = -2.40272808075

    Generator_Loss: -33.3360710144
779
    After 20 iterations
        Discriminator Loss                         = -1.61440229416

    Generator_Loss: -9.8921995163
780
    After 20 iterations
        Discriminator Loss                         = -1.70216739178

    Generator_Loss: -18.4328289032
781

    Epoch #2

    After 20 iterations
        Discriminator Loss                         = -2.0483417511

    Generator_Loss: 10.9882459641
2
    After 20 iterations
        Discriminator Loss                         = -2.1752448082

    Generator_Loss: 19.3721904755
3
    After 20 iterations
        Discriminator Loss                         = -1.77698981762

    Generator_Loss: -13.2109661102
4
    After 20 iterations
        Discriminator Loss                         = -2.09699892998

    Generator_Loss: -34.272441864
5
    After 20 iterations
        Discriminator Loss                         = -1.50956749916

    Generator_Loss: -4.62001609802
6
    After 20 iterations
        Discriminator Loss                         = -2.01197576523

    Generator_Loss: -10.0867815018
7
    After 20 iterations
        Discriminator Loss                         = -1.54622101784

    Generator_Loss: -26.2549171448
8
    After 20 iterations
        Discriminator Loss                         = -1.777333498

    Generator_Loss: -16.6198921204
9
    After 20 iterations
        Discriminator Loss                         = -1.98400175571

    Generator_Loss: -5.4814453125
10
    After 20 iterations
        Discriminator Loss                         = -1.50439596176

    Generator_Loss: 11.1308240891
11
    After 20 iterations
        Discriminator Loss                         = -1.29109930992

    Generator_Loss: -16.9475479126
12
    After 20 iterations
        Discriminator Loss                         = -1.6365582943

    Generator_Loss: 11.8388576508
13
    After 20 iterations
        Discriminator Loss                         = -1.64392507076

    Generator_Loss: -9.04522800446
14
    After 20 iterations
        Discriminator Loss                         = -3.18327331543

    Generator_Loss: 15.527009964
15
    After 20 iterations
        Discriminator Loss                         = -1.89759159088

    Generator_Loss: 18.7017936707
16
    After 20 iterations
        Discriminator Loss                         = -2.27967309952

    Generator_Loss: 16.3915023804
17
    After 20 iterations
        Discriminator Loss                         = -1.32794177532

    Generator_Loss: 2.92647528648
18
    After 20 iterations
        Discriminator Loss                         = -1.52695155144

    Generator_Loss: -23.3542442322
19
    After 20 iterations
        Discriminator Loss                         = -1.52812421322

    Generator_Loss: 0.212010860443
20
    After 20 iterations
        Discriminator Loss                         = -2.10487103462

    Generator_Loss: 3.42102336884
21
    After 20 iterations
        Discriminator Loss                         = -1.99094772339

    Generator_Loss: 3.03617238998
22
    After 20 iterations
        Discriminator Loss                         = -2.24149727821

    Generator_Loss: -3.54865407944
23
    After 20 iterations
        Discriminator Loss                         = -1.32564461231

    Generator_Loss: -21.758190155
24
    After 20 iterations
        Discriminator Loss                         = -1.75440597534

    Generator_Loss: -18.5953025818
25
     Level #0 Epoch #2 Batch #25
    After 20 iterations
        Discriminator Loss                         = -1.48038840294

    Generator_Loss: -20.528963089
26
    After 20 iterations
        Discriminator Loss                         = -2.51137709618

    Generator_Loss: -20.2296161652
27
    After 20 iterations
        Discriminator Loss                         = -2.26842069626

    Generator_Loss: 20.4628944397
28
    After 20 iterations
        Discriminator Loss                         = -1.88605713844

    Generator_Loss: -14.8313598633
29
    After 20 iterations
        Discriminator Loss                         = -1.26013970375

    Generator_Loss: -3.94493484497
30
    After 20 iterations
        Discriminator Loss                         = -2.24530744553

    Generator_Loss: 22.5643749237
31
    After 20 iterations
        Discriminator Loss                         = -2.15042448044

    Generator_Loss: -0.940626144409
32
    After 20 iterations
        Discriminator Loss                         = -2.33170104027

    Generator_Loss: -9.34097480774
33
    After 20 iterations
        Discriminator Loss                         = -2.07659220695

    Generator_Loss: 6.36226797104
34
    After 20 iterations
        Discriminator Loss                         = -1.59251713753

    Generator_Loss: -19.5103435516
35
    After 20 iterations
        Discriminator Loss                         = -1.24616909027

    Generator_Loss: 2.36071777344
36
    After 20 iterations
        Discriminator Loss                         = -1.87859857082

    Generator_Loss: -0.94671612978
37
    After 20 iterations
        Discriminator Loss                         = -2.38472342491

    Generator_Loss: -1.29886746407
38
    After 20 iterations
        Discriminator Loss                         = -1.50319671631

    Generator_Loss: 10.7961149216
39
    After 20 iterations
        Discriminator Loss                         = -2.01690912247

    Generator_Loss: -16.5267562866
40
    After 20 iterations
        Discriminator Loss                         = -1.77761220932

    Generator_Loss: -14.6540784836
41
    After 20 iterations
        Discriminator Loss                         = -2.17140769958

    Generator_Loss: 4.0393538475
42
    After 20 iterations
        Discriminator Loss                         = -2.21857762337

    Generator_Loss: -4.15417528152
43
    After 20 iterations
        Discriminator Loss                         = -2.51497721672

    Generator_Loss: 22.3283119202
44
    After 20 iterations
        Discriminator Loss                         = -1.98662996292

    Generator_Loss: 14.9195585251
45
    After 20 iterations
        Discriminator Loss                         = -1.76413464546

    Generator_Loss: -23.6829090118
46
    After 20 iterations
        Discriminator Loss                         = -2.52450108528

    Generator_Loss: -18.2136802673
47
    After 20 iterations
        Discriminator Loss                         = -1.78350973129

    Generator_Loss: -28.1120967865
48
    After 20 iterations
        Discriminator Loss                         = -1.64146196842

    Generator_Loss: -31.2355079651
49
    After 20 iterations
        Discriminator Loss                         = -1.60024285316

    Generator_Loss: 4.41086530685
50
     Level #0 Epoch #2 Batch #50
    After 20 iterations
        Discriminator Loss                         = -1.54627454281

    Generator_Loss: 11.7228183746
51
    After 20 iterations
        Discriminator Loss                         = -1.32380139828

    Generator_Loss: 7.95299863815
52
    After 20 iterations
        Discriminator Loss                         = -2.41908764839

    Generator_Loss: 14.1295309067
53
    After 20 iterations
        Discriminator Loss                         = -1.65275621414

    Generator_Loss: 17.7426185608
54
    After 20 iterations
        Discriminator Loss                         = -2.32433986664

    Generator_Loss: -3.23870611191
55
    After 20 iterations
        Discriminator Loss                         = -1.53775990009

    Generator_Loss: 11.1921405792
56
    After 20 iterations
        Discriminator Loss                         = -2.54375720024

    Generator_Loss: -30.745464325
57
    After 20 iterations
        Discriminator Loss                         = -1.64188945293

    Generator_Loss: 6.27161598206
58
    After 20 iterations
        Discriminator Loss                         = -2.15275669098

    Generator_Loss: 5.45306301117
59
    After 20 iterations
        Discriminator Loss                         = -2.40788698196

    Generator_Loss: -6.47604846954
60
    After 20 iterations
        Discriminator Loss                         = -1.47414064407

    Generator_Loss: 5.11414813995
61
    After 20 iterations
        Discriminator Loss                         = -1.96402668953

    Generator_Loss: 8.64918327332
62
    After 20 iterations
        Discriminator Loss                         = -1.48203992844

    Generator_Loss: 6.05731487274
63
    After 20 iterations
        Discriminator Loss                         = -1.59633207321

    Generator_Loss: -30.2767486572
64
    After 20 iterations
        Discriminator Loss                         = -1.57453489304

    Generator_Loss: -14.8671274185
65
    After 20 iterations
        Discriminator Loss                         = -1.62249207497

    Generator_Loss: -13.0850124359
66
    After 20 iterations
        Discriminator Loss                         = -1.53066313267

    Generator_Loss: 1.65108633041
67
    After 20 iterations
        Discriminator Loss                         = -1.65024912357

    Generator_Loss: -7.48266506195
68
    After 20 iterations
        Discriminator Loss                         = -1.9273160696

    Generator_Loss: -21.2506942749
69
    After 20 iterations
        Discriminator Loss                         = -2.18988704681

    Generator_Loss: -11.6074752808
70
    After 20 iterations
        Discriminator Loss                         = -1.76098978519

    Generator_Loss: -16.2804489136
71
    After 20 iterations
        Discriminator Loss                         = -1.45005881786

    Generator_Loss: -12.510011673
72
    After 20 iterations
        Discriminator Loss                         = -1.31213057041

    Generator_Loss: 12.7108516693
73
    After 20 iterations
        Discriminator Loss                         = -1.55097103119

    Generator_Loss: 7.16769838333
74
    After 20 iterations
        Discriminator Loss                         = -1.54150831699

    Generator_Loss: -10.9744052887
75
     Level #0 Epoch #2 Batch #75
    After 20 iterations
        Discriminator Loss                         = -2.17081570625

    Generator_Loss: -19.4930763245
76
    After 20 iterations
        Discriminator Loss                         = -1.59499275684

    Generator_Loss: -30.4345626831
77
    After 20 iterations
        Discriminator Loss                         = -1.66932559013

    Generator_Loss: -4.57525444031
78
    After 20 iterations
        Discriminator Loss                         = -2.14938235283

    Generator_Loss: 6.68295717239
79
    After 20 iterations
        Discriminator Loss                         = -1.61571717262

    Generator_Loss: 2.0569589138
80
    After 20 iterations
        Discriminator Loss                         = -1.57144474983

    Generator_Loss: -13.6608848572
81
    After 20 iterations
        Discriminator Loss                         = -1.9885802269

    Generator_Loss: -18.2116508484
82
    After 20 iterations
        Discriminator Loss                         = -2.31965827942

    Generator_Loss: 6.57223176956
83
    After 20 iterations
        Discriminator Loss                         = -2.26632761955

    Generator_Loss: 19.1030349731
84
    After 20 iterations
        Discriminator Loss                         = -2.12700343132

    Generator_Loss: -19.1242923737
85
    After 20 iterations
        Discriminator Loss                         = -1.60914134979

    Generator_Loss: 0.56719326973
86
    After 20 iterations
        Discriminator Loss                         = -1.75555896759

    Generator_Loss: -7.5973443985
87
    After 20 iterations
        Discriminator Loss                         = -1.41504371166

    Generator_Loss: 7.09368419647
88
    After 20 iterations
        Discriminator Loss                         = -1.66429424286

    Generator_Loss: -24.7818775177
89
    After 20 iterations
        Discriminator Loss                         = -1.9469332695

    Generator_Loss: -10.3843412399
90
    After 20 iterations
        Discriminator Loss                         = -1.90082299709

    Generator_Loss: -12.1147127151
91
    After 20 iterations
        Discriminator Loss                         = -1.52769887447

    Generator_Loss: -17.7900104523
92
    After 20 iterations
        Discriminator Loss                         = -2.18196296692

    Generator_Loss: -19.4813785553
93
    After 20 iterations
        Discriminator Loss                         = -1.68589055538

    Generator_Loss: -19.8096103668
94
    After 20 iterations
        Discriminator Loss                         = -1.9843378067

    Generator_Loss: -30.3455314636
95
    After 20 iterations
        Discriminator Loss                         = -2.45259308815

    Generator_Loss: 21.0591869354
96
    After 20 iterations
        Discriminator Loss                         = -1.65748810768

    Generator_Loss: 4.27453756332
97
    After 20 iterations
        Discriminator Loss                         = -1.64670920372

    Generator_Loss: 19.1673297882
98
    After 20 iterations
        Discriminator Loss                         = -1.53760707378

    Generator_Loss: -6.45682764053
99
    After 20 iterations
        Discriminator Loss                         = -2.857619524

    Generator_Loss: 22.9182815552
100
     Level #0 Epoch #2 Batch #100
    After 20 iterations
        Discriminator Loss                         = -1.82854509354

    Generator_Loss: 5.08883523941
101
    After 20 iterations
        Discriminator Loss                         = -2.98001408577

    Generator_Loss: 19.9723453522
102
    After 20 iterations
        Discriminator Loss                         = -1.77916145325

    Generator_Loss: -23.3215236664
103
    After 20 iterations
        Discriminator Loss                         = -1.62330651283

    Generator_Loss: -21.3958015442
104
    After 20 iterations
        Discriminator Loss                         = -1.78783535957

    Generator_Loss: 1.55694377422
105
    After 20 iterations
        Discriminator Loss                         = -1.31353032589

    Generator_Loss: 6.17969036102
106
    After 20 iterations
        Discriminator Loss                         = -2.27849245071

    Generator_Loss: 14.2763986588
107
    After 20 iterations
        Discriminator Loss                         = -2.89714002609

    Generator_Loss: 16.9035987854
108
    After 20 iterations
        Discriminator Loss                         = -1.5416405201

    Generator_Loss: 10.547709465
109
    After 20 iterations
        Discriminator Loss                         = -2.26344060898

    Generator_Loss: -14.5449705124
110
    After 20 iterations
        Discriminator Loss                         = -2.56316447258

    Generator_Loss: -15.3687953949
111
    After 20 iterations
        Discriminator Loss                         = -1.44477069378

    Generator_Loss: -13.2902584076
112
    After 20 iterations
        Discriminator Loss                         = -1.35893619061

    Generator_Loss: -10.8341827393
113
    After 20 iterations
        Discriminator Loss                         = -2.81038141251

    Generator_Loss: -8.59771060944
114
    After 20 iterations
        Discriminator Loss                         = -1.82990586758

    Generator_Loss: -33.0684051514
115
    After 20 iterations
        Discriminator Loss                         = -1.67749714851

    Generator_Loss: 18.3618526459
116
    After 20 iterations
        Discriminator Loss                         = -2.41954159737

    Generator_Loss: -23.1394729614
117
    After 20 iterations
        Discriminator Loss                         = -1.56085288525

    Generator_Loss: -7.5086145401
118
    After 20 iterations
        Discriminator Loss                         = -1.51547837257

    Generator_Loss: 16.1971073151
119
    After 20 iterations
        Discriminator Loss                         = -1.83055496216

    Generator_Loss: -20.776802063
120
    After 20 iterations
        Discriminator Loss                         = -2.56478381157

    Generator_Loss: -4.36790132523
121
    After 20 iterations
        Discriminator Loss                         = -1.30238127708

    Generator_Loss: -4.5019698143
122
    After 20 iterations
        Discriminator Loss                         = -1.76905715466

    Generator_Loss: 5.13251638412
123
    After 20 iterations
        Discriminator Loss                         = -2.06480288506

    Generator_Loss: -21.8517971039
124
    After 20 iterations
        Discriminator Loss                         = -1.90681040287

    Generator_Loss: -1.54885721207
125
     Level #0 Epoch #2 Batch #125
    After 20 iterations
        Discriminator Loss                         = -2.82531309128

    Generator_Loss: 13.7092027664
126
    After 20 iterations
        Discriminator Loss                         = -1.56059098244

    Generator_Loss: 12.625793457
127
    After 20 iterations
        Discriminator Loss                         = -1.9103000164

    Generator_Loss: -22.5443325043
128
    After 20 iterations
        Discriminator Loss                         = -1.52880144119

    Generator_Loss: -15.0353460312
129
    After 20 iterations
        Discriminator Loss                         = -1.66943836212

    Generator_Loss: -9.70736217499
130
    After 20 iterations
        Discriminator Loss                         = -1.85583770275

    Generator_Loss: -22.6915721893
131
    After 20 iterations
        Discriminator Loss                         = -1.74951732159

    Generator_Loss: -16.5262336731
132
    After 20 iterations
        Discriminator Loss                         = -2.22644901276

    Generator_Loss: 7.03754663467
133
    After 20 iterations
        Discriminator Loss                         = -1.76864361763

    Generator_Loss: 14.6250905991
134
    After 20 iterations
        Discriminator Loss                         = -1.65206921101

    Generator_Loss: 9.08511447906
135
    After 20 iterations
        Discriminator Loss                         = -1.60763800144

    Generator_Loss: 18.7788085938
136
    After 20 iterations
        Discriminator Loss                         = -2.18090486526

    Generator_Loss: -14.4626379013
137
    After 20 iterations
        Discriminator Loss                         = -1.78591883183

    Generator_Loss: -29.7263259888
138
    After 20 iterations
        Discriminator Loss                         = -2.0167658329

    Generator_Loss: -16.5977840424
139
    After 20 iterations
        Discriminator Loss                         = -1.8998748064

    Generator_Loss: 15.3736486435
140
    After 20 iterations
        Discriminator Loss                         = -1.37734162807

    Generator_Loss: 10.7531309128
141
    After 20 iterations
        Discriminator Loss                         = -1.77793848515

    Generator_Loss: -31.9641914368
142
    After 20 iterations
        Discriminator Loss                         = -1.5352897644

    Generator_Loss: 9.0816488266
143
    After 20 iterations
        Discriminator Loss                         = -2.43317461014

    Generator_Loss: -10.1982460022
144
    After 20 iterations
        Discriminator Loss                         = -2.19642233849

    Generator_Loss: 17.8819141388
145
    After 20 iterations
        Discriminator Loss                         = -1.71224403381

    Generator_Loss: 2.66770982742
146
    After 20 iterations
        Discriminator Loss                         = -1.57405328751

    Generator_Loss: 4.87754058838
147
    After 20 iterations
        Discriminator Loss                         = -1.73063516617

    Generator_Loss: -0.974731087685
148
    After 20 iterations
        Discriminator Loss                         = -2.28855490685

    Generator_Loss: -6.99923658371
149
    After 20 iterations
        Discriminator Loss                         = -1.40824747086

    Generator_Loss: -17.9644317627
150
     Level #0 Epoch #2 Batch #150
    After 20 iterations
        Discriminator Loss                         = -2.33562016487

    Generator_Loss: -8.66069030762
151
    After 20 iterations
        Discriminator Loss                         = -1.56739914417

    Generator_Loss: -4.51691579819
152
    After 20 iterations
        Discriminator Loss                         = -1.63290202618

    Generator_Loss: -5.24406957626
153
    After 20 iterations
        Discriminator Loss                         = -1.88780295849

    Generator_Loss: 13.7884283066
154
    After 20 iterations
        Discriminator Loss                         = -2.62857103348

    Generator_Loss: -1.43551945686
155
    After 20 iterations
        Discriminator Loss                         = -2.04203009605

    Generator_Loss: -4.782122612
156
    After 20 iterations
        Discriminator Loss                         = -1.47656095028

    Generator_Loss: 9.25771808624
157
    After 20 iterations
        Discriminator Loss                         = -2.68329405785

    Generator_Loss: 23.1509666443
158
    After 20 iterations
        Discriminator Loss                         = -1.94441437721

    Generator_Loss: -17.9782390594
159
    After 20 iterations
        Discriminator Loss                         = -1.80404806137

    Generator_Loss: 8.98691082001
160
    After 20 iterations
        Discriminator Loss                         = -1.77102601528

    Generator_Loss: -25.4325561523
161
    After 20 iterations
        Discriminator Loss                         = -1.52058720589

    Generator_Loss: -23.2290096283
162
    After 20 iterations
        Discriminator Loss                         = -1.53458428383

    Generator_Loss: -19.0661640167
163
    After 20 iterations
        Discriminator Loss                         = -1.40328514576

    Generator_Loss: -21.2701587677
164
    After 20 iterations
        Discriminator Loss                         = -1.54713177681

    Generator_Loss: 3.06887888908
165
    After 20 iterations
        Discriminator Loss                         = -1.5131149292

    Generator_Loss: 19.9529590607
166
    After 20 iterations
        Discriminator Loss                         = -2.13262891769

    Generator_Loss: -16.9404506683
167
    After 20 iterations
        Discriminator Loss                         = -1.539249897

    Generator_Loss: -12.2972974777
168
    After 20 iterations
        Discriminator Loss                         = -1.66060781479

    Generator_Loss: -20.3017311096
169
    After 20 iterations
        Discriminator Loss                         = -1.67356324196

    Generator_Loss: -25.8426952362
170
    After 20 iterations
        Discriminator Loss                         = -1.50825190544

    Generator_Loss: -7.95135450363
171
    After 20 iterations
        Discriminator Loss                         = -2.24018359184

    Generator_Loss: -19.1464176178
172
    After 20 iterations
        Discriminator Loss                         = -2.04708552361

    Generator_Loss: 3.55393123627
173
    After 20 iterations
        Discriminator Loss                         = -1.48789453506

    Generator_Loss: 7.80488634109
174
    After 20 iterations
        Discriminator Loss                         = -1.7053437233

    Generator_Loss: -24.5059871674
175
     Level #0 Epoch #2 Batch #175
    After 20 iterations
        Discriminator Loss                         = -2.34809827805

    Generator_Loss: -6.61206102371
176
    After 20 iterations
        Discriminator Loss                         = -1.58792829514

    Generator_Loss: 2.46446204185
177
    After 20 iterations
        Discriminator Loss                         = -1.70422697067

    Generator_Loss: 18.1742324829
178
    After 20 iterations
        Discriminator Loss                         = -1.63718938828

    Generator_Loss: 11.0669898987
179
    After 20 iterations
        Discriminator Loss                         = -1.91334033012

    Generator_Loss: -23.6615104675
180
    After 20 iterations
        Discriminator Loss                         = -1.4702436924

    Generator_Loss: -21.2021865845
181
    After 20 iterations
        Discriminator Loss                         = -1.33442533016

    Generator_Loss: -20.1207408905
182
    After 20 iterations
        Discriminator Loss                         = -1.86730265617

    Generator_Loss: 22.3332710266
183
    After 20 iterations
        Discriminator Loss                         = -1.42357313633

    Generator_Loss: 4.66975641251
184
    After 20 iterations
        Discriminator Loss                         = -1.89936816692

    Generator_Loss: -1.5163974762
185
    After 20 iterations
        Discriminator Loss                         = -1.495454669

    Generator_Loss: 7.22495079041
186
    After 20 iterations
        Discriminator Loss                         = -1.76550889015

    Generator_Loss: 27.7057857513
187
    After 20 iterations
        Discriminator Loss                         = -2.60777831078

    Generator_Loss: 22.855014801
188
    After 20 iterations
        Discriminator Loss                         = -1.32736468315

    Generator_Loss: 6.36443948746
189
    After 20 iterations
        Discriminator Loss                         = -2.43847894669

    Generator_Loss: -34.2896347046
190
    After 20 iterations
        Discriminator Loss                         = -1.51481389999

    Generator_Loss: -7.98772335052
191
    After 20 iterations
        Discriminator Loss                         = -2.06194639206

    Generator_Loss: 5.06937789917
192
    After 20 iterations
        Discriminator Loss                         = -2.15967988968

    Generator_Loss: -20.0334587097
193
    After 20 iterations
        Discriminator Loss                         = -1.68474209309

    Generator_Loss: -12.4613828659
194
    After 20 iterations
        Discriminator Loss                         = -1.55056655407

    Generator_Loss: -17.081079483
195
    After 20 iterations
        Discriminator Loss                         = -2.12576675415

    Generator_Loss: 24.9872570038
196
    After 20 iterations
        Discriminator Loss                         = -1.77844667435

    Generator_Loss: -30.134683609
197
    After 20 iterations
        Discriminator Loss                         = -2.91552519798

    Generator_Loss: 18.5995597839
198
    After 20 iterations
        Discriminator Loss                         = -1.7661331892

    Generator_Loss: -11.6425552368
199
    After 20 iterations
        Discriminator Loss                         = -1.6701990366

    Generator_Loss: -0.277286112309
200
     Level #0 Epoch #2 Batch #200
    After 20 iterations
        Discriminator Loss                         = -2.2034676075

    Generator_Loss: 9.40151691437
201
    After 20 iterations
        Discriminator Loss                         = -1.80114209652

    Generator_Loss: -8.53328990936
202
    After 20 iterations
        Discriminator Loss                         = -1.68202865124

    Generator_Loss: 19.0924434662
203
    After 20 iterations
        Discriminator Loss                         = -1.56112015247

    Generator_Loss: -18.8433456421
204
    After 20 iterations
        Discriminator Loss                         = -1.94182467461

    Generator_Loss: -32.3214073181
205
    After 20 iterations
        Discriminator Loss                         = -1.54285168648

    Generator_Loss: -11.7979221344
206
    After 20 iterations
        Discriminator Loss                         = -1.80591833591

    Generator_Loss: 17.4156532288
207
    After 20 iterations
        Discriminator Loss                         = -1.52717804909

    Generator_Loss: 9.7986497879
208
    After 20 iterations
        Discriminator Loss                         = -1.45952820778

    Generator_Loss: -4.00263404846
209
    After 20 iterations
        Discriminator Loss                         = -2.25380706787

    Generator_Loss: 17.7057971954
210
    After 20 iterations
        Discriminator Loss                         = -2.73283886909

    Generator_Loss: -26.9317817688
211
    After 20 iterations
        Discriminator Loss                         = -1.90463376045

    Generator_Loss: -0.349208056927
212
    After 20 iterations
        Discriminator Loss                         = -2.10123062134

    Generator_Loss: 20.9073219299
213
    After 20 iterations
        Discriminator Loss                         = -3.09003734589

    Generator_Loss: -13.2762899399
214
    After 20 iterations
        Discriminator Loss                         = -1.42066955566

    Generator_Loss: 7.4289894104
215
    After 20 iterations
        Discriminator Loss                         = -1.40953159332

    Generator_Loss: -6.77540063858
216
    After 20 iterations
        Discriminator Loss                         = -2.79250979424

    Generator_Loss: -11.3047637939
217
    After 20 iterations
        Discriminator Loss                         = -1.15438699722

    Generator_Loss: -5.61226987839
218
    After 20 iterations
        Discriminator Loss                         = -2.30265617371

    Generator_Loss: -22.3071231842
219
    After 20 iterations
        Discriminator Loss                         = -1.79655408859

    Generator_Loss: -0.619128227234
220
    After 20 iterations
        Discriminator Loss                         = -2.7117831707

    Generator_Loss: -24.209438324
221
    After 20 iterations
        Discriminator Loss                         = -1.32903826237

    Generator_Loss: -23.1692123413
222
    After 20 iterations
        Discriminator Loss                         = -2.91114878654

    Generator_Loss: 1.60748565197
223
    After 20 iterations
        Discriminator Loss                         = -1.85801589489

    Generator_Loss: -11.1660785675
224
    After 20 iterations
        Discriminator Loss                         = -1.65370857716

    Generator_Loss: -5.29058694839
225
     Level #0 Epoch #2 Batch #225
    After 20 iterations
        Discriminator Loss                         = -2.73091840744

    Generator_Loss: 21.6639232635
226
    After 20 iterations
        Discriminator Loss                         = -1.21970415115

    Generator_Loss: 13.3926391602
227
    After 20 iterations
        Discriminator Loss                         = -1.70675456524

    Generator_Loss: 15.6429672241
228
    After 20 iterations
        Discriminator Loss                         = -1.59509754181

    Generator_Loss: -1.52585375309
229
    After 20 iterations
        Discriminator Loss                         = -2.12211823463

    Generator_Loss: 0.0366279110312
230
    After 20 iterations
        Discriminator Loss                         = -1.41353201866

    Generator_Loss: 1.70929574966
231
    After 20 iterations
        Discriminator Loss                         = -1.85603034496

    Generator_Loss: -10.9470777512
232
    After 20 iterations
        Discriminator Loss                         = -1.34226286411

    Generator_Loss: -2.78002810478
233
    After 20 iterations
        Discriminator Loss                         = -2.06444215775

    Generator_Loss: -8.99902057648
234
    After 20 iterations
        Discriminator Loss                         = -1.30826294422

    Generator_Loss: 13.9472866058
235
    After 20 iterations
        Discriminator Loss                         = -1.8861322403

    Generator_Loss: 7.99797725677
236
    After 20 iterations
        Discriminator Loss                         = -1.71706926823

    Generator_Loss: -20.602104187
237
    After 20 iterations
        Discriminator Loss                         = -1.683177948

    Generator_Loss: 4.15938520432
238
    After 20 iterations
        Discriminator Loss                         = -1.81085729599

    Generator_Loss: 8.07813644409
239
    After 20 iterations
        Discriminator Loss                         = -1.74704635143

    Generator_Loss: 13.1725168228
240
    After 20 iterations
        Discriminator Loss                         = -1.62279343605

    Generator_Loss: -25.7886943817
241
    After 20 iterations
        Discriminator Loss                         = -1.45717585087

    Generator_Loss: -0.135837927461
242
    After 20 iterations
        Discriminator Loss                         = -1.74860429764

    Generator_Loss: -2.84244632721
243
    After 20 iterations
        Discriminator Loss                         = -1.53349924088

    Generator_Loss: -28.9121723175
244
    After 20 iterations
        Discriminator Loss                         = -1.41373705864

    Generator_Loss: -13.4147968292
245
    After 20 iterations
        Discriminator Loss                         = -2.20308113098

    Generator_Loss: -4.48000574112
246
    After 20 iterations
        Discriminator Loss                         = -1.36921346188

    Generator_Loss: -6.11269712448
247
    After 20 iterations
        Discriminator Loss                         = -1.36120188236

    Generator_Loss: -3.84254717827
248
    After 20 iterations
        Discriminator Loss                         = -1.61253154278

    Generator_Loss: 3.06715989113
249
    After 20 iterations
        Discriminator Loss                         = -2.56366991997

    Generator_Loss: -2.1466422081
250
     Level #0 Epoch #2 Batch #250
    After 20 iterations
        Discriminator Loss                         = -1.52801334858

    Generator_Loss: 14.8465690613
251
    After 20 iterations
        Discriminator Loss                         = -2.25370168686

    Generator_Loss: 8.63324356079
252
    After 20 iterations
        Discriminator Loss                         = -3.3765642643

    Generator_Loss: 21.4815387726
253
    After 20 iterations
        Discriminator Loss                         = -1.72039103508

    Generator_Loss: 13.2807359695
254
    After 20 iterations
        Discriminator Loss                         = -1.64395797253

    Generator_Loss: -14.0702342987
255
    After 20 iterations
        Discriminator Loss                         = -1.83810961246

    Generator_Loss: 14.7171821594
256
    After 20 iterations
        Discriminator Loss                         = -1.95517170429

    Generator_Loss: -11.6899499893
257
    After 20 iterations
        Discriminator Loss                         = -1.45692741871

    Generator_Loss: -6.30333280563
258
    After 20 iterations
        Discriminator Loss                         = -1.24591684341

    Generator_Loss: -32.0742530823
259
    After 20 iterations
        Discriminator Loss                         = -1.77527427673

    Generator_Loss: -16.9194564819
260
    After 20 iterations
        Discriminator Loss                         = -2.31344914436

    Generator_Loss: -10.6623315811
261
    After 20 iterations
        Discriminator Loss                         = -1.46678996086

    Generator_Loss: -10.5216026306
262
    After 20 iterations
        Discriminator Loss                         = -1.58248269558

    Generator_Loss: -5.45146083832
263
    After 20 iterations
        Discriminator Loss                         = -1.25497794151

    Generator_Loss: 1.54328227043
264
    After 20 iterations
        Discriminator Loss                         = -1.86638760567

    Generator_Loss: -0.229307278991
265
    After 20 iterations
        Discriminator Loss                         = -1.78729355335

    Generator_Loss: -11.4035549164
266
    After 20 iterations
        Discriminator Loss                         = -2.08789277077

    Generator_Loss: 16.2178058624
267
    After 20 iterations
        Discriminator Loss                         = -1.93211627007

    Generator_Loss: 14.8671426773
268
    After 20 iterations
        Discriminator Loss                         = -3.04375720024

    Generator_Loss: 18.8992099762
269
    After 20 iterations
        Discriminator Loss                         = -1.6692237854

    Generator_Loss: -1.91684675217
270
    After 20 iterations
        Discriminator Loss                         = -2.7229590416

    Generator_Loss: -10.0514307022
271
    After 20 iterations
        Discriminator Loss                         = -1.57666885853

    Generator_Loss: 0.855301976204
272
    After 20 iterations
        Discriminator Loss                         = -1.38617134094

    Generator_Loss: -15.3659858704
273
    After 20 iterations
        Discriminator Loss                         = -2.06904363632

    Generator_Loss: -6.51655006409
274
    After 20 iterations
        Discriminator Loss                         = -1.22219502926

    Generator_Loss: 3.982452631
275
     Level #0 Epoch #2 Batch #275
    After 20 iterations
        Discriminator Loss                         = -1.18433856964

    Generator_Loss: -8.12423229218
276
    After 20 iterations
        Discriminator Loss                         = -1.92724895477

    Generator_Loss: -4.74510717392
277
    After 20 iterations
        Discriminator Loss                         = -1.55670511723

    Generator_Loss: -24.7467784882
278
    After 20 iterations
        Discriminator Loss                         = -1.41254723072

    Generator_Loss: 6.18176746368
279
    After 20 iterations
        Discriminator Loss                         = -1.80075609684

    Generator_Loss: 3.66630458832
280
    After 20 iterations
        Discriminator Loss                         = -1.66251087189

    Generator_Loss: 2.59987401962
281
    After 20 iterations
        Discriminator Loss                         = -1.46572268009

    Generator_Loss: 1.08243334293
282
    After 20 iterations
        Discriminator Loss                         = -1.85642838478

    Generator_Loss: -19.7200660706
283
    After 20 iterations
        Discriminator Loss                         = -1.79435670376

    Generator_Loss: -12.5170879364
284
    After 20 iterations
        Discriminator Loss                         = -1.48633217812

    Generator_Loss: 7.98600578308
285
    After 20 iterations
        Discriminator Loss                         = -1.50678920746

    Generator_Loss: 10.570186615
286
    After 20 iterations
        Discriminator Loss                         = -2.69558143616

    Generator_Loss: -30.9040470123
287
    After 20 iterations
        Discriminator Loss                         = -1.49508810043

    Generator_Loss: -9.90160942078
288
    After 20 iterations
        Discriminator Loss                         = -1.09893977642

    Generator_Loss: -18.6346740723
289
    After 20 iterations
        Discriminator Loss                         = -1.78360676765

    Generator_Loss: 6.3926820755
290
    After 20 iterations
        Discriminator Loss                         = -2.37079071999

    Generator_Loss: -14.8405990601
291
    After 20 iterations
        Discriminator Loss                         = -1.70555436611

    Generator_Loss: -4.19375753403
292
    After 20 iterations
        Discriminator Loss                         = -1.33067798615

    Generator_Loss: -3.77164316177
293
    After 20 iterations
        Discriminator Loss                         = -1.88525545597

    Generator_Loss: 0.456497341394
294
    After 20 iterations
        Discriminator Loss                         = -2.45342421532

    Generator_Loss: -27.7598419189
295
    After 20 iterations
        Discriminator Loss                         = -2.54878044128

    Generator_Loss: -15.6931219101
296
    After 20 iterations
        Discriminator Loss                         = -2.15616106987

    Generator_Loss: 12.4053230286
297
    After 20 iterations
        Discriminator Loss                         = -1.35926556587

    Generator_Loss: -12.2011795044
298
    After 20 iterations
        Discriminator Loss                         = -1.654078722

    Generator_Loss: -1.35469329357
299
    After 20 iterations
        Discriminator Loss                         = -2.11717677116

    Generator_Loss: -2.57671499252
300
     Level #0 Epoch #2 Batch #300
    After 20 iterations
        Discriminator Loss                         = -1.66636621952

    Generator_Loss: 19.3898887634
301
    After 20 iterations
        Discriminator Loss                         = -2.3062813282

    Generator_Loss: 21.3801670074
302
    After 20 iterations
        Discriminator Loss                         = -1.87213301659

    Generator_Loss: 6.60486364365
303
    After 20 iterations
        Discriminator Loss                         = -1.50758254528

    Generator_Loss: -18.7810726166
304
    After 20 iterations
        Discriminator Loss                         = -1.73646783829

    Generator_Loss: -10.5317554474
305
    After 20 iterations
        Discriminator Loss                         = -1.45243132114

    Generator_Loss: 13.9870615005
306
    After 20 iterations
        Discriminator Loss                         = -2.22953271866

    Generator_Loss: -33.4123382568
307
    After 20 iterations
        Discriminator Loss                         = -1.42060387135

    Generator_Loss: -8.98445796967
308
    After 20 iterations
        Discriminator Loss                         = -1.51517450809

    Generator_Loss: -19.4581680298
309
    After 20 iterations
        Discriminator Loss                         = -1.77143740654

    Generator_Loss: 16.7420654297
310
    After 20 iterations
        Discriminator Loss                         = -2.01987123489

    Generator_Loss: 2.00643563271
311
    After 20 iterations
        Discriminator Loss                         = -2.07508802414

    Generator_Loss: 16.4954376221
312
    After 20 iterations
        Discriminator Loss                         = -2.26901745796

    Generator_Loss: 16.5310840607
313
    After 20 iterations
        Discriminator Loss                         = -1.41772294044

    Generator_Loss: 7.09506130219
314
    After 20 iterations
        Discriminator Loss                         = -1.88327097893

    Generator_Loss: -0.766559064388
315
    After 20 iterations
        Discriminator Loss                         = -1.43551063538

    Generator_Loss: -23.9726829529
316
    After 20 iterations
        Discriminator Loss                         = -1.54521048069

    Generator_Loss: 9.70359230042
317
    After 20 iterations
        Discriminator Loss                         = -1.42454648018

    Generator_Loss: -16.5385818481
318
    After 20 iterations
        Discriminator Loss                         = -1.1756439209

    Generator_Loss: -5.22926616669
319
    After 20 iterations
        Discriminator Loss                         = -2.11945414543

    Generator_Loss: 21.878288269
320
    After 20 iterations
        Discriminator Loss                         = -2.49882721901

    Generator_Loss: 22.4384860992
321
    After 20 iterations
        Discriminator Loss                         = -2.65407466888

    Generator_Loss: 7.12300300598
322
    After 20 iterations
        Discriminator Loss                         = -1.56347584724

    Generator_Loss: 19.2430706024
323
    After 20 iterations
        Discriminator Loss                         = -2.88579249382

    Generator_Loss: -35.7423667908
324
    After 20 iterations
        Discriminator Loss                         = -1.38652193546

    Generator_Loss: -9.58513259888
325
     Level #0 Epoch #2 Batch #325
    After 20 iterations
        Discriminator Loss                         = -2.65035295486

    Generator_Loss: 24.1325321198
326
    After 20 iterations
        Discriminator Loss                         = -1.77685534954

    Generator_Loss: 15.7818899155
327
    After 20 iterations
        Discriminator Loss                         = -1.28580141068

    Generator_Loss: 3.56033778191
328
    After 20 iterations
        Discriminator Loss                         = -2.12028646469

    Generator_Loss: -7.3386425972
329
    After 20 iterations
        Discriminator Loss                         = -1.1488121748

    Generator_Loss: 10.3982067108
330
    After 20 iterations
        Discriminator Loss                         = -1.49296891689

    Generator_Loss: -9.15911006927
331
    After 20 iterations
        Discriminator Loss                         = -1.72591590881

    Generator_Loss: -26.1473255157
332
    After 20 iterations
        Discriminator Loss                         = -1.83858573437

    Generator_Loss: -5.80044269562
333
    After 20 iterations
        Discriminator Loss                         = -1.39066803455

    Generator_Loss: -6.36653470993
334
    After 20 iterations
        Discriminator Loss                         = -1.8704277277

    Generator_Loss: -17.2846775055
335
    After 20 iterations
        Discriminator Loss                         = -2.10259604454

    Generator_Loss: 27.0122356415
336
    After 20 iterations
        Discriminator Loss                         = -1.77831709385

    Generator_Loss: 7.27461099625
337
    After 20 iterations
        Discriminator Loss                         = -1.57924425602

    Generator_Loss: 2.16898465157
338
    After 20 iterations
        Discriminator Loss                         = -1.47137439251

    Generator_Loss: 10.0413675308
339
    After 20 iterations
        Discriminator Loss                         = -2.43563508987

    Generator_Loss: -25.3943309784
340
    After 20 iterations
        Discriminator Loss                         = -2.42874360085

    Generator_Loss: -31.3470611572
341
    After 20 iterations
        Discriminator Loss                         = -1.92012953758

    Generator_Loss: -33.6872558594
342
    After 20 iterations
        Discriminator Loss                         = -1.67817234993

    Generator_Loss: -1.7585324049
343
    After 20 iterations
        Discriminator Loss                         = -1.74682474136

    Generator_Loss: -8.75282859802
344
    After 20 iterations
        Discriminator Loss                         = -1.90753245354

    Generator_Loss: 8.61011886597
345
    After 20 iterations
        Discriminator Loss                         = -1.48259985447

    Generator_Loss: 2.47226786613
346
    After 20 iterations
        Discriminator Loss                         = -1.67941820621

    Generator_Loss: 21.7942504883
347
    After 20 iterations
        Discriminator Loss                         = -1.80369389057

    Generator_Loss: 2.10374593735
348
    After 20 iterations
        Discriminator Loss                         = -1.27672588825

    Generator_Loss: 10.2580490112
349
    After 20 iterations
        Discriminator Loss                         = -1.68207550049

    Generator_Loss: 16.2707824707
350
     Level #0 Epoch #2 Batch #350
    After 20 iterations
        Discriminator Loss                         = -1.4551705122

    Generator_Loss: -21.8584442139
351
    After 20 iterations
        Discriminator Loss                         = -1.62680768967

    Generator_Loss: 1.87753629684
352
    After 20 iterations
        Discriminator Loss                         = -1.46229445934

    Generator_Loss: -5.11029148102
353
    After 20 iterations
        Discriminator Loss                         = -2.3208463192

    Generator_Loss: -1.39817631245
354
    After 20 iterations
        Discriminator Loss                         = -1.76438784599

    Generator_Loss: -17.1980190277
355
    After 20 iterations
        Discriminator Loss                         = -1.9771541357

    Generator_Loss: 16.5271968842
356
    After 20 iterations
        Discriminator Loss                         = -2.05824995041

    Generator_Loss: -17.9582557678
357
    After 20 iterations
        Discriminator Loss                         = -2.63105964661

    Generator_Loss: 26.3609905243
358
    After 20 iterations
        Discriminator Loss                         = -2.10564351082

    Generator_Loss: 10.4248409271
359
    After 20 iterations
        Discriminator Loss                         = -1.54886484146

    Generator_Loss: 5.349858284
360
    After 20 iterations
        Discriminator Loss                         = -1.63433885574

    Generator_Loss: -4.95845222473
361
    After 20 iterations
        Discriminator Loss                         = -1.3602668047

    Generator_Loss: -16.9974575043
362
    After 20 iterations
        Discriminator Loss                         = -1.72623705864

    Generator_Loss: 2.21862959862
363
    After 20 iterations
        Discriminator Loss                         = -2.44177722931

    Generator_Loss: -11.6598558426
364
    After 20 iterations
        Discriminator Loss                         = -1.35746872425

    Generator_Loss: -4.27930307388
365
    After 20 iterations
        Discriminator Loss                         = -1.80179286003

    Generator_Loss: 22.2185535431
366
    After 20 iterations
        Discriminator Loss                         = -1.59346592426

    Generator_Loss: 9.10293960571
367
    After 20 iterations
        Discriminator Loss                         = -1.66182494164

    Generator_Loss: -4.1777586937
368
    After 20 iterations
        Discriminator Loss                         = -1.76565825939

    Generator_Loss: -1.53081655502
369
    After 20 iterations
        Discriminator Loss                         = -1.93345046043

    Generator_Loss: -18.409116745
370
    After 20 iterations
        Discriminator Loss                         = -1.36690843105

    Generator_Loss: -13.1353349686
371
    After 20 iterations
        Discriminator Loss                         = -1.53165304661

    Generator_Loss: -5.35713100433
372
    After 20 iterations
        Discriminator Loss                         = -1.8687813282

    Generator_Loss: -11.1391420364
373
    After 20 iterations
        Discriminator Loss                         = -2.06799721718

    Generator_Loss: -14.4463567734
374
    After 20 iterations
        Discriminator Loss                         = -1.46698486805

    Generator_Loss: -16.0626907349
375
     Level #0 Epoch #2 Batch #375
    After 20 iterations
        Discriminator Loss                         = -1.57544636726

    Generator_Loss: -13.6578111649
376
    After 20 iterations
        Discriminator Loss                         = -1.39560329914

    Generator_Loss: 13.6870718002
377
    After 20 iterations
        Discriminator Loss                         = -2.12731480598

    Generator_Loss: 14.0450925827
378
    After 20 iterations
        Discriminator Loss                         = -1.96423447132

    Generator_Loss: -29.1019668579
379
    After 20 iterations
        Discriminator Loss                         = -2.08510756493

    Generator_Loss: 20.005241394
380
    After 20 iterations
        Discriminator Loss                         = -1.50368142128

    Generator_Loss: 11.1346654892
381
    After 20 iterations
        Discriminator Loss                         = -2.16437768936

    Generator_Loss: -6.65471124649
382
    After 20 iterations
        Discriminator Loss                         = -1.58686923981

    Generator_Loss: 0.90448153019
383
    After 20 iterations
        Discriminator Loss                         = -1.49503326416

    Generator_Loss: -12.3211154938
384
    After 20 iterations
        Discriminator Loss                         = -1.79351770878

    Generator_Loss: 11.8048210144
385
    After 20 iterations
        Discriminator Loss                         = -1.80700409412

    Generator_Loss: 11.6283226013
386
    After 20 iterations
        Discriminator Loss                         = -2.01756596565

    Generator_Loss: -26.1331748962
387
    After 20 iterations
        Discriminator Loss                         = -1.38000833988

    Generator_Loss: -31.4640655518
388
    After 20 iterations
        Discriminator Loss                         = -2.31769061089

    Generator_Loss: 18.2065734863
389
    After 20 iterations
        Discriminator Loss                         = -1.59121525288

    Generator_Loss: 3.81299519539
390
    After 20 iterations
        Discriminator Loss                         = -1.2521944046

    Generator_Loss: 4.24155807495
391
    After 20 iterations
        Discriminator Loss                         = -1.67852854729

    Generator_Loss: -11.8401050568
392
    After 20 iterations
        Discriminator Loss                         = -1.97677397728

    Generator_Loss: -6.23566532135
393
    After 20 iterations
        Discriminator Loss                         = -2.15193867683

    Generator_Loss: 11.5717525482
394
    After 20 iterations
        Discriminator Loss                         = -1.87060987949

    Generator_Loss: -26.0432510376
395
    After 20 iterations
        Discriminator Loss                         = -1.25096201897

    Generator_Loss: -0.23943413794
396
    After 20 iterations
        Discriminator Loss                         = -2.13973236084

    Generator_Loss: -10.4397115707
397
    After 20 iterations
        Discriminator Loss                         = -1.50959646702

    Generator_Loss: -6.18412590027
398
    After 20 iterations
        Discriminator Loss                         = -1.56678199768

    Generator_Loss: -25.0369548798
399
    After 20 iterations
        Discriminator Loss                         = -1.99802350998

    Generator_Loss: -16.9318904877
400
     Level #0 Epoch #2 Batch #400
    After 20 iterations
        Discriminator Loss                         = -2.51797556877

    Generator_Loss: 2.41031861305
401
    After 20 iterations
        Discriminator Loss                         = -1.45510995388

    Generator_Loss: 3.61510753632
402
    After 20 iterations
        Discriminator Loss                         = -1.93526387215

    Generator_Loss: 22.8737716675
403
    After 20 iterations
        Discriminator Loss                         = -1.83868169785

    Generator_Loss: -11.1483917236
404
    After 20 iterations
        Discriminator Loss                         = -1.96835398674

    Generator_Loss: 15.9303379059
405
    After 20 iterations
        Discriminator Loss                         = -1.34047079086

    Generator_Loss: -5.68732309341
406
    After 20 iterations
        Discriminator Loss                         = -1.42294001579

    Generator_Loss: -11.9370679855
407
    After 20 iterations
        Discriminator Loss                         = -2.68887519836

    Generator_Loss: 20.3011207581
408
    After 20 iterations
        Discriminator Loss                         = -1.37579870224

    Generator_Loss: 18.4133682251
409
    After 20 iterations
        Discriminator Loss                         = -2.17015552521

    Generator_Loss: 14.1173305511
410
    After 20 iterations
        Discriminator Loss                         = -1.36074662209

    Generator_Loss: -11.3264398575
411
    After 20 iterations
        Discriminator Loss                         = -1.69080603123

    Generator_Loss: -3.60547232628
412
    After 20 iterations
        Discriminator Loss                         = -1.54547607899

    Generator_Loss: 9.12075805664
413
    After 20 iterations
        Discriminator Loss                         = -1.65490496159

    Generator_Loss: -1.03299057484
414
    After 20 iterations
        Discriminator Loss                         = -1.70061469078

    Generator_Loss: 10.6389503479
415
    After 20 iterations
        Discriminator Loss                         = -1.49081230164

    Generator_Loss: 7.98895597458
416
    After 20 iterations
        Discriminator Loss                         = -1.4644728899

    Generator_Loss: 3.63136148453
417
    After 20 iterations
        Discriminator Loss                         = -2.29369473457

    Generator_Loss: -19.6101112366
418
    After 20 iterations
        Discriminator Loss                         = -1.44228088856

    Generator_Loss: 2.11571145058
419
    After 20 iterations
        Discriminator Loss                         = -2.04406952858

    Generator_Loss: 5.39982128143
420
    After 20 iterations
        Discriminator Loss                         = -1.79873323441

    Generator_Loss: -19.6218280792
421
    After 20 iterations
        Discriminator Loss                         = -1.57822048664

    Generator_Loss: -11.2928905487
422
    After 20 iterations
        Discriminator Loss                         = -1.60103869438

    Generator_Loss: 14.6766424179
423
    After 20 iterations
        Discriminator Loss                         = -1.41243946552

    Generator_Loss: 9.61829471588
424
    After 20 iterations
        Discriminator Loss                         = -1.27841460705

    Generator_Loss: -12.4513158798
425
     Level #0 Epoch #2 Batch #425
    After 20 iterations
        Discriminator Loss                         = -2.44126749039

    Generator_Loss: 7.19337272644
426
    After 20 iterations
        Discriminator Loss                         = -1.28689920902

    Generator_Loss: -9.14125347137
427
    After 20 iterations
        Discriminator Loss                         = -2.35503315926

    Generator_Loss: -29.5307025909
428
    After 20 iterations
        Discriminator Loss                         = -1.92759227753

    Generator_Loss: 4.56474494934
429
    After 20 iterations
        Discriminator Loss                         = -1.79046177864

    Generator_Loss: 3.44965100288
430
    After 20 iterations
        Discriminator Loss                         = -1.40889847279

    Generator_Loss: -3.07460451126
431
    After 20 iterations
        Discriminator Loss                         = -1.31652057171

    Generator_Loss: -17.281375885
432
    After 20 iterations
        Discriminator Loss                         = -1.65883135796

    Generator_Loss: -13.1180238724
433
    After 20 iterations
        Discriminator Loss                         = -1.39254379272

    Generator_Loss: 11.8184175491
434
    After 20 iterations
        Discriminator Loss                         = -1.82619857788

    Generator_Loss: -12.4235305786
435
    After 20 iterations
        Discriminator Loss                         = -1.51817142963

    Generator_Loss: 7.90890693665
436
    After 20 iterations
        Discriminator Loss                         = -1.41071295738

    Generator_Loss: -1.19785869122
437
    After 20 iterations
        Discriminator Loss                         = -2.06055951118

    Generator_Loss: -18.6930160522
438
    After 20 iterations
        Discriminator Loss                         = -1.66177606583

    Generator_Loss: 5.28755187988
439
    After 20 iterations
        Discriminator Loss                         = -1.67456388474

    Generator_Loss: 1.97502923012
440
    After 20 iterations
        Discriminator Loss                         = -1.45472979546

    Generator_Loss: -11.2893819809
441
    After 20 iterations
        Discriminator Loss                         = -1.14204704762

    Generator_Loss: -12.111333847
442
    After 20 iterations
        Discriminator Loss                         = -1.82146692276

    Generator_Loss: 6.32318878174
443
    After 20 iterations
        Discriminator Loss                         = -2.44697737694

    Generator_Loss: -0.025587502867
444
    After 20 iterations
        Discriminator Loss                         = -2.2079410553

    Generator_Loss: -21.1846427917
445
    After 20 iterations
        Discriminator Loss                         = -1.46134150028

    Generator_Loss: -25.4015159607
446
    After 20 iterations
        Discriminator Loss                         = -1.46389377117

    Generator_Loss: -2.01740407944
447
    After 20 iterations
        Discriminator Loss                         = -2.05214476585

    Generator_Loss: -16.4230365753
448
    After 20 iterations
        Discriminator Loss                         = -1.42858600616

    Generator_Loss: -5.61892652512
449
    After 20 iterations
        Discriminator Loss                         = -2.06342101097

    Generator_Loss: 2.51287221909
450
     Level #0 Epoch #2 Batch #450
    After 20 iterations
        Discriminator Loss                         = -1.59378492832

    Generator_Loss: -8.67978572845
451
    After 20 iterations
        Discriminator Loss                         = -1.3952422142

    Generator_Loss: -8.05098724365
452
    After 20 iterations
        Discriminator Loss                         = -1.57572126389

    Generator_Loss: 2.54717898369
453
    After 20 iterations
        Discriminator Loss                         = -1.57143461704

    Generator_Loss: 6.4986615181
454
    After 20 iterations
        Discriminator Loss                         = -1.63298785686

    Generator_Loss: -15.3444776535
455
    After 20 iterations
        Discriminator Loss                         = -2.07702970505

    Generator_Loss: 5.62535142899
456
    After 20 iterations
        Discriminator Loss                         = -2.23587942123

    Generator_Loss: -16.5466747284
457
    After 20 iterations
        Discriminator Loss                         = -1.63316059113

    Generator_Loss: 19.5889492035
458
    After 20 iterations
        Discriminator Loss                         = -1.46092092991

    Generator_Loss: 3.57901525497
459
    After 20 iterations
        Discriminator Loss                         = -1.52218365669

    Generator_Loss: -3.65338420868
460
    After 20 iterations
        Discriminator Loss                         = -1.86291837692

    Generator_Loss: -25.2240657806
461
    After 20 iterations
        Discriminator Loss                         = -1.71736991405

    Generator_Loss: -4.51626825333
462
    After 20 iterations
        Discriminator Loss                         = -2.06978917122

    Generator_Loss: -36.0551986694
463
    After 20 iterations
        Discriminator Loss                         = -1.30023884773

    Generator_Loss: -8.75815582275
464
    After 20 iterations
        Discriminator Loss                         = -1.46418273449

    Generator_Loss: 21.3363609314
465
    After 20 iterations
        Discriminator Loss                         = -1.72739934921

    Generator_Loss: -1.30338251591
466
    After 20 iterations
        Discriminator Loss                         = -1.56736254692

    Generator_Loss: -29.8783340454
467
    After 20 iterations
        Discriminator Loss                         = -2.39658784866

    Generator_Loss: -6.11455011368
468
    After 20 iterations
        Discriminator Loss                         = -1.67471528053

    Generator_Loss: 12.9651565552
469
    After 20 iterations
        Discriminator Loss                         = -1.62615895271

    Generator_Loss: 6.71064710617
470
    After 20 iterations
        Discriminator Loss                         = -1.48457753658

    Generator_Loss: -1.12307095528
471
    After 20 iterations
        Discriminator Loss                         = -1.36853682995

    Generator_Loss: 14.7565288544
472
    After 20 iterations
        Discriminator Loss                         = -1.4894926548

    Generator_Loss: -1.18248689175
473
    After 20 iterations
        Discriminator Loss                         = -1.65623092651

    Generator_Loss: -15.9442243576
474
    After 20 iterations
        Discriminator Loss                         = -1.87661218643

    Generator_Loss: 24.4486923218
475
     Level #0 Epoch #2 Batch #475
    After 20 iterations
        Discriminator Loss                         = -1.33330500126

    Generator_Loss: -10.1854324341
476
    After 20 iterations
        Discriminator Loss                         = -2.20553994179

    Generator_Loss: -6.66959619522
477
    After 20 iterations
        Discriminator Loss                         = -1.42173218727

    Generator_Loss: -5.67994642258
478
    After 20 iterations
        Discriminator Loss                         = -1.41844010353

    Generator_Loss: -0.203651055694
479
    After 20 iterations
        Discriminator Loss                         = -2.47529530525

    Generator_Loss: -3.42688298225
480
    After 20 iterations
        Discriminator Loss                         = -1.73020088673

    Generator_Loss: -14.723200798
481
    After 20 iterations
        Discriminator Loss                         = -2.49278450012

    Generator_Loss: 17.2724761963
482
    After 20 iterations
        Discriminator Loss                         = -1.51823973656

    Generator_Loss: 10.8958053589
483
    After 20 iterations
        Discriminator Loss                         = -1.56238687038

    Generator_Loss: -22.5978565216
484
    After 20 iterations
        Discriminator Loss                         = -1.26621496677

    Generator_Loss: -9.8719291687
485
    After 20 iterations
        Discriminator Loss                         = -2.23186588287

    Generator_Loss: 32.4612426758
486
    After 20 iterations
        Discriminator Loss                         = -1.7162476778

    Generator_Loss: 12.453327179
487
    After 20 iterations
        Discriminator Loss                         = -1.74051713943

    Generator_Loss: -32.0967826843
488
    After 20 iterations
        Discriminator Loss                         = -1.36697137356

    Generator_Loss: -22.5821838379
489
    After 20 iterations
        Discriminator Loss                         = -2.44569468498

    Generator_Loss: -15.6047706604
490
    After 20 iterations
        Discriminator Loss                         = -1.36151266098

    Generator_Loss: 11.187792778
491
    After 20 iterations
        Discriminator Loss                         = -1.82445430756

    Generator_Loss: 27.8459720612
492
    After 20 iterations
        Discriminator Loss                         = -2.25329041481

    Generator_Loss: 18.0623531342
493
    After 20 iterations
        Discriminator Loss                         = -1.96235322952

    Generator_Loss: -16.2182254791
494
    After 20 iterations
        Discriminator Loss                         = -1.80223190784

    Generator_Loss: -36.8503417969
495
    After 20 iterations
        Discriminator Loss                         = -1.72344768047

    Generator_Loss: -31.5281352997
496
    After 20 iterations
        Discriminator Loss                         = -1.50590991974

    Generator_Loss: 16.5175952911
497
    After 20 iterations
        Discriminator Loss                         = -1.94105136395

    Generator_Loss: -13.1207427979
498
    After 20 iterations
        Discriminator Loss                         = -1.55787312984

    Generator_Loss: 8.49195480347
499
    After 20 iterations
        Discriminator Loss                         = -1.57234406471

    Generator_Loss: 6.6023349762
500
     Level #0 Epoch #2 Batch #500
    After 20 iterations
        Discriminator Loss                         = -1.45176887512

    Generator_Loss: 9.79080677032
501
    After 20 iterations
        Discriminator Loss                         = -1.94910633564

    Generator_Loss: 10.5465650558
502
    After 20 iterations
        Discriminator Loss                         = -1.40947234631

    Generator_Loss: -4.12995529175
503
    After 20 iterations
        Discriminator Loss                         = -1.47000408173

    Generator_Loss: 14.2231988907
504
    After 20 iterations
        Discriminator Loss                         = -2.07629585266

    Generator_Loss: 6.83845615387
505
    After 20 iterations
        Discriminator Loss                         = -1.53106617928

    Generator_Loss: -11.8201026917
506
    After 20 iterations
        Discriminator Loss                         = -1.76034522057

    Generator_Loss: -10.5420751572
507
    After 20 iterations
        Discriminator Loss                         = -1.66964173317

    Generator_Loss: 6.46302223206
508
    After 20 iterations
        Discriminator Loss                         = -1.27408099174

    Generator_Loss: -7.62125635147
509
    After 20 iterations
        Discriminator Loss                         = -2.17162513733

    Generator_Loss: 17.3108863831
510
    After 20 iterations
        Discriminator Loss                         = -2.88981962204

    Generator_Loss: 14.183385849
511
    After 20 iterations
        Discriminator Loss                         = -1.36389267445

    Generator_Loss: -13.2938747406
512
    After 20 iterations
        Discriminator Loss                         = -1.69339442253

    Generator_Loss: -10.2848453522
513
    After 20 iterations
        Discriminator Loss                         = -1.57439100742

    Generator_Loss: -8.66715526581
514
    After 20 iterations
        Discriminator Loss                         = -1.71354305744

    Generator_Loss: 2.99150276184
515
    After 20 iterations
        Discriminator Loss                         = -1.7384275198

    Generator_Loss: 4.18587398529
516
    After 20 iterations
        Discriminator Loss                         = -1.71996712685

    Generator_Loss: -6.39609050751
517
    After 20 iterations
        Discriminator Loss                         = -2.09283471107

    Generator_Loss: -33.5442504883
518
    After 20 iterations
        Discriminator Loss                         = -2.43862128258

    Generator_Loss: -23.403842926
519
    After 20 iterations
        Discriminator Loss                         = -2.53678703308

    Generator_Loss: -18.1954956055
520
    After 20 iterations
        Discriminator Loss                         = -3.56982278824

    Generator_Loss: 24.2651252747
521
    After 20 iterations
        Discriminator Loss                         = -1.87197577953

    Generator_Loss: 13.497838974
522
    After 20 iterations
        Discriminator Loss                         = -1.54726159573

    Generator_Loss: -6.26697206497
523
    After 20 iterations
        Discriminator Loss                         = -1.85709750652

    Generator_Loss: 12.8652296066
524
    After 20 iterations
        Discriminator Loss                         = -1.92323040962

    Generator_Loss: 3.0557923317
525
     Level #0 Epoch #2 Batch #525
    After 20 iterations
        Discriminator Loss                         = -1.47411441803

    Generator_Loss: -7.20075035095
526
    After 20 iterations
        Discriminator Loss                         = -1.48720133305

    Generator_Loss: -28.4593830109
527
    After 20 iterations
        Discriminator Loss                         = -1.24247014523

    Generator_Loss: 10.8347082138
528
    After 20 iterations
        Discriminator Loss                         = -1.93131649494

    Generator_Loss: -18.9563045502
529
    After 20 iterations
        Discriminator Loss                         = -2.09706926346

    Generator_Loss: 23.6121959686
530
    After 20 iterations
        Discriminator Loss                         = -1.67767417431

    Generator_Loss: -2.6872048378
531
    After 20 iterations
        Discriminator Loss                         = -1.67551934719

    Generator_Loss: 7.3052148819
532
    After 20 iterations
        Discriminator Loss                         = -1.92121660709

    Generator_Loss: 17.8671016693
533
    After 20 iterations
        Discriminator Loss                         = -2.02932238579

    Generator_Loss: -6.26706838608
534
    After 20 iterations
        Discriminator Loss                         = -1.13615870476

    Generator_Loss: -18.09034729
535
    After 20 iterations
        Discriminator Loss                         = -1.44069433212

    Generator_Loss: -20.3447742462
536
    After 20 iterations
        Discriminator Loss                         = -1.5121216774

    Generator_Loss: 5.80028867722
537
    After 20 iterations
        Discriminator Loss                         = -1.53231608868

    Generator_Loss: -31.0384101868
538
    After 20 iterations
        Discriminator Loss                         = -1.47779142857

    Generator_Loss: 1.00768494606
539
    After 20 iterations
        Discriminator Loss                         = -1.77006220818

    Generator_Loss: -10.2698764801
540
    After 20 iterations
        Discriminator Loss                         = -1.31205797195

    Generator_Loss: -8.05289077759
541
    After 20 iterations
        Discriminator Loss                         = -1.74912369251

    Generator_Loss: 10.4714584351
542
    After 20 iterations
        Discriminator Loss                         = -2.00171136856

    Generator_Loss: -6.36006546021
543
    After 20 iterations
        Discriminator Loss                         = -1.84176206589

    Generator_Loss: -14.205198288
544
    After 20 iterations
        Discriminator Loss                         = -2.38773560524

    Generator_Loss: -30.9902839661
545
    After 20 iterations
        Discriminator Loss                         = -1.972666502

    Generator_Loss: 5.11072492599
546
    After 20 iterations
        Discriminator Loss                         = -1.4144037962

    Generator_Loss: -5.10635375977
547
    After 20 iterations
        Discriminator Loss                         = -1.95486962795

    Generator_Loss: -9.65819740295
548
    After 20 iterations
        Discriminator Loss                         = -1.75064194202

    Generator_Loss: 0.297116875648
549
    After 20 iterations
        Discriminator Loss                         = -1.56640255451

    Generator_Loss: 20.9560604095
550
     Level #0 Epoch #2 Batch #550
    After 20 iterations
        Discriminator Loss                         = -1.87612521648

    Generator_Loss: -12.9555540085
551
    After 20 iterations
        Discriminator Loss                         = -2.57516336441

    Generator_Loss: 0.432491928339
552
    After 20 iterations
        Discriminator Loss                         = -2.37002062798

    Generator_Loss: 24.6625175476
553
    After 20 iterations
        Discriminator Loss                         = -1.3549298048

    Generator_Loss: 5.30928611755
554
    After 20 iterations
        Discriminator Loss                         = -2.20105314255

    Generator_Loss: 18.3637733459
555
    After 20 iterations
        Discriminator Loss                         = -2.28749442101

    Generator_Loss: -35.8190803528
556
    After 20 iterations
        Discriminator Loss                         = -1.12632894516

    Generator_Loss: 2.96712255478
557
    After 20 iterations
        Discriminator Loss                         = -1.52276730537

    Generator_Loss: 11.3912296295
558
    After 20 iterations
        Discriminator Loss                         = -1.40986776352

    Generator_Loss: 4.85966444016
559
    After 20 iterations
        Discriminator Loss                         = -2.33592057228

    Generator_Loss: -25.9581661224
560
    After 20 iterations
        Discriminator Loss                         = -1.4594373703

    Generator_Loss: 0.97591149807
561
    After 20 iterations
        Discriminator Loss                         = -1.62936532497

    Generator_Loss: -15.0183744431
562
    After 20 iterations
        Discriminator Loss                         = -1.79871439934

    Generator_Loss: -12.6171483994
563
    After 20 iterations
        Discriminator Loss                         = -1.16879892349

    Generator_Loss: -2.10888791084
564
    After 20 iterations
        Discriminator Loss                         = -1.34969055653

    Generator_Loss: -10.3810577393
565
    After 20 iterations
        Discriminator Loss                         = -1.52957892418

    Generator_Loss: 1.05869424343
566
    After 20 iterations
        Discriminator Loss                         = -1.52901470661

    Generator_Loss: -7.24647855759
567
    After 20 iterations
        Discriminator Loss                         = -1.68163907528

    Generator_Loss: -34.8186340332
568
    After 20 iterations
        Discriminator Loss                         = -1.17636549473

    Generator_Loss: 3.76565170288
569
    After 20 iterations
        Discriminator Loss                         = -2.21065616608

    Generator_Loss: 24.3744773865
570
    After 20 iterations
        Discriminator Loss                         = -1.62825012207

    Generator_Loss: 17.466501236
571
    After 20 iterations
        Discriminator Loss                         = -1.94634008408

    Generator_Loss: 0.981243848801
572
    After 20 iterations
        Discriminator Loss                         = -2.28502488136

    Generator_Loss: -24.2151260376
573
    After 20 iterations
        Discriminator Loss                         = -1.87798082829

    Generator_Loss: 7.0597653389
574
    After 20 iterations
        Discriminator Loss                         = -1.41864430904

    Generator_Loss: 2.40077161789
575
     Level #0 Epoch #2 Batch #575
    After 20 iterations
        Discriminator Loss                         = -1.48796606064

    Generator_Loss: 11.4567184448
576
    After 20 iterations
        Discriminator Loss                         = -2.39021134377

    Generator_Loss: 16.3364524841
577
    After 20 iterations
        Discriminator Loss                         = -1.74097597599

    Generator_Loss: 15.8365097046
578
    After 20 iterations
        Discriminator Loss                         = -1.56387495995

    Generator_Loss: 5.52667856216
579
    After 20 iterations
        Discriminator Loss                         = -1.59888195992

    Generator_Loss: -3.15360593796
580
    After 20 iterations
        Discriminator Loss                         = -1.58422768116

    Generator_Loss: -5.89991092682
581
    After 20 iterations
        Discriminator Loss                         = -1.76465201378

    Generator_Loss: -14.7257652283
582
    After 20 iterations
        Discriminator Loss                         = -1.29437947273

    Generator_Loss: 22.9627895355
583
    After 20 iterations
        Discriminator Loss                         = -1.89856636524

    Generator_Loss: -13.4451646805
584
    After 20 iterations
        Discriminator Loss                         = -2.2530412674

    Generator_Loss: 10.3431425095
585
    After 20 iterations
        Discriminator Loss                         = -1.71813416481

    Generator_Loss: 15.2212581635
586
    After 20 iterations
        Discriminator Loss                         = -1.36679828167

    Generator_Loss: 10.5850515366
587
    After 20 iterations
        Discriminator Loss                         = -1.30977606773

    Generator_Loss: 25.8693981171
588
    After 20 iterations
        Discriminator Loss                         = -1.56345415115

    Generator_Loss: 4.04731798172
589
    After 20 iterations
        Discriminator Loss                         = -1.9315071106

    Generator_Loss: -8.89418125153
590
    After 20 iterations
        Discriminator Loss                         = -1.65853154659

    Generator_Loss: -26.9120521545
591
    After 20 iterations
        Discriminator Loss                         = -1.85463774204

    Generator_Loss: -21.7073574066
592
    After 20 iterations
        Discriminator Loss                         = -1.51984727383

    Generator_Loss: -7.83374500275
593
    After 20 iterations
        Discriminator Loss                         = -2.27984976768

    Generator_Loss: 20.5315570831
594
    After 20 iterations
        Discriminator Loss                         = -1.84333264828

    Generator_Loss: 18.135799408
595
    After 20 iterations
        Discriminator Loss                         = -2.43198251724

    Generator_Loss: -3.67877650261
596
    After 20 iterations
        Discriminator Loss                         = -3.07398223877

    Generator_Loss: -34.5754470825
597
    After 20 iterations
        Discriminator Loss                         = -1.12342751026

    Generator_Loss: -11.4050207138
598
    After 20 iterations
        Discriminator Loss                         = -2.98718500137

    Generator_Loss: -17.434803009
599
    After 20 iterations
        Discriminator Loss                         = -1.8351303339

    Generator_Loss: -13.7055225372
600
     Level #0 Epoch #2 Batch #600
    After 20 iterations
        Discriminator Loss                         = -1.41958284378

    Generator_Loss: -17.9631900787
601
    After 20 iterations
        Discriminator Loss                         = -1.28422117233

    Generator_Loss: 0.647345721722
602
    After 20 iterations
        Discriminator Loss                         = -1.44254612923

    Generator_Loss: -0.981526017189
603
    After 20 iterations
        Discriminator Loss                         = -1.60215258598

    Generator_Loss: -6.87108755112
604
    After 20 iterations
        Discriminator Loss                         = -1.49604058266

    Generator_Loss: 14.5649900436
605
    After 20 iterations
        Discriminator Loss                         = -2.70387244225

    Generator_Loss: -9.50277709961
606
    After 20 iterations
        Discriminator Loss                         = -2.72133398056

    Generator_Loss: -0.586453437805
607
    After 20 iterations
        Discriminator Loss                         = -2.1310479641

    Generator_Loss: 14.6664543152
608
    After 20 iterations
        Discriminator Loss                         = -1.65868031979

    Generator_Loss: 5.75721359253
609
    After 20 iterations
        Discriminator Loss                         = -1.77332162857

    Generator_Loss: 2.82118797302
610
    After 20 iterations
        Discriminator Loss                         = -1.93753540516

    Generator_Loss: 17.7574329376
611
    After 20 iterations
        Discriminator Loss                         = -1.16292178631

    Generator_Loss: 19.2970638275
612
    After 20 iterations
        Discriminator Loss                         = -1.47134566307

    Generator_Loss: -4.18238639832
613
    After 20 iterations
        Discriminator Loss                         = -1.46581399441

    Generator_Loss: -1.43187570572
614
    After 20 iterations
        Discriminator Loss                         = -1.40791153908

    Generator_Loss: 3.41366410255
615
    After 20 iterations
        Discriminator Loss                         = -2.92788124084

    Generator_Loss: -0.469473421574
616
    After 20 iterations
        Discriminator Loss                         = -2.31609106064

    Generator_Loss: 0.630019664764
617
    After 20 iterations
        Discriminator Loss                         = -1.61975419521

    Generator_Loss: -7.96641540527
618
    After 20 iterations
        Discriminator Loss                         = -1.85956728458

    Generator_Loss: -0.805127799511
619
    After 20 iterations
        Discriminator Loss                         = -1.7652708292

    Generator_Loss: 8.98097801208
620
    After 20 iterations
        Discriminator Loss                         = -1.47740125656

    Generator_Loss: -22.9088363647
621
    After 20 iterations
        Discriminator Loss                         = -2.69507050514

    Generator_Loss: 11.6686811447
622
    After 20 iterations
        Discriminator Loss                         = -1.6683768034

    Generator_Loss: 15.2746829987
623
    After 20 iterations
        Discriminator Loss                         = -1.66114330292

    Generator_Loss: -17.3725547791
624
    After 20 iterations
        Discriminator Loss                         = -1.32245445251

    Generator_Loss: -27.1219673157
625
     Level #0 Epoch #2 Batch #625
    After 20 iterations
        Discriminator Loss                         = -1.43801057339

    Generator_Loss: -13.8798465729
626
    After 20 iterations
        Discriminator Loss                         = -1.5773857832

    Generator_Loss: -15.4849824905
627
    After 20 iterations
        Discriminator Loss                         = -2.60880374908

    Generator_Loss: 7.37755346298
628
    After 20 iterations
        Discriminator Loss                         = -2.13993096352

    Generator_Loss: -19.8386039734
629
    After 20 iterations
        Discriminator Loss                         = -1.25347900391

    Generator_Loss: -6.84008073807
630
    After 20 iterations
        Discriminator Loss                         = -2.04546046257

    Generator_Loss: -32.7698326111
631
    After 20 iterations
        Discriminator Loss                         = -1.45924901962

    Generator_Loss: 5.16028499603
632
    After 20 iterations
        Discriminator Loss                         = -1.74283921719

    Generator_Loss: 12.1295642853
633
    After 20 iterations
        Discriminator Loss                         = -1.7720220089

    Generator_Loss: 25.39777565
634
    After 20 iterations
        Discriminator Loss                         = -2.32932496071

    Generator_Loss: 2.32138061523
635
    After 20 iterations
        Discriminator Loss                         = -1.46293950081

    Generator_Loss: -17.1337203979
636
    After 20 iterations
        Discriminator Loss                         = -1.98669445515

    Generator_Loss: -22.2919120789
637
    After 20 iterations
        Discriminator Loss                         = -1.80789518356

    Generator_Loss: -27.066904068
638
    After 20 iterations
        Discriminator Loss                         = -1.47325527668

    Generator_Loss: -3.97624182701
639
    After 20 iterations
        Discriminator Loss                         = -1.88890910149

    Generator_Loss: -28.9457054138
640
    After 20 iterations
        Discriminator Loss                         = -1.48557412624

    Generator_Loss: -14.5856933594
641
    After 20 iterations
        Discriminator Loss                         = -1.75563454628

    Generator_Loss: 9.85417175293
642
    After 20 iterations
        Discriminator Loss                         = -2.22726416588

    Generator_Loss: -24.2353401184
643
    After 20 iterations
        Discriminator Loss                         = -2.23354363441

    Generator_Loss: -26.6692295074
644
    After 20 iterations
        Discriminator Loss                         = -1.74822068214

    Generator_Loss: 18.5565624237
645
    After 20 iterations
        Discriminator Loss                         = -1.49811732769

    Generator_Loss: 13.8292970657
646
    After 20 iterations
        Discriminator Loss                         = -1.82948994637

    Generator_Loss: 5.3501958847
647
    After 20 iterations
        Discriminator Loss                         = -2.05302524567

    Generator_Loss: 8.87674331665
648
    After 20 iterations
        Discriminator Loss                         = -1.65589630604

    Generator_Loss: 9.10705566406
649
    After 20 iterations
        Discriminator Loss                         = -1.53221511841

    Generator_Loss: 15.5831670761
650
     Level #0 Epoch #2 Batch #650
    After 20 iterations
        Discriminator Loss                         = -1.82757592201

    Generator_Loss: 20.770154953
651
    After 20 iterations
        Discriminator Loss                         = -1.33185780048

    Generator_Loss: -12.4582605362
652
    After 20 iterations
        Discriminator Loss                         = -2.24145793915

    Generator_Loss: -13.8035736084
653
    After 20 iterations
        Discriminator Loss                         = -1.74833250046

    Generator_Loss: -13.7319841385
654
    After 20 iterations
        Discriminator Loss                         = -2.57475662231

    Generator_Loss: -8.80889606476
655
    After 20 iterations
        Discriminator Loss                         = -1.70490562916

    Generator_Loss: -6.9578127861
656
    After 20 iterations
        Discriminator Loss                         = -1.40330696106

    Generator_Loss: -2.03683185577
657
    After 20 iterations
        Discriminator Loss                         = -1.89544153214

    Generator_Loss: 1.62196302414
658
    After 20 iterations
        Discriminator Loss                         = -1.46531653404

    Generator_Loss: 14.8606710434
659
    After 20 iterations
        Discriminator Loss                         = -1.26483488083

    Generator_Loss: -14.0602235794
660
    After 20 iterations
        Discriminator Loss                         = -1.84608387947

    Generator_Loss: -34.3926239014
661
    After 20 iterations
        Discriminator Loss                         = -1.5165296793

    Generator_Loss: -17.5260410309
662
    After 20 iterations
        Discriminator Loss                         = -1.22628581524

    Generator_Loss: -3.33873295784
663
    After 20 iterations
        Discriminator Loss                         = -2.00870037079

    Generator_Loss: -17.2491149902
664
    After 20 iterations
        Discriminator Loss                         = -1.97604739666

    Generator_Loss: 5.27563142776
665
    After 20 iterations
        Discriminator Loss                         = -1.81107401848

    Generator_Loss: 16.0410614014
666
    After 20 iterations
        Discriminator Loss                         = -1.46985077858

    Generator_Loss: -3.28998708725
667
    After 20 iterations
        Discriminator Loss                         = -1.55545461178

    Generator_Loss: 1.09454870224
668
    After 20 iterations
        Discriminator Loss                         = -1.34012675285

    Generator_Loss: 1.95127403736
669
    After 20 iterations
        Discriminator Loss                         = -1.88566803932

    Generator_Loss: 10.5470046997
670
    After 20 iterations
        Discriminator Loss                         = -1.95102989674

    Generator_Loss: 1.83287239075
671
    After 20 iterations
        Discriminator Loss                         = -1.54777264595

    Generator_Loss: -5.09499692917
672
    After 20 iterations
        Discriminator Loss                         = -1.83955836296

    Generator_Loss: -15.8703393936
673
    After 20 iterations
        Discriminator Loss                         = -1.75374341011

    Generator_Loss: -5.55690431595
674
    After 20 iterations
        Discriminator Loss                         = -1.25470173359

    Generator_Loss: 26.2025756836
675
     Level #0 Epoch #2 Batch #675
    After 20 iterations
        Discriminator Loss                         = -2.18203997612

    Generator_Loss: -17.0528125763
676
    After 20 iterations
        Discriminator Loss                         = -1.37668097019

    Generator_Loss: 5.02177381516
677
    After 20 iterations
        Discriminator Loss                         = -1.63660299778

    Generator_Loss: 19.6043510437
678
    After 20 iterations
        Discriminator Loss                         = -2.2839744091

    Generator_Loss: 25.3122196198
679
    After 20 iterations
        Discriminator Loss                         = -1.34843146801

    Generator_Loss: -2.28183174133
680
    After 20 iterations
        Discriminator Loss                         = -2.24774074554

    Generator_Loss: -17.3241004944
681
    After 20 iterations
        Discriminator Loss                         = -1.7333958149

    Generator_Loss: -24.8743457794
682
    After 20 iterations
        Discriminator Loss                         = -1.76614904404

    Generator_Loss: -21.7926540375
683
    After 20 iterations
        Discriminator Loss                         = -1.32767546177

    Generator_Loss: -2.70201420784
684
    After 20 iterations
        Discriminator Loss                         = -1.99144220352

    Generator_Loss: 1.64750623703
685
    After 20 iterations
        Discriminator Loss                         = -1.13035666943

    Generator_Loss: -12.4542608261
686
    After 20 iterations
        Discriminator Loss                         = -2.41411280632

    Generator_Loss: -1.44956052303
687
    After 20 iterations
        Discriminator Loss                         = -1.96732139587

    Generator_Loss: 12.241941452
688
    After 20 iterations
        Discriminator Loss                         = -1.48560905457

    Generator_Loss: 10.1436567307
689
    After 20 iterations
        Discriminator Loss                         = -1.45918273926

    Generator_Loss: -24.1518344879
690
    After 20 iterations
        Discriminator Loss                         = -1.7254165411

    Generator_Loss: 3.94362545013
691
    After 20 iterations
        Discriminator Loss                         = -2.04951524734

    Generator_Loss: -9.70519256592
692
    After 20 iterations
        Discriminator Loss                         = -2.12422561646

    Generator_Loss: 12.3975343704
693
    After 20 iterations
        Discriminator Loss                         = -2.02360677719

    Generator_Loss: 5.10955715179
694
    After 20 iterations
        Discriminator Loss                         = -1.46617162228

    Generator_Loss: -9.41552066803
695
    After 20 iterations
        Discriminator Loss                         = -1.74936842918

    Generator_Loss: 3.01451849937
696
    After 20 iterations
        Discriminator Loss                         = -2.77212572098

    Generator_Loss: 1.87361693382
697
    After 20 iterations
        Discriminator Loss                         = -1.3735101223

    Generator_Loss: 10.9930429459
698
    After 20 iterations
        Discriminator Loss                         = -1.91294133663

    Generator_Loss: 8.51926994324
699
    After 20 iterations
        Discriminator Loss                         = -1.69101929665

    Generator_Loss: 8.64346218109
700
     Level #0 Epoch #2 Batch #700
    After 20 iterations
        Discriminator Loss                         = -1.7320536375

    Generator_Loss: 16.2670478821
701
    After 20 iterations
        Discriminator Loss                         = -1.74162697792

    Generator_Loss: -7.16440343857
702
    After 20 iterations
        Discriminator Loss                         = -1.4798964262

    Generator_Loss: -3.94700193405
703
    After 20 iterations
        Discriminator Loss                         = -1.56094110012

    Generator_Loss: -22.0521621704
704
    After 20 iterations
        Discriminator Loss                         = -1.9389193058

    Generator_Loss: -0.567749023438
705
    After 20 iterations
        Discriminator Loss                         = -1.10189044476

    Generator_Loss: 5.01401853561
706
    After 20 iterations
        Discriminator Loss                         = -2.23418498039

    Generator_Loss: -27.8928871155
707
    After 20 iterations
        Discriminator Loss                         = -2.49874424934

    Generator_Loss: -7.18909025192
708
    After 20 iterations
        Discriminator Loss                         = -1.960693717

    Generator_Loss: -4.99242115021
709
    After 20 iterations
        Discriminator Loss                         = -1.27624893188

    Generator_Loss: 3.4244954586
710
    After 20 iterations
        Discriminator Loss                         = -1.48647296429

    Generator_Loss: -2.92392086983
711
    After 20 iterations
        Discriminator Loss                         = -1.77086782455

    Generator_Loss: -8.77324771881
712
    After 20 iterations
        Discriminator Loss                         = -1.49851644039

    Generator_Loss: 12.3264560699
713
    After 20 iterations
        Discriminator Loss                         = -2.90988063812

    Generator_Loss: 25.0255584717
714
    After 20 iterations
        Discriminator Loss                         = -1.39641618729

    Generator_Loss: -7.73288726807
715
    After 20 iterations
        Discriminator Loss                         = -2.54703640938

    Generator_Loss: 6.24674320221
716
    After 20 iterations
        Discriminator Loss                         = -1.99287128448

    Generator_Loss: -0.697675824165
717
    After 20 iterations
        Discriminator Loss                         = -1.75660192966

    Generator_Loss: -16.1765365601
718
    After 20 iterations
        Discriminator Loss                         = -1.56361961365

    Generator_Loss: -19.1533889771
719
    After 20 iterations
        Discriminator Loss                         = -1.87241506577

    Generator_Loss: -1.79216861725
720
    After 20 iterations
        Discriminator Loss                         = -2.25806593895

    Generator_Loss: -36.8799629211
721
    After 20 iterations
        Discriminator Loss                         = -1.43016672134

    Generator_Loss: -22.0540504456
722
    After 20 iterations
        Discriminator Loss                         = -1.64334344864

    Generator_Loss: 14.6894483566
723
    After 20 iterations
        Discriminator Loss                         = -1.70733726025

    Generator_Loss: -0.952395558357
724
    After 20 iterations
        Discriminator Loss                         = -1.47877717018

    Generator_Loss: 7.17851257324
725
     Level #0 Epoch #2 Batch #725
    After 20 iterations
        Discriminator Loss                         = -2.13474678993

    Generator_Loss: 4.64960956573
726
    After 20 iterations
        Discriminator Loss                         = -1.62296748161

    Generator_Loss: -9.55033874512
727
    After 20 iterations
        Discriminator Loss                         = -1.73732292652

    Generator_Loss: 6.72616815567
728
    After 20 iterations
        Discriminator Loss                         = -1.21534836292

    Generator_Loss: -24.2737140656
729
    After 20 iterations
        Discriminator Loss                         = -1.53907072544

    Generator_Loss: 6.93063592911
730
    After 20 iterations
        Discriminator Loss                         = -1.95112812519

    Generator_Loss: -2.82551646233
731
    After 20 iterations
        Discriminator Loss                         = -2.2448143959

    Generator_Loss: -13.5217695236
732
    After 20 iterations
        Discriminator Loss                         = -1.69018959999

    Generator_Loss: -14.195725441
733
    After 20 iterations
        Discriminator Loss                         = -1.37153196335

    Generator_Loss: -0.655938625336
734
    After 20 iterations
        Discriminator Loss                         = -1.38790619373

    Generator_Loss: -21.469587326
735
    After 20 iterations
        Discriminator Loss                         = -2.57749843597

    Generator_Loss: 0.59183806181
736
    After 20 iterations
        Discriminator Loss                         = -1.49135220051

    Generator_Loss: 13.9772472382
737
    After 20 iterations
        Discriminator Loss                         = -1.22463679314

    Generator_Loss: -12.039229393
738
    After 20 iterations
        Discriminator Loss                         = -1.45802867413

    Generator_Loss: -6.62797784805
739
    After 20 iterations
        Discriminator Loss                         = -1.43595433235

    Generator_Loss: -2.73562097549
740
    After 20 iterations
        Discriminator Loss                         = -1.40438759327

    Generator_Loss: 16.3787250519
741
    After 20 iterations
        Discriminator Loss                         = -2.33632397652

    Generator_Loss: 22.750535965
742
    After 20 iterations
        Discriminator Loss                         = -1.70762014389

    Generator_Loss: -25.7760696411
743
    After 20 iterations
        Discriminator Loss                         = -1.32920122147

    Generator_Loss: -1.92848312855
744
    After 20 iterations
        Discriminator Loss                         = -1.66330599785

    Generator_Loss: -1.4053735733
745
    After 20 iterations
        Discriminator Loss                         = -1.25728750229

    Generator_Loss: 7.65732526779
746
    After 20 iterations
        Discriminator Loss                         = -1.26899290085

    Generator_Loss: -20.9406776428
747
    After 20 iterations
        Discriminator Loss                         = -1.8731623888

    Generator_Loss: -31.7293148041
748
    After 20 iterations
        Discriminator Loss                         = -1.59325540066

    Generator_Loss: 1.9577268362
749
    After 20 iterations
        Discriminator Loss                         = -1.70138347149

    Generator_Loss: 2.59963512421
750
     Level #0 Epoch #2 Batch #750
    After 20 iterations
        Discriminator Loss                         = -1.67829966545

    Generator_Loss: 17.6021709442
751
    After 20 iterations
        Discriminator Loss                         = -1.60504543781

    Generator_Loss: 10.1406259537
752
    After 20 iterations
        Discriminator Loss                         = -1.43986833096

    Generator_Loss: 4.00327682495
753
    After 20 iterations
        Discriminator Loss                         = -1.58710980415

    Generator_Loss: -14.0179815292
754
    After 20 iterations
        Discriminator Loss                         = -1.38314330578

    Generator_Loss: 11.1337795258
755
    After 20 iterations
        Discriminator Loss                         = -1.60109555721

    Generator_Loss: -7.33082389832
756
    After 20 iterations
        Discriminator Loss                         = -1.57592904568

    Generator_Loss: -32.2122039795
757
    After 20 iterations
        Discriminator Loss                         = -1.17675733566

    Generator_Loss: -8.52439403534
758
    After 20 iterations
        Discriminator Loss                         = -1.26109623909

    Generator_Loss: -10.9175596237
759
    After 20 iterations
        Discriminator Loss                         = -1.12817585468

    Generator_Loss: -24.6919708252
760
    After 20 iterations
        Discriminator Loss                         = -1.94838106632

    Generator_Loss: 4.92581892014
761
    After 20 iterations
        Discriminator Loss                         = -2.76837277412

    Generator_Loss: 26.146478653
762
    After 20 iterations
        Discriminator Loss                         = -1.50495457649

    Generator_Loss: 5.62093734741
763
    After 20 iterations
        Discriminator Loss                         = -2.5516872406

    Generator_Loss: 3.53960776329
764
    After 20 iterations
        Discriminator Loss                         = -1.35314798355

    Generator_Loss: -10.6927661896
765
    After 20 iterations
        Discriminator Loss                         = -1.46765768528

    Generator_Loss: 20.7846546173
766
    After 20 iterations
        Discriminator Loss                         = -1.5742661953

    Generator_Loss: -0.773166179657
767
    After 20 iterations
        Discriminator Loss                         = -3.38398742676

    Generator_Loss: -1.68523299694
768
    After 20 iterations
        Discriminator Loss                         = -1.44139969349

    Generator_Loss: -19.5993461609
769
    After 20 iterations
        Discriminator Loss                         = -1.63163626194

    Generator_Loss: -9.13656520844
770
    After 20 iterations
        Discriminator Loss                         = -1.50715124607

    Generator_Loss: -6.0368065834
771
    After 20 iterations
        Discriminator Loss                         = -2.44195723534

    Generator_Loss: 29.6761016846
772
    After 20 iterations
        Discriminator Loss                         = -1.64223873615

    Generator_Loss: 13.6485290527
773
    After 20 iterations
        Discriminator Loss                         = -2.71354007721

    Generator_Loss: 9.16093063354
774
    After 20 iterations
        Discriminator Loss                         = -1.36875236034

    Generator_Loss: -6.58633470535
775
     Level #0 Epoch #2 Batch #775
    After 20 iterations
        Discriminator Loss                         = -1.68115162849

    Generator_Loss: 23.6622390747
776
    After 20 iterations
        Discriminator Loss                         = -1.1649273634

    Generator_Loss: -19.3469753265
777
    After 20 iterations
        Discriminator Loss                         = -1.73452913761

    Generator_Loss: -12.4665622711
778
    After 20 iterations
        Discriminator Loss                         = -2.46773338318

    Generator_Loss: -33.1790542603
779
    After 20 iterations
        Discriminator Loss                         = -1.27238810062

    Generator_Loss: -3.68730735779
780
    After 20 iterations
        Discriminator Loss                         = -1.36565053463

    Generator_Loss: -19.4976215363
781

    Epoch #3

    After 20 iterations
        Discriminator Loss                         = -1.69820141792

    Generator_Loss: 4.66013622284
2
    After 20 iterations
        Discriminator Loss                         = -1.86280035973

    Generator_Loss: 16.744764328
3
    After 20 iterations
        Discriminator Loss                         = -1.4087177515

    Generator_Loss: -15.1090974808
4
    After 20 iterations
        Discriminator Loss                         = -1.94116818905

    Generator_Loss: -32.513671875
5
    After 20 iterations
        Discriminator Loss                         = -1.59741091728

    Generator_Loss: 0.476281166077
6
    After 20 iterations
        Discriminator Loss                         = -1.63859200478

    Generator_Loss: -2.32827162743
7
    After 20 iterations
        Discriminator Loss                         = -1.35389268398

    Generator_Loss: -15.1691150665
8
    After 20 iterations
        Discriminator Loss                         = -1.66956579685

    Generator_Loss: -8.18159389496
9
    After 20 iterations
        Discriminator Loss                         = -1.76339304447

    Generator_Loss: -9.41537475586
10
    After 20 iterations
        Discriminator Loss                         = -1.22251057625

    Generator_Loss: 15.4505090714
11
    After 20 iterations
        Discriminator Loss                         = -1.26513719559

    Generator_Loss: -18.0499668121
12
    After 20 iterations
        Discriminator Loss                         = -1.37957835197

    Generator_Loss: 16.2195529938
13
    After 20 iterations
        Discriminator Loss                         = -1.5921818018

    Generator_Loss: -1.09707558155
14
    After 20 iterations
        Discriminator Loss                         = -2.82004785538

    Generator_Loss: 8.96748924255
15
    After 20 iterations
        Discriminator Loss                         = -1.75435566902

    Generator_Loss: 23.3427238464
16
    After 20 iterations
        Discriminator Loss                         = -2.06611347198

    Generator_Loss: 16.5410366058
17
    After 20 iterations
        Discriminator Loss                         = -1.05040001869

    Generator_Loss: 11.1931219101
18
    After 20 iterations
        Discriminator Loss                         = -1.43660891056

    Generator_Loss: -20.5787982941
19
    After 20 iterations
        Discriminator Loss                         = -1.13128483295

    Generator_Loss: -4.72971868515
20
    After 20 iterations
        Discriminator Loss                         = -1.98619008064

    Generator_Loss: 6.58863162994
21
    After 20 iterations
        Discriminator Loss                         = -1.74944710732

    Generator_Loss: 5.00039434433
22
    After 20 iterations
        Discriminator Loss                         = -1.90740156174

    Generator_Loss: -4.06365537643
23
    After 20 iterations
        Discriminator Loss                         = -1.09310114384

    Generator_Loss: -27.4025230408
24
    After 20 iterations
        Discriminator Loss                         = -1.34450519085

    Generator_Loss: -15.1361751556
25
     Level #0 Epoch #3 Batch #25
    After 20 iterations
        Discriminator Loss                         = -1.44913613796

    Generator_Loss: -14.3901777267
26
    After 20 iterations
        Discriminator Loss                         = -2.39317154884

    Generator_Loss: -18.4715442657
27
    After 20 iterations
        Discriminator Loss                         = -1.85081720352

    Generator_Loss: 17.9414749146
28
    After 20 iterations
        Discriminator Loss                         = -1.63378441334

    Generator_Loss: -16.2169475555
29
    After 20 iterations
        Discriminator Loss                         = -1.06703197956

    Generator_Loss: -2.24839901924
30
    After 20 iterations
        Discriminator Loss                         = -2.09866547585

    Generator_Loss: 26.371799469
31
    After 20 iterations
        Discriminator Loss                         = -2.23267316818

    Generator_Loss: -1.00462806225
32
    After 20 iterations
        Discriminator Loss                         = -2.11107635498

    Generator_Loss: -8.34388923645
33
    After 20 iterations
        Discriminator Loss                         = -1.90280592442

    Generator_Loss: 10.6545763016
34
    After 20 iterations
        Discriminator Loss                         = -1.34858000278

    Generator_Loss: -18.3147964478
35
    After 20 iterations
        Discriminator Loss                         = -1.14307391644

    Generator_Loss: 8.74719715118
36
    After 20 iterations
        Discriminator Loss                         = -1.61722540855

    Generator_Loss: 3.44852352142
37
    After 20 iterations
        Discriminator Loss                         = -2.1728117466

    Generator_Loss: 8.22923660278
38
    After 20 iterations
        Discriminator Loss                         = -1.24161398411

    Generator_Loss: 8.39580535889
39
    After 20 iterations
        Discriminator Loss                         = -1.99442005157

    Generator_Loss: -21.175901413
40
    After 20 iterations
        Discriminator Loss                         = -1.6172465086

    Generator_Loss: -13.4296741486
41
    After 20 iterations
        Discriminator Loss                         = -2.10166835785

    Generator_Loss: 10.4096031189
42
    After 20 iterations
        Discriminator Loss                         = -1.9743347168

    Generator_Loss: -8.58388137817
43
    After 20 iterations
        Discriminator Loss                         = -2.20366740227

    Generator_Loss: 25.3038063049
44
    After 20 iterations
        Discriminator Loss                         = -1.88228738308

    Generator_Loss: 20.1603870392
45
    After 20 iterations
        Discriminator Loss                         = -1.52421236038

    Generator_Loss: -25.2295970917
46
    After 20 iterations
        Discriminator Loss                         = -2.38742208481

    Generator_Loss: -18.2801437378
47
    After 20 iterations
        Discriminator Loss                         = -1.60966002941

    Generator_Loss: -29.7738819122
48
    After 20 iterations
        Discriminator Loss                         = -1.19543325901

    Generator_Loss: -29.8396682739
49
    After 20 iterations
        Discriminator Loss                         = -1.41027700901

    Generator_Loss: 3.83877086639
50
     Level #0 Epoch #3 Batch #50
    After 20 iterations
        Discriminator Loss                         = -1.54692745209

    Generator_Loss: 18.7491569519
51
    After 20 iterations
        Discriminator Loss                         = -1.12783575058

    Generator_Loss: 6.58581113815
52
    After 20 iterations
        Discriminator Loss                         = -2.29186654091

    Generator_Loss: 13.6127033234
53
    After 20 iterations
        Discriminator Loss                         = -1.3655602932

    Generator_Loss: 16.2849388123
54
    After 20 iterations
        Discriminator Loss                         = -2.0421974659

    Generator_Loss: 1.62305188179
55
    After 20 iterations
        Discriminator Loss                         = -1.44289672375

    Generator_Loss: 9.5174741745
56
    After 20 iterations
        Discriminator Loss                         = -2.45877218246

    Generator_Loss: -24.9012355804
57
    After 20 iterations
        Discriminator Loss                         = -1.60529267788

    Generator_Loss: 10.7939510345
58
    After 20 iterations
        Discriminator Loss                         = -1.83855807781

    Generator_Loss: 4.98087310791
59
    After 20 iterations
        Discriminator Loss                         = -2.1184322834

    Generator_Loss: -12.4484472275
60
    After 20 iterations
        Discriminator Loss                         = -1.21132338047

    Generator_Loss: 8.49628067017
61
    After 20 iterations
        Discriminator Loss                         = -1.78064954281

    Generator_Loss: 1.33205008507
62
    After 20 iterations
        Discriminator Loss                         = -1.15727972984

    Generator_Loss: 8.17824268341
63
    After 20 iterations
        Discriminator Loss                         = -1.46513783932

    Generator_Loss: -30.5465888977
64
    After 20 iterations
        Discriminator Loss                         = -1.20477759838

    Generator_Loss: -14.9960012436
65
    After 20 iterations
        Discriminator Loss                         = -1.44129645824

    Generator_Loss: -8.97717857361
66
    After 20 iterations
        Discriminator Loss                         = -1.29298257828

    Generator_Loss: 1.24911391735
67
    After 20 iterations
        Discriminator Loss                         = -1.36299324036

    Generator_Loss: -2.07524037361
68
    After 20 iterations
        Discriminator Loss                         = -1.89869332314

    Generator_Loss: -19.7127113342
69
    After 20 iterations
        Discriminator Loss                         = -1.9645332098

    Generator_Loss: -10.4952840805
70
    After 20 iterations
        Discriminator Loss                         = -1.39828407764

    Generator_Loss: -11.5541353226
71
    After 20 iterations
        Discriminator Loss                         = -1.30453157425

    Generator_Loss: -9.83903980255
72
    After 20 iterations
        Discriminator Loss                         = -1.1863257885

    Generator_Loss: 11.9305467606
73
    After 20 iterations
        Discriminator Loss                         = -1.36787283421

    Generator_Loss: 9.48903179169
74
    After 20 iterations
        Discriminator Loss                         = -1.30583226681

    Generator_Loss: -6.39415216446
75
     Level #0 Epoch #3 Batch #75
    After 20 iterations
        Discriminator Loss                         = -2.08270955086

    Generator_Loss: -11.2868862152
76
    After 20 iterations
        Discriminator Loss                         = -1.70883512497

    Generator_Loss: -35.1490974426
77
    After 20 iterations
        Discriminator Loss                         = -1.49886369705

    Generator_Loss: 0.639692008495
78
    After 20 iterations
        Discriminator Loss                         = -1.86444807053

    Generator_Loss: 5.48485183716
79
    After 20 iterations
        Discriminator Loss                         = -1.59956002235

    Generator_Loss: 5.39097499847
80
    After 20 iterations
        Discriminator Loss                         = -1.42476534843

    Generator_Loss: -9.68070316315
81
    After 20 iterations
        Discriminator Loss                         = -1.74143087864

    Generator_Loss: -10.5893745422
82
    After 20 iterations
        Discriminator Loss                         = -2.32705307007

    Generator_Loss: 4.79512357712
83
    After 20 iterations
        Discriminator Loss                         = -1.92243218422

    Generator_Loss: 22.4125118256
84
    After 20 iterations
        Discriminator Loss                         = -2.14749240875

    Generator_Loss: -20.2348117828
85
    After 20 iterations
        Discriminator Loss                         = -1.46332252026

    Generator_Loss: 5.68325853348
86
    After 20 iterations
        Discriminator Loss                         = -1.73839831352

    Generator_Loss: -7.90960454941
87
    After 20 iterations
        Discriminator Loss                         = -1.20037329197

    Generator_Loss: 2.15897130966
88
    After 20 iterations
        Discriminator Loss                         = -1.33989405632

    Generator_Loss: -23.8841285706
89
    After 20 iterations
        Discriminator Loss                         = -1.76598310471

    Generator_Loss: -9.73218536377
90
    After 20 iterations
        Discriminator Loss                         = -1.68699610233

    Generator_Loss: -8.63280677795
91
    After 20 iterations
        Discriminator Loss                         = -1.36660349369

    Generator_Loss: -14.4632320404
92
    After 20 iterations
        Discriminator Loss                         = -2.10823249817

    Generator_Loss: -13.9807434082
93
    After 20 iterations
        Discriminator Loss                         = -1.6923211813

    Generator_Loss: -16.6271896362
94
    After 20 iterations
        Discriminator Loss                         = -1.75063633919

    Generator_Loss: -24.3853702545
95
    After 20 iterations
        Discriminator Loss                         = -2.14252448082

    Generator_Loss: 20.1844081879
96
    After 20 iterations
        Discriminator Loss                         = -1.52294170856

    Generator_Loss: 8.34762477875
97
    After 20 iterations
        Discriminator Loss                         = -1.45237421989

    Generator_Loss: 18.4198265076
98
    After 20 iterations
        Discriminator Loss                         = -1.50363266468

    Generator_Loss: -12.1405105591
99
    After 20 iterations
        Discriminator Loss                         = -2.62332057953

    Generator_Loss: 17.0335197449
100
     Level #0 Epoch #3 Batch #100
    After 20 iterations
        Discriminator Loss                         = -1.71280348301

    Generator_Loss: 4.38009262085
101
    After 20 iterations
        Discriminator Loss                         = -2.7467610836

    Generator_Loss: 22.273065567
102
    After 20 iterations
        Discriminator Loss                         = -1.87656927109

    Generator_Loss: -24.0103645325
103
    After 20 iterations
        Discriminator Loss                         = -1.36299538612

    Generator_Loss: -16.5294837952
104
    After 20 iterations
        Discriminator Loss                         = -1.67539608479

    Generator_Loss: 5.30850458145
105
    After 20 iterations
        Discriminator Loss                         = -1.13957750797

    Generator_Loss: 6.30648374557
106
    After 20 iterations
        Discriminator Loss                         = -2.13700270653

    Generator_Loss: 20.5467376709
107
    After 20 iterations
        Discriminator Loss                         = -2.69091367722

    Generator_Loss: 13.7551622391
108
    After 20 iterations
        Discriminator Loss                         = -1.22487187386

    Generator_Loss: 5.49802350998
109
    After 20 iterations
        Discriminator Loss                         = -1.88393676281

    Generator_Loss: -12.4261960983
110
    After 20 iterations
        Discriminator Loss                         = -2.53333854675

    Generator_Loss: -11.9093933105
111
    After 20 iterations
        Discriminator Loss                         = -1.14225935936

    Generator_Loss: -8.14834976196
112
    After 20 iterations
        Discriminator Loss                         = -1.11798214912

    Generator_Loss: -3.96028494835
113
    After 20 iterations
        Discriminator Loss                         = -2.65900921822

    Generator_Loss: -13.9139356613
114
    After 20 iterations
        Discriminator Loss                         = -1.73608052731

    Generator_Loss: -31.6383743286
115
    After 20 iterations
        Discriminator Loss                         = -1.40114820004

    Generator_Loss: 18.2949104309
116
    After 20 iterations
        Discriminator Loss                         = -2.53195476532

    Generator_Loss: -19.360408783
117
    After 20 iterations
        Discriminator Loss                         = -1.37928044796

    Generator_Loss: -9.25084972382
118
    After 20 iterations
        Discriminator Loss                         = -1.56404745579

    Generator_Loss: 18.6908245087
119
    After 20 iterations
        Discriminator Loss                         = -1.6964931488

    Generator_Loss: -19.5020523071
120
    After 20 iterations
        Discriminator Loss                         = -2.37525606155

    Generator_Loss: -6.94554901123
121
    After 20 iterations
        Discriminator Loss                         = -1.16579711437

    Generator_Loss: -10.8996534348
122
    After 20 iterations
        Discriminator Loss                         = -1.5836160183

    Generator_Loss: 10.8950061798
123
    After 20 iterations
        Discriminator Loss                         = -2.05482149124

    Generator_Loss: -16.464176178
124
    After 20 iterations
        Discriminator Loss                         = -1.71640169621

    Generator_Loss: 1.17079055309
125
     Level #0 Epoch #3 Batch #125
    After 20 iterations
        Discriminator Loss                         = -2.45297408104

    Generator_Loss: 11.9110946655
126
    After 20 iterations
        Discriminator Loss                         = -1.52284753323

    Generator_Loss: 13.1354637146
127
    After 20 iterations
        Discriminator Loss                         = -1.83994150162

    Generator_Loss: -25.42237854
128
    After 20 iterations
        Discriminator Loss                         = -1.48934113979

    Generator_Loss: -13.936009407
129
    After 20 iterations
        Discriminator Loss                         = -1.42037403584

    Generator_Loss: -0.367735624313
130
    After 20 iterations
        Discriminator Loss                         = -1.66605830193

    Generator_Loss: -14.3482761383
131
    After 20 iterations
        Discriminator Loss                         = -1.59155929089

    Generator_Loss: -9.17069911957
132
    After 20 iterations
        Discriminator Loss                         = -2.1358923912

    Generator_Loss: 6.06652545929
133
    After 20 iterations
        Discriminator Loss                         = -1.56881630421

    Generator_Loss: 19.1205825806
134
    After 20 iterations
        Discriminator Loss                         = -1.29953587055

    Generator_Loss: 8.95273971558
135
    After 20 iterations
        Discriminator Loss                         = -1.53654980659

    Generator_Loss: 23.7603931427
136
    After 20 iterations
        Discriminator Loss                         = -2.01113700867

    Generator_Loss: -16.8589363098
137
    After 20 iterations
        Discriminator Loss                         = -1.83060586452

    Generator_Loss: -30.7555809021
138
    After 20 iterations
        Discriminator Loss                         = -1.75599896908

    Generator_Loss: -13.7851009369
139
    After 20 iterations
        Discriminator Loss                         = -1.73116612434

    Generator_Loss: 18.5072364807
140
    After 20 iterations
        Discriminator Loss                         = -1.18663144112

    Generator_Loss: 6.32044124603
141
    After 20 iterations
        Discriminator Loss                         = -1.58298158646

    Generator_Loss: -30.9577083588
142
    After 20 iterations
        Discriminator Loss                         = -1.58950555325

    Generator_Loss: 13.7253322601
143
    After 20 iterations
        Discriminator Loss                         = -2.28557419777

    Generator_Loss: -12.3049764633
144
    After 20 iterations
        Discriminator Loss                         = -2.00420260429

    Generator_Loss: 16.0195026398
145
    After 20 iterations
        Discriminator Loss                         = -1.57904541492

    Generator_Loss: 2.29496526718
146
    After 20 iterations
        Discriminator Loss                         = -1.33584463596

    Generator_Loss: 4.5361366272
147
    After 20 iterations
        Discriminator Loss                         = -1.62255895138

    Generator_Loss: 5.66341733932
148
    After 20 iterations
        Discriminator Loss                         = -2.33849596977

    Generator_Loss: -7.57045888901
149
    After 20 iterations
        Discriminator Loss                         = -1.16370439529

    Generator_Loss: -16.4938182831
150
     Level #0 Epoch #3 Batch #150
    After 20 iterations
        Discriminator Loss                         = -2.23971486092

    Generator_Loss: -10.1758537292
151
    After 20 iterations
        Discriminator Loss                         = -1.42054259777

    Generator_Loss: -4.37190580368
152
    After 20 iterations
        Discriminator Loss                         = -1.34081506729

    Generator_Loss: -7.19631433487
153
    After 20 iterations
        Discriminator Loss                         = -1.90324282646

    Generator_Loss: 17.697435379
154
    After 20 iterations
        Discriminator Loss                         = -2.41187310219

    Generator_Loss: -6.78685569763
155
    After 20 iterations
        Discriminator Loss                         = -1.84774637222

    Generator_Loss: -8.20173931122
156
    After 20 iterations
        Discriminator Loss                         = -1.28431916237

    Generator_Loss: 15.1131048203
157
    After 20 iterations
        Discriminator Loss                         = -2.44630908966

    Generator_Loss: 26.941986084
158
    After 20 iterations
        Discriminator Loss                         = -1.69453144073

    Generator_Loss: -15.5148267746
159
    After 20 iterations
        Discriminator Loss                         = -1.55144023895

    Generator_Loss: 10.280216217
160
    After 20 iterations
        Discriminator Loss                         = -1.86660122871

    Generator_Loss: -22.7360038757
161
    After 20 iterations
        Discriminator Loss                         = -1.29752719402

    Generator_Loss: -22.2204742432
162
    After 20 iterations
        Discriminator Loss                         = -1.42914783955

    Generator_Loss: -23.8573989868
163
    After 20 iterations
        Discriminator Loss                         = -1.15835869312

    Generator_Loss: -16.6044101715
164
    After 20 iterations
        Discriminator Loss                         = -1.23423779011

    Generator_Loss: 2.52286601067
165
    After 20 iterations
        Discriminator Loss                         = -1.49353814125

    Generator_Loss: 28.2780475616
166
    After 20 iterations
        Discriminator Loss                         = -1.91794085503

    Generator_Loss: -17.2937545776
167
    After 20 iterations
        Discriminator Loss                         = -1.36567437649

    Generator_Loss: -10.1864461899
168
    After 20 iterations
        Discriminator Loss                         = -1.41350781918

    Generator_Loss: -21.46342659
169
    After 20 iterations
        Discriminator Loss                         = -1.47916138172

    Generator_Loss: -23.4905853271
170
    After 20 iterations
        Discriminator Loss                         = -1.50375473499

    Generator_Loss: -4.11618995667
171
    After 20 iterations
        Discriminator Loss                         = -2.23935008049

    Generator_Loss: -18.3407230377
172
    After 20 iterations
        Discriminator Loss                         = -1.76466989517

    Generator_Loss: 3.48971390724
173
    After 20 iterations
        Discriminator Loss                         = -1.3913179636

    Generator_Loss: 9.01807022095
174
    After 20 iterations
        Discriminator Loss                         = -1.45385801792

    Generator_Loss: -23.9020824432
175
     Level #0 Epoch #3 Batch #175
    After 20 iterations
        Discriminator Loss                         = -2.19188785553

    Generator_Loss: -2.83369064331
176
    After 20 iterations
        Discriminator Loss                         = -1.38513565063

    Generator_Loss: 10.7025146484
177
    After 20 iterations
        Discriminator Loss                         = -1.51319861412

    Generator_Loss: 20.6021270752
178
    After 20 iterations
        Discriminator Loss                         = -1.49485719204

    Generator_Loss: 10.6530256271
179
    After 20 iterations
        Discriminator Loss                         = -1.80492913723

    Generator_Loss: -21.0088214874
180
    After 20 iterations
        Discriminator Loss                         = -1.40088701248

    Generator_Loss: -18.4803562164
181
    After 20 iterations
        Discriminator Loss                         = -1.13254880905

    Generator_Loss: -20.6570148468
182
    After 20 iterations
        Discriminator Loss                         = -1.62778294086

    Generator_Loss: 20.3773918152
183
    After 20 iterations
        Discriminator Loss                         = -1.22263967991

    Generator_Loss: 6.17924356461
184
    After 20 iterations
        Discriminator Loss                         = -1.76040625572

    Generator_Loss: 1.23007631302
185
    After 20 iterations
        Discriminator Loss                         = -1.39552974701

    Generator_Loss: 11.1876983643
186
    After 20 iterations
        Discriminator Loss                         = -1.67950642109

    Generator_Loss: 30.5867538452
187
    After 20 iterations
        Discriminator Loss                         = -2.43636393547

    Generator_Loss: 26.653295517
188
    After 20 iterations
        Discriminator Loss                         = -1.22010660172

    Generator_Loss: 7.76712989807
189
    After 20 iterations
        Discriminator Loss                         = -2.29337644577

    Generator_Loss: -27.4636135101
190
    After 20 iterations
        Discriminator Loss                         = -1.4128742218

    Generator_Loss: -7.13433551788
191
    After 20 iterations
        Discriminator Loss                         = -1.89221608639

    Generator_Loss: 8.82021141052
192
    After 20 iterations
        Discriminator Loss                         = -2.1455514431

    Generator_Loss: -20.4667282104
193
    After 20 iterations
        Discriminator Loss                         = -1.52432894707

    Generator_Loss: -8.22187423706
194
    After 20 iterations
        Discriminator Loss                         = -1.40962421894

    Generator_Loss: -19.6107177734
195
    After 20 iterations
        Discriminator Loss                         = -1.96740996838

    Generator_Loss: 28.3859806061
196
    After 20 iterations
        Discriminator Loss                         = -1.76604902744

    Generator_Loss: -31.9899425507
197
    After 20 iterations
        Discriminator Loss                         = -2.77510309219

    Generator_Loss: 14.9953517914
198
    After 20 iterations
        Discriminator Loss                         = -1.82400298119

    Generator_Loss: -11.6739711761
199
    After 20 iterations
        Discriminator Loss                         = -1.45460677147

    Generator_Loss: -4.49777317047
200
     Level #0 Epoch #3 Batch #200
    After 20 iterations
        Discriminator Loss                         = -2.05300378799

    Generator_Loss: 5.92201519012
201
    After 20 iterations
        Discriminator Loss                         = -1.83433949947

    Generator_Loss: -3.84568500519
202
    After 20 iterations
        Discriminator Loss                         = -1.55633306503

    Generator_Loss: 23.257068634
203
    After 20 iterations
        Discriminator Loss                         = -1.31373643875

    Generator_Loss: -8.20126914978
204
    After 20 iterations
        Discriminator Loss                         = -1.79161500931

    Generator_Loss: -29.109210968
205
    After 20 iterations
        Discriminator Loss                         = -1.34593224525

    Generator_Loss: -18.8849506378
206
    After 20 iterations
        Discriminator Loss                         = -1.52337193489

    Generator_Loss: 13.0689315796
207
    After 20 iterations
        Discriminator Loss                         = -1.3705548048

    Generator_Loss: 9.58466148376
208
    After 20 iterations
        Discriminator Loss                         = -1.34573125839

    Generator_Loss: 2.25251936913
209
    After 20 iterations
        Discriminator Loss                         = -2.02140641212

    Generator_Loss: 19.3703804016
210
    After 20 iterations
        Discriminator Loss                         = -2.72716212273

    Generator_Loss: -25.5060443878
211
    After 20 iterations
        Discriminator Loss                         = -1.77123034

    Generator_Loss: -0.46965739131
212
    After 20 iterations
        Discriminator Loss                         = -1.92717707157

    Generator_Loss: 20.0633773804
213
    After 20 iterations
        Discriminator Loss                         = -3.0000565052

    Generator_Loss: -19.5172805786
214
    After 20 iterations
        Discriminator Loss                         = -1.25289237499

    Generator_Loss: 12.4622039795
215
    After 20 iterations
        Discriminator Loss                         = -1.33082187176

    Generator_Loss: 0.00338502740487
216
    After 20 iterations
        Discriminator Loss                         = -2.74378418922

    Generator_Loss: -11.93409729
217
    After 20 iterations
        Discriminator Loss                         = -1.08194434643

    Generator_Loss: -8.17252349854
218
    After 20 iterations
        Discriminator Loss                         = -2.14122009277

    Generator_Loss: -19.3251285553
219
    After 20 iterations
        Discriminator Loss                         = -1.60590302944

    Generator_Loss: 0.00455857254565
220
    After 20 iterations
        Discriminator Loss                         = -2.77286481857

    Generator_Loss: -19.2379512787
221
    After 20 iterations
        Discriminator Loss                         = -1.25272607803

    Generator_Loss: -19.8177909851
222
    After 20 iterations
        Discriminator Loss                         = -2.62357258797

    Generator_Loss: -0.119010910392
223
    After 20 iterations
        Discriminator Loss                         = -1.7360765934

    Generator_Loss: -4.02989578247
224
    After 20 iterations
        Discriminator Loss                         = -1.34731411934

    Generator_Loss: -2.86383962631
225
     Level #0 Epoch #3 Batch #225
    After 20 iterations
        Discriminator Loss                         = -2.55502700806

    Generator_Loss: 23.2630195618
226
    After 20 iterations
        Discriminator Loss                         = -1.18461501598

    Generator_Loss: 15.6099367142
227
    After 20 iterations
        Discriminator Loss                         = -1.61276078224

    Generator_Loss: 10.5813961029
228
    After 20 iterations
        Discriminator Loss                         = -1.48045325279

    Generator_Loss: 3.75699520111
229
    After 20 iterations
        Discriminator Loss                         = -1.91074490547

    Generator_Loss: 5.15500354767
230
    After 20 iterations
        Discriminator Loss                         = -1.53568375111

    Generator_Loss: -1.04836237431
231
    After 20 iterations
        Discriminator Loss                         = -1.82747960091

    Generator_Loss: -12.130355835
232
    After 20 iterations
        Discriminator Loss                         = -1.32698118687

    Generator_Loss: 1.39207303524
233
    After 20 iterations
        Discriminator Loss                         = -1.95972800255

    Generator_Loss: -9.01416110992
234
    After 20 iterations
        Discriminator Loss                         = -1.01058065891

    Generator_Loss: 3.05701327324
235
    After 20 iterations
        Discriminator Loss                         = -1.66224396229

    Generator_Loss: 13.7564086914
236
    After 20 iterations
        Discriminator Loss                         = -1.66384005547

    Generator_Loss: -13.0399084091
237
    After 20 iterations
        Discriminator Loss                         = -1.46143364906

    Generator_Loss: 9.15139484406
238
    After 20 iterations
        Discriminator Loss                         = -1.64521241188

    Generator_Loss: 11.0937805176
239
    After 20 iterations
        Discriminator Loss                         = -1.51866602898

    Generator_Loss: 10.4296455383
240
    After 20 iterations
        Discriminator Loss                         = -1.56888985634

    Generator_Loss: -27.2324352264
241
    After 20 iterations
        Discriminator Loss                         = -1.345246315

    Generator_Loss: -2.12469005585
242
    After 20 iterations
        Discriminator Loss                         = -1.71579504013

    Generator_Loss: -4.53973960876
243
    After 20 iterations
        Discriminator Loss                         = -1.42149877548

    Generator_Loss: -28.0262985229
244
    After 20 iterations
        Discriminator Loss                         = -1.44317781925

    Generator_Loss: -9.73936653137
245
    After 20 iterations
        Discriminator Loss                         = -2.09849596024

    Generator_Loss: -5.57405567169
246
    After 20 iterations
        Discriminator Loss                         = -1.12191927433

    Generator_Loss: 0.589300215244
247
    After 20 iterations
        Discriminator Loss                         = -1.21418142319

    Generator_Loss: -8.03083992004
248
    After 20 iterations
        Discriminator Loss                         = -1.46256875992

    Generator_Loss: 2.51560020447
249
    After 20 iterations
        Discriminator Loss                         = -2.40639424324

    Generator_Loss: -6.90547180176
250
     Level #0 Epoch #3 Batch #250
    After 20 iterations
        Discriminator Loss                         = -1.42722976208

    Generator_Loss: 21.7316513062
251
    After 20 iterations
        Discriminator Loss                         = -2.13037753105

    Generator_Loss: 9.82577705383
252
    After 20 iterations
        Discriminator Loss                         = -3.18274402618

    Generator_Loss: 26.2236175537
253
    After 20 iterations
        Discriminator Loss                         = -1.61856031418

    Generator_Loss: 11.7970027924
254
    After 20 iterations
        Discriminator Loss                         = -1.54681694508

    Generator_Loss: -13.9338817596
255
    After 20 iterations
        Discriminator Loss                         = -1.70898294449

    Generator_Loss: 18.1853103638
256
    After 20 iterations
        Discriminator Loss                         = -1.91999435425

    Generator_Loss: -7.35870313644
257
    After 20 iterations
        Discriminator Loss                         = -1.36339712143

    Generator_Loss: -2.18290042877
258
    After 20 iterations
        Discriminator Loss                         = -1.19596493244

    Generator_Loss: -32.6409454346
259
    After 20 iterations
        Discriminator Loss                         = -1.5642260313

    Generator_Loss: -11.7770795822
260
    After 20 iterations
        Discriminator Loss                         = -2.24782943726

    Generator_Loss: -4.954621315
261
    After 20 iterations
        Discriminator Loss                         = -1.2396594286

    Generator_Loss: -6.57208919525
262
    After 20 iterations
        Discriminator Loss                         = -1.28422284126

    Generator_Loss: -5.99253034592
263
    After 20 iterations
        Discriminator Loss                         = -1.02863693237

    Generator_Loss: 4.97601079941
264
    After 20 iterations
        Discriminator Loss                         = -1.74365961552

    Generator_Loss: 0.034054685384
265
    After 20 iterations
        Discriminator Loss                         = -1.57487094402

    Generator_Loss: -14.6938829422
266
    After 20 iterations
        Discriminator Loss                         = -1.94077181816

    Generator_Loss: 12.6209535599
267
    After 20 iterations
        Discriminator Loss                         = -1.97444546223

    Generator_Loss: 17.794084549
268
    After 20 iterations
        Discriminator Loss                         = -2.92554616928

    Generator_Loss: 20.1714019775
269
    After 20 iterations
        Discriminator Loss                         = -1.58340930939

    Generator_Loss: 0.978531181812
270
    After 20 iterations
        Discriminator Loss                         = -2.5202960968

    Generator_Loss: -7.61744213104
271
    After 20 iterations
        Discriminator Loss                         = -1.38684761524

    Generator_Loss: -5.84958457947
272
    After 20 iterations
        Discriminator Loss                         = -1.26276135445

    Generator_Loss: -11.3750019073
273
    After 20 iterations
        Discriminator Loss                         = -2.08986616135

    Generator_Loss: -6.82681369781
274
    After 20 iterations
        Discriminator Loss                         = -1.13562703133

    Generator_Loss: 7.60653972626
275
     Level #0 Epoch #3 Batch #275
    After 20 iterations
        Discriminator Loss                         = -1.0881305933

    Generator_Loss: -16.2276191711
276
    After 20 iterations
        Discriminator Loss                         = -1.7831466198

    Generator_Loss: -2.97608137131
277
    After 20 iterations
        Discriminator Loss                         = -1.48763227463

    Generator_Loss: -21.7700920105
278
    After 20 iterations
        Discriminator Loss                         = -1.26128709316

    Generator_Loss: 1.11027872562
279
    After 20 iterations
        Discriminator Loss                         = -1.87822139263

    Generator_Loss: -0.0989893600345
280
    After 20 iterations
        Discriminator Loss                         = -1.45499765873

    Generator_Loss: 6.02697515488
281
    After 20 iterations
        Discriminator Loss                         = -1.49287796021

    Generator_Loss: 9.47482585907
282
    After 20 iterations
        Discriminator Loss                         = -1.95575630665

    Generator_Loss: -20.6141605377
283
    After 20 iterations
        Discriminator Loss                         = -1.68890631199

    Generator_Loss: -13.2990436554
284
    After 20 iterations
        Discriminator Loss                         = -1.34259545803

    Generator_Loss: 10.0906629562
285
    After 20 iterations
        Discriminator Loss                         = -1.3254442215

    Generator_Loss: 11.6147708893
286
    After 20 iterations
        Discriminator Loss                         = -2.60826086998

    Generator_Loss: -28.0709953308
287
    After 20 iterations
        Discriminator Loss                         = -1.46542334557

    Generator_Loss: -10.4145717621
288
    After 20 iterations
        Discriminator Loss                         = -1.10030984879

    Generator_Loss: -23.5711612701
289
    After 20 iterations
        Discriminator Loss                         = -1.53726375103

    Generator_Loss: 5.61848306656
290
    After 20 iterations
        Discriminator Loss                         = -2.26917004585

    Generator_Loss: -15.5599870682
291
    After 20 iterations
        Discriminator Loss                         = -1.55284357071

    Generator_Loss: -9.51224422455
292
    After 20 iterations
        Discriminator Loss                         = -1.29470682144

    Generator_Loss: -5.42584705353
293
    After 20 iterations
        Discriminator Loss                         = -1.67749166489

    Generator_Loss: 1.02092659473
294
    After 20 iterations
        Discriminator Loss                         = -2.4596862793

    Generator_Loss: -23.9761333466
295
    After 20 iterations
        Discriminator Loss                         = -2.3281211853

    Generator_Loss: -14.2676420212
296
    After 20 iterations
        Discriminator Loss                         = -2.00018882751

    Generator_Loss: 10.5910406113
297
    After 20 iterations
        Discriminator Loss                         = -1.32043015957

    Generator_Loss: -11.1403932571
298
    After 20 iterations
        Discriminator Loss                         = -1.71149337292

    Generator_Loss: 2.28643345833
299
    After 20 iterations
        Discriminator Loss                         = -1.9345318079

    Generator_Loss: 0.33983746171
300
     Level #0 Epoch #3 Batch #300
    After 20 iterations
        Discriminator Loss                         = -1.48240709305

    Generator_Loss: 23.201839447
301
    After 20 iterations
        Discriminator Loss                         = -2.11528396606

    Generator_Loss: 19.0228824615
302
    After 20 iterations
        Discriminator Loss                         = -1.99747562408

    Generator_Loss: 10.27784729
303
    After 20 iterations
        Discriminator Loss                         = -1.4239770174

    Generator_Loss: -23.4793434143
304
    After 20 iterations
        Discriminator Loss                         = -1.66496098042

    Generator_Loss: -8.18353939056
305
    After 20 iterations
        Discriminator Loss                         = -1.44425082207

    Generator_Loss: 20.495716095
306
    After 20 iterations
        Discriminator Loss                         = -2.17118906975

    Generator_Loss: -27.2766780853
307
    After 20 iterations
        Discriminator Loss                         = -1.23874723911

    Generator_Loss: -10.9549226761
308
    After 20 iterations
        Discriminator Loss                         = -1.45247423649

    Generator_Loss: -19.9009284973
309
    After 20 iterations
        Discriminator Loss                         = -1.53518378735

    Generator_Loss: 13.8615465164
310
    After 20 iterations
        Discriminator Loss                         = -1.93048107624

    Generator_Loss: 9.33433532715
311
    After 20 iterations
        Discriminator Loss                         = -2.00042748451

    Generator_Loss: 16.2376937866
312
    After 20 iterations
        Discriminator Loss                         = -2.17607450485

    Generator_Loss: 19.4348621368
313
    After 20 iterations
        Discriminator Loss                         = -1.27883648872

    Generator_Loss: 8.89755725861
314
    After 20 iterations
        Discriminator Loss                         = -1.69649100304

    Generator_Loss: -0.131198614836
315
    After 20 iterations
        Discriminator Loss                         = -1.3135484457

    Generator_Loss: -20.6728115082
316
    After 20 iterations
        Discriminator Loss                         = -1.57925331593

    Generator_Loss: 18.7819633484
317
    After 20 iterations
        Discriminator Loss                         = -1.29796612263

    Generator_Loss: -18.1835289001
318
    After 20 iterations
        Discriminator Loss                         = -1.19540143013

    Generator_Loss: -11.0618371964
319
    After 20 iterations
        Discriminator Loss                         = -1.99408328533

    Generator_Loss: 19.3166179657
320
    After 20 iterations
        Discriminator Loss                         = -2.25605940819

    Generator_Loss: 23.8072376251
321
    After 20 iterations
        Discriminator Loss                         = -2.53738570213

    Generator_Loss: 8.41874217987
322
    After 20 iterations
        Discriminator Loss                         = -1.40077483654

    Generator_Loss: 18.0441608429
323
    After 20 iterations
        Discriminator Loss                         = -2.95144796371

    Generator_Loss: -34.6530685425
324
    After 20 iterations
        Discriminator Loss                         = -1.22550237179

    Generator_Loss: -4.1998000145
325
     Level #0 Epoch #3 Batch #325
    After 20 iterations
        Discriminator Loss                         = -2.54072332382

    Generator_Loss: 24.6904449463
326
    After 20 iterations
        Discriminator Loss                         = -1.61466693878

    Generator_Loss: 17.0735321045
327
    After 20 iterations
        Discriminator Loss                         = -1.10310506821

    Generator_Loss: 8.863240242
328
    After 20 iterations
        Discriminator Loss                         = -1.97479820251

    Generator_Loss: -3.75732398033
329
    After 20 iterations
        Discriminator Loss                         = -1.13057672977

    Generator_Loss: 17.9678573608
330
    After 20 iterations
        Discriminator Loss                         = -1.31965649128

    Generator_Loss: -8.67113208771
331
    After 20 iterations
        Discriminator Loss                         = -1.43126690388

    Generator_Loss: -19.5816268921
332
    After 20 iterations
        Discriminator Loss                         = -1.57924759388

    Generator_Loss: -2.27997422218
333
    After 20 iterations
        Discriminator Loss                         = -1.19646000862

    Generator_Loss: -10.3870754242
334
    After 20 iterations
        Discriminator Loss                         = -1.77752327919

    Generator_Loss: -14.9843177795
335
    After 20 iterations
        Discriminator Loss                         = -1.94973278046

    Generator_Loss: 26.3915081024
336
    After 20 iterations
        Discriminator Loss                         = -1.74883592129

    Generator_Loss: 7.06974172592
337
    After 20 iterations
        Discriminator Loss                         = -1.39801692963

    Generator_Loss: 2.1922416687
338
    After 20 iterations
        Discriminator Loss                         = -1.52178478241

    Generator_Loss: 15.6648597717
339
    After 20 iterations
        Discriminator Loss                         = -2.33127450943

    Generator_Loss: -25.1728363037
340
    After 20 iterations
        Discriminator Loss                         = -2.53366470337

    Generator_Loss: -27.8884525299
341
    After 20 iterations
        Discriminator Loss                         = -1.75658631325

    Generator_Loss: -30.3465976715
342
    After 20 iterations
        Discriminator Loss                         = -1.43318724632

    Generator_Loss: -2.22230529785
343
    After 20 iterations
        Discriminator Loss                         = -1.6409137249

    Generator_Loss: -6.06301259995
344
    After 20 iterations
        Discriminator Loss                         = -1.77212142944

    Generator_Loss: 6.019739151
345
    After 20 iterations
        Discriminator Loss                         = -1.47532439232

    Generator_Loss: -0.85452735424
346
    After 20 iterations
        Discriminator Loss                         = -1.58329975605

    Generator_Loss: 22.2815589905
347
    After 20 iterations
        Discriminator Loss                         = -1.62141668797

    Generator_Loss: 2.52329206467
348
    After 20 iterations
        Discriminator Loss                         = -1.10863876343

    Generator_Loss: 14.0766096115
349
    After 20 iterations
        Discriminator Loss                         = -1.6136879921

    Generator_Loss: 20.6867332458
350
     Level #0 Epoch #3 Batch #350
    After 20 iterations
        Discriminator Loss                         = -1.39139270782

    Generator_Loss: -23.4989852905
351
    After 20 iterations
        Discriminator Loss                         = -1.5477669239

    Generator_Loss: 1.30627334118
352
    After 20 iterations
        Discriminator Loss                         = -1.51554560661

    Generator_Loss: -3.72862076759
353
    After 20 iterations
        Discriminator Loss                         = -2.23003816605

    Generator_Loss: 0.111945606768
354
    After 20 iterations
        Discriminator Loss                         = -1.57022047043

    Generator_Loss: -16.4621658325
355
    After 20 iterations
        Discriminator Loss                         = -1.81683421135

    Generator_Loss: 21.9349575043
356
    After 20 iterations
        Discriminator Loss                         = -2.13924503326

    Generator_Loss: -22.1741428375
357
    After 20 iterations
        Discriminator Loss                         = -2.54417705536

    Generator_Loss: 28.4084243774
358
    After 20 iterations
        Discriminator Loss                         = -1.8298355341

    Generator_Loss: 8.38193798065
359
    After 20 iterations
        Discriminator Loss                         = -1.30054867268

    Generator_Loss: 10.0436563492
360
    After 20 iterations
        Discriminator Loss                         = -1.53714966774

    Generator_Loss: 2.57494187355
361
    After 20 iterations
        Discriminator Loss                         = -1.25702095032

    Generator_Loss: -18.718290329
362
    After 20 iterations
        Discriminator Loss                         = -1.62487363815

    Generator_Loss: 4.17710399628
363
    After 20 iterations
        Discriminator Loss                         = -2.19421768188

    Generator_Loss: -7.62225103378
364
    After 20 iterations
        Discriminator Loss                         = -1.07730793953

    Generator_Loss: -3.57044744492
365
    After 20 iterations
        Discriminator Loss                         = -1.56212079525

    Generator_Loss: 17.5471954346
366
    After 20 iterations
        Discriminator Loss                         = -1.52254772186

    Generator_Loss: 13.35435009
367
    After 20 iterations
        Discriminator Loss                         = -1.5110502243

    Generator_Loss: -5.37406349182
368
    After 20 iterations
        Discriminator Loss                         = -1.60465610027

    Generator_Loss: 6.95238447189
369
    After 20 iterations
        Discriminator Loss                         = -1.81326723099

    Generator_Loss: -21.7041320801
370
    After 20 iterations
        Discriminator Loss                         = -0.976592600346

    Generator_Loss: -9.71513366699
371
    After 20 iterations
        Discriminator Loss                         = -1.43405997753

    Generator_Loss: -13.5360546112
372
    After 20 iterations
        Discriminator Loss                         = -1.78014981747

    Generator_Loss: -3.18111085892
373
    After 20 iterations
        Discriminator Loss                         = -1.9916613102

    Generator_Loss: -13.7408790588
374
    After 20 iterations
        Discriminator Loss                         = -1.47016811371

    Generator_Loss: -17.9709796906
375
     Level #0 Epoch #3 Batch #375
    After 20 iterations
        Discriminator Loss                         = -1.40385127068

    Generator_Loss: -14.7361822128
376
    After 20 iterations
        Discriminator Loss                         = -1.12777304649

    Generator_Loss: 11.7596416473
377
    After 20 iterations
        Discriminator Loss                         = -1.91309738159

    Generator_Loss: 12.313325882
378
    After 20 iterations
        Discriminator Loss                         = -1.84535872936

    Generator_Loss: -25.0461368561
379
    After 20 iterations
        Discriminator Loss                         = -1.97773146629

    Generator_Loss: 23.3909950256
380
    After 20 iterations
        Discriminator Loss                         = -1.45355427265

    Generator_Loss: 11.8878355026
381
    After 20 iterations
        Discriminator Loss                         = -2.15129566193

    Generator_Loss: 2.53154587746
382
    After 20 iterations
        Discriminator Loss                         = -1.47856473923

    Generator_Loss: -2.29054927826
383
    After 20 iterations
        Discriminator Loss                         = -1.22988796234

    Generator_Loss: -4.28168916702
384
    After 20 iterations
        Discriminator Loss                         = -1.75870347023

    Generator_Loss: 19.2426452637
385
    After 20 iterations
        Discriminator Loss                         = -1.74367034435

    Generator_Loss: 9.41822338104
386
    After 20 iterations
        Discriminator Loss                         = -1.99212110043

    Generator_Loss: -27.8322906494
387
    After 20 iterations
        Discriminator Loss                         = -1.36625862122

    Generator_Loss: -31.3464069366
388
    After 20 iterations
        Discriminator Loss                         = -2.16661214828

    Generator_Loss: 23.0687866211
389
    After 20 iterations
        Discriminator Loss                         = -1.47740352154

    Generator_Loss: 1.16892886162
390
    After 20 iterations
        Discriminator Loss                         = -1.13626694679

    Generator_Loss: 5.25130844116
391
    After 20 iterations
        Discriminator Loss                         = -1.49205803871

    Generator_Loss: -13.1142454147
392
    After 20 iterations
        Discriminator Loss                         = -1.71491789818

    Generator_Loss: -10.3623456955
393
    After 20 iterations
        Discriminator Loss                         = -2.00205135345

    Generator_Loss: 7.58871269226
394
    After 20 iterations
        Discriminator Loss                         = -1.63592529297

    Generator_Loss: -25.4110507965
395
    After 20 iterations
        Discriminator Loss                         = -1.2010563612

    Generator_Loss: 6.4872674942
396
    After 20 iterations
        Discriminator Loss                         = -2.17923688889

    Generator_Loss: -13.0193281174
397
    After 20 iterations
        Discriminator Loss                         = -1.32117438316

    Generator_Loss: -8.85814762115
398
    After 20 iterations
        Discriminator Loss                         = -1.43398046494

    Generator_Loss: -20.9147415161
399
    After 20 iterations
        Discriminator Loss                         = -1.86319375038

    Generator_Loss: -17.6581325531
400
     Level #0 Epoch #3 Batch #400
    After 20 iterations
        Discriminator Loss                         = -2.24203324318

    Generator_Loss: 0.448250710964
401
    After 20 iterations
        Discriminator Loss                         = -1.30313491821

    Generator_Loss: 4.25634479523
402
    After 20 iterations
        Discriminator Loss                         = -1.76461207867

    Generator_Loss: 19.4216957092
403
    After 20 iterations
        Discriminator Loss                         = -1.69178283215

    Generator_Loss: -7.22127485275
404
    After 20 iterations
        Discriminator Loss                         = -1.79976677895

    Generator_Loss: 17.0738925934
405
    After 20 iterations
        Discriminator Loss                         = -1.11952543259

    Generator_Loss: -5.0371799469
406
    After 20 iterations
        Discriminator Loss                         = -1.27618455887

    Generator_Loss: -10.7604389191
407
    After 20 iterations
        Discriminator Loss                         = -2.5923397541

    Generator_Loss: 17.4675006866
408
    After 20 iterations
        Discriminator Loss                         = -1.45962107182

    Generator_Loss: 20.4942741394
409
    After 20 iterations
        Discriminator Loss                         = -2.078977108

    Generator_Loss: 13.1490459442
410
    After 20 iterations
        Discriminator Loss                         = -1.2706707716

    Generator_Loss: -13.1449260712
411
    After 20 iterations
        Discriminator Loss                         = -1.70031404495

    Generator_Loss: -14.3315124512
412
    After 20 iterations
        Discriminator Loss                         = -1.32839179039

    Generator_Loss: 9.06777858734
413
    After 20 iterations
        Discriminator Loss                         = -1.51024210453

    Generator_Loss: -0.734831571579
414
    After 20 iterations
        Discriminator Loss                         = -1.60550379753

    Generator_Loss: 14.3678150177
415
    After 20 iterations
        Discriminator Loss                         = -1.55794882774

    Generator_Loss: 12.8982362747
416
    After 20 iterations
        Discriminator Loss                         = -1.27808487415

    Generator_Loss: 6.08514356613
417
    After 20 iterations
        Discriminator Loss                         = -2.12799239159

    Generator_Loss: -20.4835891724
418
    After 20 iterations
        Discriminator Loss                         = -1.40102779865

    Generator_Loss: 0.923418045044
419
    After 20 iterations
        Discriminator Loss                         = -1.89212799072

    Generator_Loss: 9.11980819702
420
    After 20 iterations
        Discriminator Loss                         = -1.64351022243

    Generator_Loss: -20.1955757141
421
    After 20 iterations
        Discriminator Loss                         = -1.38720655441

    Generator_Loss: -7.80315351486
422
    After 20 iterations
        Discriminator Loss                         = -1.525192976

    Generator_Loss: 14.6725969315
423
    After 20 iterations
        Discriminator Loss                         = -1.34730088711

    Generator_Loss: 10.9513320923
424
    After 20 iterations
        Discriminator Loss                         = -1.33127343655

    Generator_Loss: -14.7528352737
425
     Level #0 Epoch #3 Batch #425
    After 20 iterations
        Discriminator Loss                         = -2.28259325027

    Generator_Loss: 7.4049038887
426
    After 20 iterations
        Discriminator Loss                         = -1.27970039845

    Generator_Loss: -9.11608219147
427
    After 20 iterations
        Discriminator Loss                         = -2.49419522285

    Generator_Loss: -27.1335353851
428
    After 20 iterations
        Discriminator Loss                         = -1.89549839497

    Generator_Loss: 4.09646892548
429
    After 20 iterations
        Discriminator Loss                         = -1.63536739349

    Generator_Loss: 7.29295396805
430
    After 20 iterations
        Discriminator Loss                         = -1.25125062466

    Generator_Loss: 1.0684273243
431
    After 20 iterations
        Discriminator Loss                         = -1.21160960197

    Generator_Loss: -16.2996673584
432
    After 20 iterations
        Discriminator Loss                         = -1.58325779438

    Generator_Loss: -7.65633440018
433
    After 20 iterations
        Discriminator Loss                         = -1.31020593643

    Generator_Loss: 10.8443021774
434
    After 20 iterations
        Discriminator Loss                         = -1.78113389015

    Generator_Loss: -17.2675476074
435
    After 20 iterations
        Discriminator Loss                         = -1.38372075558

    Generator_Loss: 4.9546046257
436
    After 20 iterations
        Discriminator Loss                         = -1.34333491325

    Generator_Loss: 2.88010025024
437
    After 20 iterations
        Discriminator Loss                         = -1.94474279881

    Generator_Loss: -18.6163902283
438
    After 20 iterations
        Discriminator Loss                         = -1.59180259705

    Generator_Loss: 6.53344154358
439
    After 20 iterations
        Discriminator Loss                         = -1.72426986694

    Generator_Loss: 0.224689155817
440
    After 20 iterations
        Discriminator Loss                         = -1.37086164951

    Generator_Loss: -15.4788990021
441
    After 20 iterations
        Discriminator Loss                         = -1.012622118

    Generator_Loss: -7.21635437012
442
    After 20 iterations
        Discriminator Loss                         = -1.69339251518

    Generator_Loss: 5.80137729645
443
    After 20 iterations
        Discriminator Loss                         = -2.30562782288

    Generator_Loss: 0.588743984699
444
    After 20 iterations
        Discriminator Loss                         = -2.0309689045

    Generator_Loss: -21.2176685333
445
    After 20 iterations
        Discriminator Loss                         = -1.47682535648

    Generator_Loss: -30.0400218964
446
    After 20 iterations
        Discriminator Loss                         = -1.3421216011

    Generator_Loss: -1.85457086563
447
    After 20 iterations
        Discriminator Loss                         = -2.01607632637

    Generator_Loss: -15.592168808
448
    After 20 iterations
        Discriminator Loss                         = -1.39086675644

    Generator_Loss: 5.00616979599
449
    After 20 iterations
        Discriminator Loss                         = -1.93882977962

    Generator_Loss: 7.82295608521
450
     Level #0 Epoch #3 Batch #450
    After 20 iterations
        Discriminator Loss                         = -1.39002001286

    Generator_Loss: -6.43996620178
451
    After 20 iterations
        Discriminator Loss                         = -1.19529771805

    Generator_Loss: -8.62738132477
452
    After 20 iterations
        Discriminator Loss                         = -1.42319333553

    Generator_Loss: 7.79130315781
453
    After 20 iterations
        Discriminator Loss                         = -1.54364156723

    Generator_Loss: 10.4675693512
454
    After 20 iterations
        Discriminator Loss                         = -1.52723121643

    Generator_Loss: -15.8244752884
455
    After 20 iterations
        Discriminator Loss                         = -1.96228885651

    Generator_Loss: 3.23375034332
456
    After 20 iterations
        Discriminator Loss                         = -2.18102240562

    Generator_Loss: -19.632806778
457
    After 20 iterations
        Discriminator Loss                         = -1.54254758358

    Generator_Loss: 22.9130744934
458
    After 20 iterations
        Discriminator Loss                         = -1.43096542358

    Generator_Loss: 0.106406383216
459
    After 20 iterations
        Discriminator Loss                         = -1.37784671783

    Generator_Loss: -9.06572055817
460
    After 20 iterations
        Discriminator Loss                         = -1.84734880924

    Generator_Loss: -24.5901050568
461
    After 20 iterations
        Discriminator Loss                         = -1.50815820694

    Generator_Loss: -0.320688307285
462
    After 20 iterations
        Discriminator Loss                         = -2.03059840202

    Generator_Loss: -35.0532684326
463
    After 20 iterations
        Discriminator Loss                         = -1.32580935955

    Generator_Loss: -8.8288936615
464
    After 20 iterations
        Discriminator Loss                         = -1.45707511902

    Generator_Loss: 19.0698108673
465
    After 20 iterations
        Discriminator Loss                         = -1.57623577118

    Generator_Loss: -5.07280540466
466
    After 20 iterations
        Discriminator Loss                         = -1.47892987728

    Generator_Loss: -23.6429347992
467
    After 20 iterations
        Discriminator Loss                         = -2.19761896133

    Generator_Loss: -1.8386515379
468
    After 20 iterations
        Discriminator Loss                         = -1.61188149452

    Generator_Loss: 17.3826580048
469
    After 20 iterations
        Discriminator Loss                         = -1.42886388302

    Generator_Loss: 3.6339328289
470
    After 20 iterations
        Discriminator Loss                         = -1.38707494736

    Generator_Loss: -3.25149416924
471
    After 20 iterations
        Discriminator Loss                         = -1.23469758034

    Generator_Loss: 21.648059845
472
    After 20 iterations
        Discriminator Loss                         = -1.34673380852

    Generator_Loss: 4.23317241669
473
    After 20 iterations
        Discriminator Loss                         = -1.4875138998

    Generator_Loss: -13.4097003937
474
    After 20 iterations
        Discriminator Loss                         = -1.93825542927

    Generator_Loss: 31.6641845703
475
     Level #0 Epoch #3 Batch #475
    After 20 iterations
        Discriminator Loss                         = -1.2790119648

    Generator_Loss: -12.1652326584
476
    After 20 iterations
        Discriminator Loss                         = -2.0355861187

    Generator_Loss: -5.04539346695
477
    After 20 iterations
        Discriminator Loss                         = -1.31252539158

    Generator_Loss: -8.13905715942
478
    After 20 iterations
        Discriminator Loss                         = -1.40161323547

    Generator_Loss: -0.311847090721
479
    After 20 iterations
        Discriminator Loss                         = -2.43855643272

    Generator_Loss: -1.54441154003
480
    After 20 iterations
        Discriminator Loss                         = -1.76247143745

    Generator_Loss: -13.2704048157
481
    After 20 iterations
        Discriminator Loss                         = -2.29291963577

    Generator_Loss: 7.62671661377
482
    After 20 iterations
        Discriminator Loss                         = -1.32649683952

    Generator_Loss: 5.68773841858
483
    After 20 iterations
        Discriminator Loss                         = -1.41980445385

    Generator_Loss: -19.7861118317
484
    After 20 iterations
        Discriminator Loss                         = -1.18079030514

    Generator_Loss: -4.58365726471
485
    After 20 iterations
        Discriminator Loss                         = -2.07417464256

    Generator_Loss: 31.0628356934
486
    After 20 iterations
        Discriminator Loss                         = -1.61601316929

    Generator_Loss: 12.1639003754
487
    After 20 iterations
        Discriminator Loss                         = -1.66191124916

    Generator_Loss: -31.0680828094
488
    After 20 iterations
        Discriminator Loss                         = -1.18907618523

    Generator_Loss: -20.826669693
489
    After 20 iterations
        Discriminator Loss                         = -2.3786418438

    Generator_Loss: -16.6656284332
490
    After 20 iterations
        Discriminator Loss                         = -1.2793507576

    Generator_Loss: 16.7852687836
491
    After 20 iterations
        Discriminator Loss                         = -1.8343051672

    Generator_Loss: 29.3265132904
492
    After 20 iterations
        Discriminator Loss                         = -2.12586665154

    Generator_Loss: 15.98640728
493
    After 20 iterations
        Discriminator Loss                         = -1.95174431801

    Generator_Loss: -11.1299858093
494
    After 20 iterations
        Discriminator Loss                         = -1.55927026272

    Generator_Loss: -32.200340271
495
    After 20 iterations
        Discriminator Loss                         = -1.79998040199

    Generator_Loss: -32.2087478638
496
    After 20 iterations
        Discriminator Loss                         = -1.56223845482

    Generator_Loss: 18.8794021606
497
    After 20 iterations
        Discriminator Loss                         = -1.93500220776

    Generator_Loss: -14.4892606735
498
    After 20 iterations
        Discriminator Loss                         = -1.52991950512

    Generator_Loss: 3.33115100861
499
    After 20 iterations
        Discriminator Loss                         = -1.29151463509

    Generator_Loss: 2.53576016426
500
     Level #0 Epoch #3 Batch #500
    After 20 iterations
        Discriminator Loss                         = -1.45861554146

    Generator_Loss: 11.8898181915
501
    After 20 iterations
        Discriminator Loss                         = -1.72319698334

    Generator_Loss: 16.0196495056
502
    After 20 iterations
        Discriminator Loss                         = -1.22282791138

    Generator_Loss: -2.13261365891
503
    After 20 iterations
        Discriminator Loss                         = -1.32584357262

    Generator_Loss: 14.2729892731
504
    After 20 iterations
        Discriminator Loss                         = -1.9324747324

    Generator_Loss: 3.170576334
505
    After 20 iterations
        Discriminator Loss                         = -1.25229418278

    Generator_Loss: -10.0212965012
506
    After 20 iterations
        Discriminator Loss                         = -1.62600898743

    Generator_Loss: -8.62630844116
507
    After 20 iterations
        Discriminator Loss                         = -1.66694557667

    Generator_Loss: 12.7175960541
508
    After 20 iterations
        Discriminator Loss                         = -1.17054414749

    Generator_Loss: -7.21332168579
509
    After 20 iterations
        Discriminator Loss                         = -1.82465314865

    Generator_Loss: 19.2804985046
510
    After 20 iterations
        Discriminator Loss                         = -2.69496273994

    Generator_Loss: 17.0422077179
511
    After 20 iterations
        Discriminator Loss                         = -1.23479998112

    Generator_Loss: -12.6354780197
512
    After 20 iterations
        Discriminator Loss                         = -1.54271912575

    Generator_Loss: -5.64888620377
513
    After 20 iterations
        Discriminator Loss                         = -1.42677807808

    Generator_Loss: -6.36735963821
514
    After 20 iterations
        Discriminator Loss                         = -1.48901855946

    Generator_Loss: 2.6204662323
515
    After 20 iterations
        Discriminator Loss                         = -1.71594560146

    Generator_Loss: 5.05978727341
516
    After 20 iterations
        Discriminator Loss                         = -1.56010448933

    Generator_Loss: -10.0800828934
517
    After 20 iterations
        Discriminator Loss                         = -2.24438452721

    Generator_Loss: -36.6734466553
518
    After 20 iterations
        Discriminator Loss                         = -2.23123121262

    Generator_Loss: -21.0507907867
519
    After 20 iterations
        Discriminator Loss                         = -2.52800965309

    Generator_Loss: -15.5008869171
520
    After 20 iterations
        Discriminator Loss                         = -3.34607625008

    Generator_Loss: 20.8675765991
521
    After 20 iterations
        Discriminator Loss                         = -1.94185006618

    Generator_Loss: 15.3857078552
522
    After 20 iterations
        Discriminator Loss                         = -1.31082892418

    Generator_Loss: -5.71438026428
523
    After 20 iterations
        Discriminator Loss                         = -1.72292757034

    Generator_Loss: 15.1471672058
524
    After 20 iterations
        Discriminator Loss                         = -1.80876398087

    Generator_Loss: 1.22906243801
525
     Level #0 Epoch #3 Batch #525
    After 20 iterations
        Discriminator Loss                         = -1.34176671505

    Generator_Loss: -2.72923398018
526
    After 20 iterations
        Discriminator Loss                         = -1.52475452423

    Generator_Loss: -29.3225746155
527
    After 20 iterations
        Discriminator Loss                         = -1.13431322575

    Generator_Loss: 14.7518882751
528
    After 20 iterations
        Discriminator Loss                         = -1.77679526806

    Generator_Loss: -16.1686401367
529
    After 20 iterations
        Discriminator Loss                         = -1.9345895052

    Generator_Loss: 23.900642395
530
    After 20 iterations
        Discriminator Loss                         = -1.65567708015

    Generator_Loss: -3.208152771
531
    After 20 iterations
        Discriminator Loss                         = -1.45684206486

    Generator_Loss: 12.1453943253
532
    After 20 iterations
        Discriminator Loss                         = -1.69306313992

    Generator_Loss: 16.122385025
533
    After 20 iterations
        Discriminator Loss                         = -1.88857042789

    Generator_Loss: -1.34115076065
534
    After 20 iterations
        Discriminator Loss                         = -0.894246101379

    Generator_Loss: -10.9903516769
535
    After 20 iterations
        Discriminator Loss                         = -1.25163352489

    Generator_Loss: -21.0572509766
536
    After 20 iterations
        Discriminator Loss                         = -1.40596914291

    Generator_Loss: 2.27206254005
537
    After 20 iterations
        Discriminator Loss                         = -1.51257789135

    Generator_Loss: -32.8643035889
538
    After 20 iterations
        Discriminator Loss                         = -1.33490264416

    Generator_Loss: -6.26006269455
539
    After 20 iterations
        Discriminator Loss                         = -1.78469002247

    Generator_Loss: -8.55876159668
540
    After 20 iterations
        Discriminator Loss                         = -1.1791895628

    Generator_Loss: -10.6437902451
541
    After 20 iterations
        Discriminator Loss                         = -1.73090398312

    Generator_Loss: 12.7544822693
542
    After 20 iterations
        Discriminator Loss                         = -1.90623116493

    Generator_Loss: -13.9019889832
543
    After 20 iterations
        Discriminator Loss                         = -1.6923416853

    Generator_Loss: -8.62453365326
544
    After 20 iterations
        Discriminator Loss                         = -2.51587748528

    Generator_Loss: -33.5526885986
545
    After 20 iterations
        Discriminator Loss                         = -1.98949849606

    Generator_Loss: 8.44134426117
546
    After 20 iterations
        Discriminator Loss                         = -1.26325583458

    Generator_Loss: -7.61805391312
547
    After 20 iterations
        Discriminator Loss                         = -1.61380398273

    Generator_Loss: -13.4684772491
548
    After 20 iterations
        Discriminator Loss                         = -1.85438430309

    Generator_Loss: -1.58788084984
549
    After 20 iterations
        Discriminator Loss                         = -1.31736063957

    Generator_Loss: 19.061662674
550
     Level #0 Epoch #3 Batch #550
    After 20 iterations
        Discriminator Loss                         = -1.92990422249

    Generator_Loss: -8.26023864746
551
    After 20 iterations
        Discriminator Loss                         = -2.50506019592

    Generator_Loss: 6.46602344513
552
    After 20 iterations
        Discriminator Loss                         = -2.17188620567

    Generator_Loss: 28.4753322601
553
    After 20 iterations
        Discriminator Loss                         = -1.23593485355

    Generator_Loss: 3.37174725533
554
    After 20 iterations
        Discriminator Loss                         = -2.10480809212

    Generator_Loss: 19.6520633698
555
    After 20 iterations
        Discriminator Loss                         = -2.32780241966

    Generator_Loss: -36.3295440674
556
    After 20 iterations
        Discriminator Loss                         = -1.06603229046

    Generator_Loss: 2.98439717293
557
    After 20 iterations
        Discriminator Loss                         = -1.29996013641

    Generator_Loss: 19.1757774353
558
    After 20 iterations
        Discriminator Loss                         = -1.25240397453

    Generator_Loss: 7.54048538208
559
    After 20 iterations
        Discriminator Loss                         = -2.2824678421

    Generator_Loss: -24.5963611603
560
    After 20 iterations
        Discriminator Loss                         = -1.18147730827

    Generator_Loss: 6.56179857254
561
    After 20 iterations
        Discriminator Loss                         = -1.58482968807

    Generator_Loss: -14.2750654221
562
    After 20 iterations
        Discriminator Loss                         = -1.9130846262

    Generator_Loss: -13.1174564362
563
    After 20 iterations
        Discriminator Loss                         = -1.11648774147

    Generator_Loss: -6.58479690552
564
    After 20 iterations
        Discriminator Loss                         = -1.24264502525

    Generator_Loss: -5.34898805618
565
    After 20 iterations
        Discriminator Loss                         = -1.31147646904

    Generator_Loss: 3.3056883812
566
    After 20 iterations
        Discriminator Loss                         = -1.64979934692

    Generator_Loss: -9.71308040619
567
    After 20 iterations
        Discriminator Loss                         = -1.45260798931

    Generator_Loss: -28.3844470978
568
    After 20 iterations
        Discriminator Loss                         = -1.11156535149

    Generator_Loss: 4.56289386749
569
    After 20 iterations
        Discriminator Loss                         = -2.16998457909

    Generator_Loss: 29.6729793549
570
    After 20 iterations
        Discriminator Loss                         = -1.46350646019

    Generator_Loss: 14.8892755508
571
    After 20 iterations
        Discriminator Loss                         = -1.92513120174

    Generator_Loss: -1.22169244289
572
    After 20 iterations
        Discriminator Loss                         = -2.08119630814

    Generator_Loss: -20.3007526398
573
    After 20 iterations
        Discriminator Loss                         = -1.69694757462

    Generator_Loss: 9.0838766098
574
    After 20 iterations
        Discriminator Loss                         = -1.47789633274

    Generator_Loss: 4.34173059464
575
     Level #0 Epoch #3 Batch #575
    After 20 iterations
        Discriminator Loss                         = -1.27732551098

    Generator_Loss: 16.7370967865
576
    After 20 iterations
        Discriminator Loss                         = -2.27936172485

    Generator_Loss: 12.8982782364
577
    After 20 iterations
        Discriminator Loss                         = -1.57428836823

    Generator_Loss: 15.5431413651
578
    After 20 iterations
        Discriminator Loss                         = -1.4356225729

    Generator_Loss: 8.13911819458
579
    After 20 iterations
        Discriminator Loss                         = -1.37402510643

    Generator_Loss: -1.09077787399
580
    After 20 iterations
        Discriminator Loss                         = -1.49124085903

    Generator_Loss: 2.2230026722
581
    After 20 iterations
        Discriminator Loss                         = -1.61976909637

    Generator_Loss: -19.7226104736
582
    After 20 iterations
        Discriminator Loss                         = -1.18213403225

    Generator_Loss: 19.8060626984
583
    After 20 iterations
        Discriminator Loss                         = -1.99902069569

    Generator_Loss: -17.4078083038
584
    After 20 iterations
        Discriminator Loss                         = -2.34271240234

    Generator_Loss: 2.14229607582
585
    After 20 iterations
        Discriminator Loss                         = -1.62744832039

    Generator_Loss: 20.0531597137
586
    After 20 iterations
        Discriminator Loss                         = -1.41289722919

    Generator_Loss: 8.77191925049
587
    After 20 iterations
        Discriminator Loss                         = -1.35242521763

    Generator_Loss: 31.0933017731
588
    After 20 iterations
        Discriminator Loss                         = -1.50848782063

    Generator_Loss: 6.31289958954
589
    After 20 iterations
        Discriminator Loss                         = -1.86585736275

    Generator_Loss: -13.5500469208
590
    After 20 iterations
        Discriminator Loss                         = -1.6913973093

    Generator_Loss: -30.3449363708
591
    After 20 iterations
        Discriminator Loss                         = -1.8244355917

    Generator_Loss: -24.842382431
592
    After 20 iterations
        Discriminator Loss                         = -1.52310335636

    Generator_Loss: -12.2304039001
593
    After 20 iterations
        Discriminator Loss                         = -2.15969204903

    Generator_Loss: 17.7370758057
594
    After 20 iterations
        Discriminator Loss                         = -1.78074800968

    Generator_Loss: 18.3180446625
595
    After 20 iterations
        Discriminator Loss                         = -2.54780340195

    Generator_Loss: 9.03713226318
596
    After 20 iterations
        Discriminator Loss                         = -2.87464094162

    Generator_Loss: -33.5044174194
597
    After 20 iterations
        Discriminator Loss                         = -0.939379990101

    Generator_Loss: -11.5626859665
598
    After 20 iterations
        Discriminator Loss                         = -3.01048207283

    Generator_Loss: -12.9847822189
599
    After 20 iterations
        Discriminator Loss                         = -1.69455575943

    Generator_Loss: -9.02550506592
600
     Level #0 Epoch #3 Batch #600
    After 20 iterations
        Discriminator Loss                         = -1.40308582783

    Generator_Loss: -17.2344589233
601
    After 20 iterations
        Discriminator Loss                         = -1.29863286018

    Generator_Loss: 1.47515964508
602
    After 20 iterations
        Discriminator Loss                         = -1.18229186535

    Generator_Loss: 1.85061943531
603
    After 20 iterations
        Discriminator Loss                         = -1.25756168365

    Generator_Loss: -7.3723154068
604
    After 20 iterations
        Discriminator Loss                         = -1.40356421471

    Generator_Loss: 14.436923027
605
    After 20 iterations
        Discriminator Loss                         = -2.4164018631

    Generator_Loss: -10.8814458847
606
    After 20 iterations
        Discriminator Loss                         = -2.62228369713

    Generator_Loss: -2.23833036423
607
    After 20 iterations
        Discriminator Loss                         = -1.9775633812

    Generator_Loss: 10.9895915985
608
    After 20 iterations
        Discriminator Loss                         = -1.69747340679

    Generator_Loss: 13.2917423248
609
    After 20 iterations
        Discriminator Loss                         = -1.89506709576

    Generator_Loss: 4.81559038162
610
    After 20 iterations
        Discriminator Loss                         = -1.8334171772

    Generator_Loss: 17.7778377533
611
    After 20 iterations
        Discriminator Loss                         = -1.18982112408

    Generator_Loss: 22.0728416443
612
    After 20 iterations
        Discriminator Loss                         = -1.4625595808

    Generator_Loss: -5.86587333679
613
    After 20 iterations
        Discriminator Loss                         = -1.36209535599

    Generator_Loss: -3.21654939651
614
    After 20 iterations
        Discriminator Loss                         = -1.25909614563

    Generator_Loss: 6.60348320007
615
    After 20 iterations
        Discriminator Loss                         = -2.85514330864

    Generator_Loss: 4.42323827744
616
    After 20 iterations
        Discriminator Loss                         = -2.27183318138

    Generator_Loss: -0.62664192915
617
    After 20 iterations
        Discriminator Loss                         = -1.60875678062

    Generator_Loss: -8.37790489197
618
    After 20 iterations
        Discriminator Loss                         = -1.66876327991

    Generator_Loss: 3.72393727303
619
    After 20 iterations
        Discriminator Loss                         = -1.62424325943

    Generator_Loss: 6.73021173477
620
    After 20 iterations
        Discriminator Loss                         = -1.4613956213

    Generator_Loss: -24.4119663239
621
    After 20 iterations
        Discriminator Loss                         = -2.55249977112

    Generator_Loss: 8.18618869781
622
    After 20 iterations
        Discriminator Loss                         = -1.54830372334

    Generator_Loss: 10.4368467331
623
    After 20 iterations
        Discriminator Loss                         = -1.67873597145

    Generator_Loss: -18.4764823914
624
    After 20 iterations
        Discriminator Loss                         = -1.23715662956

    Generator_Loss: -25.5084991455
625
     Level #0 Epoch #3 Batch #625
    After 20 iterations
        Discriminator Loss                         = -1.40930664539

    Generator_Loss: -10.1696453094
626
    After 20 iterations
        Discriminator Loss                         = -1.73005485535

    Generator_Loss: -17.1585845947
627
    After 20 iterations
        Discriminator Loss                         = -2.72456741333

    Generator_Loss: 9.57830047607
628
    After 20 iterations
        Discriminator Loss                         = -2.23525977135

    Generator_Loss: -20.8738517761
629
    After 20 iterations
        Discriminator Loss                         = -1.06477844715

    Generator_Loss: -3.53521418571
630
    After 20 iterations
        Discriminator Loss                         = -2.02659749985

    Generator_Loss: -30.9202880859
631
    After 20 iterations
        Discriminator Loss                         = -1.36001038551

    Generator_Loss: 4.16603708267
632
    After 20 iterations
        Discriminator Loss                         = -1.4257671833

    Generator_Loss: 12.374712944
633
    After 20 iterations
        Discriminator Loss                         = -1.66984462738

    Generator_Loss: 25.0387954712
634
    After 20 iterations
        Discriminator Loss                         = -2.26609897614

    Generator_Loss: -2.26766228676
635
    After 20 iterations
        Discriminator Loss                         = -1.3373913765

    Generator_Loss: -15.0102396011
636
    After 20 iterations
        Discriminator Loss                         = -2.09568667412

    Generator_Loss: -16.708404541
637
    After 20 iterations
        Discriminator Loss                         = -1.67622125149

    Generator_Loss: -24.6847057343
638
    After 20 iterations
        Discriminator Loss                         = -1.50196874142

    Generator_Loss: -3.65286564827
639
    After 20 iterations
        Discriminator Loss                         = -1.95035254955

    Generator_Loss: -28.8608169556
640
    After 20 iterations
        Discriminator Loss                         = -1.40049302578

    Generator_Loss: -15.0840921402
641
    After 20 iterations
        Discriminator Loss                         = -1.56859540939

    Generator_Loss: 15.883641243
642
    After 20 iterations
        Discriminator Loss                         = -2.3194270134

    Generator_Loss: -26.0519199371
643
    After 20 iterations
        Discriminator Loss                         = -2.19081330299

    Generator_Loss: -23.7564163208
644
    After 20 iterations
        Discriminator Loss                         = -1.58025276661

    Generator_Loss: 20.5605945587
645
    After 20 iterations
        Discriminator Loss                         = -1.50619637966

    Generator_Loss: 14.4416770935
646
    After 20 iterations
        Discriminator Loss                         = -1.62202727795

    Generator_Loss: 3.82042431831
647
    After 20 iterations
        Discriminator Loss                         = -1.89717173576

    Generator_Loss: 8.39565658569
648
    After 20 iterations
        Discriminator Loss                         = -1.54785394669

    Generator_Loss: 9.79766178131
649
    After 20 iterations
        Discriminator Loss                         = -1.34791386127

    Generator_Loss: 11.4534320831
650
     Level #0 Epoch #3 Batch #650
    After 20 iterations
        Discriminator Loss                         = -1.64634084702

    Generator_Loss: 20.0514240265
651
    After 20 iterations
        Discriminator Loss                         = -1.39167451859

    Generator_Loss: -12.3819351196
652
    After 20 iterations
        Discriminator Loss                         = -2.23840379715

    Generator_Loss: -12.085603714
653
    After 20 iterations
        Discriminator Loss                         = -1.64887630939

    Generator_Loss: -12.7192792892
654
    After 20 iterations
        Discriminator Loss                         = -2.32400512695

    Generator_Loss: -8.52755451202
655
    After 20 iterations
        Discriminator Loss                         = -1.74368333817

    Generator_Loss: -1.65425872803
656
    After 20 iterations
        Discriminator Loss                         = -1.49644231796

    Generator_Loss: -2.24256491661
657
    After 20 iterations
        Discriminator Loss                         = -1.78933024406

    Generator_Loss: 5.24159097672
658
    After 20 iterations
        Discriminator Loss                         = -1.45452785492

    Generator_Loss: 16.2599143982
659
    After 20 iterations
        Discriminator Loss                         = -1.31500399113

    Generator_Loss: -16.3561687469
660
    After 20 iterations
        Discriminator Loss                         = -1.82901120186

    Generator_Loss: -34.9483261108
661
    After 20 iterations
        Discriminator Loss                         = -1.43399679661

    Generator_Loss: -15.038225174
662
    After 20 iterations
        Discriminator Loss                         = -1.22063875198

    Generator_Loss: -2.55731678009
663
    After 20 iterations
        Discriminator Loss                         = -2.01369595528

    Generator_Loss: -18.238576889
664
    After 20 iterations
        Discriminator Loss                         = -1.90416717529

    Generator_Loss: 1.41117417812
665
    After 20 iterations
        Discriminator Loss                         = -1.59429872036

    Generator_Loss: 17.8916606903
666
    After 20 iterations
        Discriminator Loss                         = -1.33929610252

    Generator_Loss: -2.5885477066
667
    After 20 iterations
        Discriminator Loss                         = -1.46337306499

    Generator_Loss: 4.95893859863
668
    After 20 iterations
        Discriminator Loss                         = -1.21190178394

    Generator_Loss: 0.401880770922
669
    After 20 iterations
        Discriminator Loss                         = -1.70393645763

    Generator_Loss: 6.68906545639
670
    After 20 iterations
        Discriminator Loss                         = -1.79096245766

    Generator_Loss: -3.6205432415
671
    After 20 iterations
        Discriminator Loss                         = -1.4163403511

    Generator_Loss: -5.11456727982
672
    After 20 iterations
        Discriminator Loss                         = -1.7069247961

    Generator_Loss: -12.5053672791
673
    After 20 iterations
        Discriminator Loss                         = -1.78078699112

    Generator_Loss: -7.33166360855
674
    After 20 iterations
        Discriminator Loss                         = -1.29093801975

    Generator_Loss: 27.3414649963
675
     Level #0 Epoch #3 Batch #675
    After 20 iterations
        Discriminator Loss                         = -2.10579752922

    Generator_Loss: -14.7215423584
676
    After 20 iterations
        Discriminator Loss                         = -1.31743609905

    Generator_Loss: -0.930102348328
677
    After 20 iterations
        Discriminator Loss                         = -1.66203773022

    Generator_Loss: 23.6011753082
678
    After 20 iterations
        Discriminator Loss                         = -2.30989122391

    Generator_Loss: 26.982509613
679
    After 20 iterations
        Discriminator Loss                         = -1.19077908993

    Generator_Loss: 5.26343917847
680
    After 20 iterations
        Discriminator Loss                         = -2.24954652786

    Generator_Loss: -17.9118843079
681
    After 20 iterations
        Discriminator Loss                         = -1.70882952213

    Generator_Loss: -23.3643894196
682
    After 20 iterations
        Discriminator Loss                         = -1.69250714779

    Generator_Loss: -23.5930461884
683
    After 20 iterations
        Discriminator Loss                         = -1.36858284473

    Generator_Loss: 2.85928106308
684
    After 20 iterations
        Discriminator Loss                         = -1.87493515015

    Generator_Loss: -3.31181955338
685
    After 20 iterations
        Discriminator Loss                         = -1.02718162537

    Generator_Loss: -18.1843299866
686
    After 20 iterations
        Discriminator Loss                         = -2.26133489609

    Generator_Loss: 1.53089797497
687
    After 20 iterations
        Discriminator Loss                         = -1.77044045925

    Generator_Loss: 10.429517746
688
    After 20 iterations
        Discriminator Loss                         = -1.41713953018

    Generator_Loss: 8.26947879791
689
    After 20 iterations
        Discriminator Loss                         = -1.43686234951

    Generator_Loss: -21.2804985046
690
    After 20 iterations
        Discriminator Loss                         = -1.61511337757

    Generator_Loss: 8.72578525543
691
    After 20 iterations
        Discriminator Loss                         = -1.98849773407

    Generator_Loss: -12.2853240967
692
    After 20 iterations
        Discriminator Loss                         = -2.0764734745

    Generator_Loss: 13.876452446
693
    After 20 iterations
        Discriminator Loss                         = -1.92743134499

    Generator_Loss: 11.9656124115
694
    After 20 iterations
        Discriminator Loss                         = -1.31565058231

    Generator_Loss: -9.93644714355
695
    After 20 iterations
        Discriminator Loss                         = -1.65409779549

    Generator_Loss: 1.24879407883
696
    After 20 iterations
        Discriminator Loss                         = -2.72564387321

    Generator_Loss: 2.65844488144
697
    After 20 iterations
        Discriminator Loss                         = -1.22816205025

    Generator_Loss: 11.4937334061
698
    After 20 iterations
        Discriminator Loss                         = -1.73503088951

    Generator_Loss: 5.64218568802
699
    After 20 iterations
        Discriminator Loss                         = -1.60319459438

    Generator_Loss: 9.27071285248
700
     Level #0 Epoch #3 Batch #700
    After 20 iterations
        Discriminator Loss                         = -1.5791260004

    Generator_Loss: 14.6261482239
701
    After 20 iterations
        Discriminator Loss                         = -1.48560285568

    Generator_Loss: -5.47997617722
702
    After 20 iterations
        Discriminator Loss                         = -1.30126273632

    Generator_Loss: -0.7939016819
703
    After 20 iterations
        Discriminator Loss                         = -1.54792785645

    Generator_Loss: -25.6101818085
704
    After 20 iterations
        Discriminator Loss                         = -1.82784867287

    Generator_Loss: 2.68082547188
705
    After 20 iterations
        Discriminator Loss                         = -1.11897802353

    Generator_Loss: 9.61657810211
706
    After 20 iterations
        Discriminator Loss                         = -2.16117215157

    Generator_Loss: -25.6116828918
707
    After 20 iterations
        Discriminator Loss                         = -2.45078349113

    Generator_Loss: -5.34105539322
708
    After 20 iterations
        Discriminator Loss                         = -1.95683646202

    Generator_Loss: 1.54829549789
709
    After 20 iterations
        Discriminator Loss                         = -1.12155258656

    Generator_Loss: 9.80509185791
710
    After 20 iterations
        Discriminator Loss                         = -1.27501177788

    Generator_Loss: -5.73648881912
711
    After 20 iterations
        Discriminator Loss                         = -1.72221183777

    Generator_Loss: -6.61958885193
712
    After 20 iterations
        Discriminator Loss                         = -1.44886183739

    Generator_Loss: 11.6421995163
713
    After 20 iterations
        Discriminator Loss                         = -2.76418280602

    Generator_Loss: 29.4060592651
714
    After 20 iterations
        Discriminator Loss                         = -1.29241156578

    Generator_Loss: -16.7740592957
715
    After 20 iterations
        Discriminator Loss                         = -2.46816563606

    Generator_Loss: 6.70842075348
716
    After 20 iterations
        Discriminator Loss                         = -1.8862156868

    Generator_Loss: 0.929650247097
717
    After 20 iterations
        Discriminator Loss                         = -1.59688448906

    Generator_Loss: -10.3359212875
718
    After 20 iterations
        Discriminator Loss                         = -1.46657001972

    Generator_Loss: -17.0499343872
719
    After 20 iterations
        Discriminator Loss                         = -1.83137702942

    Generator_Loss: -3.7051255703
720
    After 20 iterations
        Discriminator Loss                         = -2.19263672829

    Generator_Loss: -31.193977356
721
    After 20 iterations
        Discriminator Loss                         = -1.34779465199

    Generator_Loss: -17.3691120148
722
    After 20 iterations
        Discriminator Loss                         = -1.43645000458

    Generator_Loss: 9.42524242401
723
    After 20 iterations
        Discriminator Loss                         = -1.73087346554

    Generator_Loss: -3.62486934662
724
    After 20 iterations
        Discriminator Loss                         = -1.28313922882

    Generator_Loss: 4.71983528137
725
     Level #0 Epoch #3 Batch #725
    After 20 iterations
        Discriminator Loss                         = -2.02563786507

    Generator_Loss: 5.63168668747
726
    After 20 iterations
        Discriminator Loss                         = -1.55055403709

    Generator_Loss: -4.8540263176
727
    After 20 iterations
        Discriminator Loss                         = -1.52200233936

    Generator_Loss: 11.4303283691
728
    After 20 iterations
        Discriminator Loss                         = -1.15708220005

    Generator_Loss: -24.9366378784
729
    After 20 iterations
        Discriminator Loss                         = -1.29931461811

    Generator_Loss: 6.69489240646
730
    After 20 iterations
        Discriminator Loss                         = -1.89219808578

    Generator_Loss: -4.16034078598
731
    After 20 iterations
        Discriminator Loss                         = -2.22709417343

    Generator_Loss: -14.5880556107
732
    After 20 iterations
        Discriminator Loss                         = -1.58360743523

    Generator_Loss: -13.5279874802
733
    After 20 iterations
        Discriminator Loss                         = -1.3527097702

    Generator_Loss: -0.195308953524
734
    After 20 iterations
        Discriminator Loss                         = -1.24211537838

    Generator_Loss: -17.927734375
735
    After 20 iterations
        Discriminator Loss                         = -2.58912563324

    Generator_Loss: 2.91684031487
736
    After 20 iterations
        Discriminator Loss                         = -1.32386088371

    Generator_Loss: 13.6335449219
737
    After 20 iterations
        Discriminator Loss                         = -1.1454616785

    Generator_Loss: -9.50947189331
738
    After 20 iterations
        Discriminator Loss                         = -1.35071110725

    Generator_Loss: -7.82194662094
739
    After 20 iterations
        Discriminator Loss                         = -1.30986058712

    Generator_Loss: 0.917408823967
740
    After 20 iterations
        Discriminator Loss                         = -1.32405078411

    Generator_Loss: 18.5322208405
741
    After 20 iterations
        Discriminator Loss                         = -2.16535568237

    Generator_Loss: 25.110042572
742
    After 20 iterations
        Discriminator Loss                         = -1.5288169384

    Generator_Loss: -25.6243286133
743
    After 20 iterations
        Discriminator Loss                         = -1.27381432056

    Generator_Loss: 0.920808136463
744
    After 20 iterations
        Discriminator Loss                         = -1.69206249714

    Generator_Loss: -1.08906197548
745
    After 20 iterations
        Discriminator Loss                         = -1.20300757885

    Generator_Loss: 9.62734889984
746
    After 20 iterations
        Discriminator Loss                         = -1.19469559193

    Generator_Loss: -19.2193546295
747
    After 20 iterations
        Discriminator Loss                         = -1.87082529068

    Generator_Loss: -26.1479206085
748
    After 20 iterations
        Discriminator Loss                         = -1.52310502529

    Generator_Loss: -2.32255578041
749
    After 20 iterations
        Discriminator Loss                         = -1.54479062557

    Generator_Loss: 1.7996673584
750
     Level #0 Epoch #3 Batch #750
    After 20 iterations
        Discriminator Loss                         = -1.75718438625

    Generator_Loss: 22.3105144501
751
    After 20 iterations
        Discriminator Loss                         = -1.36498904228

    Generator_Loss: 9.14523124695
752
    After 20 iterations
        Discriminator Loss                         = -1.37586569786

    Generator_Loss: 5.16867828369
753
    After 20 iterations
        Discriminator Loss                         = -1.4298363924

    Generator_Loss: -18.3153095245
754
    After 20 iterations
        Discriminator Loss                         = -1.36107575893

    Generator_Loss: 10.8244771957
755
    After 20 iterations
        Discriminator Loss                         = -1.55946230888

    Generator_Loss: -7.57301092148
756
    After 20 iterations
        Discriminator Loss                         = -1.57797729969

    Generator_Loss: -34.7036361694
757
    After 20 iterations
        Discriminator Loss                         = -1.11779904366

    Generator_Loss: -11.1361026764
758
    After 20 iterations
        Discriminator Loss                         = -1.37081432343

    Generator_Loss: -3.83779883385
759
    After 20 iterations
        Discriminator Loss                         = -1.12368476391

    Generator_Loss: -24.2061309814
760
    After 20 iterations
        Discriminator Loss                         = -2.07276082039

    Generator_Loss: 6.10721683502
761
    After 20 iterations
        Discriminator Loss                         = -2.75162529945

    Generator_Loss: 28.7877788544
762
    After 20 iterations
        Discriminator Loss                         = -1.53658497334

    Generator_Loss: 8.19253063202
763
    After 20 iterations
        Discriminator Loss                         = -2.50963115692

    Generator_Loss: 2.9559135437
764
    After 20 iterations
        Discriminator Loss                         = -1.23112595081

    Generator_Loss: -11.3475189209
765
    After 20 iterations
        Discriminator Loss                         = -1.37627613544

    Generator_Loss: 21.7197113037
766
    After 20 iterations
        Discriminator Loss                         = -1.52434933186

    Generator_Loss: 0.981860756874
767
    After 20 iterations
        Discriminator Loss                         = -3.37271571159

    Generator_Loss: -0.10184443742
768
    After 20 iterations
        Discriminator Loss                         = -1.2685791254

    Generator_Loss: -19.3626823425
769
    After 20 iterations
        Discriminator Loss                         = -1.63201749325

    Generator_Loss: -6.56241750717
770
    After 20 iterations
        Discriminator Loss                         = -1.30885589123

    Generator_Loss: -3.989610672
771
    After 20 iterations
        Discriminator Loss                         = -2.35959458351

    Generator_Loss: 27.0475940704
772
    After 20 iterations
        Discriminator Loss                         = -1.49074089527

    Generator_Loss: 11.0596952438
773
    After 20 iterations
        Discriminator Loss                         = -2.57957577705

    Generator_Loss: 7.75929260254
774
    After 20 iterations
        Discriminator Loss                         = -1.32535672188

    Generator_Loss: -6.6091837883
775
     Level #0 Epoch #3 Batch #775
    After 20 iterations
        Discriminator Loss                         = -1.57739508152

    Generator_Loss: 25.0830307007
776
    After 20 iterations
        Discriminator Loss                         = -1.13587880135

    Generator_Loss: -15.5233545303
777
    After 20 iterations
        Discriminator Loss                         = -1.67888331413

    Generator_Loss: -10.4759483337
778
    After 20 iterations
        Discriminator Loss                         = -2.50061392784

    Generator_Loss: -29.853679657
779
    After 20 iterations
        Discriminator Loss                         = -1.13497710228

    Generator_Loss: -4.42703676224
780
    After 20 iterations
        Discriminator Loss                         = -1.37117171288

    Generator_Loss: -18.9816551208
781

    Epoch #4

    After 20 iterations
        Discriminator Loss                         = -1.65376055241

    Generator_Loss: 6.05587387085
2
    After 20 iterations
        Discriminator Loss                         = -1.76841163635

    Generator_Loss: 22.2953720093
3
    After 20 iterations
        Discriminator Loss                         = -1.38741266727

    Generator_Loss: -14.1228065491
4
    After 20 iterations
        Discriminator Loss                         = -1.99752855301

    Generator_Loss: -32.347869873
5
    After 20 iterations
        Discriminator Loss                         = -1.51214194298

    Generator_Loss: 0.619652628899
6
    After 20 iterations
        Discriminator Loss                         = -1.56838238239

    Generator_Loss: -2.90335273743
7
    After 20 iterations
        Discriminator Loss                         = -1.3331964016

    Generator_Loss: -18.6996517181
8
    After 20 iterations
        Discriminator Loss                         = -1.58980131149

    Generator_Loss: -12.3257818222
9
    After 20 iterations
        Discriminator Loss                         = -1.44650936127

    Generator_Loss: -9.04490375519
10
    After 20 iterations
        Discriminator Loss                         = -1.18424677849

    Generator_Loss: 16.6819896698
11
    After 20 iterations
        Discriminator Loss                         = -1.13320684433

    Generator_Loss: -7.98704814911
12
    After 20 iterations
        Discriminator Loss                         = -1.25322949886

    Generator_Loss: 17.7938194275
13
    After 20 iterations
        Discriminator Loss                         = -1.39489674568

    Generator_Loss: -2.71868085861
14
    After 20 iterations
        Discriminator Loss                         = -2.78736424446

    Generator_Loss: 7.8310174942
15
    After 20 iterations
        Discriminator Loss                         = -1.68705868721

    Generator_Loss: 22.3272285461
16
    After 20 iterations
        Discriminator Loss                         = -2.03870511055

    Generator_Loss: 17.9844055176
17
    After 20 iterations
        Discriminator Loss                         = -1.17191457748

    Generator_Loss: 12.6860685349
18
    After 20 iterations
        Discriminator Loss                         = -1.4733748436

    Generator_Loss: -23.8438415527
19
    After 20 iterations
        Discriminator Loss                         = -1.13717889786

    Generator_Loss: -4.2318649292
20
    After 20 iterations
        Discriminator Loss                         = -1.94508731365

    Generator_Loss: 8.681681633
21
    After 20 iterations
        Discriminator Loss                         = -1.56245839596

    Generator_Loss: 5.59140110016
22
    After 20 iterations
        Discriminator Loss                         = -1.98658525944

    Generator_Loss: -5.08531761169
23
    After 20 iterations
        Discriminator Loss                         = -1.03529274464

    Generator_Loss: -27.7525138855
24
    After 20 iterations
        Discriminator Loss                         = -1.19345963001

    Generator_Loss: -15.0091266632
25
     Level #0 Epoch #4 Batch #25
    After 20 iterations
        Discriminator Loss                         = -1.39130711555

    Generator_Loss: -11.4672269821
26
    After 20 iterations
        Discriminator Loss                         = -2.30682730675

    Generator_Loss: -17.7016887665
27
    After 20 iterations
        Discriminator Loss                         = -1.79489135742

    Generator_Loss: 24.5164966583
28
    After 20 iterations
        Discriminator Loss                         = -1.4536241293

    Generator_Loss: -15.1204242706
29
    After 20 iterations
        Discriminator Loss                         = -1.03248476982

    Generator_Loss: -4.68188905716
30
    After 20 iterations
        Discriminator Loss                         = -1.93621230125

    Generator_Loss: 24.4341831207
31
    After 20 iterations
        Discriminator Loss                         = -2.18259358406

    Generator_Loss: -2.98026275635
32
    After 20 iterations
        Discriminator Loss                         = -2.03301405907

    Generator_Loss: -7.13193273544
33
    After 20 iterations
        Discriminator Loss                         = -1.62638771534

    Generator_Loss: 7.47931623459
34
    After 20 iterations
        Discriminator Loss                         = -1.34293878078

    Generator_Loss: -19.4208526611
35
    After 20 iterations
        Discriminator Loss                         = -1.17427957058

    Generator_Loss: 8.75350093842
36
    After 20 iterations
        Discriminator Loss                         = -1.62421584129

    Generator_Loss: 1.63823473454
37
    After 20 iterations
        Discriminator Loss                         = -1.96154439449

    Generator_Loss: 12.9282150269
38
    After 20 iterations
        Discriminator Loss                         = -1.08646655083

    Generator_Loss: 15.2758016586
39
    After 20 iterations
        Discriminator Loss                         = -1.8877851963

    Generator_Loss: -20.6260871887
40
    After 20 iterations
        Discriminator Loss                         = -1.53839695454

    Generator_Loss: -13.1295433044
41
    After 20 iterations
        Discriminator Loss                         = -1.93928062916

    Generator_Loss: 10.999499321
42
    After 20 iterations
        Discriminator Loss                         = -1.85116231441

    Generator_Loss: -5.37924289703
43
    After 20 iterations
        Discriminator Loss                         = -2.19433259964

    Generator_Loss: 26.2482395172
44
    After 20 iterations
        Discriminator Loss                         = -1.74645531178

    Generator_Loss: 16.4353370667
45
    After 20 iterations
        Discriminator Loss                         = -1.49879801273

    Generator_Loss: -20.5704746246
46
    After 20 iterations
        Discriminator Loss                         = -2.17083263397

    Generator_Loss: -17.4186897278
47
    After 20 iterations
        Discriminator Loss                         = -1.78009474277

    Generator_Loss: -32.6817550659
48
    After 20 iterations
        Discriminator Loss                         = -1.20429587364

    Generator_Loss: -30.6580677032
49
    After 20 iterations
        Discriminator Loss                         = -1.30355191231

    Generator_Loss: 5.39997577667
50
     Level #0 Epoch #4 Batch #50
    After 20 iterations
        Discriminator Loss                         = -1.32824838161

    Generator_Loss: 13.6225032806
51
    After 20 iterations
        Discriminator Loss                         = -1.01996302605

    Generator_Loss: 4.20931243896
52
    After 20 iterations
        Discriminator Loss                         = -2.15721511841

    Generator_Loss: 17.6340885162
53
    After 20 iterations
        Discriminator Loss                         = -1.16205179691

    Generator_Loss: 14.5553064346
54
    After 20 iterations
        Discriminator Loss                         = -2.01799511909

    Generator_Loss: -0.578040957451
55
    After 20 iterations
        Discriminator Loss                         = -1.28889417648

    Generator_Loss: 7.33939504623
56
    After 20 iterations
        Discriminator Loss                         = -2.37988734245

    Generator_Loss: -26.2835254669
57
    After 20 iterations
        Discriminator Loss                         = -1.5649586916

    Generator_Loss: 12.2652397156
58
    After 20 iterations
        Discriminator Loss                         = -1.76316690445

    Generator_Loss: 11.690123558
59
    After 20 iterations
        Discriminator Loss                         = -2.01690149307

    Generator_Loss: -10.2333526611
60
    After 20 iterations
        Discriminator Loss                         = -1.26421117783

    Generator_Loss: 4.88670253754
61
    After 20 iterations
        Discriminator Loss                         = -1.66213858128

    Generator_Loss: 9.11782073975
62
    After 20 iterations
        Discriminator Loss                         = -1.15356814861

    Generator_Loss: 2.86964535713
63
    After 20 iterations
        Discriminator Loss                         = -1.38596093655

    Generator_Loss: -27.739982605
64
    After 20 iterations
        Discriminator Loss                         = -1.08746874332

    Generator_Loss: -14.4601755142
65
    After 20 iterations
        Discriminator Loss                         = -1.28601527214

    Generator_Loss: -9.08925914764
66
    After 20 iterations
        Discriminator Loss                         = -1.21884596348

    Generator_Loss: 3.30220246315
67
    After 20 iterations
        Discriminator Loss                         = -1.39149820805

    Generator_Loss: -0.905861496925
68
    After 20 iterations
        Discriminator Loss                         = -1.73614192009

    Generator_Loss: -20.2406520844
69
    After 20 iterations
        Discriminator Loss                         = -1.90493237972

    Generator_Loss: -12.0226602554
70
    After 20 iterations
        Discriminator Loss                         = -1.44774019718

    Generator_Loss: -9.4958820343
71
    After 20 iterations
        Discriminator Loss                         = -1.28249132633

    Generator_Loss: -12.6356391907
72
    After 20 iterations
        Discriminator Loss                         = -0.999878406525

    Generator_Loss: 14.5047588348
73
    After 20 iterations
        Discriminator Loss                         = -1.23976957798

    Generator_Loss: 12.4510726929
74
    After 20 iterations
        Discriminator Loss                         = -1.19720339775

    Generator_Loss: -4.05649137497
75
     Level #0 Epoch #4 Batch #75
    After 20 iterations
        Discriminator Loss                         = -2.20625591278

    Generator_Loss: -12.4789009094
76
    After 20 iterations
        Discriminator Loss                         = -1.5029630661

    Generator_Loss: -28.1351222992
77
    After 20 iterations
        Discriminator Loss                         = -1.29931294918

    Generator_Loss: -5.3306055069
78
    After 20 iterations
        Discriminator Loss                         = -1.74150323868

    Generator_Loss: 6.01331758499
79
    After 20 iterations
        Discriminator Loss                         = -1.4973334074

    Generator_Loss: 3.44230890274
80
    After 20 iterations
        Discriminator Loss                         = -1.46123743057

    Generator_Loss: -6.94281864166
81
    After 20 iterations
        Discriminator Loss                         = -1.72629320621

    Generator_Loss: -10.13945961
82
    After 20 iterations
        Discriminator Loss                         = -2.37975001335

    Generator_Loss: 7.3200097084
83
    After 20 iterations
        Discriminator Loss                         = -1.85981941223

    Generator_Loss: 22.1863460541
84
    After 20 iterations
        Discriminator Loss                         = -2.17442083359

    Generator_Loss: -19.0191955566
85
    After 20 iterations
        Discriminator Loss                         = -1.40461456776

    Generator_Loss: 5.64630270004
86
    After 20 iterations
        Discriminator Loss                         = -1.64670419693

    Generator_Loss: -7.03414487839
87
    After 20 iterations
        Discriminator Loss                         = -1.21062421799

    Generator_Loss: 5.16546392441
88
    After 20 iterations
        Discriminator Loss                         = -1.46676552296

    Generator_Loss: -26.0840034485
89
    After 20 iterations
        Discriminator Loss                         = -1.82835078239

    Generator_Loss: -12.4575014114
90
    After 20 iterations
        Discriminator Loss                         = -1.51876211166

    Generator_Loss: -9.98415374756
91
    After 20 iterations
        Discriminator Loss                         = -1.34594321251

    Generator_Loss: -8.51339149475
92
    After 20 iterations
        Discriminator Loss                         = -1.9778585434

    Generator_Loss: -14.923248291
93
    After 20 iterations
        Discriminator Loss                         = -1.65137434006

    Generator_Loss: -11.6797037125
94
    After 20 iterations
        Discriminator Loss                         = -1.66294622421

    Generator_Loss: -20.3375225067
95
    After 20 iterations
        Discriminator Loss                         = -2.11636447906

    Generator_Loss: 26.5847091675
96
    After 20 iterations
        Discriminator Loss                         = -1.43775093555

    Generator_Loss: 9.54650115967
97
    After 20 iterations
        Discriminator Loss                         = -1.35905814171

    Generator_Loss: 19.1072826385
98
    After 20 iterations
        Discriminator Loss                         = -1.45081830025

    Generator_Loss: -4.39290237427
99
    After 20 iterations
        Discriminator Loss                         = -2.45409059525

    Generator_Loss: 18.7793884277
100
     Level #0 Epoch #4 Batch #100
    After 20 iterations
        Discriminator Loss                         = -1.61467885971

    Generator_Loss: 7.12323713303
101
    After 20 iterations
        Discriminator Loss                         = -2.66443181038

    Generator_Loss: 24.5300807953
102
    After 20 iterations
        Discriminator Loss                         = -1.59661352634

    Generator_Loss: -20.2728214264
103
    After 20 iterations
        Discriminator Loss                         = -1.40858018398

    Generator_Loss: -18.9778137207
104
    After 20 iterations
        Discriminator Loss                         = -1.55081784725

    Generator_Loss: 5.76278114319
105
    After 20 iterations
        Discriminator Loss                         = -1.17656099796

    Generator_Loss: 8.00672912598
106
    After 20 iterations
        Discriminator Loss                         = -2.13585853577

    Generator_Loss: 15.028093338
107
    After 20 iterations
        Discriminator Loss                         = -2.55169391632

    Generator_Loss: 13.9109220505
108
    After 20 iterations
        Discriminator Loss                         = -1.2259567976

    Generator_Loss: 8.99327850342
109
    After 20 iterations
        Discriminator Loss                         = -1.9854156971

    Generator_Loss: -14.5178556442
110
    After 20 iterations
        Discriminator Loss                         = -2.56344556808

    Generator_Loss: -10.4484024048
111
    After 20 iterations
        Discriminator Loss                         = -1.10518872738

    Generator_Loss: -5.28547000885
112
    After 20 iterations
        Discriminator Loss                         = -1.01964390278

    Generator_Loss: -4.52534580231
113
    After 20 iterations
        Discriminator Loss                         = -2.54932379723

    Generator_Loss: -13.5660276413
114
    After 20 iterations
        Discriminator Loss                         = -1.7292509079

    Generator_Loss: -31.349319458
115
    After 20 iterations
        Discriminator Loss                         = -1.36694216728

    Generator_Loss: 21.4113807678
116
    After 20 iterations
        Discriminator Loss                         = -2.50730967522

    Generator_Loss: -20.597202301
117
    After 20 iterations
        Discriminator Loss                         = -1.22016704082

    Generator_Loss: -8.0349779129
118
    After 20 iterations
        Discriminator Loss                         = -1.59169971943

    Generator_Loss: 22.1750736237
119
    After 20 iterations
        Discriminator Loss                         = -1.6535923481

    Generator_Loss: -18.5881595612
120
    After 20 iterations
        Discriminator Loss                         = -2.35576438904

    Generator_Loss: -3.89271879196
121
    After 20 iterations
        Discriminator Loss                         = -1.08235836029

    Generator_Loss: -4.76066112518
122
    After 20 iterations
        Discriminator Loss                         = -1.49121558666

    Generator_Loss: 6.52540779114
123
    After 20 iterations
        Discriminator Loss                         = -1.98969638348

    Generator_Loss: -17.5480041504
124
    After 20 iterations
        Discriminator Loss                         = -1.65304148197

    Generator_Loss: -5.37650823593
125
     Level #0 Epoch #4 Batch #125
    After 20 iterations
        Discriminator Loss                         = -2.43695139885

    Generator_Loss: 12.0890455246
126
    After 20 iterations
        Discriminator Loss                         = -1.36269891262

    Generator_Loss: 14.2077665329
127
    After 20 iterations
        Discriminator Loss                         = -1.72899484634

    Generator_Loss: -16.9443778992
128
    After 20 iterations
        Discriminator Loss                         = -1.3114682436

    Generator_Loss: -16.5833358765
129
    After 20 iterations
        Discriminator Loss                         = -1.41127109528

    Generator_Loss: 2.53326320648
130
    After 20 iterations
        Discriminator Loss                         = -1.57205593586

    Generator_Loss: -12.7108106613
131
    After 20 iterations
        Discriminator Loss                         = -1.70910358429

    Generator_Loss: -13.701833725
132
    After 20 iterations
        Discriminator Loss                         = -1.92558860779

    Generator_Loss: 4.80148410797
133
    After 20 iterations
        Discriminator Loss                         = -1.38571107388

    Generator_Loss: 19.8974208832
134
    After 20 iterations
        Discriminator Loss                         = -1.25857448578

    Generator_Loss: 8.17856025696
135
    After 20 iterations
        Discriminator Loss                         = -1.35937547684

    Generator_Loss: 23.695602417
136
    After 20 iterations
        Discriminator Loss                         = -1.93641626835

    Generator_Loss: -15.9336051941
137
    After 20 iterations
        Discriminator Loss                         = -1.52917587757

    Generator_Loss: -25.3674030304
138
    After 20 iterations
        Discriminator Loss                         = -1.76954734325

    Generator_Loss: -15.6591320038
139
    After 20 iterations
        Discriminator Loss                         = -1.65749466419

    Generator_Loss: 19.5866928101
140
    After 20 iterations
        Discriminator Loss                         = -1.17501235008

    Generator_Loss: 7.86223983765
141
    After 20 iterations
        Discriminator Loss                         = -1.64765751362

    Generator_Loss: -27.7937240601
142
    After 20 iterations
        Discriminator Loss                         = -1.53086853027

    Generator_Loss: 14.4768972397
143
    After 20 iterations
        Discriminator Loss                         = -2.09018802643

    Generator_Loss: -10.4984140396
144
    After 20 iterations
        Discriminator Loss                         = -1.97839903831

    Generator_Loss: 17.4875583649
145
    After 20 iterations
        Discriminator Loss                         = -1.61342310905

    Generator_Loss: 4.51006889343
146
    After 20 iterations
        Discriminator Loss                         = -1.21507418156

    Generator_Loss: 2.99151110649
147
    After 20 iterations
        Discriminator Loss                         = -1.49756395817

    Generator_Loss: 2.21191596985
148
    After 20 iterations
        Discriminator Loss                         = -2.23034548759

    Generator_Loss: -2.28981757164
149
    After 20 iterations
        Discriminator Loss                         = -1.1925034523

    Generator_Loss: -17.7222270966
150
     Level #0 Epoch #4 Batch #150
    After 20 iterations
        Discriminator Loss                         = -2.17944407463

    Generator_Loss: -8.16499996185
151
    After 20 iterations
        Discriminator Loss                         = -1.21439397335

    Generator_Loss: -6.03315830231
152
    After 20 iterations
        Discriminator Loss                         = -1.27025771141

    Generator_Loss: -6.66534757614
153
    After 20 iterations
        Discriminator Loss                         = -1.88249588013

    Generator_Loss: 18.4982414246
154
    After 20 iterations
        Discriminator Loss                         = -2.28827142715

    Generator_Loss: -6.14968109131
155
    After 20 iterations
        Discriminator Loss                         = -1.70663285255

    Generator_Loss: -8.13561344147
156
    After 20 iterations
        Discriminator Loss                         = -1.0413724184

    Generator_Loss: 13.633099556
157
    After 20 iterations
        Discriminator Loss                         = -2.38448500633

    Generator_Loss: 24.497833252
158
    After 20 iterations
        Discriminator Loss                         = -1.68695926666

    Generator_Loss: -19.0365047455
159
    After 20 iterations
        Discriminator Loss                         = -1.5370041132

    Generator_Loss: 15.8552827835
160
    After 20 iterations
        Discriminator Loss                         = -1.70323765278

    Generator_Loss: -19.5846061707
161
    After 20 iterations
        Discriminator Loss                         = -1.3164100647

    Generator_Loss: -22.4090747833
162
    After 20 iterations
        Discriminator Loss                         = -1.38491535187

    Generator_Loss: -26.4463195801
163
    After 20 iterations
        Discriminator Loss                         = -1.10994529724

    Generator_Loss: -10.8502550125
164
    After 20 iterations
        Discriminator Loss                         = -1.19370090961

    Generator_Loss: 8.746717453
165
    After 20 iterations
        Discriminator Loss                         = -1.44280660152

    Generator_Loss: 28.3183727264
166
    After 20 iterations
        Discriminator Loss                         = -1.79938614368

    Generator_Loss: -17.8203449249
167
    After 20 iterations
        Discriminator Loss                         = -1.24003171921

    Generator_Loss: -5.00799131393
168
    After 20 iterations
        Discriminator Loss                         = -1.42050695419

    Generator_Loss: -21.7136440277
169
    After 20 iterations
        Discriminator Loss                         = -1.59176278114

    Generator_Loss: -19.6771831512
170
    After 20 iterations
        Discriminator Loss                         = -1.32550299168

    Generator_Loss: -5.59349727631
171
    After 20 iterations
        Discriminator Loss                         = -2.23850274086

    Generator_Loss: -17.5790138245
172
    After 20 iterations
        Discriminator Loss                         = -1.67449998856

    Generator_Loss: 3.29677844048
173
    After 20 iterations
        Discriminator Loss                         = -1.25498354435

    Generator_Loss: 8.05948257446
174
    After 20 iterations
        Discriminator Loss                         = -1.4665043354

    Generator_Loss: -26.3486423492
175
     Level #0 Epoch #4 Batch #175
    After 20 iterations
        Discriminator Loss                         = -1.99436664581

    Generator_Loss: -2.60617613792
176
    After 20 iterations
        Discriminator Loss                         = -1.33512806892

    Generator_Loss: 8.98063373566
177
    After 20 iterations
        Discriminator Loss                         = -1.60024797916

    Generator_Loss: 28.2297401428
178
    After 20 iterations
        Discriminator Loss                         = -1.42485046387

    Generator_Loss: 11.5363769531
179
    After 20 iterations
        Discriminator Loss                         = -1.83109688759

    Generator_Loss: -21.1952838898
180
    After 20 iterations
        Discriminator Loss                         = -1.30706012249

    Generator_Loss: -12.4602766037
181
    After 20 iterations
        Discriminator Loss                         = -1.02310311794

    Generator_Loss: -15.8391103745
182
    After 20 iterations
        Discriminator Loss                         = -1.49745225906

    Generator_Loss: 15.9493131638
183
    After 20 iterations
        Discriminator Loss                         = -1.21521174908

    Generator_Loss: 9.97149562836
184
    After 20 iterations
        Discriminator Loss                         = -1.87322676182

    Generator_Loss: 5.09102058411
185
    After 20 iterations
        Discriminator Loss                         = -1.4406491518

    Generator_Loss: 11.1718864441
186
    After 20 iterations
        Discriminator Loss                         = -1.64918875694

    Generator_Loss: 31.8365764618
187
    After 20 iterations
        Discriminator Loss                         = -2.35644030571

    Generator_Loss: 25.6645488739
188
    After 20 iterations
        Discriminator Loss                         = -1.25901484489

    Generator_Loss: 4.16652059555
189
    After 20 iterations
        Discriminator Loss                         = -2.3643386364

    Generator_Loss: -28.5812282562
190
    After 20 iterations
        Discriminator Loss                         = -1.1409881115

    Generator_Loss: -5.04212760925
191
    After 20 iterations
        Discriminator Loss                         = -1.75317144394

    Generator_Loss: 8.225522995
192
    After 20 iterations
        Discriminator Loss                         = -2.09332680702

    Generator_Loss: -24.0856990814
193
    After 20 iterations
        Discriminator Loss                         = -1.54004395008

    Generator_Loss: -11.7778320312
194
    After 20 iterations
        Discriminator Loss                         = -1.39223885536

    Generator_Loss: -17.796295166
195
    After 20 iterations
        Discriminator Loss                         = -1.88794219494

    Generator_Loss: 28.8845806122
196
    After 20 iterations
        Discriminator Loss                         = -1.71637368202

    Generator_Loss: -30.5084972382
197
    After 20 iterations
        Discriminator Loss                         = -2.61146187782

    Generator_Loss: 12.8371276855
198
    After 20 iterations
        Discriminator Loss                         = -1.7694247961

    Generator_Loss: -11.5850915909
199
    After 20 iterations
        Discriminator Loss                         = -1.31237971783

    Generator_Loss: -2.5869948864
200
     Level #0 Epoch #4 Batch #200
    After 20 iterations
        Discriminator Loss                         = -1.85903525352

    Generator_Loss: 4.36328935623
201
    After 20 iterations
        Discriminator Loss                         = -1.6715118885

    Generator_Loss: -4.52559900284
202
    After 20 iterations
        Discriminator Loss                         = -1.37217628956

    Generator_Loss: 22.4386672974
203
    After 20 iterations
        Discriminator Loss                         = -1.3531293869

    Generator_Loss: -8.82685375214
204
    After 20 iterations
        Discriminator Loss                         = -1.74547791481

    Generator_Loss: -31.8530273438
205
    After 20 iterations
        Discriminator Loss                         = -1.33038949966

    Generator_Loss: -19.1065788269
206
    After 20 iterations
        Discriminator Loss                         = -1.60139369965

    Generator_Loss: 16.3717193604
207
    After 20 iterations
        Discriminator Loss                         = -1.34467720985

    Generator_Loss: 13.9358596802
208
    After 20 iterations
        Discriminator Loss                         = -1.38252997398

    Generator_Loss: 2.07228660583
209
    After 20 iterations
        Discriminator Loss                         = -1.91057765484

    Generator_Loss: 20.7576618195
210
    After 20 iterations
        Discriminator Loss                         = -2.6900844574

    Generator_Loss: -26.0151462555
211
    After 20 iterations
        Discriminator Loss                         = -1.69839835167

    Generator_Loss: 2.86810207367
212
    After 20 iterations
        Discriminator Loss                         = -2.01545548439

    Generator_Loss: 21.7611637115
213
    After 20 iterations
        Discriminator Loss                         = -2.8589322567

    Generator_Loss: -19.630241394
214
    After 20 iterations
        Discriminator Loss                         = -1.25850176811

    Generator_Loss: 11.2368507385
215
    After 20 iterations
        Discriminator Loss                         = -1.271296978

    Generator_Loss: -1.90290617943
216
    After 20 iterations
        Discriminator Loss                         = -2.51404428482

    Generator_Loss: -9.63070011139
217
    After 20 iterations
        Discriminator Loss                         = -0.976411223412

    Generator_Loss: -7.72566699982
218
    After 20 iterations
        Discriminator Loss                         = -2.05700325966

    Generator_Loss: -19.9404277802
219
    After 20 iterations
        Discriminator Loss                         = -1.63356077671

    Generator_Loss: 6.33748102188
220
    After 20 iterations
        Discriminator Loss                         = -2.79613375664

    Generator_Loss: -13.5144786835
221
    After 20 iterations
        Discriminator Loss                         = -1.18837833405

    Generator_Loss: -20.5993499756
222
    After 20 iterations
        Discriminator Loss                         = -2.49232316017

    Generator_Loss: -0.742917239666
223
    After 20 iterations
        Discriminator Loss                         = -1.73842060566

    Generator_Loss: -4.41190862656
224
    After 20 iterations
        Discriminator Loss                         = -1.32973349094

    Generator_Loss: -2.34256625175
225
     Level #0 Epoch #4 Batch #225
    After 20 iterations
        Discriminator Loss                         = -2.46911692619

    Generator_Loss: 25.5248794556
226
    After 20 iterations
        Discriminator Loss                         = -1.24283790588

    Generator_Loss: 16.965763092
227
    After 20 iterations
        Discriminator Loss                         = -1.57753801346

    Generator_Loss: 16.1433467865
228
    After 20 iterations
        Discriminator Loss                         = -1.57411050797

    Generator_Loss: 9.20219135284
229
    After 20 iterations
        Discriminator Loss                         = -1.91159427166

    Generator_Loss: -0.288309335709
230
    After 20 iterations
        Discriminator Loss                         = -1.28664624691

    Generator_Loss: 2.51548147202
231
    After 20 iterations
        Discriminator Loss                         = -1.7518196106

    Generator_Loss: -14.4318323135
232
    After 20 iterations
        Discriminator Loss                         = -1.2919639349

    Generator_Loss: -3.33861160278
233
    After 20 iterations
        Discriminator Loss                         = -2.00516605377

    Generator_Loss: -12.914188385
234
    After 20 iterations
        Discriminator Loss                         = -0.950981974602

    Generator_Loss: 5.46507644653
235
    After 20 iterations
        Discriminator Loss                         = -1.60010182858

    Generator_Loss: 11.2119503021
236
    After 20 iterations
        Discriminator Loss                         = -1.54132056236

    Generator_Loss: -12.2185897827
237
    After 20 iterations
        Discriminator Loss                         = -1.38181304932

    Generator_Loss: 7.94632291794
238
    After 20 iterations
        Discriminator Loss                         = -1.58972299099

    Generator_Loss: 11.8665628433
239
    After 20 iterations
        Discriminator Loss                         = -1.48218023777

    Generator_Loss: 14.2689762115
240
    After 20 iterations
        Discriminator Loss                         = -1.43617355824

    Generator_Loss: -25.7262420654
241
    After 20 iterations
        Discriminator Loss                         = -1.30699205399

    Generator_Loss: -7.10865211487
242
    After 20 iterations
        Discriminator Loss                         = -1.57619905472

    Generator_Loss: 1.54564845562
243
    After 20 iterations
        Discriminator Loss                         = -1.41894209385

    Generator_Loss: -25.9794178009
244
    After 20 iterations
        Discriminator Loss                         = -1.41340112686

    Generator_Loss: -12.459856987
245
    After 20 iterations
        Discriminator Loss                         = -1.83154666424

    Generator_Loss: -5.29147958755
246
    After 20 iterations
        Discriminator Loss                         = -1.02945482731

    Generator_Loss: 2.03080916405
247
    After 20 iterations
        Discriminator Loss                         = -1.17387354374

    Generator_Loss: -4.22842168808
248
    After 20 iterations
        Discriminator Loss                         = -1.43785429001

    Generator_Loss: 4.20150947571
249
    After 20 iterations
        Discriminator Loss                         = -2.2889418602

    Generator_Loss: -6.85697174072
250
     Level #0 Epoch #4 Batch #250
    After 20 iterations
        Discriminator Loss                         = -1.42315530777

    Generator_Loss: 23.6725311279
251
    After 20 iterations
        Discriminator Loss                         = -1.95824992657

    Generator_Loss: 16.6771812439
252
    After 20 iterations
        Discriminator Loss                         = -3.21219182014

    Generator_Loss: 27.4314804077
253
    After 20 iterations
        Discriminator Loss                         = -1.60261023045

    Generator_Loss: 9.95465660095
254
    After 20 iterations
        Discriminator Loss                         = -1.43983972073

    Generator_Loss: -13.3359260559
255
    After 20 iterations
        Discriminator Loss                         = -1.62688374519

    Generator_Loss: 19.088186264
256
    After 20 iterations
        Discriminator Loss                         = -2.03693056107

    Generator_Loss: -4.90181827545
257
    After 20 iterations
        Discriminator Loss                         = -1.20265030861

    Generator_Loss: 0.952910244465
258
    After 20 iterations
        Discriminator Loss                         = -1.20095443726

    Generator_Loss: -33.8838310242
259
    After 20 iterations
        Discriminator Loss                         = -1.52043151855

    Generator_Loss: -12.9425811768
260
    After 20 iterations
        Discriminator Loss                         = -2.22751665115

    Generator_Loss: -4.84547138214
261
    After 20 iterations
        Discriminator Loss                         = -1.16528904438

    Generator_Loss: -10.4068651199
262
    After 20 iterations
        Discriminator Loss                         = -1.32481253147

    Generator_Loss: -8.91598510742
263
    After 20 iterations
        Discriminator Loss                         = -1.00522875786

    Generator_Loss: 5.18656921387
264
    After 20 iterations
        Discriminator Loss                         = -1.64586627483

    Generator_Loss: 0.842020213604
265
    After 20 iterations
        Discriminator Loss                         = -1.45827162266

    Generator_Loss: -13.7474517822
266
    After 20 iterations
        Discriminator Loss                         = -1.80302894115

    Generator_Loss: 7.43347787857
267
    After 20 iterations
        Discriminator Loss                         = -1.71418130398

    Generator_Loss: 17.6098690033
268
    After 20 iterations
        Discriminator Loss                         = -2.79546809196

    Generator_Loss: 21.4863777161
269
    After 20 iterations
        Discriminator Loss                         = -1.45554339886

    Generator_Loss: 0.465096414089
270
    After 20 iterations
        Discriminator Loss                         = -2.44655156136

    Generator_Loss: -8.85607528687
271
    After 20 iterations
        Discriminator Loss                         = -1.32869338989

    Generator_Loss: -5.24020338058
272
    After 20 iterations
        Discriminator Loss                         = -1.31488907337

    Generator_Loss: -13.2181129456
273
    After 20 iterations
        Discriminator Loss                         = -1.93044221401

    Generator_Loss: -5.12681865692
274
    After 20 iterations
        Discriminator Loss                         = -1.00925827026

    Generator_Loss: 8.2570400238
275
     Level #0 Epoch #4 Batch #275
    After 20 iterations
        Discriminator Loss                         = -1.01958632469

    Generator_Loss: -7.67903804779
276
    After 20 iterations
        Discriminator Loss                         = -1.71365833282

    Generator_Loss: -2.49265789986
277
    After 20 iterations
        Discriminator Loss                         = -1.30667185783

    Generator_Loss: -23.9844608307
278
    After 20 iterations
        Discriminator Loss                         = -1.07504379749

    Generator_Loss: 2.53684043884
279
    After 20 iterations
        Discriminator Loss                         = -1.86976993084

    Generator_Loss: 0.570636987686
280
    After 20 iterations
        Discriminator Loss                         = -1.33706235886

    Generator_Loss: 5.78048706055
281
    After 20 iterations
        Discriminator Loss                         = -1.24324703217

    Generator_Loss: 7.12125396729
282
    After 20 iterations
        Discriminator Loss                         = -1.86189997196

    Generator_Loss: -19.0826740265
283
    After 20 iterations
        Discriminator Loss                         = -1.57636642456

    Generator_Loss: -12.7508525848
284
    After 20 iterations
        Discriminator Loss                         = -1.1095468998

    Generator_Loss: 10.2962856293
285
    After 20 iterations
        Discriminator Loss                         = -1.16116702557

    Generator_Loss: 13.7641487122
286
    After 20 iterations
        Discriminator Loss                         = -2.66158461571

    Generator_Loss: -29.2012615204
287
    After 20 iterations
        Discriminator Loss                         = -1.30188012123

    Generator_Loss: -10.703537941
288
    After 20 iterations
        Discriminator Loss                         = -1.0136231184

    Generator_Loss: -20.5786743164
289
    After 20 iterations
        Discriminator Loss                         = -1.54628813267

    Generator_Loss: 8.60880851746
290
    After 20 iterations
        Discriminator Loss                         = -2.23054480553

    Generator_Loss: -21.7386283875
291
    After 20 iterations
        Discriminator Loss                         = -1.56677782536

    Generator_Loss: -4.14978885651
292
    After 20 iterations
        Discriminator Loss                         = -1.25785410404

    Generator_Loss: -2.38918876648
293
    After 20 iterations
        Discriminator Loss                         = -1.6630115509

    Generator_Loss: -1.36867809296
294
    After 20 iterations
        Discriminator Loss                         = -2.6182975769

    Generator_Loss: -20.6396408081
295
    After 20 iterations
        Discriminator Loss                         = -2.36014866829

    Generator_Loss: -17.8208808899
296
    After 20 iterations
        Discriminator Loss                         = -1.74601829052

    Generator_Loss: 10.3696165085
297
    After 20 iterations
        Discriminator Loss                         = -1.34617733955

    Generator_Loss: -9.45925712585
298
    After 20 iterations
        Discriminator Loss                         = -1.48393404484

    Generator_Loss: 0.701617836952
299
    After 20 iterations
        Discriminator Loss                         = -1.92669582367

    Generator_Loss: 3.68316698074
300
     Level #0 Epoch #4 Batch #300
    After 20 iterations
        Discriminator Loss                         = -1.442045331

    Generator_Loss: 20.190328598
301
    After 20 iterations
        Discriminator Loss                         = -2.08214473724

    Generator_Loss: 21.2229156494
302
    After 20 iterations
        Discriminator Loss                         = -1.86843216419

    Generator_Loss: 15.5000543594
303
    After 20 iterations
        Discriminator Loss                         = -1.33145987988

    Generator_Loss: -20.8097743988
304
    After 20 iterations
        Discriminator Loss                         = -1.69151306152

    Generator_Loss: -2.25853395462
305
    After 20 iterations
        Discriminator Loss                         = -1.2571015358

    Generator_Loss: 21.1372871399
306
    After 20 iterations
        Discriminator Loss                         = -2.22137475014

    Generator_Loss: -30.1247749329
307
    After 20 iterations
        Discriminator Loss                         = -1.0566726923

    Generator_Loss: -6.83710050583
308
    After 20 iterations
        Discriminator Loss                         = -1.3607493639

    Generator_Loss: -20.5784378052
309
    After 20 iterations
        Discriminator Loss                         = -1.52443706989

    Generator_Loss: 16.5991859436
310
    After 20 iterations
        Discriminator Loss                         = -1.97820985317

    Generator_Loss: 11.8441648483
311
    After 20 iterations
        Discriminator Loss                         = -1.90126311779

    Generator_Loss: 16.3239555359
312
    After 20 iterations
        Discriminator Loss                         = -2.05193471909

    Generator_Loss: 19.1786003113
313
    After 20 iterations
        Discriminator Loss                         = -1.29140758514

    Generator_Loss: 11.3440685272
314
    After 20 iterations
        Discriminator Loss                         = -1.56652474403

    Generator_Loss: 1.04717051983
315
    After 20 iterations
        Discriminator Loss                         = -1.33736205101

    Generator_Loss: -26.0420036316
316
    After 20 iterations
        Discriminator Loss                         = -1.52655160427

    Generator_Loss: 18.165599823
317
    After 20 iterations
        Discriminator Loss                         = -1.20197343826

    Generator_Loss: -13.6653661728
318
    After 20 iterations
        Discriminator Loss                         = -1.15372896194

    Generator_Loss: -3.56237196922
319
    After 20 iterations
        Discriminator Loss                         = -1.83583784103

    Generator_Loss: 20.5032043457
320
    After 20 iterations
        Discriminator Loss                         = -2.22001886368

    Generator_Loss: 25.0072536469
321
    After 20 iterations
        Discriminator Loss                         = -2.35458040237

    Generator_Loss: 1.86941826344
322
    After 20 iterations
        Discriminator Loss                         = -1.35010910034

    Generator_Loss: 23.6342105865
323
    After 20 iterations
        Discriminator Loss                         = -2.88664054871

    Generator_Loss: -32.4951286316
324
    After 20 iterations
        Discriminator Loss                         = -1.15566337109

    Generator_Loss: -2.54141402245
325
     Level #0 Epoch #4 Batch #325
    After 20 iterations
        Discriminator Loss                         = -2.448097229

    Generator_Loss: 24.7427558899
326
    After 20 iterations
        Discriminator Loss                         = -1.39298808575

    Generator_Loss: 15.469329834
327
    After 20 iterations
        Discriminator Loss                         = -1.14248025417

    Generator_Loss: 13.6267585754
328
    After 20 iterations
        Discriminator Loss                         = -2.0357208252

    Generator_Loss: -0.518525779247
329
    After 20 iterations
        Discriminator Loss                         = -1.07372176647

    Generator_Loss: 15.2713747025
330
    After 20 iterations
        Discriminator Loss                         = -1.36486780643

    Generator_Loss: -8.66821670532
331
    After 20 iterations
        Discriminator Loss                         = -1.32410681248

    Generator_Loss: -17.4723396301
332
    After 20 iterations
        Discriminator Loss                         = -1.44747710228

    Generator_Loss: -0.226033225656
333
    After 20 iterations
        Discriminator Loss                         = -1.12263596058

    Generator_Loss: -11.5922622681
334
    After 20 iterations
        Discriminator Loss                         = -1.837277174

    Generator_Loss: -14.2265110016
335
    After 20 iterations
        Discriminator Loss                         = -1.92182457447

    Generator_Loss: 27.9736995697
336
    After 20 iterations
        Discriminator Loss                         = -1.57029902935

    Generator_Loss: 6.48814868927
337
    After 20 iterations
        Discriminator Loss                         = -1.37659263611

    Generator_Loss: -2.18507313728
338
    After 20 iterations
        Discriminator Loss                         = -1.47036719322

    Generator_Loss: 16.4942321777
339
    After 20 iterations
        Discriminator Loss                         = -2.38483071327

    Generator_Loss: -28.4712123871
340
    After 20 iterations
        Discriminator Loss                         = -2.41460466385

    Generator_Loss: -24.6286659241
341
    After 20 iterations
        Discriminator Loss                         = -1.74754619598

    Generator_Loss: -30.3708362579
342
    After 20 iterations
        Discriminator Loss                         = -1.40378987789

    Generator_Loss: -3.23243165016
343
    After 20 iterations
        Discriminator Loss                         = -1.76394808292

    Generator_Loss: -6.52648735046
344
    After 20 iterations
        Discriminator Loss                         = -1.81932520866

    Generator_Loss: 5.66764879227
345
    After 20 iterations
        Discriminator Loss                         = -1.41309797764

    Generator_Loss: 1.0273681879
346
    After 20 iterations
        Discriminator Loss                         = -1.55095589161

    Generator_Loss: 26.0863647461
347
    After 20 iterations
        Discriminator Loss                         = -1.57507121563

    Generator_Loss: 0.712577283382
348
    After 20 iterations
        Discriminator Loss                         = -1.06490504742

    Generator_Loss: 17.2984962463
349
    After 20 iterations
        Discriminator Loss                         = -1.38281321526

    Generator_Loss: 20.3499546051
350
     Level #0 Epoch #4 Batch #350
    After 20 iterations
        Discriminator Loss                         = -1.22887599468

    Generator_Loss: -18.0755519867
351
    After 20 iterations
        Discriminator Loss                         = -1.47701406479

    Generator_Loss: -2.14599561691
352
    After 20 iterations
        Discriminator Loss                         = -1.45753109455

    Generator_Loss: -5.38487577438
353
    After 20 iterations
        Discriminator Loss                         = -2.1839761734

    Generator_Loss: -2.45186209679
354
    After 20 iterations
        Discriminator Loss                         = -1.44916510582

    Generator_Loss: -18.2665061951
355
    After 20 iterations
        Discriminator Loss                         = -1.71696615219

    Generator_Loss: 21.0328807831
356
    After 20 iterations
        Discriminator Loss                         = -1.8358682394

    Generator_Loss: -20.4505901337
357
    After 20 iterations
        Discriminator Loss                         = -2.34180402756

    Generator_Loss: 27.3626403809
358
    After 20 iterations
        Discriminator Loss                         = -1.71697437763

    Generator_Loss: 7.55849552155
359
    After 20 iterations
        Discriminator Loss                         = -1.24713897705

    Generator_Loss: 10.3124608994
360
    After 20 iterations
        Discriminator Loss                         = -1.54200303555

    Generator_Loss: 2.60648345947
361
    After 20 iterations
        Discriminator Loss                         = -1.13175225258

    Generator_Loss: -14.3000869751
362
    After 20 iterations
        Discriminator Loss                         = -1.71742904186

    Generator_Loss: 2.60152292252
363
    After 20 iterations
        Discriminator Loss                         = -2.29675626755

    Generator_Loss: -9.08179187775
364
    After 20 iterations
        Discriminator Loss                         = -1.06072449684

    Generator_Loss: -3.77611351013
365
    After 20 iterations
        Discriminator Loss                         = -1.50747346878

    Generator_Loss: 24.4733295441
366
    After 20 iterations
        Discriminator Loss                         = -1.41828382015

    Generator_Loss: 9.1756439209
367
    After 20 iterations
        Discriminator Loss                         = -1.35913026333

    Generator_Loss: -1.96936333179
368
    After 20 iterations
        Discriminator Loss                         = -1.71218371391

    Generator_Loss: 11.5171661377
369
    After 20 iterations
        Discriminator Loss                         = -1.57692599297

    Generator_Loss: -19.3375663757
370
    After 20 iterations
        Discriminator Loss                         = -1.113748312

    Generator_Loss: -12.983923912
371
    After 20 iterations
        Discriminator Loss                         = -1.3663983345

    Generator_Loss: -14.6531677246
372
    After 20 iterations
        Discriminator Loss                         = -1.7023024559

    Generator_Loss: -2.04845142365
373
    After 20 iterations
        Discriminator Loss                         = -1.92819154263

    Generator_Loss: -15.2723073959
374
    After 20 iterations
        Discriminator Loss                         = -1.38935792446

    Generator_Loss: -16.7711009979
375
     Level #0 Epoch #4 Batch #375
    After 20 iterations
        Discriminator Loss                         = -1.56582117081

    Generator_Loss: -12.4564571381
376
    After 20 iterations
        Discriminator Loss                         = -1.05025887489

    Generator_Loss: 10.965546608
377
    After 20 iterations
        Discriminator Loss                         = -1.83136880398

    Generator_Loss: 12.0119333267
378
    After 20 iterations
        Discriminator Loss                         = -1.85906171799

    Generator_Loss: -21.5615730286
379
    After 20 iterations
        Discriminator Loss                         = -1.83914458752

    Generator_Loss: 26.5526809692
380
    After 20 iterations
        Discriminator Loss                         = -1.46448981762

    Generator_Loss: 12.5109415054
381
    After 20 iterations
        Discriminator Loss                         = -2.21552419662

    Generator_Loss: 3.60200047493
382
    After 20 iterations
        Discriminator Loss                         = -1.42798817158

    Generator_Loss: -2.73160386086
383
    After 20 iterations
        Discriminator Loss                         = -1.1430439949

    Generator_Loss: -5.91341543198
384
    After 20 iterations
        Discriminator Loss                         = -1.66334056854

    Generator_Loss: 17.522190094
385
    After 20 iterations
        Discriminator Loss                         = -1.98789978027

    Generator_Loss: 7.00917005539
386
    After 20 iterations
        Discriminator Loss                         = -1.98607087135

    Generator_Loss: -29.8546028137
387
    After 20 iterations
        Discriminator Loss                         = -1.22887527943

    Generator_Loss: -28.7960567474
388
    After 20 iterations
        Discriminator Loss                         = -2.11533212662

    Generator_Loss: 20.2468299866
389
    After 20 iterations
        Discriminator Loss                         = -1.41796123981

    Generator_Loss: 1.50792586803
390
    After 20 iterations
        Discriminator Loss                         = -1.04756009579

    Generator_Loss: 3.35751891136
391
    After 20 iterations
        Discriminator Loss                         = -1.22789001465

    Generator_Loss: -12.6918640137
392
    After 20 iterations
        Discriminator Loss                         = -1.54969859123

    Generator_Loss: -9.69430351257
393
    After 20 iterations
        Discriminator Loss                         = -1.87825083733

    Generator_Loss: 3.92789530754
394
    After 20 iterations
        Discriminator Loss                         = -1.57256019115

    Generator_Loss: -26.6217136383
395
    After 20 iterations
        Discriminator Loss                         = -1.13408482075

    Generator_Loss: 0.500555098057
396
    After 20 iterations
        Discriminator Loss                         = -1.82632064819

    Generator_Loss: -7.1524271965
397
    After 20 iterations
        Discriminator Loss                         = -1.29702186584

    Generator_Loss: -7.32348918915
398
    After 20 iterations
        Discriminator Loss                         = -1.33474993706

    Generator_Loss: -20.1026382446
399
    After 20 iterations
        Discriminator Loss                         = -1.66413187981

    Generator_Loss: -17.186164856
400
     Level #0 Epoch #4 Batch #400
    After 20 iterations
        Discriminator Loss                         = -2.23920154572

    Generator_Loss: 0.276372045279
401
    After 20 iterations
        Discriminator Loss                         = -1.21851921082

    Generator_Loss: 6.6183848381
402
    After 20 iterations
        Discriminator Loss                         = -1.69958865643

    Generator_Loss: 17.0468273163
403
    After 20 iterations
        Discriminator Loss                         = -1.653657794

    Generator_Loss: -2.73844981194
404
    After 20 iterations
        Discriminator Loss                         = -1.87715363503

    Generator_Loss: 18.8667755127
405
    After 20 iterations
        Discriminator Loss                         = -1.21138489246

    Generator_Loss: -3.67863273621
406
    After 20 iterations
        Discriminator Loss                         = -1.17978823185

    Generator_Loss: -8.82697582245
407
    After 20 iterations
        Discriminator Loss                         = -2.35228133202

    Generator_Loss: 14.8913888931
408
    After 20 iterations
        Discriminator Loss                         = -1.44783985615

    Generator_Loss: 21.2509250641
409
    After 20 iterations
        Discriminator Loss                         = -1.88269340992

    Generator_Loss: 12.4995441437
410
    After 20 iterations
        Discriminator Loss                         = -1.20439147949

    Generator_Loss: -12.4996910095
411
    After 20 iterations
        Discriminator Loss                         = -1.78124928474

    Generator_Loss: -7.90361738205
412
    After 20 iterations
        Discriminator Loss                         = -1.24277329445

    Generator_Loss: 12.3861627579
413
    After 20 iterations
        Discriminator Loss                         = -1.3914244175

    Generator_Loss: -1.26040661335
414
    After 20 iterations
        Discriminator Loss                         = -1.37426924706

    Generator_Loss: 9.70130348206
415
    After 20 iterations
        Discriminator Loss                         = -1.58632993698

    Generator_Loss: 15.6485671997
416
    After 20 iterations
        Discriminator Loss                         = -1.11041998863

    Generator_Loss: 3.60029530525
417
    After 20 iterations
        Discriminator Loss                         = -1.81988608837

    Generator_Loss: -17.3464298248
418
    After 20 iterations
        Discriminator Loss                         = -1.3503575325

    Generator_Loss: -4.07387447357
419
    After 20 iterations
        Discriminator Loss                         = -1.75044620037

    Generator_Loss: 3.84225296974
420
    After 20 iterations
        Discriminator Loss                         = -1.55488038063

    Generator_Loss: -17.4616527557
421
    After 20 iterations
        Discriminator Loss                         = -1.14884340763

    Generator_Loss: -6.11002349854
422
    After 20 iterations
        Discriminator Loss                         = -1.52815294266

    Generator_Loss: 13.9857006073
423
    After 20 iterations
        Discriminator Loss                         = -1.1770529747

    Generator_Loss: 12.7557191849
424
    After 20 iterations
        Discriminator Loss                         = -1.20022070408

    Generator_Loss: -12.2560157776
425
     Level #0 Epoch #4 Batch #425
    After 20 iterations
        Discriminator Loss                         = -2.25658774376

    Generator_Loss: 2.5764465332
426
    After 20 iterations
        Discriminator Loss                         = -1.28814184666

    Generator_Loss: -10.1362857819
427
    After 20 iterations
        Discriminator Loss                         = -2.52356171608

    Generator_Loss: -28.9559803009
428
    After 20 iterations
        Discriminator Loss                         = -1.73242533207

    Generator_Loss: 10.6340885162
429
    After 20 iterations
        Discriminator Loss                         = -1.62202787399

    Generator_Loss: 5.32007837296
430
    After 20 iterations
        Discriminator Loss                         = -1.29069662094

    Generator_Loss: 0.554506540298
431
    After 20 iterations
        Discriminator Loss                         = -1.1093993187

    Generator_Loss: -18.8927211761
432
    After 20 iterations
        Discriminator Loss                         = -1.46994113922

    Generator_Loss: -8.93078994751
433
    After 20 iterations
        Discriminator Loss                         = -1.24000275135

    Generator_Loss: 12.1191320419
434
    After 20 iterations
        Discriminator Loss                         = -1.83444142342

    Generator_Loss: -13.0442781448
435
    After 20 iterations
        Discriminator Loss                         = -1.28845798969

    Generator_Loss: 4.84294366837
436
    After 20 iterations
        Discriminator Loss                         = -1.30598151684

    Generator_Loss: 5.98486709595
437
    After 20 iterations
        Discriminator Loss                         = -2.09535551071

    Generator_Loss: -15.5533857346
438
    After 20 iterations
        Discriminator Loss                         = -1.66055417061

    Generator_Loss: 8.39209747314
439
    After 20 iterations
        Discriminator Loss                         = -1.63886702061

    Generator_Loss: -1.58753049374
440
    After 20 iterations
        Discriminator Loss                         = -1.2201808691

    Generator_Loss: -11.0575227737
441
    After 20 iterations
        Discriminator Loss                         = -0.970466315746

    Generator_Loss: -8.87886428833
442
    After 20 iterations
        Discriminator Loss                         = -1.73324728012

    Generator_Loss: 8.90069961548
443
    After 20 iterations
        Discriminator Loss                         = -2.18905615807

    Generator_Loss: 1.04468715191
444
    After 20 iterations
        Discriminator Loss                         = -1.91436457634

    Generator_Loss: -21.8105144501
445
    After 20 iterations
        Discriminator Loss                         = -1.44576668739

    Generator_Loss: -29.9440975189
446
    After 20 iterations
        Discriminator Loss                         = -1.33947944641

    Generator_Loss: -2.50090789795
447
    After 20 iterations
        Discriminator Loss                         = -2.01643681526

    Generator_Loss: -13.7553491592
448
    After 20 iterations
        Discriminator Loss                         = -1.44344127178

    Generator_Loss: 4.87042617798
449
    After 20 iterations
        Discriminator Loss                         = -1.91214501858

    Generator_Loss: 6.10754203796
450
     Level #0 Epoch #4 Batch #450
    After 20 iterations
        Discriminator Loss                         = -1.47834968567

    Generator_Loss: -4.78468704224
451
    After 20 iterations
        Discriminator Loss                         = -1.17955005169

    Generator_Loss: -7.78673124313
452
    After 20 iterations
        Discriminator Loss                         = -1.39729273319

    Generator_Loss: 10.5027627945
453
    After 20 iterations
        Discriminator Loss                         = -1.52883458138

    Generator_Loss: 11.0430307388
454
    After 20 iterations
        Discriminator Loss                         = -1.62879657745

    Generator_Loss: -21.2199707031
455
    After 20 iterations
        Discriminator Loss                         = -1.98115837574

    Generator_Loss: 7.24374341965
456
    After 20 iterations
        Discriminator Loss                         = -2.10996007919

    Generator_Loss: -10.9326677322
457
    After 20 iterations
        Discriminator Loss                         = -1.41206896305

    Generator_Loss: 20.299413681
458
    After 20 iterations
        Discriminator Loss                         = -1.3951022625

    Generator_Loss: 0.923842012882
459
    After 20 iterations
        Discriminator Loss                         = -1.45201599598

    Generator_Loss: -9.86194133759
460
    After 20 iterations
        Discriminator Loss                         = -1.68385076523

    Generator_Loss: -22.5033893585
461
    After 20 iterations
        Discriminator Loss                         = -1.41617202759

    Generator_Loss: 0.924090206623
462
    After 20 iterations
        Discriminator Loss                         = -1.9484487772

    Generator_Loss: -33.8604774475
463
    After 20 iterations
        Discriminator Loss                         = -1.18707489967

    Generator_Loss: -9.64451599121
464
    After 20 iterations
        Discriminator Loss                         = -1.32206583023

    Generator_Loss: 19.5862236023
465
    After 20 iterations
        Discriminator Loss                         = -1.50607764721

    Generator_Loss: -2.86224961281
466
    After 20 iterations
        Discriminator Loss                         = -1.39948761463

    Generator_Loss: -22.3287773132
467
    After 20 iterations
        Discriminator Loss                         = -2.25228404999

    Generator_Loss: 1.12763249874
468
    After 20 iterations
        Discriminator Loss                         = -1.48311877251

    Generator_Loss: 17.0622196198
469
    After 20 iterations
        Discriminator Loss                         = -1.36628699303

    Generator_Loss: 1.90225088596
470
    After 20 iterations
        Discriminator Loss                         = -1.3448830843

    Generator_Loss: -3.68318152428
471
    After 20 iterations
        Discriminator Loss                         = -1.21154868603

    Generator_Loss: 23.7123088837
472
    After 20 iterations
        Discriminator Loss                         = -1.16091227531

    Generator_Loss: 3.84074473381
473
    After 20 iterations
        Discriminator Loss                         = -1.56294631958

    Generator_Loss: -19.0483818054
474
    After 20 iterations
        Discriminator Loss                         = -1.94465887547

    Generator_Loss: 32.3190994263
475
     Level #0 Epoch #4 Batch #475
    After 20 iterations
        Discriminator Loss                         = -1.1685860157

    Generator_Loss: -11.2999544144
476
    After 20 iterations
        Discriminator Loss                         = -1.9653942585

    Generator_Loss: -9.52707767487
477
    After 20 iterations
        Discriminator Loss                         = -1.29436016083

    Generator_Loss: -8.92074394226
478
    After 20 iterations
        Discriminator Loss                         = -1.43394637108

    Generator_Loss: -0.884154677391
479
    After 20 iterations
        Discriminator Loss                         = -2.56412577629

    Generator_Loss: 2.01783466339
480
    After 20 iterations
        Discriminator Loss                         = -1.73990345001

    Generator_Loss: -13.7225799561
481
    After 20 iterations
        Discriminator Loss                         = -2.22636318207

    Generator_Loss: 10.8283758163
482
    After 20 iterations
        Discriminator Loss                         = -1.37838435173

    Generator_Loss: 4.79128503799
483
    After 20 iterations
        Discriminator Loss                         = -1.52734065056

    Generator_Loss: -24.1051235199
484
    After 20 iterations
        Discriminator Loss                         = -1.14449584484

    Generator_Loss: -3.59068536758
485
    After 20 iterations
        Discriminator Loss                         = -1.96847200394

    Generator_Loss: 31.7854919434
486
    After 20 iterations
        Discriminator Loss                         = -1.61911571026

    Generator_Loss: 10.1927375793
487
    After 20 iterations
        Discriminator Loss                         = -1.71271753311

    Generator_Loss: -32.879196167
488
    After 20 iterations
        Discriminator Loss                         = -1.21518206596

    Generator_Loss: -22.833240509
489
    After 20 iterations
        Discriminator Loss                         = -2.20165681839

    Generator_Loss: -15.0971126556
490
    After 20 iterations
        Discriminator Loss                         = -1.23924469948

    Generator_Loss: 17.09075737
491
    After 20 iterations
        Discriminator Loss                         = -1.78772723675

    Generator_Loss: 30.0794258118
492
    After 20 iterations
        Discriminator Loss                         = -2.03324651718

    Generator_Loss: 18.1899299622
493
    After 20 iterations
        Discriminator Loss                         = -1.85690426826

    Generator_Loss: -9.07508945465
494
    After 20 iterations
        Discriminator Loss                         = -1.60961401463

    Generator_Loss: -34.119934082
495
    After 20 iterations
        Discriminator Loss                         = -1.69817757607

    Generator_Loss: -30.86693573
496
    After 20 iterations
        Discriminator Loss                         = -1.48535811901

    Generator_Loss: 21.1426181793
497
    After 20 iterations
        Discriminator Loss                         = -1.71150350571

    Generator_Loss: -15.6773586273
498
    After 20 iterations
        Discriminator Loss                         = -1.41211307049

    Generator_Loss: 4.30950784683
499
    After 20 iterations
        Discriminator Loss                         = -1.20413160324

    Generator_Loss: 8.71232795715
500
     Level #0 Epoch #4 Batch #500
    After 20 iterations
        Discriminator Loss                         = -1.32994568348

    Generator_Loss: 9.66532993317
501
    After 20 iterations
        Discriminator Loss                         = -1.72484612465

    Generator_Loss: 17.7010536194
502
    After 20 iterations
        Discriminator Loss                         = -1.19322490692

    Generator_Loss: -3.90208077431
503
    After 20 iterations
        Discriminator Loss                         = -1.25310087204

    Generator_Loss: 20.754234314
504
    After 20 iterations
        Discriminator Loss                         = -1.89281237125

    Generator_Loss: 2.18534636497
505
    After 20 iterations
        Discriminator Loss                         = -1.27257823944

    Generator_Loss: -9.58022499084
506
    After 20 iterations
        Discriminator Loss                         = -1.55210804939

    Generator_Loss: -4.87379980087
507
    After 20 iterations
        Discriminator Loss                         = -1.70112144947

    Generator_Loss: 12.2790870667
508
    After 20 iterations
        Discriminator Loss                         = -1.25229346752

    Generator_Loss: -5.31472730637
509
    After 20 iterations
        Discriminator Loss                         = -1.87938094139

    Generator_Loss: 20.2806148529
510
    After 20 iterations
        Discriminator Loss                         = -2.62143278122

    Generator_Loss: 14.937005043
511
    After 20 iterations
        Discriminator Loss                         = -1.25484585762

    Generator_Loss: -10.8504590988
512
    After 20 iterations
        Discriminator Loss                         = -1.51502799988

    Generator_Loss: -8.22059249878
513
    After 20 iterations
        Discriminator Loss                         = -1.37035322189

    Generator_Loss: 0.213446572423
514
    After 20 iterations
        Discriminator Loss                         = -1.64753854275

    Generator_Loss: 0.398068726063
515
    After 20 iterations
        Discriminator Loss                         = -1.59043180943

    Generator_Loss: 6.19178724289
516
    After 20 iterations
        Discriminator Loss                         = -1.64451599121

    Generator_Loss: -13.2740049362
517
    After 20 iterations
        Discriminator Loss                         = -2.14703965187

    Generator_Loss: -33.4815139771
518
    After 20 iterations
        Discriminator Loss                         = -2.19583082199

    Generator_Loss: -23.7555561066
519
    After 20 iterations
        Discriminator Loss                         = -2.49107336998

    Generator_Loss: -17.0056152344
520
    After 20 iterations
        Discriminator Loss                         = -3.10412478447

    Generator_Loss: 18.5357723236
521
    After 20 iterations
        Discriminator Loss                         = -1.79357433319

    Generator_Loss: 11.881986618
522
    After 20 iterations
        Discriminator Loss                         = -1.21751177311

    Generator_Loss: -3.10189676285
523
    After 20 iterations
        Discriminator Loss                         = -1.68161201477

    Generator_Loss: 15.9269046783
524
    After 20 iterations
        Discriminator Loss                         = -1.5884616375

    Generator_Loss: 2.08273887634
525
     Level #0 Epoch #4 Batch #525
    After 20 iterations
        Discriminator Loss                         = -1.39249265194

    Generator_Loss: -0.631276965141
526
    After 20 iterations
        Discriminator Loss                         = -1.43392789364

    Generator_Loss: -27.0809440613
527
    After 20 iterations
        Discriminator Loss                         = -1.08638143539

    Generator_Loss: 15.1779985428
528
    After 20 iterations
        Discriminator Loss                         = -1.76474905014

    Generator_Loss: -18.0450820923
529
    After 20 iterations
        Discriminator Loss                         = -1.8946120739

    Generator_Loss: 20.4569778442
530
    After 20 iterations
        Discriminator Loss                         = -1.67336297035

    Generator_Loss: -1.1190495491
531
    After 20 iterations
        Discriminator Loss                         = -1.40668129921

    Generator_Loss: 7.59875535965
532
    After 20 iterations
        Discriminator Loss                         = -1.55573308468

    Generator_Loss: 19.9269008636
533
    After 20 iterations
        Discriminator Loss                         = -1.74318647385

    Generator_Loss: -1.68002784252
534
    After 20 iterations
        Discriminator Loss                         = -0.920148491859

    Generator_Loss: -14.2207126617
535
    After 20 iterations
        Discriminator Loss                         = -1.19309878349

    Generator_Loss: -18.4132118225
536
    After 20 iterations
        Discriminator Loss                         = -1.35488379002

    Generator_Loss: -2.21477031708
537
    After 20 iterations
        Discriminator Loss                         = -1.34790527821

    Generator_Loss: -29.2648391724
538
    After 20 iterations
        Discriminator Loss                         = -1.28577876091

    Generator_Loss: -1.10996103287
539
    After 20 iterations
        Discriminator Loss                         = -1.77923858166

    Generator_Loss: -6.46116542816
540
    After 20 iterations
        Discriminator Loss                         = -1.15824198723

    Generator_Loss: -7.48559093475
541
    After 20 iterations
        Discriminator Loss                         = -1.60400605202

    Generator_Loss: 7.74383687973
542
    After 20 iterations
        Discriminator Loss                         = -1.84868180752

    Generator_Loss: -11.8492240906
543
    After 20 iterations
        Discriminator Loss                         = -1.79997730255

    Generator_Loss: -11.3124437332
544
    After 20 iterations
        Discriminator Loss                         = -2.30049920082

    Generator_Loss: -29.2536010742
545
    After 20 iterations
        Discriminator Loss                         = -1.88883209229

    Generator_Loss: 8.57234287262
546
    After 20 iterations
        Discriminator Loss                         = -1.31107974052

    Generator_Loss: -8.33669090271
547
    After 20 iterations
        Discriminator Loss                         = -1.64927387238

    Generator_Loss: -11.9999704361
548
    After 20 iterations
        Discriminator Loss                         = -1.69678235054

    Generator_Loss: -2.37248468399
549
    After 20 iterations
        Discriminator Loss                         = -1.26060330868

    Generator_Loss: 23.923948288
550
     Level #0 Epoch #4 Batch #550
    After 20 iterations
        Discriminator Loss                         = -1.98330044746

    Generator_Loss: -10.4856081009
551
    After 20 iterations
        Discriminator Loss                         = -2.43571090698

    Generator_Loss: 4.32410669327
552
    After 20 iterations
        Discriminator Loss                         = -2.18690037727

    Generator_Loss: 28.7083454132
553
    After 20 iterations
        Discriminator Loss                         = -1.21396076679

    Generator_Loss: 3.35022425652
554
    After 20 iterations
        Discriminator Loss                         = -1.94260263443

    Generator_Loss: 19.7041397095
555
    After 20 iterations
        Discriminator Loss                         = -2.33208703995

    Generator_Loss: -36.7529258728
556
    After 20 iterations
        Discriminator Loss                         = -0.951069891453

    Generator_Loss: 7.88069438934
557
    After 20 iterations
        Discriminator Loss                         = -1.19926905632

    Generator_Loss: 15.487944603
558
    After 20 iterations
        Discriminator Loss                         = -1.2475758791

    Generator_Loss: 3.63605666161
559
    After 20 iterations
        Discriminator Loss                         = -2.30050086975

    Generator_Loss: -23.1224651337
560
    After 20 iterations
        Discriminator Loss                         = -1.253657341

    Generator_Loss: 7.67459344864
561
    After 20 iterations
        Discriminator Loss                         = -1.55794477463

    Generator_Loss: -11.1717128754
562
    After 20 iterations
        Discriminator Loss                         = -1.8392714262

    Generator_Loss: -10.8935470581
563
    After 20 iterations
        Discriminator Loss                         = -0.927807152271

    Generator_Loss: -4.624771595
564
    After 20 iterations
        Discriminator Loss                         = -1.14179205894

    Generator_Loss: -6.55229139328
565
    After 20 iterations
        Discriminator Loss                         = -1.2429265976

    Generator_Loss: 1.95685660839
566
    After 20 iterations
        Discriminator Loss                         = -1.53500235081

    Generator_Loss: -11.352602005
567
    After 20 iterations
        Discriminator Loss                         = -1.47071862221

    Generator_Loss: -30.6579170227
568
    After 20 iterations
        Discriminator Loss                         = -1.08830285072

    Generator_Loss: 8.56821632385
569
    After 20 iterations
        Discriminator Loss                         = -2.16285324097

    Generator_Loss: 29.8377742767
570
    After 20 iterations
        Discriminator Loss                         = -1.49407410622

    Generator_Loss: 17.1239776611
571
    After 20 iterations
        Discriminator Loss                         = -2.02489614487

    Generator_Loss: 7.96916103363
572
    After 20 iterations
        Discriminator Loss                         = -1.91110253334

    Generator_Loss: -18.8510398865
573
    After 20 iterations
        Discriminator Loss                         = -1.57324540615

    Generator_Loss: 4.94741678238
574
    After 20 iterations
        Discriminator Loss                         = -1.38130438328

    Generator_Loss: 1.41353487968
575
     Level #0 Epoch #4 Batch #575
    After 20 iterations
        Discriminator Loss                         = -1.35134148598

    Generator_Loss: 10.5270023346
576
    After 20 iterations
        Discriminator Loss                         = -2.24598932266

    Generator_Loss: 13.602519989
577
    After 20 iterations
        Discriminator Loss                         = -1.57577109337

    Generator_Loss: 15.2872009277
578
    After 20 iterations
        Discriminator Loss                         = -1.41535747051

    Generator_Loss: 7.18463754654
579
    After 20 iterations
        Discriminator Loss                         = -1.31924962997

    Generator_Loss: -2.32895469666
580
    After 20 iterations
        Discriminator Loss                         = -1.43202424049

    Generator_Loss: 0.810484349728
581
    After 20 iterations
        Discriminator Loss                         = -1.61291527748

    Generator_Loss: -19.9403190613
582
    After 20 iterations
        Discriminator Loss                         = -1.14984846115

    Generator_Loss: 18.3327388763
583
    After 20 iterations
        Discriminator Loss                         = -1.97616708279

    Generator_Loss: -12.9182596207
584
    After 20 iterations
        Discriminator Loss                         = -2.17742395401

    Generator_Loss: 2.80074834824
585
    After 20 iterations
        Discriminator Loss                         = -1.6501942873

    Generator_Loss: 16.8449726105
586
    After 20 iterations
        Discriminator Loss                         = -1.36562275887

    Generator_Loss: 7.26398038864
587
    After 20 iterations
        Discriminator Loss                         = -1.26187431812

    Generator_Loss: 34.7141036987
588
    After 20 iterations
        Discriminator Loss                         = -1.33977222443

    Generator_Loss: 5.61294746399
589
    After 20 iterations
        Discriminator Loss                         = -1.66849768162

    Generator_Loss: -11.8608169556
590
    After 20 iterations
        Discriminator Loss                         = -1.5443059206

    Generator_Loss: -28.2327232361
591
    After 20 iterations
        Discriminator Loss                         = -1.65183448792

    Generator_Loss: -23.1327781677
592
    After 20 iterations
        Discriminator Loss                         = -1.38637852669

    Generator_Loss: -11.0023822784
593
    After 20 iterations
        Discriminator Loss                         = -2.09837222099

    Generator_Loss: 19.5442810059
594
    After 20 iterations
        Discriminator Loss                         = -1.70861029625

    Generator_Loss: 23.7276649475
595
    After 20 iterations
        Discriminator Loss                         = -2.64901208878

    Generator_Loss: 3.6297211647
596
    After 20 iterations
        Discriminator Loss                         = -2.9274790287

    Generator_Loss: -33.6417274475
597
    After 20 iterations
        Discriminator Loss                         = -0.856900393963

    Generator_Loss: -13.7556667328
598
    After 20 iterations
        Discriminator Loss                         = -2.99243712425

    Generator_Loss: -9.80227661133
599
    After 20 iterations
        Discriminator Loss                         = -1.69050383568

    Generator_Loss: -7.62911319733
600
     Level #0 Epoch #4 Batch #600
    After 20 iterations
        Discriminator Loss                         = -1.39233601093

    Generator_Loss: -20.1370658875
601
    After 20 iterations
        Discriminator Loss                         = -1.11566305161

    Generator_Loss: 0.813495397568
602
    After 20 iterations
        Discriminator Loss                         = -1.12516772747

    Generator_Loss: 0.249913081527
603
    After 20 iterations
        Discriminator Loss                         = -1.3176612854

    Generator_Loss: -5.47610235214
604
    After 20 iterations
        Discriminator Loss                         = -1.2930201292

    Generator_Loss: 10.9368286133
605
    After 20 iterations
        Discriminator Loss                         = -2.26548075676

    Generator_Loss: -11.4667358398
606
    After 20 iterations
        Discriminator Loss                         = -2.5853676796

    Generator_Loss: -2.59506893158
607
    After 20 iterations
        Discriminator Loss                         = -1.83996760845

    Generator_Loss: 9.34996700287
608
    After 20 iterations
        Discriminator Loss                         = -1.58457577229

    Generator_Loss: 15.4580860138
609
    After 20 iterations
        Discriminator Loss                         = -1.66760504246

    Generator_Loss: 2.79335308075
610
    After 20 iterations
        Discriminator Loss                         = -1.70111572742

    Generator_Loss: 17.4197216034
611
    After 20 iterations
        Discriminator Loss                         = -1.11744642258

    Generator_Loss: 24.4570922852
612
    After 20 iterations
        Discriminator Loss                         = -1.4226038456

    Generator_Loss: -2.97519683838
613
    After 20 iterations
        Discriminator Loss                         = -1.24664640427

    Generator_Loss: 5.00697278976
614
    After 20 iterations
        Discriminator Loss                         = -1.28596282005

    Generator_Loss: 7.72004318237
615
    After 20 iterations
        Discriminator Loss                         = -2.72118282318

    Generator_Loss: -0.121713466942
616
    After 20 iterations
        Discriminator Loss                         = -2.17665290833

    Generator_Loss: -1.6608723402
617
    After 20 iterations
        Discriminator Loss                         = -1.5352216959

    Generator_Loss: -5.85864210129
618
    After 20 iterations
        Discriminator Loss                         = -1.60033679008

    Generator_Loss: 3.197909832
619
    After 20 iterations
        Discriminator Loss                         = -1.56384348869

    Generator_Loss: 7.22563791275
620
    After 20 iterations
        Discriminator Loss                         = -1.40136611462

    Generator_Loss: -25.2228565216
621
    After 20 iterations
        Discriminator Loss                         = -2.47501754761

    Generator_Loss: 9.67841815948
622
    After 20 iterations
        Discriminator Loss                         = -1.4768743515

    Generator_Loss: 12.0680580139
623
    After 20 iterations
        Discriminator Loss                         = -1.57916808128

    Generator_Loss: -14.107383728
624
    After 20 iterations
        Discriminator Loss                         = -1.1680560112

    Generator_Loss: -24.2214622498
625
     Level #0 Epoch #4 Batch #625
    After 20 iterations
        Discriminator Loss                         = -1.26704001427

    Generator_Loss: -10.4552736282
626
    After 20 iterations
        Discriminator Loss                         = -1.54726171494

    Generator_Loss: -14.4458312988
627
    After 20 iterations
        Discriminator Loss                         = -2.56772780418

    Generator_Loss: 10.1120233536
628
    After 20 iterations
        Discriminator Loss                         = -2.07762861252

    Generator_Loss: -19.2136707306
629
    After 20 iterations
        Discriminator Loss                         = -1.10925364494

    Generator_Loss: -11.0756406784
630
    After 20 iterations
        Discriminator Loss                         = -2.0331184864

    Generator_Loss: -31.3062267303
631
    After 20 iterations
        Discriminator Loss                         = -1.30715048313

    Generator_Loss: 5.34691810608
632
    After 20 iterations
        Discriminator Loss                         = -1.50981128216

    Generator_Loss: 10.9944810867
633
    After 20 iterations
        Discriminator Loss                         = -1.66445910931

    Generator_Loss: 26.6355075836
634
    After 20 iterations
        Discriminator Loss                         = -2.10744357109

    Generator_Loss: -4.59846878052
635
    After 20 iterations
        Discriminator Loss                         = -1.28697383404

    Generator_Loss: -13.600399971
636
    After 20 iterations
        Discriminator Loss                         = -2.15660524368

    Generator_Loss: -15.2563371658
637
    After 20 iterations
        Discriminator Loss                         = -1.81999886036

    Generator_Loss: -27.8264904022
638
    After 20 iterations
        Discriminator Loss                         = -1.52708828449

    Generator_Loss: -0.210540488362
639
    After 20 iterations
        Discriminator Loss                         = -1.85893690586

    Generator_Loss: -28.4330692291
640
    After 20 iterations
        Discriminator Loss                         = -1.39476323128

    Generator_Loss: -16.1290130615
641
    After 20 iterations
        Discriminator Loss                         = -1.74733650684

    Generator_Loss: 15.862203598
642
    After 20 iterations
        Discriminator Loss                         = -2.14226222038

    Generator_Loss: -24.2614459991
643
    After 20 iterations
        Discriminator Loss                         = -2.11649489403

    Generator_Loss: -26.8995304108
644
    After 20 iterations
        Discriminator Loss                         = -1.5512355566

    Generator_Loss: 21.9720745087
645
    After 20 iterations
        Discriminator Loss                         = -1.4445912838

    Generator_Loss: 16.3815078735
646
    After 20 iterations
        Discriminator Loss                         = -1.75490307808

    Generator_Loss: 3.96136641502
647
    After 20 iterations
        Discriminator Loss                         = -1.88134539127

    Generator_Loss: 2.09717869759
648
    After 20 iterations
        Discriminator Loss                         = -1.52783894539

    Generator_Loss: 6.17876338959
649
    After 20 iterations
        Discriminator Loss                         = -1.28213369846

    Generator_Loss: 7.99484920502
650
     Level #0 Epoch #4 Batch #650
    After 20 iterations
        Discriminator Loss                         = -1.65073442459

    Generator_Loss: 23.5563793182
651
    After 20 iterations
        Discriminator Loss                         = -1.44188177586

    Generator_Loss: -15.2333030701
652
    After 20 iterations
        Discriminator Loss                         = -2.13868904114

    Generator_Loss: -11.6444282532
653
    After 20 iterations
        Discriminator Loss                         = -1.62794864178

    Generator_Loss: -6.04400777817
654
    After 20 iterations
        Discriminator Loss                         = -2.34686040878

    Generator_Loss: -9.66390705109
655
    After 20 iterations
        Discriminator Loss                         = -1.7405847311

    Generator_Loss: 2.50206565857
656
    After 20 iterations
        Discriminator Loss                         = -1.50150847435

    Generator_Loss: -2.70030522346
657
    After 20 iterations
        Discriminator Loss                         = -1.68439114094

    Generator_Loss: 2.21194410324
658
    After 20 iterations
        Discriminator Loss                         = -1.26665127277

    Generator_Loss: 12.9341926575
659
    After 20 iterations
        Discriminator Loss                         = -1.25876736641

    Generator_Loss: -19.918794632
660
    After 20 iterations
        Discriminator Loss                         = -1.68669807911

    Generator_Loss: -33.6451187134
661
    After 20 iterations
        Discriminator Loss                         = -1.42015480995

    Generator_Loss: -12.0646209717
662
    After 20 iterations
        Discriminator Loss                         = -1.22019743919

    Generator_Loss: 0.365753859282
663
    After 20 iterations
        Discriminator Loss                         = -2.07525491714

    Generator_Loss: -17.9065952301
664
    After 20 iterations
        Discriminator Loss                         = -1.91978752613

    Generator_Loss: -0.41729041934
665
    After 20 iterations
        Discriminator Loss                         = -1.29742646217

    Generator_Loss: 16.091053009
666
    After 20 iterations
        Discriminator Loss                         = -1.20760321617

    Generator_Loss: -3.3357834816
667
    After 20 iterations
        Discriminator Loss                         = -1.35112774372

    Generator_Loss: 9.05178260803
668
    After 20 iterations
        Discriminator Loss                         = -1.15271151066

    Generator_Loss: -1.37669301033
669
    After 20 iterations
        Discriminator Loss                         = -1.74202370644

    Generator_Loss: 4.47038412094
670
    After 20 iterations
        Discriminator Loss                         = -1.65066087246

    Generator_Loss: -3.70990037918
671
    After 20 iterations
        Discriminator Loss                         = -1.31593132019

    Generator_Loss: -3.44469618797
672
    After 20 iterations
        Discriminator Loss                         = -1.62121319771

    Generator_Loss: -13.8587703705
673
    After 20 iterations
        Discriminator Loss                         = -1.79933869839

    Generator_Loss: -5.75855112076
674
    After 20 iterations
        Discriminator Loss                         = -1.22510814667

    Generator_Loss: 29.5050144196
675
     Level #0 Epoch #4 Batch #675
    After 20 iterations
        Discriminator Loss                         = -1.97418630123

    Generator_Loss: -13.2607841492
676
    After 20 iterations
        Discriminator Loss                         = -1.15620088577

    Generator_Loss: 4.80210256577
677
    After 20 iterations
        Discriminator Loss                         = -1.59730923176

    Generator_Loss: 23.8834571838
678
    After 20 iterations
        Discriminator Loss                         = -2.11831593513

    Generator_Loss: 26.4961681366
679
    After 20 iterations
        Discriminator Loss                         = -1.29202270508

    Generator_Loss: 3.07185554504
680
    After 20 iterations
        Discriminator Loss                         = -2.18185091019

    Generator_Loss: -16.1122665405
681
    After 20 iterations
        Discriminator Loss                         = -1.64799654484

    Generator_Loss: -24.1690940857
682
    After 20 iterations
        Discriminator Loss                         = -1.73481333256

    Generator_Loss: -25.4423522949
683
    After 20 iterations
        Discriminator Loss                         = -1.29265248775

    Generator_Loss: 3.62032914162
684
    After 20 iterations
        Discriminator Loss                         = -1.73637318611

    Generator_Loss: -1.06202316284
685
    After 20 iterations
        Discriminator Loss                         = -0.888901531696

    Generator_Loss: -15.0325708389
686
    After 20 iterations
        Discriminator Loss                         = -2.4508728981

    Generator_Loss: 3.49109268188
687
    After 20 iterations
        Discriminator Loss                         = -1.75980424881

    Generator_Loss: 17.2368221283
688
    After 20 iterations
        Discriminator Loss                         = -1.54804778099

    Generator_Loss: 12.3903045654
689
    After 20 iterations
        Discriminator Loss                         = -1.4327019453

    Generator_Loss: -18.2650871277
690
    After 20 iterations
        Discriminator Loss                         = -1.80770003796

    Generator_Loss: 7.68064117432
691
    After 20 iterations
        Discriminator Loss                         = -1.95012974739

    Generator_Loss: -14.7830200195
692
    After 20 iterations
        Discriminator Loss                         = -1.95354247093

    Generator_Loss: 12.4759063721
693
    After 20 iterations
        Discriminator Loss                         = -1.64395129681

    Generator_Loss: 9.70720005035
694
    After 20 iterations
        Discriminator Loss                         = -1.33950960636

    Generator_Loss: -12.4527006149
695
    After 20 iterations
        Discriminator Loss                         = -1.50241601467

    Generator_Loss: 3.65060162544
696
    After 20 iterations
        Discriminator Loss                         = -2.74040579796

    Generator_Loss: 5.40900325775
697
    After 20 iterations
        Discriminator Loss                         = -1.20356464386

    Generator_Loss: 12.2076053619
698
    After 20 iterations
        Discriminator Loss                         = -1.55654788017

    Generator_Loss: 6.87815189362
699
    After 20 iterations
        Discriminator Loss                         = -1.43220448494

    Generator_Loss: 7.12233352661
700
     Level #0 Epoch #4 Batch #700
    After 20 iterations
        Discriminator Loss                         = -1.55695557594

    Generator_Loss: 16.440454483
701
    After 20 iterations
        Discriminator Loss                         = -1.4870839119

    Generator_Loss: -8.5143327713
702
    After 20 iterations
        Discriminator Loss                         = -1.30599653721

    Generator_Loss: 2.59453964233
703
    After 20 iterations
        Discriminator Loss                         = -1.49851536751

    Generator_Loss: -20.9000873566
704
    After 20 iterations
        Discriminator Loss                         = -1.71727895737

    Generator_Loss: -0.659395098686
705
    After 20 iterations
        Discriminator Loss                         = -1.00732302666

    Generator_Loss: 8.91366195679
706
    After 20 iterations
        Discriminator Loss                         = -2.22557401657

    Generator_Loss: -31.1749591827
707
    After 20 iterations
        Discriminator Loss                         = -2.4654302597

    Generator_Loss: -5.28851270676
708
    After 20 iterations
        Discriminator Loss                         = -1.89922857285

    Generator_Loss: 0.262288957834
709
    After 20 iterations
        Discriminator Loss                         = -1.10792553425

    Generator_Loss: 10.0370397568
710
    After 20 iterations
        Discriminator Loss                         = -1.2196573019

    Generator_Loss: 0.94336938858
711
    After 20 iterations
        Discriminator Loss                         = -1.70223045349

    Generator_Loss: -9.38277721405
712
    After 20 iterations
        Discriminator Loss                         = -1.36909520626

    Generator_Loss: 15.3862438202
713
    After 20 iterations
        Discriminator Loss                         = -2.69129037857

    Generator_Loss: 27.3184890747
714
    After 20 iterations
        Discriminator Loss                         = -1.21870946884

    Generator_Loss: -14.9591436386
715
    After 20 iterations
        Discriminator Loss                         = -2.46257853508

    Generator_Loss: 2.32360005379
716
    After 20 iterations
        Discriminator Loss                         = -1.88174176216

    Generator_Loss: -1.48515510559
717
    After 20 iterations
        Discriminator Loss                         = -1.57609558105

    Generator_Loss: -10.7356786728
718
    After 20 iterations
        Discriminator Loss                         = -1.44648885727

    Generator_Loss: -18.0864562988
719
    After 20 iterations
        Discriminator Loss                         = -1.82611787319

    Generator_Loss: 1.25585055351
720
    After 20 iterations
        Discriminator Loss                         = -2.17366814613

    Generator_Loss: -31.4889163971
721
    After 20 iterations
        Discriminator Loss                         = -1.328166008

    Generator_Loss: -17.5491199493
722
    After 20 iterations
        Discriminator Loss                         = -1.26680541039

    Generator_Loss: 12.0792207718
723
    After 20 iterations
        Discriminator Loss                         = -1.54195785522

    Generator_Loss: -7.02507066727
724
    After 20 iterations
        Discriminator Loss                         = -1.37799012661

    Generator_Loss: 10.8502340317
725
     Level #0 Epoch #4 Batch #725
    After 20 iterations
        Discriminator Loss                         = -1.97282803059

    Generator_Loss: 2.4459643364
726
    After 20 iterations
        Discriminator Loss                         = -1.465097785

    Generator_Loss: -7.49287223816
727
    After 20 iterations
        Discriminator Loss                         = -1.64361655712

    Generator_Loss: 8.5223903656
728
    After 20 iterations
        Discriminator Loss                         = -0.899036288261

    Generator_Loss: -21.2600669861
729
    After 20 iterations
        Discriminator Loss                         = -1.38854467869

    Generator_Loss: 5.38729143143
730
    After 20 iterations
        Discriminator Loss                         = -1.88389050961

    Generator_Loss: -0.00719752954319
731
    After 20 iterations
        Discriminator Loss                         = -2.22492337227

    Generator_Loss: -8.18988418579
732
    After 20 iterations
        Discriminator Loss                         = -1.53473746777

    Generator_Loss: -13.3975744247
733
    After 20 iterations
        Discriminator Loss                         = -1.25107610226

    Generator_Loss: 5.47763633728
734
    After 20 iterations
        Discriminator Loss                         = -1.35543131828

    Generator_Loss: -20.9992275238
735
    After 20 iterations
        Discriminator Loss                         = -2.66833782196

    Generator_Loss: 3.94446325302
736
    After 20 iterations
        Discriminator Loss                         = -1.30962777138

    Generator_Loss: 13.6658782959
737
    After 20 iterations
        Discriminator Loss                         = -1.1137856245

    Generator_Loss: -15.6755123138
738
    After 20 iterations
        Discriminator Loss                         = -1.39654397964

    Generator_Loss: -9.85477161407
739
    After 20 iterations
        Discriminator Loss                         = -1.25640630722

    Generator_Loss: -2.31767821312
740
    After 20 iterations
        Discriminator Loss                         = -1.27494096756

    Generator_Loss: 19.4854030609
741
    After 20 iterations
        Discriminator Loss                         = -2.01427745819

    Generator_Loss: 23.7381381989
742
    After 20 iterations
        Discriminator Loss                         = -1.67832458019

    Generator_Loss: -32.8192749023
743
    After 20 iterations
        Discriminator Loss                         = -1.31040966511

    Generator_Loss: 3.69629621506
744
    After 20 iterations
        Discriminator Loss                         = -1.43396699429

    Generator_Loss: 5.49641180038
745
    After 20 iterations
        Discriminator Loss                         = -1.17200112343

    Generator_Loss: 13.7310857773
746
    After 20 iterations
        Discriminator Loss                         = -1.12666559219

    Generator_Loss: -16.6629562378
747
    After 20 iterations
        Discriminator Loss                         = -1.95985424519

    Generator_Loss: -28.1575050354
748
    After 20 iterations
        Discriminator Loss                         = -1.54737222195

    Generator_Loss: 0.201895594597
749
    After 20 iterations
        Discriminator Loss                         = -1.48843872547

    Generator_Loss: -1.24334967136
750
     Level #0 Epoch #4 Batch #750
    After 20 iterations
        Discriminator Loss                         = -1.87943470478

    Generator_Loss: 26.3332386017
751
    After 20 iterations
        Discriminator Loss                         = -1.38399863243

    Generator_Loss: 6.36008501053
752
    After 20 iterations
        Discriminator Loss                         = -1.30430829525

    Generator_Loss: 8.02712535858
753
    After 20 iterations
        Discriminator Loss                         = -1.38390564919

    Generator_Loss: -9.74279880524
754
    After 20 iterations
        Discriminator Loss                         = -1.3180488348

    Generator_Loss: 9.50882053375
755
    After 20 iterations
        Discriminator Loss                         = -1.51968538761

    Generator_Loss: -8.80587863922
756
    After 20 iterations
        Discriminator Loss                         = -1.54453647137

    Generator_Loss: -34.1165313721
757
    After 20 iterations
        Discriminator Loss                         = -1.11810445786

    Generator_Loss: -12.6506443024
758
    After 20 iterations
        Discriminator Loss                         = -1.29787826538

    Generator_Loss: -7.97800445557
759
    After 20 iterations
        Discriminator Loss                         = -1.0177577734

    Generator_Loss: -24.6834201813
760
    After 20 iterations
        Discriminator Loss                         = -2.10117816925

    Generator_Loss: 8.95903301239
761
    After 20 iterations
        Discriminator Loss                         = -2.71119904518

    Generator_Loss: 29.934223175
762
    After 20 iterations
        Discriminator Loss                         = -1.4416834116

    Generator_Loss: 12.222155571
763
    After 20 iterations
        Discriminator Loss                         = -2.45208144188

    Generator_Loss: 5.27877569199
764
    After 20 iterations
        Discriminator Loss                         = -1.05749869347

    Generator_Loss: -13.0756072998
765
    After 20 iterations
        Discriminator Loss                         = -1.34981477261

    Generator_Loss: 26.4886932373
766
    After 20 iterations
        Discriminator Loss                         = -1.49939489365

    Generator_Loss: -1.51942396164
767
    After 20 iterations
        Discriminator Loss                         = -3.31936883926

    Generator_Loss: -1.50680351257
768
    After 20 iterations
        Discriminator Loss                         = -1.41890442371

    Generator_Loss: -21.591255188
769
    After 20 iterations
        Discriminator Loss                         = -1.62470817566

    Generator_Loss: -7.11202096939
770
    After 20 iterations
        Discriminator Loss                         = -1.29445064068

    Generator_Loss: -9.05539131165
771
    After 20 iterations
        Discriminator Loss                         = -2.28245568275

    Generator_Loss: 25.844997406
772
    After 20 iterations
        Discriminator Loss                         = -1.57535886765

    Generator_Loss: 13.4745635986
773
    After 20 iterations
        Discriminator Loss                         = -2.5428211689

    Generator_Loss: 9.80576133728
774
    After 20 iterations
        Discriminator Loss                         = -1.38518512249

    Generator_Loss: -6.53940582275
775
     Level #0 Epoch #4 Batch #775
    After 20 iterations
        Discriminator Loss                         = -1.52532827854

    Generator_Loss: 24.8510990143
776
    After 20 iterations
        Discriminator Loss                         = -1.01700985432

    Generator_Loss: -14.4005422592
777
    After 20 iterations
        Discriminator Loss                         = -1.75550031662

    Generator_Loss: -10.232998848
778
    After 20 iterations
        Discriminator Loss                         = -2.23791599274

    Generator_Loss: -26.8336353302
779
    After 20 iterations
        Discriminator Loss                         = -1.09981667995

    Generator_Loss: -5.20929956436
780
    After 20 iterations
        Discriminator Loss                         = -1.21518445015

    Generator_Loss: -16.5487232208
781

In [37]:
locations_gen = geom_model[0].predict(np.random.randn(1,1,100))
softmax_gen = np.squeeze(morph_model[0].predict(np.random.randn(1,1,100)))

In [38]:
plt.imshow(softmax_gen, interpolation='none', cmap='Greys')
plt.colorbar()
plt.show()



In [39]:
neuron_object = train.plot_example_neuron(locations_gen, softmax_gen)
neuron_object = McNeuron.Neuron(file_format='only list of nodes', input_file = neuron_object.nodes_list)



In [40]:
neuron_object.parent_index


Out[40]:
array([ 0,  0,  1,  2,  3,  4,  5,  0,  6,  8,  9,  9,  8, 12, 13, 14,  9,
       14, 13,  8])

In [41]:
McNeuron.visualize.plot_dedrite_tree(neuron_object)



In [42]:
print np.max(training_data['geometry']['n20'][0, :, :]), np.min(training_data['geometry']['n20'][0, :, :])
print locations_gen.max(), locations_gen.min()


8.11007636228 -0.509370527919
6.55128 -2.07881

In [12]:
neuron_object = McNeuron.Neuron(file_format='only list of nodes', input_file = neuron_object.nodes_list)
neuron_object.fit()
features = neuron_object.features
features.keys()


Out[12]:
['Nbranch',
 'discrepancy_space',
 'global_angle',
 'ratio_euclidian_neuronal',
 'initial_segments',
 'curvature',
 'distance_from_parent',
 'distance_from_root',
 'Nnodes',
 'neural_important',
 'local_angle',
 'euclidian_important',
 'branch_angle',
 'ratio_neural_euclidian_important',
 'branch_angle_segment']

In [13]:
import pprint as pp
pp.pprint(features['branch_angle_segment'])


array([], dtype=float64)

In [ ]:


In [29]:
for ex in range(2200, 2300):
    input_code = dict()
    input_code['morphology'] = training_data['morphology']['n20'][ex, :]
    input_code['geometry'] = np.squeeze(training_data['geometry']['n20'][ex, :, :])
    neuron_object = data_transforms.make_swc_from_prufer_and_locations(input_code)
    neuron_object = McNeuron.Neuron(file_format='only list of nodes', input_file = neuron_object.nodes_list)
    McNeuron.visualize.plot_2D(neuron_object)
    McNeuron.visualize.plot_dedrite_tree(neuron_object)



In [ ]: