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
from keras import backend as K
# Other
import matplotlib.pyplot as plt
from copy import deepcopy
import os
import pickle
%matplotlib inline
# Local
import McNeuron
import morphology_generator as models
import train_one_by_one_morphology as train
import batch_utils
import data_transforms
Using Theano backend.
In [2]:
training_data = pickle.load(open("/Volumes/Arch/Dropbox/HG-GAN/03-Data/synthetic_Two_segment_model_Different_directions_Parent_distance_n20_parent_id.p", "rb"))
#training_data = pickle.load(open("/Users/pavanramkumar/Dropbox/HG-GAN/03-Data/train4.p", "rb"))
In [3]:
n_levels = 1
n_nodes = [20]
input_dim = 100
n_epochs = 5
batch_size = 32
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
train_loss = 'wasserstein_loss'
rule = 'm'
train_one_by_one = False
weight_constraint = [-0.05, 0.05]
In [4]:
geom_model, cond_geom_model, morph_model, cond_morph_model, disc_model, gan_model = \
train.train_model(training_data=training_data,
n_levels=n_levels,
n_nodes=n_nodes,
input_dim=input_dim,
n_epochs=n_epochs,
batch_size=batch_size,
n_batch_per_epoch=n_batch_per_epoch,
d_iters=d_iters,
lr_discriminator=lr_discriminator,
lr_generator=lr_generator,
weight_constraint=weight_constraint,
rule=rule,
train_one_by_one=train_one_by_one,
train_loss=train_loss,
verbose=True)
____________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
====================================================================================================
input_1 (InputLayer) (None, 19, 20) 0
____________________________________________________________________________________________________
lstm_1 (LSTM) (None, 19, 50) 14200 input_1[0][0]
____________________________________________________________________________________________________
reshape_1 (Reshape) (None, 1, 950) 0 lstm_1[0][0]
____________________________________________________________________________________________________
embedding (Dense) (None, 1, 100) 95100 reshape_1[0][0]
____________________________________________________________________________________________________
dense_1 (Dense) (None, 1, 50) 5050 embedding[0][0]
____________________________________________________________________________________________________
dense_2 (Dense) (None, 1, 50) 2550 dense_1[0][0]
____________________________________________________________________________________________________
dense_3 (Dense) (None, 1, 1) 51 dense_2[0][0]
====================================================================================================
Total params: 116,951
Trainable params: 116,951
Non-trainable params: 0
____________________________________________________________________________________________________
____________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
====================================================================================================
noise_input (InputLayer) (None, 1, 100) 0
____________________________________________________________________________________________________
dense_4 (Dense) (None, 1, 570) 57570 noise_input[0][0]
____________________________________________________________________________________________________
dense_5 (Dense) (None, 1, 570) 325470 dense_4[0][0]
____________________________________________________________________________________________________
dense_6 (Dense) (None, 1, 380) 216980 dense_5[0][0]
____________________________________________________________________________________________________
reshape_2 (Reshape) (None, 19, 20) 0 dense_6[0][0]
____________________________________________________________________________________________________
lambda_1 (Lambda) (None, 19, 20) 0 reshape_2[0][0]
====================================================================================================
Total params: 600,020
Trainable params: 600,020
Non-trainable params: 0
____________________________________________________________________________________________________
====================
Level #0
====================
Epoch #0
After 20 iterations
Discriminator Loss = -967.821594238
Generator_Loss: -598.791564941
2
After 20 iterations
Discriminator Loss = -1707.41918945
Generator_Loss: 1959.32788086
3
After 20 iterations
Discriminator Loss = -1933.90380859
Generator_Loss: 3052.96264648
4
After 20 iterations
Discriminator Loss = -1526.31030273
Generator_Loss: -349.807556152
5
After 20 iterations
Discriminator Loss = -1722.69042969
Generator_Loss: -34.7394943237
6
After 20 iterations
Discriminator Loss = -1918.12438965
Generator_Loss: -967.039123535
7
After 20 iterations
Discriminator Loss = -1645.14099121
Generator_Loss: -1018.93591309
8
After 20 iterations
Discriminator Loss = -1854.29797363
Generator_Loss: -456.707214355
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After 20 iterations
Discriminator Loss = -2565.73632812
Generator_Loss: 285.132141113
10
After 20 iterations
Discriminator Loss = -3924.36181641
Generator_Loss: 306.540802002
11
After 20 iterations
Discriminator Loss = -2259.17675781
Generator_Loss: -2471.43603516
12
After 20 iterations
Discriminator Loss = -1316.66455078
Generator_Loss: -1339.39282227
13
After 20 iterations
Discriminator Loss = -3925.7644043
Generator_Loss: 358.579772949
14
After 20 iterations
Discriminator Loss = -1946.88525391
Generator_Loss: 463.483520508
15
After 20 iterations
Discriminator Loss = -1623.52954102
Generator_Loss: -451.703857422
16
After 20 iterations
Discriminator Loss = -1252.53771973
Generator_Loss: -1218.45654297
17
After 20 iterations
Discriminator Loss = -3168.71020508
Generator_Loss: -969.887695312
18
After 20 iterations
Discriminator Loss = -2787.84326172
Generator_Loss: -1239.81286621
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After 20 iterations
Discriminator Loss = -4092.40209961
Generator_Loss: 270.31060791
20
After 20 iterations
Discriminator Loss = -3846.26806641
Generator_Loss: -1546.2779541
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After 20 iterations
Discriminator Loss = -4752.11621094
Generator_Loss: -432.53012085
22
After 20 iterations
Discriminator Loss = -3712.97363281
Generator_Loss: -70.369644165
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After 20 iterations
Discriminator Loss = -3799.32202148
Generator_Loss: -2157.42675781
24
After 20 iterations
Discriminator Loss = -3128.69628906
Generator_Loss: -588.205871582
25
Level #0 Epoch #0 Batch #25
After 20 iterations
Discriminator Loss = -4496.65332031
Generator_Loss: 480.325927734
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After 20 iterations
Discriminator Loss = -4233.36572266
Generator_Loss: -2917.52270508
27
After 20 iterations
Discriminator Loss = -4021.56640625
Generator_Loss: -896.052246094
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After 20 iterations
Discriminator Loss = -5446.1015625
Generator_Loss: -4274.1796875
29
After 20 iterations
Discriminator Loss = -5012.55371094
Generator_Loss: 963.571044922
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After 20 iterations
Discriminator Loss = -4537.92285156
Generator_Loss: -2570.42822266
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After 20 iterations
Discriminator Loss = -3572.08959961
Generator_Loss: -4481.99707031
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After 20 iterations
Discriminator Loss = -4583.40332031
Generator_Loss: -1043.99121094
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After 20 iterations
Discriminator Loss = -2691.2253418
Generator_Loss: -4592.90869141
34
After 20 iterations
Discriminator Loss = -4050.25708008
Generator_Loss: -3923.42236328
35
After 20 iterations
Discriminator Loss = -3791.73364258
Generator_Loss: -4907.62792969
36
After 20 iterations
Discriminator Loss = -4969.0078125
Generator_Loss: 1300.90478516
37
After 20 iterations
Discriminator Loss = -4201.90869141
Generator_Loss: -4069.45703125
38
After 20 iterations
Discriminator Loss = -606.792419434
Generator_Loss: 8858.18554688
39
After 20 iterations
Discriminator Loss = -1928.75195312
Generator_Loss: 8233.33496094
40
After 20 iterations
Discriminator Loss = -2541.49389648
Generator_Loss: 5992.32958984
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After 20 iterations
Discriminator Loss = -4176.88671875
Generator_Loss: 7865.19287109
42
After 20 iterations
Discriminator Loss = -2396.06518555
Generator_Loss: 7397.33105469
43
After 20 iterations
Discriminator Loss = -3483.76318359
Generator_Loss: 8488.94628906
44
After 20 iterations
Discriminator Loss = -3493.51367188
Generator_Loss: 8116.08398438
45
After 20 iterations
Discriminator Loss = -4262.38623047
Generator_Loss: 7044.72119141
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After 20 iterations
Discriminator Loss = -3529.55102539
Generator_Loss: 6655.37011719
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After 20 iterations
Discriminator Loss = -4170.61474609
Generator_Loss: 7812.07421875
48
After 20 iterations
Discriminator Loss = -3501.26098633
Generator_Loss: 6431.37207031
49
After 20 iterations
Discriminator Loss = -4482.30615234
Generator_Loss: 7573.07714844
50
Level #0 Epoch #0 Batch #50
After 20 iterations
Discriminator Loss = -3052.70166016
Generator_Loss: -4214.93652344
51
After 20 iterations
Discriminator Loss = -3967.09887695
Generator_Loss: 1865.81140137
52
After 20 iterations
Discriminator Loss = -3815.94287109
Generator_Loss: -4811.34716797
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After 20 iterations
Discriminator Loss = -4801.12255859
Generator_Loss: -4664.37646484
54
After 20 iterations
Discriminator Loss = -4928.55859375
Generator_Loss: -5265.59033203
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After 20 iterations
Discriminator Loss = -3656.37255859
Generator_Loss: 9536.13183594
56
After 20 iterations
Discriminator Loss = -4948.10253906
Generator_Loss: 7015.95068359
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After 20 iterations
Discriminator Loss = -5320.56591797
Generator_Loss: 6060.56494141
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After 20 iterations
Discriminator Loss = -5437.27783203
Generator_Loss: 7495.49414062
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After 20 iterations
Discriminator Loss = -2871.97143555
Generator_Loss: -4501.9765625
60
After 20 iterations
Discriminator Loss = -5001.89599609
Generator_Loss: -1963.56994629
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After 20 iterations
Discriminator Loss = -4224.73535156
Generator_Loss: -2326.64160156
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After 20 iterations
Discriminator Loss = -4468.15673828
Generator_Loss: 297.103179932
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After 20 iterations
Discriminator Loss = -2709.78930664
Generator_Loss: 1325.15405273
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After 20 iterations
Discriminator Loss = -3808.54736328
Generator_Loss: -8056.37255859
65
After 20 iterations
Discriminator Loss = -6213.81445312
Generator_Loss: -1631.66894531
66
After 20 iterations
Discriminator Loss = -5496.10693359
Generator_Loss: -7545.56591797
67
After 20 iterations
Discriminator Loss = -5367.00732422
Generator_Loss: -6422.23388672
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After 20 iterations
Discriminator Loss = -5534.14648438
Generator_Loss: -1214.80578613
69
After 20 iterations
Discriminator Loss = -5306.92529297
Generator_Loss: 489.946411133
70
After 20 iterations
Discriminator Loss = -4232.97265625
Generator_Loss: -6842.88574219
71
After 20 iterations
Discriminator Loss = -3410.0378418
Generator_Loss: -2075.72729492
72
After 20 iterations
Discriminator Loss = -1335.22851562
Generator_Loss: -6843.86474609
73
After 20 iterations
Discriminator Loss = -930.603271484
Generator_Loss: 14725.8115234
74
After 20 iterations
Discriminator Loss = -6617.54833984
Generator_Loss: 7128.12597656
75
Level #0 Epoch #0 Batch #75
After 20 iterations
Discriminator Loss = -4520.55957031
Generator_Loss: 9116.72558594
76
After 20 iterations
Discriminator Loss = -6571.66357422
Generator_Loss: 6647.03759766
77
After 20 iterations
Discriminator Loss = -7178.015625
Generator_Loss: 6773.55908203
78
After 20 iterations
Discriminator Loss = -5864.77929688
Generator_Loss: 4558.74902344
79
After 20 iterations
Discriminator Loss = -4371.24169922
Generator_Loss: 11469.9472656
80
After 20 iterations
Discriminator Loss = -2305.97094727
Generator_Loss: 15596.5527344
81
After 20 iterations
Discriminator Loss = -2682.28222656
Generator_Loss: 12661.6513672
82
After 20 iterations
Discriminator Loss = -4408.99023438
Generator_Loss: 13648.1191406
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After 20 iterations
Discriminator Loss = -5181.22460938
Generator_Loss: 12204.2802734
84
After 20 iterations
Discriminator Loss = -5114.24609375
Generator_Loss: 12737.6992188
85
After 20 iterations
Discriminator Loss = -4712.10888672
Generator_Loss: 12343.7011719
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After 20 iterations
Discriminator Loss = -3106.26025391
Generator_Loss: 6913.90966797
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After 20 iterations
Discriminator Loss = -5976.72607422
Generator_Loss: -6461.99414062
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After 20 iterations
Discriminator Loss = -4516.04345703
Generator_Loss: -11238.9755859
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After 20 iterations
Discriminator Loss = -5889.45068359
Generator_Loss: 1149.67248535
90
After 20 iterations
Discriminator Loss = -6451.30078125
Generator_Loss: 4108.23339844
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After 20 iterations
Discriminator Loss = -6970.73095703
Generator_Loss: 3121.98681641
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After 20 iterations
Discriminator Loss = -4312.29003906
Generator_Loss: 5781.65332031
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After 20 iterations
Discriminator Loss = -7901.17431641
Generator_Loss: -2581.6003418
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After 20 iterations
Discriminator Loss = -2828.21704102
Generator_Loss: 1526.88500977
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After 20 iterations
Discriminator Loss = -4199.46386719
Generator_Loss: -3282.33374023
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After 20 iterations
Discriminator Loss = -4552.60839844
Generator_Loss: -10096.2011719
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After 20 iterations
Discriminator Loss = -5687.40429688
Generator_Loss: -8829.36328125
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After 20 iterations
Discriminator Loss = -2416.27612305
Generator_Loss: -5244.08105469
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After 20 iterations
Discriminator Loss = -5002.41162109
Generator_Loss: 9682.0234375
100
Level #0 Epoch #0 Batch #100
After 20 iterations
Discriminator Loss = -845.170715332
Generator_Loss: 17454.2910156
101
After 20 iterations
Discriminator Loss = -2756.9519043
Generator_Loss: 16733.9335938
102
After 20 iterations
Discriminator Loss = -3664.81079102
Generator_Loss: 13349.0
103
After 20 iterations
Discriminator Loss = -3965.38452148
Generator_Loss: 8193.41699219
104
After 20 iterations
Discriminator Loss = -6033.55957031
Generator_Loss: 9821.72167969
105
After 20 iterations
Discriminator Loss = -6042.04931641
Generator_Loss: 8801.96484375
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After 20 iterations
Discriminator Loss = -6961.49707031
Generator_Loss: 11743.2734375
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After 20 iterations
Discriminator Loss = -5824.11621094
Generator_Loss: 11498.3056641
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After 20 iterations
Discriminator Loss = -7711.48925781
Generator_Loss: 11054.3076172
109
After 20 iterations
Discriminator Loss = -6260.00976562
Generator_Loss: 13365.046875
110
After 20 iterations
Discriminator Loss = -8301.13671875
Generator_Loss: 9687.765625
111
After 20 iterations
Discriminator Loss = -5414.53857422
Generator_Loss: 9894.56640625
112
After 20 iterations
Discriminator Loss = -5354.47558594
Generator_Loss: 8115.22900391
113
After 20 iterations
Discriminator Loss = -7045.77148438
Generator_Loss: 8683.57421875
114
After 20 iterations
Discriminator Loss = -6400.98876953
Generator_Loss: 11882.0849609
115
After 20 iterations
Discriminator Loss = -8484.75195312
Generator_Loss: 9329.29003906
116
After 20 iterations
Discriminator Loss = -5728.69580078
Generator_Loss: -7194.27246094
117
After 20 iterations
Discriminator Loss = -5444.94580078
Generator_Loss: -5650.89306641
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After 20 iterations
Discriminator Loss = -6768.32226562
Generator_Loss: -8530.84667969
119
After 20 iterations
Discriminator Loss = -4714.85498047
Generator_Loss: -5497.6015625
120
After 20 iterations
Discriminator Loss = -4509.04736328
Generator_Loss: 10349.7861328
121
After 20 iterations
Discriminator Loss = -5491.86914062
Generator_Loss: 10726.0615234
122
After 20 iterations
Discriminator Loss = -7930.91015625
Generator_Loss: 12068.7265625
123
After 20 iterations
Discriminator Loss = -7588.01855469
Generator_Loss: 10190.3134766
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After 20 iterations
Discriminator Loss = -6002.76708984
Generator_Loss: 8186.78173828
125
Level #0 Epoch #0 Batch #125
After 20 iterations
Discriminator Loss = -6302.33300781
Generator_Loss: 6932.5390625
126
After 20 iterations
Discriminator Loss = -6345.16796875
Generator_Loss: 9867.03710938
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After 20 iterations
Discriminator Loss = -6345.19824219
Generator_Loss: 11088.0722656
128
After 20 iterations
Discriminator Loss = -7369.359375
Generator_Loss: 9889.19042969
129
After 20 iterations
Discriminator Loss = -5408.45166016
Generator_Loss: 11767.1064453
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After 20 iterations
Discriminator Loss = -7867.62207031
Generator_Loss: 7185.80615234
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After 20 iterations
Discriminator Loss = -7490.171875
Generator_Loss: 9520.95703125
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After 20 iterations
Discriminator Loss = -9378.79296875
Generator_Loss: 11401.859375
133
After 20 iterations
Discriminator Loss = -6481.37744141
Generator_Loss: 9763.21386719
134
After 20 iterations
Discriminator Loss = -8994.54296875
Generator_Loss: 8875.97265625
135
After 20 iterations
Discriminator Loss = -9069.75878906
Generator_Loss: 9834.85546875
136
After 20 iterations
Discriminator Loss = -8702.53710938
Generator_Loss: 13059.5107422
137
After 20 iterations
Discriminator Loss = -7584.93164062
Generator_Loss: 11471.5761719
138
After 20 iterations
Discriminator Loss = -5629.88476562
Generator_Loss: 13056.5537109
139
After 20 iterations
Discriminator Loss = -9337.71679688
Generator_Loss: 11401.5097656
140
After 20 iterations
Discriminator Loss = -8723.41796875
Generator_Loss: 11556.7529297
141
After 20 iterations
Discriminator Loss = -7322.47998047
Generator_Loss: 4120.94580078
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After 20 iterations
Discriminator Loss = -6786.52929688
Generator_Loss: 11253.2460938
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After 20 iterations
Discriminator Loss = -4455.29443359
Generator_Loss: -3467.16088867
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After 20 iterations
Discriminator Loss = -7722.66064453
Generator_Loss: 11567.8320312
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After 20 iterations
Discriminator Loss = -8741.80859375
Generator_Loss: 7860.84863281
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After 20 iterations
Discriminator Loss = -8479.15332031
Generator_Loss: 12954.1933594
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After 20 iterations
Discriminator Loss = -8372.26171875
Generator_Loss: 12706.2421875
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After 20 iterations
Discriminator Loss = -8520.37988281
Generator_Loss: 12518.7089844
149
After 20 iterations
Discriminator Loss = -6641.08349609
Generator_Loss: -7603.21386719
150
Level #0 Epoch #0 Batch #150
After 20 iterations
Discriminator Loss = -4111.14404297
Generator_Loss: 509.440124512
151
After 20 iterations
Discriminator Loss = -8712.05566406
Generator_Loss: -3117.1159668
152
After 20 iterations
Discriminator Loss = -5234.60253906
Generator_Loss: -823.056335449
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After 20 iterations
Discriminator Loss = -6022.40136719
Generator_Loss: -9566.20117188
154
After 20 iterations
Discriminator Loss = -5546.10986328
Generator_Loss: -8015.0390625
155
After 20 iterations
Discriminator Loss = -9306.7265625
Generator_Loss: 11663.8632812
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After 20 iterations
Discriminator Loss = -414.717346191
Generator_Loss: 21865.5761719
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After 20 iterations
Discriminator Loss = -426.412902832
Generator_Loss: 21180.1972656
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After 20 iterations
Discriminator Loss = -431.963531494
Generator_Loss: 21163.8925781
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After 20 iterations
Discriminator Loss = -380.592132568
Generator_Loss: 20633.8632812
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After 20 iterations
Discriminator Loss = -8397.26367188
Generator_Loss: 12471.8183594
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After 20 iterations
Discriminator Loss = -7628.82421875
Generator_Loss: 11394.8144531
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After 20 iterations
Discriminator Loss = -8378.10351562
Generator_Loss: 10343.3525391
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After 20 iterations
Discriminator Loss = -7490.83740234
Generator_Loss: 10615.1835938
164
After 20 iterations
Discriminator Loss = -9779.4375
Generator_Loss: 12065.7675781
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After 20 iterations
Discriminator Loss = -9233.546875
Generator_Loss: 13788.2744141
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After 20 iterations
Discriminator Loss = -9315.92285156
Generator_Loss: 9731.68945312
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After 20 iterations
Discriminator Loss = -9658.44921875
Generator_Loss: 10204.7841797
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After 20 iterations
Discriminator Loss = -7803.36914062
Generator_Loss: 14034.1044922
169
After 20 iterations
Discriminator Loss = -10987.765625
Generator_Loss: 10371.7167969
170
After 20 iterations
Discriminator Loss = -6873.92431641
Generator_Loss: 8968.10644531
171
After 20 iterations
Discriminator Loss = -8957.86035156
Generator_Loss: 11468.9824219
172
After 20 iterations
Discriminator Loss = -9943.11035156
Generator_Loss: 13167.5439453
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After 20 iterations
Discriminator Loss = -7253.75732422
Generator_Loss: 13868.1484375
174
After 20 iterations
Discriminator Loss = -8699.09667969
Generator_Loss: 10486.2441406
175
Level #0 Epoch #0 Batch #175
After 20 iterations
Discriminator Loss = -9299.71777344
Generator_Loss: 15006.1259766
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After 20 iterations
Discriminator Loss = -9315.72949219
Generator_Loss: 11066.21875
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After 20 iterations
Discriminator Loss = -6687.37890625
Generator_Loss: 14825.8632812
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After 20 iterations
Discriminator Loss = -8435.40136719
Generator_Loss: 10194.0341797
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After 20 iterations
Discriminator Loss = -9967.62792969
Generator_Loss: 10737.7568359
180
After 20 iterations
Discriminator Loss = -8414.28515625
Generator_Loss: 10667.3847656
181
After 20 iterations
Discriminator Loss = -7453.83837891
Generator_Loss: 11515.765625
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After 20 iterations
Discriminator Loss = -9498.91992188
Generator_Loss: 11567.390625
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After 20 iterations
Discriminator Loss = -10925.3398438
Generator_Loss: 13162.3486328
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After 20 iterations
Discriminator Loss = -10593.3828125
Generator_Loss: 15195.5234375
185
After 20 iterations
Discriminator Loss = -8932.52832031
Generator_Loss: 14443.5263672
186
After 20 iterations
Discriminator Loss = -10018.7988281
Generator_Loss: 12146.6074219
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After 20 iterations
Discriminator Loss = -8889.80078125
Generator_Loss: 15530.5908203
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After 20 iterations
Discriminator Loss = -8267.88476562
Generator_Loss: 16310.8535156
189
After 20 iterations
Discriminator Loss = -10487.7158203
Generator_Loss: 11259.2099609
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After 20 iterations
Discriminator Loss = -3178.49316406
Generator_Loss: -5843.10839844
191
After 20 iterations
Discriminator Loss = -8285.1328125
Generator_Loss: -2605.76220703
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After 20 iterations
Discriminator Loss = -8097.86425781
Generator_Loss: -9403.6015625
193
After 20 iterations
Discriminator Loss = -7260.85986328
Generator_Loss: -8879.47167969
194
After 20 iterations
Discriminator Loss = -9799.38183594
Generator_Loss: -11813.3408203
195
After 20 iterations
Discriminator Loss = -6672.49560547
Generator_Loss: 1874.5012207
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After 20 iterations
Discriminator Loss = -7636.47363281
Generator_Loss: 7701.06103516
197
After 20 iterations
Discriminator Loss = -8541.09277344
Generator_Loss: -7214.12353516
198
After 20 iterations
Discriminator Loss = -9086.13476562
Generator_Loss: -1388.14660645
199
After 20 iterations
Discriminator Loss = -6076.22900391
Generator_Loss: -7133.20166016
200
Level #0 Epoch #0 Batch #200
After 20 iterations
Discriminator Loss = -6268.90673828
Generator_Loss: -8758.62109375
201
After 20 iterations
Discriminator Loss = -8724.30566406
Generator_Loss: 14158.9482422
202
After 20 iterations
Discriminator Loss = -5168.45654297
Generator_Loss: -8563.91015625
203
After 20 iterations
Discriminator Loss = -6904.87890625
Generator_Loss: -8689.40625
204
After 20 iterations
Discriminator Loss = -6788.35595703
Generator_Loss: -7007.08886719
205
After 20 iterations
Discriminator Loss = -7737.546875
Generator_Loss: -801.47064209
206
After 20 iterations
Discriminator Loss = -4205.46679688
Generator_Loss: -10851.7050781
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After 20 iterations
Discriminator Loss = -5697.58056641
Generator_Loss: 2218.81616211
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After 20 iterations
Discriminator Loss = -10388.3720703
Generator_Loss: 11737.8662109
209
After 20 iterations
Discriminator Loss = -10273.4355469
Generator_Loss: 11082.21875
210
After 20 iterations
Discriminator Loss = -10583.9970703
Generator_Loss: 12335.4433594
211
After 20 iterations
Discriminator Loss = -9102.59082031
Generator_Loss: 13639.1875
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After 20 iterations
Discriminator Loss = -10987.3447266
Generator_Loss: 16257.671875
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After 20 iterations
Discriminator Loss = -9307.17089844
Generator_Loss: 13823.1953125
214
After 20 iterations
Discriminator Loss = -9082.57714844
Generator_Loss: 16786.3691406
215
After 20 iterations
Discriminator Loss = -10932.7294922
Generator_Loss: 14434.2890625
216
After 20 iterations
Discriminator Loss = -7434.92089844
Generator_Loss: 14612.328125
217
After 20 iterations
Discriminator Loss = -9996.8828125
Generator_Loss: 14157.3691406
218
After 20 iterations
Discriminator Loss = -9652.8203125
Generator_Loss: 11698.1875
219
After 20 iterations
Discriminator Loss = -10273.1005859
Generator_Loss: 14997.1845703
220
After 20 iterations
Discriminator Loss = -10545.1748047
Generator_Loss: 15648.9755859
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After 20 iterations
Discriminator Loss = -10659.1669922
Generator_Loss: 13280.3388672
222
After 20 iterations
Discriminator Loss = -9866.12792969
Generator_Loss: 14247.359375
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After 20 iterations
Discriminator Loss = -9955.73632812
Generator_Loss: 14047.1875
224
After 20 iterations
Discriminator Loss = -7551.13330078
Generator_Loss: 13138.3203125
225
Level #0 Epoch #0 Batch #225
After 20 iterations
Discriminator Loss = -11278.4912109
Generator_Loss: 12557.8632812
226
After 20 iterations
Discriminator Loss = -10790.2080078
Generator_Loss: 15782.6181641
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After 20 iterations
Discriminator Loss = -10420.0839844
Generator_Loss: 13588.6259766
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After 20 iterations
Discriminator Loss = -9016.81835938
Generator_Loss: 12816.5927734
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After 20 iterations
Discriminator Loss = -10241.5625
Generator_Loss: 16254.7763672
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After 20 iterations
Discriminator Loss = -11315.3017578
Generator_Loss: 16990.9101562
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After 20 iterations
Discriminator Loss = -12118.625
Generator_Loss: 13468.3583984
232
After 20 iterations
Discriminator Loss = -10452.0087891
Generator_Loss: 13288.5917969
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After 20 iterations
Discriminator Loss = -10586.9072266
Generator_Loss: 12507.7138672
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After 20 iterations
Discriminator Loss = -11999.0351562
Generator_Loss: 14413.7763672
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After 20 iterations
Discriminator Loss = -9385.17382812
Generator_Loss: 13283.7988281
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After 20 iterations
Discriminator Loss = -12440.5957031
Generator_Loss: 14807.5009766
237
After 20 iterations
Discriminator Loss = -9959.83789062
Generator_Loss: 13556.0507812
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After 20 iterations
Discriminator Loss = -12557.2363281
Generator_Loss: 11715.4824219
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After 20 iterations
Discriminator Loss = -14068.2939453
Generator_Loss: 11724.7216797
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After 20 iterations
Discriminator Loss = -11658.8916016
Generator_Loss: 11419.4902344
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After 20 iterations
Discriminator Loss = -11131.2705078
Generator_Loss: 13321.6679688
242
After 20 iterations
Discriminator Loss = -11522.4023438
Generator_Loss: 13997.1074219
243
After 20 iterations
Discriminator Loss = -12219.5244141
Generator_Loss: 14672.2851562
244
After 20 iterations
Discriminator Loss = -13955.1279297
Generator_Loss: 17265.4238281
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After 20 iterations
Discriminator Loss = -12971.2128906
Generator_Loss: 12979.8818359
246
After 20 iterations
Discriminator Loss = -10536.3105469
Generator_Loss: 13902.8720703
247
After 20 iterations
Discriminator Loss = -12555.8105469
Generator_Loss: 14741.2373047
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After 20 iterations
Discriminator Loss = -11909.9169922
Generator_Loss: 14186.4472656
249
After 20 iterations
Discriminator Loss = -9185.11914062
Generator_Loss: 14803.3945312
250
Level #0 Epoch #0 Batch #250
After 20 iterations
Discriminator Loss = -12566.5751953
Generator_Loss: 16094.8154297
251
After 20 iterations
Discriminator Loss = -11376.3056641
Generator_Loss: 12991.4804688
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After 20 iterations
Discriminator Loss = -10443.3613281
Generator_Loss: 15747.9140625
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After 20 iterations
Discriminator Loss = -14413.6640625
Generator_Loss: 12723.9267578
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After 20 iterations
Discriminator Loss = -11879.7236328
Generator_Loss: 17473.3730469
255
After 20 iterations
Discriminator Loss = -11825.7451172
Generator_Loss: 14826.0390625
256
After 20 iterations
Discriminator Loss = -14263.0791016
Generator_Loss: 12540.5693359
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After 20 iterations
Discriminator Loss = -12288.0751953
Generator_Loss: 14600.3623047
258
After 20 iterations
Discriminator Loss = -11258.1289062
Generator_Loss: 13822.3974609
259
After 20 iterations
Discriminator Loss = -12666.0566406
Generator_Loss: 14219.6357422
260
After 20 iterations
Discriminator Loss = -10559.6464844
Generator_Loss: 14258.0791016
261
After 20 iterations
Discriminator Loss = -9604.77832031
Generator_Loss: 15793.4267578
262
After 20 iterations
Discriminator Loss = -12252.4248047
Generator_Loss: 15127.6523438
263
After 20 iterations
Discriminator Loss = -10165.7421875
Generator_Loss: 15383.5458984
264
After 20 iterations
Discriminator Loss = -14427.2275391
Generator_Loss: 13586.2246094
265
After 20 iterations
Discriminator Loss = -11597.8652344
Generator_Loss: 17923.1152344
266
After 20 iterations
Discriminator Loss = -11184.9970703
Generator_Loss: 15010.0185547
267
After 20 iterations
Discriminator Loss = -12544.3242188
Generator_Loss: 16266.7724609
268
After 20 iterations
Discriminator Loss = -13906.828125
Generator_Loss: 15513.8525391
269
After 20 iterations
Discriminator Loss = -12110.1933594
Generator_Loss: 14198.8105469
270
After 20 iterations
Discriminator Loss = -12648.6982422
Generator_Loss: 14319.8466797
271
After 20 iterations
Discriminator Loss = -12426.2363281
Generator_Loss: 14047.7617188
272
After 20 iterations
Discriminator Loss = -10657.5849609
Generator_Loss: 15832.0449219
273
After 20 iterations
Discriminator Loss = -13143.3339844
Generator_Loss: 17719.0
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After 20 iterations
Discriminator Loss = -11832.1523438
Generator_Loss: 16815.9257812
275
Level #0 Epoch #0 Batch #275
After 20 iterations
Discriminator Loss = -9942.60742188
Generator_Loss: 14731.2744141
276
After 20 iterations
Discriminator Loss = -12710.5625
Generator_Loss: 13885.7333984
277
After 20 iterations
Discriminator Loss = -10361.7001953
Generator_Loss: 17021.1738281
278
After 20 iterations
Discriminator Loss = -12019.6923828
Generator_Loss: 16989.8378906
279
After 20 iterations
Discriminator Loss = -10046.1582031
Generator_Loss: 15168.8359375
280
After 20 iterations
Discriminator Loss = -10705.5917969
Generator_Loss: 13984.3808594
281
After 20 iterations
Discriminator Loss = -9806.78808594
Generator_Loss: 12570.0869141
282
After 20 iterations
Discriminator Loss = -9695.64355469
Generator_Loss: 11628.40625
283
After 20 iterations
Discriminator Loss = -12532.7460938
Generator_Loss: 13485.3232422
284
After 20 iterations
Discriminator Loss = -11706.8525391
Generator_Loss: 11674.109375
285
After 20 iterations
Discriminator Loss = -11570.46875
Generator_Loss: 15499.7490234
286
After 20 iterations
Discriminator Loss = -12166.0302734
Generator_Loss: 13541.7783203
287
After 20 iterations
Discriminator Loss = -11472.7011719
Generator_Loss: 14904.8740234
288
After 20 iterations
Discriminator Loss = -11067.3544922
Generator_Loss: 12868.5322266
289
After 20 iterations
Discriminator Loss = -14067.7744141
Generator_Loss: 17754.5644531
290
After 20 iterations
Discriminator Loss = -11292.5224609
Generator_Loss: 13908.0947266
291
After 20 iterations
Discriminator Loss = -15176.4150391
Generator_Loss: 12714.2001953
292
After 20 iterations
Discriminator Loss = -9987.94433594
Generator_Loss: 16080.2626953
293
After 20 iterations
Discriminator Loss = -10811.3505859
Generator_Loss: 16064.9931641
294
After 20 iterations
Discriminator Loss = -9559.15820312
Generator_Loss: 17350.3339844
295
After 20 iterations
Discriminator Loss = -11207.2148438
Generator_Loss: 16797.84375
296
After 20 iterations
Discriminator Loss = -13378.0966797
Generator_Loss: 17504.25
297
After 20 iterations
Discriminator Loss = -11518.5996094
Generator_Loss: 14294.2568359
298
After 20 iterations
Discriminator Loss = -11522.4248047
Generator_Loss: 14850.5
299
After 20 iterations
Discriminator Loss = -11514.0332031
Generator_Loss: 13805.3222656
300
Level #0 Epoch #0 Batch #300
After 20 iterations
Discriminator Loss = -14788.8984375
Generator_Loss: 14176.4248047
301
After 20 iterations
Discriminator Loss = -12194.3134766
Generator_Loss: 14811.0166016
302
After 20 iterations
Discriminator Loss = -14281.6767578
Generator_Loss: 16556.9726562
303
After 20 iterations
Discriminator Loss = -12777.4140625
Generator_Loss: 20017.5566406
304
After 20 iterations
Discriminator Loss = -10426.2431641
Generator_Loss: 15964.2216797
305
After 20 iterations
Discriminator Loss = -12458.4091797
Generator_Loss: 16547.3554688
306
After 20 iterations
Discriminator Loss = -12766.4414062
Generator_Loss: 15436.9863281
307
After 20 iterations
Discriminator Loss = -14150.4755859
Generator_Loss: 17153.1699219
308
After 20 iterations
Discriminator Loss = -12763.1689453
Generator_Loss: 16275.2470703
309
After 20 iterations
Discriminator Loss = -10441.6201172
Generator_Loss: 12708.4824219
310
After 20 iterations
Discriminator Loss = -13048.7841797
Generator_Loss: 16261.4707031
311
After 20 iterations
Discriminator Loss = -11372.5478516
Generator_Loss: 13968.2773438
312
After 20 iterations
Discriminator Loss = -9875.19335938
Generator_Loss: 16003.7382812
313
After 20 iterations
Discriminator Loss = -8130.95263672
Generator_Loss: 21746.6230469
314
After 20 iterations
Discriminator Loss = -8186.53759766
Generator_Loss: 20935.0996094
315
After 20 iterations
Discriminator Loss = -11472.9453125
Generator_Loss: 16102.4912109
316
After 20 iterations
Discriminator Loss = -8835.79199219
Generator_Loss: 18338.3984375
317
After 20 iterations
Discriminator Loss = -8801.37597656
Generator_Loss: 21109.1328125
318
After 20 iterations
Discriminator Loss = -10646.2050781
Generator_Loss: 13779.0078125
319
After 20 iterations
Discriminator Loss = -11180.8720703
Generator_Loss: 18828.0605469
320
After 20 iterations
Discriminator Loss = -12138.5322266
Generator_Loss: 18007.0507812
321
After 20 iterations
Discriminator Loss = -12208.3349609
Generator_Loss: 15101.6914062
322
After 20 iterations
Discriminator Loss = -10588.5566406
Generator_Loss: 18852.9589844
323
After 20 iterations
Discriminator Loss = -9593.61523438
Generator_Loss: 13512.9150391
324
After 20 iterations
Discriminator Loss = -10867.3847656
Generator_Loss: 18254.8105469
325
Level #0 Epoch #0 Batch #325
After 20 iterations
Discriminator Loss = -11937.5009766
Generator_Loss: 18794.5058594
326
After 20 iterations
Discriminator Loss = -9829.5546875
Generator_Loss: 16217.3818359
327
After 20 iterations
Discriminator Loss = -12317.2314453
Generator_Loss: 13445.9326172
328
After 20 iterations
Discriminator Loss = -13690.1210938
Generator_Loss: 17901.2890625
329
After 20 iterations
Discriminator Loss = -13964.5361328
Generator_Loss: 18134.8242188
330
After 20 iterations
Discriminator Loss = -11329.9404297
Generator_Loss: 17444.5546875
331
After 20 iterations
Discriminator Loss = -8984.68164062
Generator_Loss: 18284.6992188
332
After 20 iterations
Discriminator Loss = -9353.17089844
Generator_Loss: -4235.57617188
333
After 20 iterations
Discriminator Loss = -15076.4580078
Generator_Loss: 14449.5146484
334
After 20 iterations
Discriminator Loss = -14300.1015625
Generator_Loss: 17116.3476562
335
After 20 iterations
Discriminator Loss = -14297.2675781
Generator_Loss: 6542.17871094
336
After 20 iterations
Discriminator Loss = -15641.1455078
Generator_Loss: 15921.1660156
337
After 20 iterations
Discriminator Loss = -12482.9052734
Generator_Loss: 17296.0488281
338
After 20 iterations
Discriminator Loss = -12319.6210938
Generator_Loss: 17157.0019531
339
After 20 iterations
Discriminator Loss = -11188.0996094
Generator_Loss: 18290.3359375
340
After 20 iterations
Discriminator Loss = -10325.2978516
Generator_Loss: 12794.84375
341
After 20 iterations
Discriminator Loss = -16355.9355469
Generator_Loss: 10384.4296875
342
After 20 iterations
Discriminator Loss = -14074.9794922
Generator_Loss: -5959.28369141
343
After 20 iterations
Discriminator Loss = -13164.1621094
Generator_Loss: 15955.2109375
344
After 20 iterations
Discriminator Loss = -14066.4785156
Generator_Loss: 15048.8164062
345
After 20 iterations
Discriminator Loss = -11263.9052734
Generator_Loss: 19290.5234375
346
After 20 iterations
Discriminator Loss = -16085.2480469
Generator_Loss: 17009.1523438
347
After 20 iterations
Discriminator Loss = -12970.8085938
Generator_Loss: 12716.8554688
348
After 20 iterations
Discriminator Loss = -9734.359375
Generator_Loss: 21078.9960938
349
After 20 iterations
Discriminator Loss = -13878.8798828
Generator_Loss: 18548.1425781
350
Level #0 Epoch #0 Batch #350
After 20 iterations
Discriminator Loss = -12295.4589844
Generator_Loss: 19589.8203125
351
After 20 iterations
Discriminator Loss = -12786.8925781
Generator_Loss: 13743.4511719
352
After 20 iterations
Discriminator Loss = -16367.6396484
Generator_Loss: 19713.0625
353
After 20 iterations
Discriminator Loss = -11125.3486328
Generator_Loss: 18080.9394531
354
After 20 iterations
Discriminator Loss = -11179.7626953
Generator_Loss: 21612.6777344
355
After 20 iterations
Discriminator Loss = -11974.4101562
Generator_Loss: 18668.5390625
356
After 20 iterations
Discriminator Loss = -10997.8691406
Generator_Loss: 19810.9042969
357
After 20 iterations
Discriminator Loss = -13972.9316406
Generator_Loss: 16651.5
358
After 20 iterations
Discriminator Loss = -13781.7412109
Generator_Loss: 19517.3535156
359
After 20 iterations
Discriminator Loss = -11221.5898438
Generator_Loss: 18246.9882812
360
After 20 iterations
Discriminator Loss = -15587.390625
Generator_Loss: 19355.0371094
361
After 20 iterations
Discriminator Loss = -12698.4990234
Generator_Loss: 15428.4980469
362
After 20 iterations
Discriminator Loss = -12380.8144531
Generator_Loss: 20096.7226562
363
After 20 iterations
Discriminator Loss = -13531.4814453
Generator_Loss: 6985.92041016
364
After 20 iterations
Discriminator Loss = -13154.3496094
Generator_Loss: 18724.046875
365
After 20 iterations
Discriminator Loss = -12262.7568359
Generator_Loss: 7272.28613281
366
After 20 iterations
Discriminator Loss = -11506.3984375
Generator_Loss: 5266.89501953
367
After 20 iterations
Discriminator Loss = -14207.0595703
Generator_Loss: 18251.5957031
368
After 20 iterations
Discriminator Loss = -10670.2841797
Generator_Loss: 16592.0722656
369
After 20 iterations
Discriminator Loss = -12662.0859375
Generator_Loss: 16189.8544922
370
After 20 iterations
Discriminator Loss = -9785.18945312
Generator_Loss: 10724.0234375
371
After 20 iterations
Discriminator Loss = -11667.5898438
Generator_Loss: 17509.9667969
372
After 20 iterations
Discriminator Loss = -16999.140625
Generator_Loss: 16769.5722656
373
After 20 iterations
Discriminator Loss = -14302.0927734
Generator_Loss: 14516.7998047
374
After 20 iterations
Discriminator Loss = -10353.1699219
Generator_Loss: 18724.5761719
375
Level #0 Epoch #0 Batch #375
After 20 iterations
Discriminator Loss = -15537.8837891
Generator_Loss: 18862.5820312
376
After 20 iterations
Discriminator Loss = -14550.8554688
Generator_Loss: 16163.6357422
377
After 20 iterations
Discriminator Loss = -12363.7900391
Generator_Loss: 20449.71875
378
After 20 iterations
Discriminator Loss = -14745.5947266
Generator_Loss: 12498.4501953
379
After 20 iterations
Discriminator Loss = -12494.7958984
Generator_Loss: 13957.625
380
After 20 iterations
Discriminator Loss = -11522.9179688
Generator_Loss: 16538.8632812
381
After 20 iterations
Discriminator Loss = -14011.2294922
Generator_Loss: 20398.375
382
After 20 iterations
Discriminator Loss = -13863.2011719
Generator_Loss: 18255.6621094
383
After 20 iterations
Discriminator Loss = -14525.1416016
Generator_Loss: 14331.0322266
384
After 20 iterations
Discriminator Loss = -15763.3115234
Generator_Loss: 14168.0029297
385
After 20 iterations
Discriminator Loss = -12963.7841797
Generator_Loss: 19338.2832031
386
After 20 iterations
Discriminator Loss = -11185.4785156
Generator_Loss: 14205.0751953
387
After 20 iterations
Discriminator Loss = -14981.3955078
Generator_Loss: 19882.4257812
388
After 20 iterations
Discriminator Loss = -12826.2441406
Generator_Loss: 20752.9140625
389
After 20 iterations
Discriminator Loss = -16271.6777344
Generator_Loss: 15504.7871094
390
After 20 iterations
Discriminator Loss = -13329.2089844
Generator_Loss: 19684.6445312
391
After 20 iterations
Discriminator Loss = -14194.5869141
Generator_Loss: 16770.0253906
392
After 20 iterations
Discriminator Loss = -14832.8066406
Generator_Loss: 16913.1289062
393
After 20 iterations
Discriminator Loss = -16650.9570312
Generator_Loss: 14686.3671875
394
After 20 iterations
Discriminator Loss = -15124.3886719
Generator_Loss: 15802.5371094
395
After 20 iterations
Discriminator Loss = -12693.2607422
Generator_Loss: 20334.609375
396
After 20 iterations
Discriminator Loss = -13420.8339844
Generator_Loss: 13106.8837891
397
After 20 iterations
Discriminator Loss = -11513.8398438
Generator_Loss: 17762.3027344
398
After 20 iterations
Discriminator Loss = -13340.1386719
Generator_Loss: 15804.7802734
399
After 20 iterations
Discriminator Loss = -14757.3193359
Generator_Loss: 17191.0976562
400
Level #0 Epoch #0 Batch #400
After 20 iterations
Discriminator Loss = -14511.2001953
Generator_Loss: 14893.3271484
401
After 20 iterations
Discriminator Loss = -14571.0283203
Generator_Loss: 17057.4316406
402
After 20 iterations
Discriminator Loss = -13759.8193359
Generator_Loss: 17250.609375
403
After 20 iterations
Discriminator Loss = -14016.0595703
Generator_Loss: 17879.8613281
404
After 20 iterations
Discriminator Loss = -14043.6328125
Generator_Loss: 15737.5957031
405
After 20 iterations
Discriminator Loss = -16498.359375
Generator_Loss: 14854.7197266
406
After 20 iterations
Discriminator Loss = -13394.8896484
Generator_Loss: 18963.7851562
407
After 20 iterations
Discriminator Loss = -12642.9541016
Generator_Loss: 18836.2382812
408
After 20 iterations
Discriminator Loss = -11491.2705078
Generator_Loss: 15399.1982422
409
After 20 iterations
Discriminator Loss = -14902.2568359
Generator_Loss: 18416.5488281
410
After 20 iterations
Discriminator Loss = -17157.625
Generator_Loss: 17963.8417969
411
After 20 iterations
Discriminator Loss = -13959.6689453
Generator_Loss: 17629.9121094
412
After 20 iterations
Discriminator Loss = -15201.7734375
Generator_Loss: 16584.3164062
413
After 20 iterations
Discriminator Loss = -14875.3496094
Generator_Loss: 16615.1347656
414
After 20 iterations
Discriminator Loss = -12854.8320312
Generator_Loss: 18334.2558594
415
After 20 iterations
Discriminator Loss = -15324.2578125
Generator_Loss: 16283.5917969
416
After 20 iterations
Discriminator Loss = -10415.6396484
Generator_Loss: 14930.6044922
417
After 20 iterations
Discriminator Loss = -15928.6230469
Generator_Loss: 14539.1699219
418
After 20 iterations
Discriminator Loss = -12440.4404297
Generator_Loss: 21429.484375
419
After 20 iterations
Discriminator Loss = -15704.4033203
Generator_Loss: 15883.7460938
420
After 20 iterations
Discriminator Loss = -14401.6367188
Generator_Loss: 20629.5097656
421
After 20 iterations
Discriminator Loss = -16723.90625
Generator_Loss: 20233.9589844
422
After 20 iterations
Discriminator Loss = -14454.8339844
Generator_Loss: 19969.171875
423
After 20 iterations
Discriminator Loss = -12702.4902344
Generator_Loss: 15454.5615234
424
After 20 iterations
Discriminator Loss = -14479.7373047
Generator_Loss: 14932.0488281
425
Level #0 Epoch #0 Batch #425
After 20 iterations
Discriminator Loss = -14556.5087891
Generator_Loss: 12841.6005859
426
After 20 iterations
Discriminator Loss = -15596.7050781
Generator_Loss: 13838.9912109
427
After 20 iterations
Discriminator Loss = -14768.3125
Generator_Loss: 17652.3027344
428
After 20 iterations
Discriminator Loss = -10204.296875
Generator_Loss: 19955.9589844
429
After 20 iterations
Discriminator Loss = -13753.8300781
Generator_Loss: 12640.0107422
430
After 20 iterations
Discriminator Loss = -14547.4980469
Generator_Loss: 20830.1210938
431
After 20 iterations
Discriminator Loss = -15373.3710938
Generator_Loss: 15556.7236328
432
After 20 iterations
Discriminator Loss = -16151.1738281
Generator_Loss: 15202.5390625
433
After 20 iterations
Discriminator Loss = -14923.2636719
Generator_Loss: 16600.4570312
434
After 20 iterations
Discriminator Loss = -14066.7285156
Generator_Loss: 15364.8955078
435
After 20 iterations
Discriminator Loss = -17967.7070312
Generator_Loss: 17578.5097656
436
After 20 iterations
Discriminator Loss = -15959.8789062
Generator_Loss: 15244.4707031
437
After 20 iterations
Discriminator Loss = -15374.2685547
Generator_Loss: 18496.6132812
438
After 20 iterations
Discriminator Loss = -13944.2949219
Generator_Loss: 15776.5175781
439
After 20 iterations
Discriminator Loss = -16985.9140625
Generator_Loss: 20475.8613281
440
After 20 iterations
Discriminator Loss = -15422.4179688
Generator_Loss: 18800.4921875
441
After 20 iterations
Discriminator Loss = -16721.3574219
Generator_Loss: 17152.5878906
442
After 20 iterations
Discriminator Loss = -17363.8554688
Generator_Loss: 20556.6660156
443
After 20 iterations
Discriminator Loss = -13723.5341797
Generator_Loss: 16782.8105469
444
After 20 iterations
Discriminator Loss = -17164.0039062
Generator_Loss: 18006.9433594
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After 20 iterations
Discriminator Loss = -19659.6738281
Generator_Loss: 21938.8339844
446
After 20 iterations
Discriminator Loss = -16907.1132812
Generator_Loss: 20242.2910156
447
After 20 iterations
Discriminator Loss = -14468.8535156
Generator_Loss: 16955.265625
448
After 20 iterations
Discriminator Loss = -13776.3378906
Generator_Loss: 18136.2128906
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After 20 iterations
Discriminator Loss = -16675.7988281
Generator_Loss: 19361.6582031
450
Level #0 Epoch #0 Batch #450
After 20 iterations
Discriminator Loss = -13948.3447266
Generator_Loss: 19425.1523438
451
After 20 iterations
Discriminator Loss = -13811.0
Generator_Loss: 13350.5888672
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After 20 iterations
Discriminator Loss = -16566.7148438
Generator_Loss: 23317.84375
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After 20 iterations
Discriminator Loss = -13624.7646484
Generator_Loss: 18768.4628906
454
After 20 iterations
Discriminator Loss = -14317.9013672
Generator_Loss: 18128.0546875
455
After 20 iterations
Discriminator Loss = -16795.4648438
Generator_Loss: 25568.6894531
456
After 20 iterations
Discriminator Loss = -17256.1835938
Generator_Loss: 20816.0195312
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After 20 iterations
Discriminator Loss = -16981.4785156
Generator_Loss: 23445.34375
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After 20 iterations
Discriminator Loss = -14447.5048828
Generator_Loss: 17659.0332031
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After 20 iterations
Discriminator Loss = -16527.6445312
Generator_Loss: 19206.0605469
460
After 20 iterations
Discriminator Loss = -17240.6855469
Generator_Loss: 18617.6933594
461
After 20 iterations
Discriminator Loss = -12269.5507812
Generator_Loss: 22796.6152344
462
After 20 iterations
Discriminator Loss = -13418.4716797
Generator_Loss: 21214.3554688
463
After 20 iterations
Discriminator Loss = -18465.15625
Generator_Loss: 17381.1328125
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After 20 iterations
Discriminator Loss = -16893.6308594
Generator_Loss: 21034.8066406
465
After 20 iterations
Discriminator Loss = -12343.1152344
Generator_Loss: 22104.2558594
466
After 20 iterations
Discriminator Loss = -16188.3271484
Generator_Loss: 18531.1152344
467
After 20 iterations
Discriminator Loss = -14063.75
Generator_Loss: 22774.3066406
468
After 20 iterations
Discriminator Loss = -14554.2128906
Generator_Loss: 22769.2773438
469
After 20 iterations
Discriminator Loss = -14313.5332031
Generator_Loss: 22386.2285156
470
After 20 iterations
Discriminator Loss = -16977.5019531
Generator_Loss: 20480.6230469
471
After 20 iterations
Discriminator Loss = -15770.265625
Generator_Loss: 20856.3007812
472
After 20 iterations
Discriminator Loss = -15545.828125
Generator_Loss: 22419.1367188
473
After 20 iterations
Discriminator Loss = -16857.40625
Generator_Loss: 20459.203125
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After 20 iterations
Discriminator Loss = -16076.1328125
Generator_Loss: 19547.6308594
475
Level #0 Epoch #0 Batch #475
After 20 iterations
Discriminator Loss = -18438.1601562
Generator_Loss: 19615.5917969
476
After 20 iterations
Discriminator Loss = -15548.7255859
Generator_Loss: 19817.2695312
477
After 20 iterations
Discriminator Loss = -17179.40625
Generator_Loss: 11008.3359375
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After 20 iterations
Discriminator Loss = -15069.1064453
Generator_Loss: 12820.3330078
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After 20 iterations
Discriminator Loss = -20870.6894531
Generator_Loss: 24677.0976562
480
After 20 iterations
Discriminator Loss = -15764.9521484
Generator_Loss: 20855.3378906
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After 20 iterations
Discriminator Loss = -13069.6464844
Generator_Loss: 19579.9414062
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After 20 iterations
Discriminator Loss = -13323.3076172
Generator_Loss: 20984.953125
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After 20 iterations
Discriminator Loss = -13875.6269531
Generator_Loss: 17880.1464844
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After 20 iterations
Discriminator Loss = -12558.7548828
Generator_Loss: 17440.7363281
485
After 20 iterations
Discriminator Loss = -13988.5214844
Generator_Loss: 22316.0722656
486
After 20 iterations
Discriminator Loss = -15544.0537109
Generator_Loss: 21051.8457031
487
After 20 iterations
Discriminator Loss = -18129.4570312
Generator_Loss: 18291.1328125
488
After 20 iterations
Discriminator Loss = -15364.3789062
Generator_Loss: 17716.7558594
489
After 20 iterations
Discriminator Loss = -17382.2460938
Generator_Loss: 19910.4804688
490
After 20 iterations
Discriminator Loss = -15407.3535156
Generator_Loss: 22300.8242188
491
After 20 iterations
Discriminator Loss = -13726.5556641
Generator_Loss: 11938.2578125
492
After 20 iterations
Discriminator Loss = -13836.9658203
Generator_Loss: 18380.9199219
493
After 20 iterations
Discriminator Loss = -15867.5585938
Generator_Loss: 16849.2050781
494
After 20 iterations
Discriminator Loss = -17959.4296875
Generator_Loss: 19060.6972656
495
After 20 iterations
Discriminator Loss = -20036.9785156
Generator_Loss: 22770.3476562
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After 20 iterations
Discriminator Loss = -16438.0449219
Generator_Loss: 19488.4726562
497
After 20 iterations
Discriminator Loss = -19913.1582031
Generator_Loss: 19588.9628906
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After 20 iterations
Discriminator Loss = -15075.9853516
Generator_Loss: 15522.9394531
499
After 20 iterations
Discriminator Loss = -14269.7236328
Generator_Loss: 17269.4746094
500
Level #0 Epoch #0 Batch #500
After 20 iterations
Discriminator Loss = -17444.0917969
Generator_Loss: 18845.4355469
501
After 20 iterations
Discriminator Loss = -11907.9716797
Generator_Loss: 14087.9023438
502
After 20 iterations
Discriminator Loss = -15342.4179688
Generator_Loss: 22203.8828125
503
After 20 iterations
Discriminator Loss = -11049.4462891
Generator_Loss: 19278.2148438
504
After 20 iterations
Discriminator Loss = -19758.0117188
Generator_Loss: 24179.8378906
505
After 20 iterations
Discriminator Loss = -17139.7402344
Generator_Loss: 21820.7109375
506
After 20 iterations
Discriminator Loss = -14556.9453125
Generator_Loss: 17279.6132812
507
After 20 iterations
Discriminator Loss = -18071.4609375
Generator_Loss: 13028.1083984
508
After 20 iterations
Discriminator Loss = -20490.2910156
Generator_Loss: 20067.5546875
509
After 20 iterations
Discriminator Loss = -15119.921875
Generator_Loss: 17127.5429688
510
After 20 iterations
Discriminator Loss = -13091.078125
Generator_Loss: 24562.4179688
511
After 20 iterations
Discriminator Loss = -17284.2792969
Generator_Loss: 23009.0761719
512
After 20 iterations
Discriminator Loss = -19140.1425781
Generator_Loss: 19276.0332031
513
After 20 iterations
Discriminator Loss = -15963.8164062
Generator_Loss: 19759.7753906
514
After 20 iterations
Discriminator Loss = -1900.90429688
Generator_Loss: 37513.59375
515
After 20 iterations
Discriminator Loss = -15344.9814453
Generator_Loss: 22083.3710938
516
After 20 iterations
Discriminator Loss = -15422.5263672
Generator_Loss: 9755.62988281
517
After 20 iterations
Discriminator Loss = -16042.9814453
Generator_Loss: 15484.5791016
518
After 20 iterations
Discriminator Loss = -15651.4277344
Generator_Loss: 25452.8867188
519
After 20 iterations
Discriminator Loss = -19157.2089844
Generator_Loss: 19252.2558594
520
After 20 iterations
Discriminator Loss = -16983.9570312
Generator_Loss: 20980.84375
521
After 20 iterations
Discriminator Loss = -17982.8554688
Generator_Loss: 16855.8144531
522
After 20 iterations
Discriminator Loss = -14692.265625
Generator_Loss: 16670.4667969
523
After 20 iterations
Discriminator Loss = -14397.0546875
Generator_Loss: 21684.7929688
524
After 20 iterations
Discriminator Loss = -15431.9042969
Generator_Loss: 17541.1855469
525
Level #0 Epoch #0 Batch #525
After 20 iterations
Discriminator Loss = -19659.2792969
Generator_Loss: 20449.6757812
526
After 20 iterations
Discriminator Loss = -17518.7871094
Generator_Loss: 20982.390625
527
After 20 iterations
Discriminator Loss = -20347.1816406
Generator_Loss: 16523.4414062
528
After 20 iterations
Discriminator Loss = -19353.5136719
Generator_Loss: 14938.2568359
529
After 20 iterations
Discriminator Loss = -17659.8261719
Generator_Loss: 14603.7626953
530
After 20 iterations
Discriminator Loss = -16134.0195312
Generator_Loss: 22733.1816406
531
After 20 iterations
Discriminator Loss = -17173.0117188
Generator_Loss: 22979.7832031
532
After 20 iterations
Discriminator Loss = -13222.9287109
Generator_Loss: 21269.9296875
533
After 20 iterations
Discriminator Loss = -15993.0048828
Generator_Loss: 22612.8789062
534
After 20 iterations
Discriminator Loss = -18771.7402344
Generator_Loss: 26232.0566406
535
After 20 iterations
Discriminator Loss = -19590.7695312
Generator_Loss: 19743.9414062
536
After 20 iterations
Discriminator Loss = -16403.2929688
Generator_Loss: 25706.4980469
537
After 20 iterations
Discriminator Loss = -21983.7675781
Generator_Loss: 27575.6640625
538
After 20 iterations
Discriminator Loss = -16916.140625
Generator_Loss: 23121.6308594
539
After 20 iterations
Discriminator Loss = -19211.1347656
Generator_Loss: 22920.4296875
540
After 20 iterations
Discriminator Loss = -19975.3183594
Generator_Loss: 23292.1152344
541
After 20 iterations
Discriminator Loss = -15797.2841797
Generator_Loss: 29259.4628906
542
After 20 iterations
Discriminator Loss = -21322.2597656
Generator_Loss: 24454.9824219
543
After 20 iterations
Discriminator Loss = -18183.5625
Generator_Loss: 26630.3671875
544
After 20 iterations
Discriminator Loss = -14995.59375
Generator_Loss: 13164.3994141
545
After 20 iterations
Discriminator Loss = -14473.3955078
Generator_Loss: 20842.2988281
546
After 20 iterations
Discriminator Loss = -15534.5722656
Generator_Loss: 18686.4335938
547
After 20 iterations
Discriminator Loss = -19786.7714844
Generator_Loss: 23446.6542969
548
After 20 iterations
Discriminator Loss = -13154.7119141
Generator_Loss: 19502.3125
549
After 20 iterations
Discriminator Loss = -15928.8476562
Generator_Loss: 23326.1347656
550
Level #0 Epoch #0 Batch #550
After 20 iterations
Discriminator Loss = -15564.7880859
Generator_Loss: 20953.9003906
551
After 20 iterations
Discriminator Loss = -18028.5898438
Generator_Loss: 22349.1816406
552
After 20 iterations
Discriminator Loss = -17897.2148438
Generator_Loss: 25235.3925781
553
After 20 iterations
Discriminator Loss = -15148.2246094
Generator_Loss: 26392.2773438
554
After 20 iterations
Discriminator Loss = -17224.4335938
Generator_Loss: 19965.0058594
555
After 20 iterations
Discriminator Loss = -17081.8691406
Generator_Loss: 25414.1152344
556
After 20 iterations
Discriminator Loss = -17174.4042969
Generator_Loss: 21126.890625
557
After 20 iterations
Discriminator Loss = -15489.2285156
Generator_Loss: 15050.1220703
558
After 20 iterations
Discriminator Loss = -18405.0175781
Generator_Loss: 20423.7578125
559
After 20 iterations
Discriminator Loss = -20652.0898438
Generator_Loss: 24912.9589844
560
After 20 iterations
Discriminator Loss = -12647.6611328
Generator_Loss: 21875.2675781
561
After 20 iterations
Discriminator Loss = -17209.5078125
Generator_Loss: 14606.1503906
562
After 20 iterations
Discriminator Loss = -17949.4550781
Generator_Loss: 23889.5839844
563
After 20 iterations
Discriminator Loss = -18160.6289062
Generator_Loss: 22279.6679688
564
After 20 iterations
Discriminator Loss = -18603.96875
Generator_Loss: 24964.7578125
565
After 20 iterations
Discriminator Loss = -16160.0859375
Generator_Loss: 23296.0625
566
After 20 iterations
Discriminator Loss = -18412.5058594
Generator_Loss: 16091.2724609
567
After 20 iterations
Discriminator Loss = -19697.0449219
Generator_Loss: 21548.8046875
568
After 20 iterations
Discriminator Loss = -17348.9511719
Generator_Loss: 19145.1074219
569
After 20 iterations
Discriminator Loss = -19978.6523438
Generator_Loss: 17245.1152344
570
After 20 iterations
Discriminator Loss = -18474.8105469
Generator_Loss: 19896.78125
571
After 20 iterations
Discriminator Loss = -13899.9550781
Generator_Loss: 25973.7617188
572
After 20 iterations
Discriminator Loss = -13937.5283203
Generator_Loss: 25505.9335938
573
After 20 iterations
Discriminator Loss = -16093.4189453
Generator_Loss: 24195.1621094
574
After 20 iterations
Discriminator Loss = -18864.1523438
Generator_Loss: 22341.6582031
575
Level #0 Epoch #0 Batch #575
After 20 iterations
Discriminator Loss = -18180.3710938
Generator_Loss: 27121.3515625
576
After 20 iterations
Discriminator Loss = -17567.5117188
Generator_Loss: 9311.52539062
577
After 20 iterations
Discriminator Loss = -14435.5683594
Generator_Loss: 24373.4511719
578
After 20 iterations
Discriminator Loss = -18733.8417969
Generator_Loss: 20084.6933594
579
After 20 iterations
Discriminator Loss = -19143.4355469
Generator_Loss: 24467.328125
580
After 20 iterations
Discriminator Loss = -17666.8613281
Generator_Loss: 22157.5878906
581
After 20 iterations
Discriminator Loss = -20138.8652344
Generator_Loss: 19917.3125
582
After 20 iterations
Discriminator Loss = -16447.2363281
Generator_Loss: 20184.53125
583
After 20 iterations
Discriminator Loss = -17206.5429688
Generator_Loss: 20716.4003906
584
After 20 iterations
Discriminator Loss = -14839.7978516
Generator_Loss: 16401.9042969
585
After 20 iterations
Discriminator Loss = -17973.6816406
Generator_Loss: 22623.3339844
586
After 20 iterations
Discriminator Loss = -17169.0351562
Generator_Loss: 14141.2089844
587
After 20 iterations
Discriminator Loss = -16908.9179688
Generator_Loss: 15022.1591797
588
After 20 iterations
Discriminator Loss = -16716.4492188
Generator_Loss: 20703.2011719
589
After 20 iterations
Discriminator Loss = -16985.0546875
Generator_Loss: 25245.2148438
590
After 20 iterations
Discriminator Loss = -19700.8320312
Generator_Loss: 23393.0390625
591
After 20 iterations
Discriminator Loss = -17990.515625
Generator_Loss: 27758.4277344
592
After 20 iterations
Discriminator Loss = -19373.3046875
Generator_Loss: 19995.8203125
593
After 20 iterations
Discriminator Loss = -16405.5507812
Generator_Loss: 18504.4589844
594
After 20 iterations
Discriminator Loss = -15812.921875
Generator_Loss: 15181.3984375
595
After 20 iterations
Discriminator Loss = -16126.8691406
Generator_Loss: 18743.5234375
596
After 20 iterations
Discriminator Loss = -15552.8369141
Generator_Loss: 19472.2636719
597
After 20 iterations
Discriminator Loss = -17583.3710938
Generator_Loss: 23022.453125
598
After 20 iterations
Discriminator Loss = -18572.8417969
Generator_Loss: 24026.7539062
599
After 20 iterations
Discriminator Loss = -19357.9199219
Generator_Loss: 22731.4375
600
Level #0 Epoch #0 Batch #600
After 20 iterations
Discriminator Loss = -16383.0585938
Generator_Loss: 20614.5195312
601
After 20 iterations
Discriminator Loss = -18620.1835938
Generator_Loss: 21438.6464844
602
After 20 iterations
Discriminator Loss = -17211.3691406
Generator_Loss: 23137.4140625
603
After 20 iterations
Discriminator Loss = -22053.1699219
Generator_Loss: 22771.5234375
604
After 20 iterations
Discriminator Loss = -20168.4121094
Generator_Loss: 24535.390625
605
After 20 iterations
Discriminator Loss = -14412.4082031
Generator_Loss: 23156.4492188
606
After 20 iterations
Discriminator Loss = -21984.2832031
Generator_Loss: 23044.0957031
607
After 20 iterations
Discriminator Loss = -19572.140625
Generator_Loss: 22871.359375
608
After 20 iterations
Discriminator Loss = -20607.1054688
Generator_Loss: 21051.5097656
609
After 20 iterations
Discriminator Loss = -19346.7617188
Generator_Loss: 22518.8027344
610
After 20 iterations
Discriminator Loss = -18999.0585938
Generator_Loss: 23299.8691406
611
After 20 iterations
Discriminator Loss = -13476.6240234
Generator_Loss: 25748.7207031
612
After 20 iterations
Discriminator Loss = -21151.4804688
Generator_Loss: 23634.4316406
613
After 20 iterations
Discriminator Loss = -18218.6445312
Generator_Loss: 22566.7578125
614
After 20 iterations
Discriminator Loss = -21564.5332031
Generator_Loss: 24377.3730469
615
After 20 iterations
Discriminator Loss = -16175.1083984
Generator_Loss: 12957.3564453
616
After 20 iterations
Discriminator Loss = -21138.3164062
Generator_Loss: 15955.5527344
617
After 20 iterations
Discriminator Loss = -20799.0820312
Generator_Loss: 23800.2578125
618
After 20 iterations
Discriminator Loss = -17998.1386719
Generator_Loss: 26345.7402344
619
After 20 iterations
Discriminator Loss = -18323.2636719
Generator_Loss: 21868.7304688
620
After 20 iterations
Discriminator Loss = -18129.4589844
Generator_Loss: 22347.7070312
621
After 20 iterations
Discriminator Loss = -18566.515625
Generator_Loss: 23237.9941406
622
After 20 iterations
Discriminator Loss = -21516.3300781
Generator_Loss: 10129.8203125
623
After 20 iterations
Discriminator Loss = -18048.4003906
Generator_Loss: 8907.33984375
624
After 20 iterations
Discriminator Loss = -23817.8261719
Generator_Loss: 19578.3203125
625
Level #0 Epoch #0 Batch #625
After 20 iterations
Discriminator Loss = -21626.234375
Generator_Loss: 23816.375
626
After 20 iterations
Discriminator Loss = -19648.4765625
Generator_Loss: 21294.2050781
627
After 20 iterations
Discriminator Loss = -23789.9335938
Generator_Loss: 28179.859375
628
After 20 iterations
Discriminator Loss = -18815.5957031
Generator_Loss: 8379.63476562
629
After 20 iterations
Discriminator Loss = -13428.2021484
Generator_Loss: 8597.19824219
630
After 20 iterations
Discriminator Loss = -14273.5087891
Generator_Loss: 30144.6855469
631
After 20 iterations
Discriminator Loss = -10876.7460938
Generator_Loss: -3899.28393555
632
After 20 iterations
Discriminator Loss = -13495.2021484
Generator_Loss: -15568.7294922
633
After 20 iterations
Discriminator Loss = -10418.1337891
Generator_Loss: 30590.8164062
634
After 20 iterations
Discriminator Loss = -16735.7304688
Generator_Loss: 11860.8144531
635
After 20 iterations
Discriminator Loss = -16913.4960938
Generator_Loss: 26805.5351562
636
After 20 iterations
Discriminator Loss = -19505.03125
Generator_Loss: 23828.0488281
637
After 20 iterations
Discriminator Loss = -17702.7558594
Generator_Loss: 22192.2382812
638
After 20 iterations
Discriminator Loss = -21249.8984375
Generator_Loss: 24834.2792969
639
After 20 iterations
Discriminator Loss = -20248.8925781
Generator_Loss: 22533.9511719
640
After 20 iterations
Discriminator Loss = -19600.1425781
Generator_Loss: 27214.3886719
641
After 20 iterations
Discriminator Loss = -23790.7011719
Generator_Loss: 27986.2128906
642
After 20 iterations
Discriminator Loss = -20964.9921875
Generator_Loss: 29092.296875
643
After 20 iterations
Discriminator Loss = -15778.5009766
Generator_Loss: 19728.5800781
644
After 20 iterations
Discriminator Loss = -22258.2246094
Generator_Loss: 27151.2910156
645
After 20 iterations
Discriminator Loss = -16389.7675781
Generator_Loss: 24050.6894531
646
After 20 iterations
Discriminator Loss = -20027.6796875
Generator_Loss: 23501.2929688
647
After 20 iterations
Discriminator Loss = -16780.8515625
Generator_Loss: 26152.359375
648
After 20 iterations
Discriminator Loss = -19949.4101562
Generator_Loss: 23209.4179688
649
After 20 iterations
Discriminator Loss = -19081.9199219
Generator_Loss: 27242.1074219
650
Level #0 Epoch #0 Batch #650
After 20 iterations
Discriminator Loss = -22454.1230469
Generator_Loss: 23339.2050781
651
After 20 iterations
Discriminator Loss = -21750.6933594
Generator_Loss: 21166.1992188
652
After 20 iterations
Discriminator Loss = -19049.71875
Generator_Loss: 22079.3027344
653
After 20 iterations
Discriminator Loss = -19466.2226562
Generator_Loss: 27156.7226562
654
After 20 iterations
Discriminator Loss = -17596.5957031
Generator_Loss: 25968.421875
655
After 20 iterations
Discriminator Loss = -20390.2773438
Generator_Loss: 29600.5546875
656
After 20 iterations
Discriminator Loss = -19784.2207031
Generator_Loss: 23655.8476562
657
After 20 iterations
Discriminator Loss = -20365.6328125
Generator_Loss: 24180.8242188
658
After 20 iterations
Discriminator Loss = -20712.1191406
Generator_Loss: 24851.3398438
659
After 20 iterations
Discriminator Loss = -17154.6738281
Generator_Loss: 21512.5683594
660
After 20 iterations
Discriminator Loss = -17337.40625
Generator_Loss: 29648.3066406
661
After 20 iterations
Discriminator Loss = -17470.3691406
Generator_Loss: 21684.2460938
662
After 20 iterations
Discriminator Loss = -22364.8632812
Generator_Loss: 23568.7695312
663
After 20 iterations
Discriminator Loss = -19359.1933594
Generator_Loss: 25853.9550781
664
After 20 iterations
Discriminator Loss = -19050.5527344
Generator_Loss: 28904.3007812
665
After 20 iterations
Discriminator Loss = -20470.7207031
Generator_Loss: 27908.3964844
666
After 20 iterations
Discriminator Loss = -19194.0527344
Generator_Loss: 18150.5292969
667
After 20 iterations
Discriminator Loss = -15512.4345703
Generator_Loss: 18370.2128906
668
After 20 iterations
Discriminator Loss = -20250.5429688
Generator_Loss: 20814.9472656
669
After 20 iterations
Discriminator Loss = -16873.0449219
Generator_Loss: 21918.8632812
670
After 20 iterations
Discriminator Loss = -20402.1972656
Generator_Loss: 21730.2519531
671
After 20 iterations
Discriminator Loss = -16918.1503906
Generator_Loss: 26363.59375
672
After 20 iterations
Discriminator Loss = -16624.0996094
Generator_Loss: 25314.8828125
673
After 20 iterations
Discriminator Loss = -21698.4707031
Generator_Loss: 24244.1855469
674
After 20 iterations
Discriminator Loss = -15658.0966797
Generator_Loss: 26414.7792969
675
Level #0 Epoch #0 Batch #675
After 20 iterations
Discriminator Loss = -21931.3671875
Generator_Loss: 33484.4492188
676
After 20 iterations
Discriminator Loss = -21740.3945312
Generator_Loss: 24162.5976562
677
After 20 iterations
Discriminator Loss = -20265.3046875
Generator_Loss: 22304.9863281
678
After 20 iterations
Discriminator Loss = -21704.8125
Generator_Loss: 21313.2695312
679
After 20 iterations
Discriminator Loss = -16205.9306641
Generator_Loss: 22530.5097656
680
After 20 iterations
Discriminator Loss = -22352.4472656
Generator_Loss: 20889.8808594
681
After 20 iterations
Discriminator Loss = -21520.1621094
Generator_Loss: 31061.4941406
682
After 20 iterations
Discriminator Loss = -19539.2148438
Generator_Loss: 20005.765625
683
After 20 iterations
Discriminator Loss = -16692.9921875
Generator_Loss: 22636.9257812
684
After 20 iterations
Discriminator Loss = -22023.0839844
Generator_Loss: 20686.3378906
685
After 20 iterations
Discriminator Loss = -19110.0332031
Generator_Loss: 26048.6074219
686
After 20 iterations
Discriminator Loss = -22807.2519531
Generator_Loss: 22084.4042969
687
After 20 iterations
Discriminator Loss = -22509.1542969
Generator_Loss: 25828.4921875
688
After 20 iterations
Discriminator Loss = -16190.5556641
Generator_Loss: 26102.3105469
689
After 20 iterations
Discriminator Loss = -15719.2402344
Generator_Loss: 24131.6757812
690
After 20 iterations
Discriminator Loss = -19082.2304688
Generator_Loss: 26690.3613281
691
After 20 iterations
Discriminator Loss = -17124.0117188
Generator_Loss: 13650.8427734
692
After 20 iterations
Discriminator Loss = -19588.3203125
Generator_Loss: 22914.5761719
693
After 20 iterations
Discriminator Loss = -18148.1894531
Generator_Loss: 9758.28710938
694
After 20 iterations
Discriminator Loss = -21926.8574219
Generator_Loss: 29220.4238281
695
After 20 iterations
Discriminator Loss = -19638.1972656
Generator_Loss: 18844.09375
696
After 20 iterations
Discriminator Loss = -24388.7070312
Generator_Loss: 19954.6796875
697
After 20 iterations
Discriminator Loss = -19113.9003906
Generator_Loss: 18406.5449219
698
After 20 iterations
Discriminator Loss = -20728.5488281
Generator_Loss: 23450.1757812
699
After 20 iterations
Discriminator Loss = -20644.7695312
Generator_Loss: 24031.609375
700
Level #0 Epoch #0 Batch #700
After 20 iterations
Discriminator Loss = -18147.28125
Generator_Loss: 24736.4921875
701
After 20 iterations
Discriminator Loss = -19055.3886719
Generator_Loss: 28152.9707031
702
After 20 iterations
Discriminator Loss = -20639.5742188
Generator_Loss: 24027.4589844
703
After 20 iterations
Discriminator Loss = -23566.1679688
Generator_Loss: 24926.6035156
704
After 20 iterations
Discriminator Loss = -22433.5058594
Generator_Loss: 18238.7578125
705
After 20 iterations
Discriminator Loss = -20083.890625
Generator_Loss: 19888.4375
706
After 20 iterations
Discriminator Loss = -20712.5351562
Generator_Loss: 24514.078125
707
After 20 iterations
Discriminator Loss = -23042.8105469
Generator_Loss: 25540.9199219
708
After 20 iterations
Discriminator Loss = -22448.8925781
Generator_Loss: 23727.2167969
709
After 20 iterations
Discriminator Loss = -16884.0800781
Generator_Loss: 22170.875
710
After 20 iterations
Discriminator Loss = -21082.9335938
Generator_Loss: 23622.9902344
711
After 20 iterations
Discriminator Loss = -19949.09375
Generator_Loss: 28506.2636719
712
After 20 iterations
Discriminator Loss = -16396.703125
Generator_Loss: 24350.5234375
713
After 20 iterations
Discriminator Loss = -21332.5820312
Generator_Loss: 22288.0292969
714
After 20 iterations
Discriminator Loss = -15774.8398438
Generator_Loss: 29180.9921875
715
After 20 iterations
Discriminator Loss = -20621.6523438
Generator_Loss: 24586.6542969
716
After 20 iterations
Discriminator Loss = -17113.6035156
Generator_Loss: 23437.9824219
717
After 20 iterations
Discriminator Loss = -14030.1025391
Generator_Loss: 28812.0996094
718
After 20 iterations
Discriminator Loss = -20897.3847656
Generator_Loss: 26215.4023438
719
After 20 iterations
Discriminator Loss = -20256.6347656
Generator_Loss: 25492.7949219
720
After 20 iterations
Discriminator Loss = -25479.4921875
Generator_Loss: 25184.9335938
721
After 20 iterations
Discriminator Loss = -15434.1298828
Generator_Loss: 23863.8710938
722
After 20 iterations
Discriminator Loss = -20738.6289062
Generator_Loss: 22845.4042969
723
After 20 iterations
Discriminator Loss = -19656.7832031
Generator_Loss: 24252.8554688
724
After 20 iterations
Discriminator Loss = -18189.2265625
Generator_Loss: 24521.8261719
725
Level #0 Epoch #0 Batch #725
After 20 iterations
Discriminator Loss = -21358.0585938
Generator_Loss: 26339.4921875
726
After 20 iterations
Discriminator Loss = -19574.2832031
Generator_Loss: 23329.6230469
727
After 20 iterations
Discriminator Loss = -20412.5019531
Generator_Loss: 23342.9003906
728
After 20 iterations
Discriminator Loss = -19358.3691406
Generator_Loss: 24985.1621094
729
After 20 iterations
Discriminator Loss = -20888.8105469
Generator_Loss: 25518.0039062
730
After 20 iterations
Discriminator Loss = -18289.6660156
Generator_Loss: 15801.5429688
731
After 20 iterations
Discriminator Loss = -22947.7617188
Generator_Loss: 24143.6699219
732
After 20 iterations
Discriminator Loss = -19062.7460938
Generator_Loss: 17417.4726562
733
After 20 iterations
Discriminator Loss = -19728.5722656
Generator_Loss: 10280.1953125
734
After 20 iterations
Discriminator Loss = -24629.890625
Generator_Loss: 19738.6113281
735
After 20 iterations
Discriminator Loss = -17221.1738281
Generator_Loss: 24343.4726562
736
After 20 iterations
Discriminator Loss = -17982.2734375
Generator_Loss: 25936.015625
737
After 20 iterations
Discriminator Loss = -8109.69873047
Generator_Loss: 25181.5058594
738
After 20 iterations
Discriminator Loss = -18269.7285156
Generator_Loss: 11737.9433594
739
After 20 iterations
Discriminator Loss = -21772.9550781
Generator_Loss: 19484.2597656
740
After 20 iterations
Discriminator Loss = -17626.8515625
Generator_Loss: 12152.5351562
741
After 20 iterations
Discriminator Loss = -20376.1796875
Generator_Loss: 29827.7050781
742
After 20 iterations
Discriminator Loss = -17418.4042969
Generator_Loss: 24815.2285156
743
After 20 iterations
Discriminator Loss = -17784.9003906
Generator_Loss: 25232.9765625
744
After 20 iterations
Discriminator Loss = -20990.7109375
Generator_Loss: 20683.2871094
745
After 20 iterations
Discriminator Loss = -22354.2734375
Generator_Loss: 25446.2890625
746
After 20 iterations
Discriminator Loss = -21171.4375
Generator_Loss: 32854.9140625
747
After 20 iterations
Discriminator Loss = -19818.6953125
Generator_Loss: 20649.5898438
748
After 20 iterations
Discriminator Loss = -19391.5859375
Generator_Loss: 21649.8867188
749
After 20 iterations
Discriminator Loss = -20307.3242188
Generator_Loss: 24893.7109375
750
Level #0 Epoch #0 Batch #750
After 20 iterations
Discriminator Loss = -23220.8457031
Generator_Loss: 27116.9921875
751
After 20 iterations
Discriminator Loss = -20590.7128906
Generator_Loss: 27756.6308594
752
After 20 iterations
Discriminator Loss = -21671.9316406
Generator_Loss: 26968.9160156
753
After 20 iterations
Discriminator Loss = -24126.3886719
Generator_Loss: 19295.4921875
754
After 20 iterations
Discriminator Loss = -16985.6445312
Generator_Loss: 24263.5175781
755
After 20 iterations
Discriminator Loss = -19380.1484375
Generator_Loss: 30277.4726562
756
After 20 iterations
Discriminator Loss = -22998.6484375
Generator_Loss: 27054.6914062
757
After 20 iterations
Discriminator Loss = -17102.8613281
Generator_Loss: 27983.9882812
758
After 20 iterations
Discriminator Loss = -14774.5771484
Generator_Loss: 24583.9335938
759
After 20 iterations
Discriminator Loss = -15241.2666016
Generator_Loss: 26036.7285156
760
After 20 iterations
Discriminator Loss = -18104.4492188
Generator_Loss: 21547.3203125
761
After 20 iterations
Discriminator Loss = -20849.8125
Generator_Loss: 29229.4492188
762
After 20 iterations
Discriminator Loss = -22347.1855469
Generator_Loss: 27100.1933594
763
After 20 iterations
Discriminator Loss = -19765.9316406
Generator_Loss: 26228.0859375
764
After 20 iterations
Discriminator Loss = -19662.3828125
Generator_Loss: 26918.4277344
765
After 20 iterations
Discriminator Loss = -21620.5097656
Generator_Loss: 22270.2402344
766
After 20 iterations
Discriminator Loss = -16781.6972656
Generator_Loss: 29453.5214844
767
After 20 iterations
Discriminator Loss = -15642.8837891
Generator_Loss: 26965.4863281
768
After 20 iterations
Discriminator Loss = -17450.8027344
Generator_Loss: 25662.0195312
769
After 20 iterations
Discriminator Loss = -17044.4238281
Generator_Loss: 32647.7011719
770
After 20 iterations
Discriminator Loss = -20474.6875
Generator_Loss: 31042.3339844
771
After 20 iterations
Discriminator Loss = -19819.6054688
Generator_Loss: 27950.8515625
772
After 20 iterations
Discriminator Loss = -20736.7695312
Generator_Loss: 21545.8222656
773
After 20 iterations
Discriminator Loss = -18225.4160156
Generator_Loss: 15502.9501953
774
After 20 iterations
Discriminator Loss = -21893.2441406
Generator_Loss: 20667.0722656
775
Level #0 Epoch #0 Batch #775
After 20 iterations
Discriminator Loss = -13785.7119141
Generator_Loss: 24411.4179688
776
After 20 iterations
Discriminator Loss = -19918.484375
Generator_Loss: 29577.7871094
777
After 20 iterations
Discriminator Loss = -17838.9746094
Generator_Loss: 23461.2148438
778
After 20 iterations
Discriminator Loss = -20408.0136719
Generator_Loss: 24834.9882812
779
After 20 iterations
Discriminator Loss = -22956.2421875
Generator_Loss: 24203.8808594
780
After 20 iterations
Discriminator Loss = -12265.3212891
Generator_Loss: 23043.8476562
781
After 20 iterations
Discriminator Loss = -15451.1650391
Generator_Loss: 24223.8398438
782
After 20 iterations
Discriminator Loss = -22619.2285156
Generator_Loss: 23624.6816406
783
After 20 iterations
Discriminator Loss = -23499.1289062
Generator_Loss: 27807.5253906
784
After 20 iterations
Discriminator Loss = -22655.96875
Generator_Loss: 26271.1738281
785
After 20 iterations
Discriminator Loss = -20232.5351562
Generator_Loss: 24842.6230469
786
After 20 iterations
Discriminator Loss = -23842.2128906
Generator_Loss: 25616.7285156
787
After 20 iterations
Discriminator Loss = -20581.390625
Generator_Loss: 18282.2519531
788
After 20 iterations
Discriminator Loss = -21693.6835938
Generator_Loss: 18872.2753906
789
After 20 iterations
Discriminator Loss = -19910.5703125
Generator_Loss: 16568.5078125
790
After 20 iterations
Discriminator Loss = -21914.7890625
Generator_Loss: 9599.46777344
791
After 20 iterations
Discriminator Loss = -23091.6894531
Generator_Loss: 25331.8417969
792
After 20 iterations
Discriminator Loss = -19783.1894531
Generator_Loss: 17521.1855469
793
After 20 iterations
Discriminator Loss = -18397.4277344
Generator_Loss: 21570.4902344
794
After 20 iterations
Discriminator Loss = -13806.3417969
Generator_Loss: -21183.4511719
795
After 20 iterations
Discriminator Loss = -18589.8125
Generator_Loss: 12906.8925781
796
After 20 iterations
Discriminator Loss = -24840.53125
Generator_Loss: 21032.0722656
797
After 20 iterations
Discriminator Loss = -18291.1171875
Generator_Loss: 26523.53125
798
After 20 iterations
Discriminator Loss = -17736.7363281
Generator_Loss: 20086.0664062
799
After 20 iterations
Discriminator Loss = -24285.03125
Generator_Loss: 24874.1621094
800
Level #0 Epoch #0 Batch #800
After 20 iterations
Discriminator Loss = -15942.8759766
Generator_Loss: 21546.7636719
801
After 20 iterations
Discriminator Loss = -18406.0703125
Generator_Loss: 26769.8222656
802
After 20 iterations
Discriminator Loss = -24344.2109375
Generator_Loss: 20401.1054688
803
After 20 iterations
Discriminator Loss = -20712.6445312
Generator_Loss: 15836.0234375
804
After 20 iterations
Discriminator Loss = -21584.6425781
Generator_Loss: 28040.1542969
805
After 20 iterations
Discriminator Loss = -11980.4980469
Generator_Loss: 23199.7734375
806
After 20 iterations
Discriminator Loss = -19127.6152344
Generator_Loss: 20244.7578125
807
After 20 iterations
Discriminator Loss = -23279.9160156
Generator_Loss: 29481.9941406
808
After 20 iterations
Discriminator Loss = -15691.7392578
Generator_Loss: 23596.546875
809
After 20 iterations
Discriminator Loss = -24537.3183594
Generator_Loss: 27305.2792969
810
After 20 iterations
Discriminator Loss = -19504.3847656
Generator_Loss: 19746.3535156
811
After 20 iterations
Discriminator Loss = -21306.203125
Generator_Loss: 23962.5625
812
After 20 iterations
Discriminator Loss = -22263.3066406
Generator_Loss: 26087.3476562
813
After 20 iterations
Discriminator Loss = -23906.7871094
Generator_Loss: 25171.9746094
814
After 20 iterations
Discriminator Loss = -15358.5703125
Generator_Loss: 27138.6445312
815
After 20 iterations
Discriminator Loss = -17650.5527344
Generator_Loss: 24690.9140625
816
After 20 iterations
Discriminator Loss = -17651.0664062
Generator_Loss: 23191.40625
817
After 20 iterations
Discriminator Loss = -24931.2304688
Generator_Loss: 17957.3828125
818
After 20 iterations
Discriminator Loss = -16350.9775391
Generator_Loss: 23697.9746094
819
After 20 iterations
Discriminator Loss = -25879.8515625
Generator_Loss: 31656.2246094
820
After 20 iterations
Discriminator Loss = -15785.1054688
Generator_Loss: 30779.1679688
821
After 20 iterations
Discriminator Loss = -20103.6699219
Generator_Loss: 30512.4101562
822
After 20 iterations
Discriminator Loss = -19470.3339844
Generator_Loss: 29821.7617188
823
After 20 iterations
Discriminator Loss = -17324.2011719
Generator_Loss: 25474.5527344
824
After 20 iterations
Discriminator Loss = -27148.4667969
Generator_Loss: 30884.1953125
825
Level #0 Epoch #0 Batch #825
After 20 iterations
Discriminator Loss = -21012.2617188
Generator_Loss: 26234.7734375
826
After 20 iterations
Discriminator Loss = -16455.0722656
Generator_Loss: 27439.8242188
827
After 20 iterations
Discriminator Loss = -18755.515625
Generator_Loss: 21755.4667969
828
After 20 iterations
Discriminator Loss = -17804.9667969
Generator_Loss: 24264.3710938
829
After 20 iterations
Discriminator Loss = -17947.3417969
Generator_Loss: 27538.8066406
830
After 20 iterations
Discriminator Loss = -19871.9570312
Generator_Loss: 26171.7246094
831
After 20 iterations
Discriminator Loss = -19704.5605469
Generator_Loss: 25026.2226562
832
After 20 iterations
Discriminator Loss = -17992.3398438
Generator_Loss: 6039.23095703
833
After 20 iterations
Discriminator Loss = -19766.0917969
Generator_Loss: 29146.0859375
834
After 20 iterations
Discriminator Loss = -19495.6875
Generator_Loss: 27587.0429688
835
After 20 iterations
Discriminator Loss = -23752.9140625
Generator_Loss: 32081.3671875
836
After 20 iterations
Discriminator Loss = -17198.578125
Generator_Loss: 31455.3398438
837
After 20 iterations
Discriminator Loss = -21539.671875
Generator_Loss: 23758.0800781
838
After 20 iterations
Discriminator Loss = -21559.5742188
Generator_Loss: 30468.2519531
839
After 20 iterations
Discriminator Loss = -22445.4921875
Generator_Loss: 25165.59375
840
After 20 iterations
Discriminator Loss = -24161.3320312
Generator_Loss: 30868.1640625
841
After 20 iterations
Discriminator Loss = -19896.203125
Generator_Loss: 25852.1640625
842
After 20 iterations
Discriminator Loss = -21406.8183594
Generator_Loss: 30070.1777344
843
After 20 iterations
Discriminator Loss = -18065.875
Generator_Loss: 30573.9316406
844
After 20 iterations
Discriminator Loss = -22912.7421875
Generator_Loss: 27651.1464844
845
After 20 iterations
Discriminator Loss = -15999.6894531
Generator_Loss: 17941.9355469
846
After 20 iterations
Discriminator Loss = -25664.921875
Generator_Loss: 30020.9140625
847
After 20 iterations
Discriminator Loss = -17260.9648438
Generator_Loss: 16869.1113281
848
After 20 iterations
Discriminator Loss = -20139.2871094
Generator_Loss: 27111.359375
849
After 20 iterations
Discriminator Loss = -19719.6679688
Generator_Loss: 26675.2714844
850
Level #0 Epoch #0 Batch #850
After 20 iterations
Discriminator Loss = -20451.9453125
Generator_Loss: 35141.8554688
851
After 20 iterations
Discriminator Loss = -21020.6699219
Generator_Loss: 25576.0195312
852
After 20 iterations
Discriminator Loss = -16705.9863281
Generator_Loss: 29442.6796875
853
After 20 iterations
Discriminator Loss = -20718.3535156
Generator_Loss: 31741.3183594
854
After 20 iterations
Discriminator Loss = -16467.4824219
Generator_Loss: 23517.9667969
855
After 20 iterations
Discriminator Loss = -19547.9921875
Generator_Loss: 29544.6308594
856
After 20 iterations
Discriminator Loss = -25685.6621094
Generator_Loss: 28027.6367188
857
After 20 iterations
Discriminator Loss = -16118.8994141
Generator_Loss: 30168.2050781
858
After 20 iterations
Discriminator Loss = -13845.5673828
Generator_Loss: 30346.4902344
859
After 20 iterations
Discriminator Loss = -20290.1640625
Generator_Loss: 34555.7617188
860
After 20 iterations
Discriminator Loss = -21313.8632812
Generator_Loss: 29465.9453125
861
After 20 iterations
Discriminator Loss = -21080.4980469
Generator_Loss: 24896.7675781
862
After 20 iterations
Discriminator Loss = -18966.5625
Generator_Loss: 31033.0097656
863
After 20 iterations
Discriminator Loss = -18528.3105469
Generator_Loss: 31450.7871094
864
After 20 iterations
Discriminator Loss = -18484.4257812
Generator_Loss: 32002.8203125
865
After 20 iterations
Discriminator Loss = -17197.9960938
Generator_Loss: 31000.7246094
866
After 20 iterations
Discriminator Loss = -22287.8125
Generator_Loss: 25748.5039062
867
After 20 iterations
Discriminator Loss = -20655.0507812
Generator_Loss: 27602.2539062
868
After 20 iterations
Discriminator Loss = -25564.0527344
Generator_Loss: 29171.5917969
869
After 20 iterations
Discriminator Loss = -18054.0996094
Generator_Loss: 26479.4023438
870
After 20 iterations
Discriminator Loss = -22391.2871094
Generator_Loss: 30337.7382812
871
After 20 iterations
Discriminator Loss = -19089.0234375
Generator_Loss: 26681.4140625
872
After 20 iterations
Discriminator Loss = -24151.1328125
Generator_Loss: 31870.2167969
873
After 20 iterations
Discriminator Loss = -20680.9746094
Generator_Loss: 28367.7910156
874
After 20 iterations
Discriminator Loss = -16472.5859375
Generator_Loss: 25379.1855469
875
Level #0 Epoch #0 Batch #875
After 20 iterations
Discriminator Loss = -23115.1582031
Generator_Loss: 13880.3085938
876
After 20 iterations
Discriminator Loss = -14497.34375
Generator_Loss: 29303.9746094
877
After 20 iterations
Discriminator Loss = -20359.2148438
Generator_Loss: 27770.0664062
878
After 20 iterations
Discriminator Loss = -15288.1103516
Generator_Loss: 20217.3476562
879
After 20 iterations
Discriminator Loss = -15809.8173828
Generator_Loss: 13934.4414062
880
After 20 iterations
Discriminator Loss = -20569.9882812
Generator_Loss: 14028.265625
881
After 20 iterations
Discriminator Loss = -18820.7382812
Generator_Loss: 13759.7050781
882
After 20 iterations
Discriminator Loss = -16028.4267578
Generator_Loss: 16982.7734375
883
After 20 iterations
Discriminator Loss = -23800.0390625
Generator_Loss: 26435.3613281
884
After 20 iterations
Discriminator Loss = -17536.6875
Generator_Loss: 23147.6367188
885
After 20 iterations
Discriminator Loss = -17260.5117188
Generator_Loss: 30154.9101562
886
After 20 iterations
Discriminator Loss = -20759.828125
Generator_Loss: 34203.2226562
887
After 20 iterations
Discriminator Loss = -21697.7304688
Generator_Loss: 30167.3085938
888
After 20 iterations
Discriminator Loss = -21272.7285156
Generator_Loss: 28926.5820312
889
After 20 iterations
Discriminator Loss = -20261.8085938
Generator_Loss: 30137.3183594
890
After 20 iterations
Discriminator Loss = -16718.4277344
Generator_Loss: 33078.859375
891
After 20 iterations
Discriminator Loss = -21982.1972656
Generator_Loss: 33235.5234375
892
After 20 iterations
Discriminator Loss = -20012.2246094
Generator_Loss: 26445.2695312
893
After 20 iterations
Discriminator Loss = -21556.0117188
Generator_Loss: 26383.6074219
894
After 20 iterations
Discriminator Loss = -21763.5722656
Generator_Loss: 25636.4511719
895
After 20 iterations
Discriminator Loss = -22181.5957031
Generator_Loss: 23055.0800781
896
After 20 iterations
Discriminator Loss = -22275.0488281
Generator_Loss: 23225.640625
897
After 20 iterations
Discriminator Loss = -27514.1875
Generator_Loss: 28318.6875
898
After 20 iterations
Discriminator Loss = -26033.1796875
Generator_Loss: 25681.9824219
899
After 20 iterations
Discriminator Loss = -22775.7148438
Generator_Loss: 27308.2851562
900
Level #0 Epoch #0 Batch #900
After 20 iterations
Discriminator Loss = -19918.9238281
Generator_Loss: 25260.2363281
901
After 20 iterations
Discriminator Loss = -20946.0195312
Generator_Loss: 29672.3378906
902
After 20 iterations
Discriminator Loss = -20267.3789062
Generator_Loss: 23907.671875
903
After 20 iterations
Discriminator Loss = -24998.703125
Generator_Loss: 22906.609375
904
After 20 iterations
Discriminator Loss = -22544.421875
Generator_Loss: 27730.2382812
905
After 20 iterations
Discriminator Loss = -18527.5449219
Generator_Loss: 30214.7402344
906
After 20 iterations
Discriminator Loss = -18601.25
Generator_Loss: 25946.1640625
907
After 20 iterations
Discriminator Loss = -17698.140625
Generator_Loss: 27507.5
908
After 20 iterations
Discriminator Loss = -18203.8300781
Generator_Loss: 28754.9765625
909
After 20 iterations
Discriminator Loss = -15939.390625
Generator_Loss: 28138.6679688
910
After 20 iterations
Discriminator Loss = -22330.0527344
Generator_Loss: 27023.953125
911
After 20 iterations
Discriminator Loss = -20413.109375
Generator_Loss: 35428.0625
912
After 20 iterations
Discriminator Loss = -19561.7148438
Generator_Loss: 30738.1171875
913
After 20 iterations
Discriminator Loss = -21309.6054688
Generator_Loss: 16454.0234375
914
After 20 iterations
Discriminator Loss = -19912.484375
Generator_Loss: 24720.9902344
915
After 20 iterations
Discriminator Loss = -25333.7910156
Generator_Loss: 25015.640625
916
After 20 iterations
Discriminator Loss = -20983.4726562
Generator_Loss: 28822.7011719
917
After 20 iterations
Discriminator Loss = -16073.8193359
Generator_Loss: 28284.9550781
918
After 20 iterations
Discriminator Loss = -20920.875
Generator_Loss: 29949.6660156
919
After 20 iterations
Discriminator Loss = -20659.25
Generator_Loss: 26797.2402344
920
After 20 iterations
Discriminator Loss = -17806.7285156
Generator_Loss: 26265.6113281
921
After 20 iterations
Discriminator Loss = -24067.3632812
Generator_Loss: 30387.1601562
922
After 20 iterations
Discriminator Loss = -22310.3671875
Generator_Loss: 29912.4238281
923
After 20 iterations
Discriminator Loss = -17707.953125
Generator_Loss: 29718.3183594
924
After 20 iterations
Discriminator Loss = -21600.0292969
Generator_Loss: 37138.2773438
925
Level #0 Epoch #0 Batch #925
After 20 iterations
Discriminator Loss = -19358.7421875
Generator_Loss: 28982.7734375
926
After 20 iterations
Discriminator Loss = -17725.5800781
Generator_Loss: 28299.9882812
927
After 20 iterations
Discriminator Loss = -18060.8789062
Generator_Loss: 25250.7128906
928
After 20 iterations
Discriminator Loss = -20592.84375
Generator_Loss: 18569.1816406
929
After 20 iterations
Discriminator Loss = -18257.1738281
Generator_Loss: 25475.9511719
930
After 20 iterations
Discriminator Loss = -19065.125
Generator_Loss: 32277.4882812
931
After 20 iterations
Discriminator Loss = -20351.2539062
Generator_Loss: 26690.9160156
932
After 20 iterations
Discriminator Loss = -20219.3613281
Generator_Loss: 30600.3652344
933
After 20 iterations
Discriminator Loss = -19342.0253906
Generator_Loss: 27956.6132812
934
After 20 iterations
Discriminator Loss = -21806.9121094
Generator_Loss: 26818.3085938
935
After 20 iterations
Discriminator Loss = -27875.8144531
Generator_Loss: 26440.1308594
936
After 20 iterations
Discriminator Loss = -20156.3417969
Generator_Loss: 26764.8984375
937
After 20 iterations
Discriminator Loss = -19002.375
Generator_Loss: 25090.234375
938
After 20 iterations
Discriminator Loss = -17101.7714844
Generator_Loss: 25953.0390625
939
After 20 iterations
Discriminator Loss = -17027.2929688
Generator_Loss: 24928.5136719
940
After 20 iterations
Discriminator Loss = -24391.6972656
Generator_Loss: 23097.5878906
941
After 20 iterations
Discriminator Loss = -19218.9511719
Generator_Loss: 19540.7539062
942
After 20 iterations
Discriminator Loss = -19835.7148438
Generator_Loss: 26977.3476562
943
After 20 iterations
Discriminator Loss = -18177.7929688
Generator_Loss: 25238.5527344
944
After 20 iterations
Discriminator Loss = -27133.8476562
Generator_Loss: 24764.8125
945
After 20 iterations
Discriminator Loss = -19348.4804688
Generator_Loss: 31516.8378906
946
After 20 iterations
Discriminator Loss = -19923.2167969
Generator_Loss: 31820.3515625
947
After 20 iterations
Discriminator Loss = -25941.96875
Generator_Loss: 24585.0761719
948
After 20 iterations
Discriminator Loss = -23169.3964844
Generator_Loss: 20546.0429688
949
After 20 iterations
Discriminator Loss = -27944.3515625
Generator_Loss: 31165.5605469
950
Level #0 Epoch #0 Batch #950
After 20 iterations
Discriminator Loss = -17754.2285156
Generator_Loss: 29575.5292969
951
After 20 iterations
Discriminator Loss = -22999.1523438
Generator_Loss: 25507.8496094
952
After 20 iterations
Discriminator Loss = -23586.0820312
Generator_Loss: 26188.9335938
953
After 20 iterations
Discriminator Loss = -24932.2304688
Generator_Loss: 19904.7773438
954
After 20 iterations
Discriminator Loss = -27062.4628906
Generator_Loss: 26029.984375
955
After 20 iterations
Discriminator Loss = -23024.9003906
Generator_Loss: 20916.984375
956
After 20 iterations
Discriminator Loss = -26683.8828125
Generator_Loss: 30261.2734375
957
After 20 iterations
Discriminator Loss = -18241.3398438
Generator_Loss: 27089.2753906
958
After 20 iterations
Discriminator Loss = -18068.1738281
Generator_Loss: 29623.1132812
959
After 20 iterations
Discriminator Loss = -15783.2714844
Generator_Loss: 32277.0820312
960
After 20 iterations
Discriminator Loss = -25029.5390625
Generator_Loss: 21615.5429688
961
After 20 iterations
Discriminator Loss = -26320.5859375
Generator_Loss: 30443.5253906
962
After 20 iterations
Discriminator Loss = -25211.734375
Generator_Loss: 32040.8417969
963
After 20 iterations
Discriminator Loss = -26182.6875
Generator_Loss: 30725.9433594
964
After 20 iterations
Discriminator Loss = -22139.2636719
Generator_Loss: 27117.3613281
965
After 20 iterations
Discriminator Loss = -18384.1269531
Generator_Loss: 29767.6054688
966
After 20 iterations
Discriminator Loss = -18580.6308594
Generator_Loss: 26940.1152344
967
After 20 iterations
Discriminator Loss = -21816.9511719
Generator_Loss: 28210.8203125
968
After 20 iterations
Discriminator Loss = -16470.1621094
Generator_Loss: 30868.3925781
969
After 20 iterations
Discriminator Loss = -10937.390625
Generator_Loss: 27111.2929688
970
After 20 iterations
Discriminator Loss = -19678.1894531
Generator_Loss: 32865.1523438
971
After 20 iterations
Discriminator Loss = -24962.6933594
Generator_Loss: 34700.8085938
972
After 20 iterations
Discriminator Loss = -17250.0625
Generator_Loss: 44409.9453125
973
After 20 iterations
Discriminator Loss = -21493.5019531
Generator_Loss: 29595.90625
974
After 20 iterations
Discriminator Loss = -19463.3300781
Generator_Loss: 30878.0996094
975
Level #0 Epoch #0 Batch #975
After 20 iterations
Discriminator Loss = -20082.7304688
Generator_Loss: 26013.6191406
976
After 20 iterations
Discriminator Loss = -20223.3085938
Generator_Loss: 27723.0449219
977
After 20 iterations
Discriminator Loss = -21343.1132812
Generator_Loss: 28578.6484375
978
After 20 iterations
Discriminator Loss = -21456.1015625
Generator_Loss: 26340.8808594
979
After 20 iterations
Discriminator Loss = -27455.1308594
Generator_Loss: 26410.0957031
980
After 20 iterations
Discriminator Loss = -22336.8984375
Generator_Loss: 35212.4726562
981
After 20 iterations
Discriminator Loss = -19707.3242188
Generator_Loss: 25826.9355469
982
After 20 iterations
Discriminator Loss = -25709.40625
Generator_Loss: 31200.6425781
983
After 20 iterations
Discriminator Loss = -21051.8398438
Generator_Loss: 28002.7226562
984
After 20 iterations
Discriminator Loss = -23042.0878906
Generator_Loss: 28905.7753906
985
After 20 iterations
Discriminator Loss = -21865.9394531
Generator_Loss: 29265.0957031
986
After 20 iterations
Discriminator Loss = -27395.3320312
Generator_Loss: 26055.6035156
987
After 20 iterations
Discriminator Loss = -19250.2519531
Generator_Loss: 30215.5742188
988
After 20 iterations
Discriminator Loss = -28711.9296875
Generator_Loss: 29457.5722656
989
After 20 iterations
Discriminator Loss = -24385.5507812
Generator_Loss: 28293.3007812
990
After 20 iterations
Discriminator Loss = -24927.7558594
Generator_Loss: 32098.625
991
After 20 iterations
Discriminator Loss = -21049.421875
Generator_Loss: 28768.5585938
992
After 20 iterations
Discriminator Loss = -27104.3339844
Generator_Loss: 27944.6816406
993
After 20 iterations
Discriminator Loss = -16196.4824219
Generator_Loss: 28228.2910156
994
After 20 iterations
Discriminator Loss = -19168.4277344
Generator_Loss: 22688.9589844
995
After 20 iterations
Discriminator Loss = -19415.9199219
Generator_Loss: 28886.03125
996
After 20 iterations
Discriminator Loss = -8524.328125
Generator_Loss: 38501.2734375
997
After 20 iterations
Discriminator Loss = -16986.6953125
Generator_Loss: 26833.6679688
998
After 20 iterations
Discriminator Loss = -17668.6308594
Generator_Loss: 23860.4394531
999
After 20 iterations
Discriminator Loss = -24266.0917969
Generator_Loss: 28118.7832031
1000
Level #0 Epoch #0 Batch #1000
After 20 iterations
Discriminator Loss = -23319.7480469
Generator_Loss: 30706.546875
1001
After 20 iterations
Discriminator Loss = -21450.3457031
Generator_Loss: 23835.6113281
1002
After 20 iterations
Discriminator Loss = -24371.8671875
Generator_Loss: 29163.7734375
1003
After 20 iterations
Discriminator Loss = -23411.5058594
Generator_Loss: 28645.5566406
1004
After 20 iterations
Discriminator Loss = -25587.3867188
Generator_Loss: 28921.9882812
1005
After 20 iterations
Discriminator Loss = -25557.71875
Generator_Loss: 34717.3789062
1006
After 20 iterations
Discriminator Loss = -18597.2910156
Generator_Loss: 28682.5683594
1007
After 20 iterations
Discriminator Loss = -26780.2597656
Generator_Loss: 29969.6347656
1008
After 20 iterations
Discriminator Loss = -26914.0507812
Generator_Loss: 28775.8183594
1009
After 20 iterations
Discriminator Loss = -22711.4238281
Generator_Loss: 29019.1328125
1010
After 20 iterations
Discriminator Loss = -26210.5253906
Generator_Loss: 25205.5136719
1011
After 20 iterations
Discriminator Loss = -25675.7460938
Generator_Loss: 30146.4179688
1012
After 20 iterations
Discriminator Loss = -15194.7744141
Generator_Loss: 21324.4023438
1013
After 20 iterations
Discriminator Loss = -17611.5761719
Generator_Loss: 27357.8242188
1014
After 20 iterations
Discriminator Loss = -22668.2578125
Generator_Loss: 20150.703125
1015
After 20 iterations
Discriminator Loss = -27881.9667969
Generator_Loss: 32634.4511719
1016
After 20 iterations
Discriminator Loss = -20276.0996094
Generator_Loss: 25788.4726562
1017
After 20 iterations
Discriminator Loss = -28239.3535156
Generator_Loss: 29688.0449219
1018
After 20 iterations
Discriminator Loss = -20607.5019531
Generator_Loss: 32324.0449219
1019
After 20 iterations
Discriminator Loss = -23352.1933594
Generator_Loss: 26308.90625
1020
After 20 iterations
Discriminator Loss = -23014.75
Generator_Loss: 26335.96875
1021
After 20 iterations
Discriminator Loss = -20783.1054688
Generator_Loss: 21687.9765625
1022
After 20 iterations
Discriminator Loss = -21048.5195312
Generator_Loss: 27753.6855469
1023
After 20 iterations
Discriminator Loss = -28397.0351562
Generator_Loss: 26263.1660156
1024
After 20 iterations
Discriminator Loss = -21110.8144531
Generator_Loss: 32397.9511719
1025
Level #0 Epoch #0 Batch #1025
After 20 iterations
Discriminator Loss = -22413.7734375
Generator_Loss: 33009.2109375
1026
After 20 iterations
Discriminator Loss = -24879.1171875
Generator_Loss: 35234.0898438
1027
After 20 iterations
Discriminator Loss = -24528.4648438
Generator_Loss: 29630.9921875
1028
After 20 iterations
Discriminator Loss = -21156.515625
Generator_Loss: 27439.734375
1029
After 20 iterations
Discriminator Loss = -18424.109375
Generator_Loss: 32794.7304688
1030
After 20 iterations
Discriminator Loss = -21690.5761719
Generator_Loss: 33137.1210938
1031
After 20 iterations
Discriminator Loss = -23000.9394531
Generator_Loss: 34252.703125
1032
After 20 iterations
Discriminator Loss = -19278.1367188
Generator_Loss: 28354.2636719
1033
After 20 iterations
Discriminator Loss = -22473.6191406
Generator_Loss: 32153.7285156
1034
After 20 iterations
Discriminator Loss = -22987.4355469
Generator_Loss: 29696.9179688
1035
After 20 iterations
Discriminator Loss = -19909.4824219
Generator_Loss: 32193.7910156
1036
After 20 iterations
Discriminator Loss = -19532.2578125
Generator_Loss: 37849.8007812
1037
After 20 iterations
Discriminator Loss = -20320.8808594
Generator_Loss: 34038.46875
1038
After 20 iterations
Discriminator Loss = -19039.6386719
Generator_Loss: 30230.6679688
1039
After 20 iterations
Discriminator Loss = -21085.4511719
Generator_Loss: 30160.4589844
1040
After 20 iterations
Discriminator Loss = -26540.765625
Generator_Loss: 29579.3125
1041
After 20 iterations
Discriminator Loss = -27597.4375
Generator_Loss: 34245.90625
1042
After 20 iterations
Discriminator Loss = -22959.7402344
Generator_Loss: 30166.4550781
1043
After 20 iterations
Discriminator Loss = -22176.6601562
Generator_Loss: 29602.1347656
1044
After 20 iterations
Discriminator Loss = -17630.2246094
Generator_Loss: 28951.6523438
1045
After 20 iterations
Discriminator Loss = -21288.921875
Generator_Loss: 29753.4003906
1046
After 20 iterations
Discriminator Loss = -21003.859375
Generator_Loss: 20945.6464844
1047
After 20 iterations
Discriminator Loss = -22202.0449219
Generator_Loss: 34974.2929688
1048
After 20 iterations
Discriminator Loss = -20588.0253906
Generator_Loss: 29363.5546875
1049
After 20 iterations
Discriminator Loss = -16142.1367188
Generator_Loss: 38897.53125
1050
Level #0 Epoch #0 Batch #1050
After 20 iterations
Discriminator Loss = -24155.2089844
Generator_Loss: 23782.9160156
1051
After 20 iterations
Discriminator Loss = -24314.1289062
Generator_Loss: 30770.6210938
1052
After 20 iterations
Discriminator Loss = -24055.2226562
Generator_Loss: 30682.0664062
1053
After 20 iterations
Discriminator Loss = -19497.0
Generator_Loss: 27724.7832031
1054
After 20 iterations
Discriminator Loss = -25838.390625
Generator_Loss: 32448.0722656
1055
After 20 iterations
Discriminator Loss = -21401.4980469
Generator_Loss: 27527.7558594
1056
After 20 iterations
Discriminator Loss = -26751.3554688
Generator_Loss: 25197.9082031
1057
After 20 iterations
Discriminator Loss = -28486.671875
Generator_Loss: 17841.0058594
1058
After 20 iterations
Discriminator Loss = -19786.421875
Generator_Loss: 33696.2265625
1059
After 20 iterations
Discriminator Loss = -23832.0996094
Generator_Loss: 37687.8710938
1060
After 20 iterations
Discriminator Loss = -20850.3613281
Generator_Loss: 29799.5097656
1061
After 20 iterations
Discriminator Loss = -24150.4589844
Generator_Loss: 33004.2460938
1062
After 20 iterations
Discriminator Loss = -26132.2285156
Generator_Loss: 24530.5175781
1063
After 20 iterations
Discriminator Loss = -24240.671875
Generator_Loss: 26270.6542969
1064
After 20 iterations
Discriminator Loss = -24456.0644531
Generator_Loss: 25394.8886719
1065
After 20 iterations
Discriminator Loss = -18367.3515625
Generator_Loss: 26535.0449219
1066
After 20 iterations
Discriminator Loss = -20227.84375
Generator_Loss: 26715.2265625
1067
After 20 iterations
Discriminator Loss = -27735.8261719
Generator_Loss: 33374.3046875
1068
After 20 iterations
Discriminator Loss = -26391.09375
Generator_Loss: 33105.2578125
1069
After 20 iterations
Discriminator Loss = -14546.7402344
Generator_Loss: 34139.2617188
1070
After 20 iterations
Discriminator Loss = -26904.0859375
Generator_Loss: 31888.609375
1071
After 20 iterations
Discriminator Loss = -18834.7011719
Generator_Loss: 30377.4082031
1072
After 20 iterations
Discriminator Loss = -24808.5800781
Generator_Loss: 39341.9570312
1073
After 20 iterations
Discriminator Loss = -22590.8476562
Generator_Loss: 27145.3125
1074
After 20 iterations
Discriminator Loss = -21770.3339844
Generator_Loss: 27127.4414062
1075
Level #0 Epoch #0 Batch #1075
After 20 iterations
Discriminator Loss = -27146.6171875
Generator_Loss: 23937.203125
1076
After 20 iterations
Discriminator Loss = -25781.5546875
Generator_Loss: 28494.7871094
1077
After 20 iterations
Discriminator Loss = -20794.3964844
Generator_Loss: 29630.2675781
1078
After 20 iterations
Discriminator Loss = -24962.8476562
Generator_Loss: 29072.9824219
1079
After 20 iterations
Discriminator Loss = -19918.609375
Generator_Loss: 30976.4082031
1080
After 20 iterations
Discriminator Loss = -23463.1074219
Generator_Loss: 30152.4511719
1081
After 20 iterations
Discriminator Loss = -19586.6074219
Generator_Loss: 30170.2949219
1082
After 20 iterations
Discriminator Loss = -24172.7617188
Generator_Loss: 29762.0644531
1083
After 20 iterations
Discriminator Loss = -22894.40625
Generator_Loss: 35268.9101562
1084
After 20 iterations
Discriminator Loss = -25449.75
Generator_Loss: 33596.2851562
1085
After 20 iterations
Discriminator Loss = -25942.6914062
Generator_Loss: 35534.25
1086
After 20 iterations
Discriminator Loss = -20228.3925781
Generator_Loss: 28181.2636719
1087
After 20 iterations
Discriminator Loss = -19093.6230469
Generator_Loss: 25010.765625
1088
After 20 iterations
Discriminator Loss = -27871.4941406
Generator_Loss: 22461.8671875
1089
After 20 iterations
Discriminator Loss = -22134.8242188
Generator_Loss: 32431.34375
1090
After 20 iterations
Discriminator Loss = -24508.7050781
Generator_Loss: 29671.8300781
1091
After 20 iterations
Discriminator Loss = -26278.75
Generator_Loss: 29713.2753906
1092
After 20 iterations
Discriminator Loss = -21319.2109375
Generator_Loss: 35850.0117188
1093
After 20 iterations
Discriminator Loss = -27521.9238281
Generator_Loss: 33605.1640625
1094
After 20 iterations
Discriminator Loss = -25180.8808594
Generator_Loss: 30077.0898438
1095
After 20 iterations
Discriminator Loss = -25299.5898438
Generator_Loss: 24290.0058594
1096
After 20 iterations
Discriminator Loss = -19221.4179688
Generator_Loss: 23741.8183594
1097
After 20 iterations
Discriminator Loss = -23600.390625
Generator_Loss: 27661.2617188
1098
After 20 iterations
Discriminator Loss = -18631.5566406
Generator_Loss: 29605.1699219
1099
After 20 iterations
Discriminator Loss = -22985.4238281
Generator_Loss: 30477.5664062
1100
Level #0 Epoch #0 Batch #1100
After 20 iterations
Discriminator Loss = -27783.4667969
Generator_Loss: 29791.2636719
1101
After 20 iterations
Discriminator Loss = -21166.5566406
Generator_Loss: 35561.2578125
1102
After 20 iterations
Discriminator Loss = -24180.0722656
Generator_Loss: 27758.4765625
1103
After 20 iterations
Discriminator Loss = -23619.7011719
Generator_Loss: 35845.9804688
1104
After 20 iterations
Discriminator Loss = -24734.5390625
Generator_Loss: 33016.3125
1105
After 20 iterations
Discriminator Loss = -21894.2617188
Generator_Loss: 34990.5585938
1106
After 20 iterations
Discriminator Loss = -21354.1152344
Generator_Loss: 26826.3710938
1107
After 20 iterations
Discriminator Loss = -22118.0292969
Generator_Loss: 25087.4140625
1108
After 20 iterations
Discriminator Loss = -25644.875
Generator_Loss: 28995.9824219
1109
After 20 iterations
Discriminator Loss = -30650.6035156
Generator_Loss: 25904.3847656
1110
After 20 iterations
Discriminator Loss = -24345.1269531
Generator_Loss: 30724.3574219
1111
After 20 iterations
Discriminator Loss = -23428.8867188
Generator_Loss: 28432.1210938
1112
After 20 iterations
Discriminator Loss = -16756.2148438
Generator_Loss: 34108.3164062
1113
After 20 iterations
Discriminator Loss = -26099.234375
Generator_Loss: 27921.6523438
1114
After 20 iterations
Discriminator Loss = -22807.7441406
Generator_Loss: 31615.0273438
1115
After 20 iterations
Discriminator Loss = -23183.8984375
Generator_Loss: 32286.1074219
1116
After 20 iterations
Discriminator Loss = -21138.1875
Generator_Loss: 31850.9746094
1117
After 20 iterations
Discriminator Loss = -20957.8261719
Generator_Loss: 22936.0449219
1118
After 20 iterations
Discriminator Loss = -27110.2519531
Generator_Loss: 34092.5585938
1119
After 20 iterations
Discriminator Loss = -20174.5292969
Generator_Loss: 32094.4472656
1120
After 20 iterations
Discriminator Loss = -30735.3164062
Generator_Loss: 31973.4472656
1121
After 20 iterations
Discriminator Loss = -25929.9785156
Generator_Loss: 32075.7050781
1122
After 20 iterations
Discriminator Loss = -19421.5664062
Generator_Loss: 30721.2792969
1123
After 20 iterations
Discriminator Loss = -27807.6699219
Generator_Loss: 32180.3652344
1124
After 20 iterations
Discriminator Loss = -25266.5761719
Generator_Loss: 32027.4960938
1125
Level #0 Epoch #0 Batch #1125
After 20 iterations
Discriminator Loss = -21971.5
Generator_Loss: 36625.9335938
1126
After 20 iterations
Discriminator Loss = -26946.9160156
Generator_Loss: 27485.6523438
1127
After 20 iterations
Discriminator Loss = -24940.0351562
Generator_Loss: 34012.9804688
1128
After 20 iterations
Discriminator Loss = -26233.7832031
Generator_Loss: 32441.3789062
1129
After 20 iterations
Discriminator Loss = -33817.6757812
Generator_Loss: 31334.7910156
1130
After 20 iterations
Discriminator Loss = -24086.7304688
Generator_Loss: 30214.6113281
1131
After 20 iterations
Discriminator Loss = -24285.9375
Generator_Loss: 37168.25
1132
After 20 iterations
Discriminator Loss = -22324.453125
Generator_Loss: 33796.6445312
1133
After 20 iterations
Discriminator Loss = -23265.3476562
Generator_Loss: 28132.0878906
1134
After 20 iterations
Discriminator Loss = -19060.3496094
Generator_Loss: 28910.6367188
1135
After 20 iterations
Discriminator Loss = -19898.2988281
Generator_Loss: 29733.0078125
1136
After 20 iterations
Discriminator Loss = -23166.4140625
Generator_Loss: 29010.2617188
1137
After 20 iterations
Discriminator Loss = -24157.1328125
Generator_Loss: 30287.2148438
1138
After 20 iterations
Discriminator Loss = -22822.46875
Generator_Loss: 30233.2929688
1139
After 20 iterations
Discriminator Loss = -23613.609375
Generator_Loss: 28328.1015625
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After 20 iterations
Discriminator Loss = -22340.2871094
Generator_Loss: 23420.1074219
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After 20 iterations
Discriminator Loss = -17458.2128906
Generator_Loss: 31224.3300781
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After 20 iterations
Discriminator Loss = -23730.8535156
Generator_Loss: 30815.4003906
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After 20 iterations
Discriminator Loss = -25146.3847656
Generator_Loss: 29862.4589844
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After 20 iterations
Discriminator Loss = -23095.6699219
Generator_Loss: 31112.3984375
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After 20 iterations
Discriminator Loss = -23469.5097656
Generator_Loss: 38095.9882812
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After 20 iterations
Discriminator Loss = -26687.4941406
Generator_Loss: 28011.8222656
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After 20 iterations
Discriminator Loss = -23231.9101562
Generator_Loss: 27999.4414062
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After 20 iterations
Discriminator Loss = -24702.5527344
Generator_Loss: 35387.6640625
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After 20 iterations
Discriminator Loss = -23311.6640625
Generator_Loss: 32234.4023438
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Level #0 Epoch #0 Batch #1150
After 20 iterations
Discriminator Loss = -24505.3144531
Generator_Loss: 28883.4140625
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After 20 iterations
Discriminator Loss = -25990.9589844
Generator_Loss: 28583.4003906
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After 20 iterations
Discriminator Loss = -24143.1542969
Generator_Loss: 27878.3671875
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After 20 iterations
Discriminator Loss = -21507.9121094
Generator_Loss: 30501.8027344
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After 20 iterations
Discriminator Loss = -24158.7617188
Generator_Loss: 27332.0507812
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After 20 iterations
Discriminator Loss = -24778.4667969
Generator_Loss: 29549.8164062
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After 20 iterations
Discriminator Loss = -27331.578125
Generator_Loss: 31330.7167969
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After 20 iterations
Discriminator Loss = -21044.4492188
Generator_Loss: 36045.4648438
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After 20 iterations
Discriminator Loss = -20571.3847656
Generator_Loss: 34368.4570312
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After 20 iterations
Discriminator Loss = -25537.4238281
Generator_Loss: 35959.4492188
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After 20 iterations
Discriminator Loss = -24256.5800781
Generator_Loss: 30498.2734375
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After 20 iterations
Discriminator Loss = -27627.1230469
Generator_Loss: 35754.4179688
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After 20 iterations
Discriminator Loss = -26122.4296875
Generator_Loss: 30013.484375
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After 20 iterations
Discriminator Loss = -23582.9882812
Generator_Loss: 35085.359375
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After 20 iterations
Discriminator Loss = -25460.09375
Generator_Loss: 31912.0546875
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After 20 iterations
Discriminator Loss = -19181.5371094
Generator_Loss: 31276.234375
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After 20 iterations
Discriminator Loss = -24658.7148438
Generator_Loss: 23867.1699219
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After 20 iterations
Discriminator Loss = -26995.296875
Generator_Loss: 31041.5839844
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After 20 iterations
Discriminator Loss = -22140.5605469
Generator_Loss: 29684.0976562
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After 20 iterations
Discriminator Loss = -22367.5605469
Generator_Loss: 34799.328125
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After 20 iterations
Discriminator Loss = -26934.9511719
Generator_Loss: 32052.6972656
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After 20 iterations
Discriminator Loss = -27619.1894531
Generator_Loss: 32617.8027344
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After 20 iterations
Discriminator Loss = -22397.3203125
Generator_Loss: 30681.0136719
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After 20 iterations
Discriminator Loss = -29209.6816406
Generator_Loss: 31955.84375
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After 20 iterations
Discriminator Loss = -24059.8945312
Generator_Loss: 28989.34375
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Level #0 Epoch #0 Batch #1175
After 20 iterations
Discriminator Loss = -19197.4179688
Generator_Loss: 32841.0117188
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After 20 iterations
Discriminator Loss = -21910.6875
Generator_Loss: 32863.4414062
1177
After 20 iterations
Discriminator Loss = -23693.9882812
Generator_Loss: 33064.65625
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After 20 iterations
Discriminator Loss = -23264.328125
Generator_Loss: 32540.3046875
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After 20 iterations
Discriminator Loss = -19942.8125
Generator_Loss: 27334.6152344
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After 20 iterations
Discriminator Loss = -24599.2226562
Generator_Loss: 33444.046875
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After 20 iterations
Discriminator Loss = -26291.2675781
Generator_Loss: 31629.8027344
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After 20 iterations
Discriminator Loss = -17608.6660156
Generator_Loss: 33985.171875
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After 20 iterations
Discriminator Loss = -26353.9785156
Generator_Loss: 32889.921875
1184
After 20 iterations
Discriminator Loss = -23834.7832031
Generator_Loss: 36218.984375
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After 20 iterations
Discriminator Loss = -21571.0234375
Generator_Loss: 31057.2519531
1186
After 20 iterations
Discriminator Loss = -17713.0625
Generator_Loss: 29859.6972656
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After 20 iterations
Discriminator Loss = -27633.6640625
Generator_Loss: 26541.8242188
1188
After 20 iterations
Discriminator Loss = -23068.7246094
Generator_Loss: 32819.703125
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After 20 iterations
Discriminator Loss = -25476.1640625
Generator_Loss: 32443.1289062
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After 20 iterations
Discriminator Loss = -31675.3007812
Generator_Loss: 27207.3203125
1191
After 20 iterations
Discriminator Loss = -24545.7753906
Generator_Loss: 31013.3417969
1192
After 20 iterations
Discriminator Loss = -28882.3515625
Generator_Loss: 32739.7285156
1193
After 20 iterations
Discriminator Loss = -27235.640625
Generator_Loss: 32835.0
1194
After 20 iterations
Discriminator Loss = -26844.0683594
Generator_Loss: 31436.28125
1195
After 20 iterations
Discriminator Loss = -20161.1777344
Generator_Loss: 35540.2695312
1196
After 20 iterations
Discriminator Loss = -26923.7832031
Generator_Loss: 31112.40625
1197
After 20 iterations
Discriminator Loss = -19702.4277344
Generator_Loss: 30827.7460938
1198
After 20 iterations
Discriminator Loss = -25999.0410156
Generator_Loss: 36649.3867188
1199
After 20 iterations
Discriminator Loss = -26220.0742188
Generator_Loss: 31526.1289062
1200
Level #0 Epoch #0 Batch #1200
After 20 iterations
Discriminator Loss = -29730.9257812
Generator_Loss: 29058.1191406
1201
After 20 iterations
Discriminator Loss = -25165.0742188
Generator_Loss: 33063.9804688
1202
After 20 iterations
Discriminator Loss = -26725.546875
Generator_Loss: 34007.2617188
1203
After 20 iterations
Discriminator Loss = -26668.1386719
Generator_Loss: 32799.5625
1204
After 20 iterations
Discriminator Loss = -24270.6953125
Generator_Loss: 38163.375
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After 20 iterations
Discriminator Loss = -15570.1611328
Generator_Loss: 39092.3164062
1206
After 20 iterations
Discriminator Loss = -17374.0253906
Generator_Loss: 33244.609375
1207
After 20 iterations
Discriminator Loss = -16807.4296875
Generator_Loss: 39023.6601562
1208
After 20 iterations
Discriminator Loss = -18670.3789062
Generator_Loss: 35719.8203125
1209
After 20 iterations
Discriminator Loss = -22084.4023438
Generator_Loss: 32203.4257812
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After 20 iterations
Discriminator Loss = -20557.203125
Generator_Loss: 36221.3203125
1211
After 20 iterations
Discriminator Loss = -25104.2734375
Generator_Loss: 27754.6484375
1212
After 20 iterations
Discriminator Loss = -24209.9765625
Generator_Loss: 27736.5371094
1213
After 20 iterations
Discriminator Loss = -31585.2246094
Generator_Loss: 32057.7988281
1214
After 20 iterations
Discriminator Loss = -25486.7910156
Generator_Loss: 32979.59375
1215
After 20 iterations
Discriminator Loss = -19419.3945312
Generator_Loss: 23641.4375
1216
After 20 iterations
Discriminator Loss = -21519.234375
Generator_Loss: 28785.7734375
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After 20 iterations
Discriminator Loss = -22593.390625
Generator_Loss: 27519.2597656
1218
After 20 iterations
Discriminator Loss = -22845.7695312
Generator_Loss: 30022.6523438
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After 20 iterations
Discriminator Loss = -24235.8496094
Generator_Loss: 30944.9257812
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After 20 iterations
Discriminator Loss = -26678.3359375
Generator_Loss: 35500.9375
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After 20 iterations
Discriminator Loss = -32270.3066406
Generator_Loss: 33603.6054688
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After 20 iterations
Discriminator Loss = -26054.5625
Generator_Loss: 27445.890625
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After 20 iterations
Discriminator Loss = -31589.4765625
Generator_Loss: 32964.9375
1224
After 20 iterations
Discriminator Loss = -33001.6875
Generator_Loss: 29313.3457031
1225
Level #0 Epoch #0 Batch #1225
After 20 iterations
Discriminator Loss = -27897.953125
Generator_Loss: 32035.5390625
1226
After 20 iterations
Discriminator Loss = -26559.0898438
Generator_Loss: 37600.5585938
1227
After 20 iterations
Discriminator Loss = -16368.0390625
Generator_Loss: 36861.65625
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After 20 iterations
Discriminator Loss = -25777.234375
Generator_Loss: 28075.4765625
1229
After 20 iterations
Discriminator Loss = -19908.5351562
Generator_Loss: 31985.7617188
1230
After 20 iterations
Discriminator Loss = -27958.1894531
Generator_Loss: 31191.7988281
1231
After 20 iterations
Discriminator Loss = -26168.21875
Generator_Loss: 25039.7246094
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After 20 iterations
Discriminator Loss = -27418.1015625
Generator_Loss: 26376.7382812
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After 20 iterations
Discriminator Loss = -26156.6289062
Generator_Loss: 28602.5996094
1234
After 20 iterations
Discriminator Loss = -23214.6328125
Generator_Loss: 31738.3515625
1235
After 20 iterations
Discriminator Loss = -27525.6054688
Generator_Loss: 31141.8769531
1236
After 20 iterations
Discriminator Loss = -22989.4335938
Generator_Loss: 33213.2226562
1237
After 20 iterations
Discriminator Loss = -24063.1503906
Generator_Loss: 28430.6757812
1238
After 20 iterations
Discriminator Loss = -20030.3378906
Generator_Loss: 21885.53125
1239
After 20 iterations
Discriminator Loss = -22292.5292969
Generator_Loss: 28435.9707031
1240
After 20 iterations
Discriminator Loss = -22029.71875
Generator_Loss: 28516.0390625
1241
After 20 iterations
Discriminator Loss = -25135.390625
Generator_Loss: 35619.1210938
1242
After 20 iterations
Discriminator Loss = -24755.6953125
Generator_Loss: 37179.9570312
1243
After 20 iterations
Discriminator Loss = -26955.8867188
Generator_Loss: 31522.9160156
1244
After 20 iterations
Discriminator Loss = -25089.5351562
Generator_Loss: 35503.6914062
1245
After 20 iterations
Discriminator Loss = -27727.3574219
Generator_Loss: 35866.4453125
1246
After 20 iterations
Discriminator Loss = -23667.9042969
Generator_Loss: 26869.8085938
1247
After 20 iterations
Discriminator Loss = -21234.9609375
Generator_Loss: 24811.2890625
1248
After 20 iterations
Discriminator Loss = -28750.2988281
Generator_Loss: 34305.3515625
1249
After 20 iterations
Discriminator Loss = -25117.84375
Generator_Loss: 34632.515625
1250
Level #0 Epoch #0 Batch #1250
After 20 iterations
Discriminator Loss = -19511.3925781
Generator_Loss: 23475.1386719
1251
After 20 iterations
Discriminator Loss = -27990.796875
Generator_Loss: 29570.3535156
1252
After 20 iterations
Discriminator Loss = -22346.0800781
Generator_Loss: 32036.9257812
1253
After 20 iterations
Discriminator Loss = -20118.0097656
Generator_Loss: 27098.4257812
1254
After 20 iterations
Discriminator Loss = -27163.8671875
Generator_Loss: 35317.46875
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After 20 iterations
Discriminator Loss = -24759.5820312
Generator_Loss: 30313.4375
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After 20 iterations
Discriminator Loss = -28198.53125
Generator_Loss: 34195.3125
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After 20 iterations
Discriminator Loss = -27938.2832031
Generator_Loss: 29232.5605469
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After 20 iterations
Discriminator Loss = -24762.4101562
Generator_Loss: 39683.8242188
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After 20 iterations
Discriminator Loss = -22247.8300781
Generator_Loss: 32831.2695312
1260
After 20 iterations
Discriminator Loss = -22120.8945312
Generator_Loss: 22967.6171875
1261
After 20 iterations
Discriminator Loss = -21825.7363281
Generator_Loss: 35086.28125
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After 20 iterations
Discriminator Loss = -26409.6269531
Generator_Loss: 26209.4003906
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After 20 iterations
Discriminator Loss = -24497.8574219
Generator_Loss: 38610.65625
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After 20 iterations
Discriminator Loss = -23390.296875
Generator_Loss: 35671.5351562
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After 20 iterations
Discriminator Loss = -15006.4570312
Generator_Loss: 45385.5039062
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After 20 iterations
Discriminator Loss = -19579.1523438
Generator_Loss: 30615.9453125
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After 20 iterations
Discriminator Loss = -19338.1191406
Generator_Loss: 26587.5214844
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After 20 iterations
Discriminator Loss = -23880.328125
Generator_Loss: 29499.1777344
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After 20 iterations
Discriminator Loss = -26470.8007812
Generator_Loss: 30128.4707031
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After 20 iterations
Discriminator Loss = -24016.0351562
Generator_Loss: 29374.3945312
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After 20 iterations
Discriminator Loss = -27120.5683594
Generator_Loss: 37024.9296875
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After 20 iterations
Discriminator Loss = -23571.8574219
Generator_Loss: 30886.6113281
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After 20 iterations
Discriminator Loss = -24388.046875
Generator_Loss: 32859.984375
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After 20 iterations
Discriminator Loss = -26542.4570312
Generator_Loss: 36430.2695312
1275
Level #0 Epoch #0 Batch #1275
After 20 iterations
Discriminator Loss = -26288.1796875
Generator_Loss: 33428.8203125
1276
After 20 iterations
Discriminator Loss = -22917.3398438
Generator_Loss: 31123.9785156
1277
After 20 iterations
Discriminator Loss = -22146.8203125
Generator_Loss: 32067.8945312
1278
After 20 iterations
Discriminator Loss = -26121.3984375
Generator_Loss: 33350.1210938
1279
After 20 iterations
Discriminator Loss = -24409.75
Generator_Loss: 32573.8691406
1280
After 20 iterations
Discriminator Loss = -15123.9882812
Generator_Loss: 32942.0234375
1281
After 20 iterations
Discriminator Loss = -26294.9238281
Generator_Loss: 39153.0273438
1282
After 20 iterations
Discriminator Loss = -24764.1132812
Generator_Loss: 32762.390625
1283
After 20 iterations
Discriminator Loss = -23667.2988281
Generator_Loss: 36664.0976562
1284
After 20 iterations
Discriminator Loss = -24840.8984375
Generator_Loss: 29240.8886719
1285
After 20 iterations
Discriminator Loss = -28017.1054688
Generator_Loss: 29277.5800781
1286
After 20 iterations
Discriminator Loss = -28981.9453125
Generator_Loss: 30213.5039062
1287
After 20 iterations
Discriminator Loss = -30634.0136719
Generator_Loss: 32252.1835938
1288
After 20 iterations
Discriminator Loss = -19894.6464844
Generator_Loss: 34303.5078125
1289
After 20 iterations
Discriminator Loss = -29315.5449219
Generator_Loss: 36143.9179688
1290
After 20 iterations
Discriminator Loss = -30473.2011719
Generator_Loss: 26906.7460938
1291
After 20 iterations
Discriminator Loss = -19802.5957031
Generator_Loss: 37054.8476562
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After 20 iterations
Discriminator Loss = -23203.3828125
Generator_Loss: 33070.3359375
1293
After 20 iterations
Discriminator Loss = -20709.8886719
Generator_Loss: 31174.5898438
1294
After 20 iterations
Discriminator Loss = -28976.5585938
Generator_Loss: 32855.9375
1295
After 20 iterations
Discriminator Loss = -23741.3964844
Generator_Loss: 30185.8164062
1296
After 20 iterations
Discriminator Loss = -26883.4550781
Generator_Loss: 33295.703125
1297
After 20 iterations
Discriminator Loss = -25264.0410156
Generator_Loss: 29461.6972656
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After 20 iterations
Discriminator Loss = -28344.5449219
Generator_Loss: 36124.8359375
1299
After 20 iterations
Discriminator Loss = -29065.8027344
Generator_Loss: 31077.3886719
1300
Level #0 Epoch #0 Batch #1300
After 20 iterations
Discriminator Loss = -20971.3398438
Generator_Loss: 28852.5
1301
After 20 iterations
Discriminator Loss = -28746.4238281
Generator_Loss: 36195.734375
1302
After 20 iterations
Discriminator Loss = -33393.0898438
Generator_Loss: 30717.1679688
1303
After 20 iterations
Discriminator Loss = -25396.21875
Generator_Loss: 37060.859375
1304
After 20 iterations
Discriminator Loss = -22333.3164062
Generator_Loss: 31494.1152344
1305
After 20 iterations
Discriminator Loss = -28629.640625
Generator_Loss: 37465.6289062
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After 20 iterations
Discriminator Loss = -29272.4609375
Generator_Loss: 39809.8398438
1307
After 20 iterations
Discriminator Loss = -30007.1152344
Generator_Loss: 34862.609375
1308
After 20 iterations
Discriminator Loss = -26248.1347656
Generator_Loss: 29151.2519531
1309
After 20 iterations
Discriminator Loss = -24567.9550781
Generator_Loss: 34844.3984375
1310
After 20 iterations
Discriminator Loss = -24699.1894531
Generator_Loss: 35494.296875
1311
After 20 iterations
Discriminator Loss = -15871.9765625
Generator_Loss: 31882.0878906
1312
After 20 iterations
Discriminator Loss = -23298.0253906
Generator_Loss: 41468.7226562
1313
After 20 iterations
Discriminator Loss = -27226.4960938
Generator_Loss: 35869.5703125
1314
After 20 iterations
Discriminator Loss = -29385.4570312
Generator_Loss: 32587.0234375
1315
After 20 iterations
Discriminator Loss = -28023.4960938
Generator_Loss: 37069.2070312
1316
After 20 iterations
Discriminator Loss = -27309.9433594
Generator_Loss: 28547.4003906
1317
After 20 iterations
Discriminator Loss = -27467.0351562
Generator_Loss: 36022.9140625
1318
After 20 iterations
Discriminator Loss = -27967.2480469
Generator_Loss: 38138.1015625
1319
After 20 iterations
Discriminator Loss = -23748.9238281
Generator_Loss: 32655.9765625
1320
After 20 iterations
Discriminator Loss = -29833.4707031
Generator_Loss: 38957.9296875
1321
After 20 iterations
Discriminator Loss = -21463.96875
Generator_Loss: 41261.0546875
1322
After 20 iterations
Discriminator Loss = -21753.6933594
Generator_Loss: 37627.1914062
1323
After 20 iterations
Discriminator Loss = -25494.7246094
Generator_Loss: 38358.5
1324
After 20 iterations
Discriminator Loss = -25401.546875
Generator_Loss: 39544.6171875
1325
Level #0 Epoch #0 Batch #1325
After 20 iterations
Discriminator Loss = -27981.671875
Generator_Loss: 28232.4414062
1326
After 20 iterations
Discriminator Loss = -23042.9375
Generator_Loss: 36932.3515625
1327
After 20 iterations
Discriminator Loss = -24624.0527344
Generator_Loss: 34877.53125
1328
After 20 iterations
Discriminator Loss = -24201.1621094
Generator_Loss: 35868.6523438
1329
After 20 iterations
Discriminator Loss = -33462.8085938
Generator_Loss: 36121.546875
1330
After 20 iterations
Discriminator Loss = -20862.6796875
Generator_Loss: 35210.4648438
1331
After 20 iterations
Discriminator Loss = -26800.9570312
Generator_Loss: 34977.0
1332
After 20 iterations
Discriminator Loss = -23033.2792969
Generator_Loss: 35612.7539062
1333
After 20 iterations
Discriminator Loss = -27430.8457031
Generator_Loss: 39718.6601562
1334
After 20 iterations
Discriminator Loss = -15501.2900391
Generator_Loss: 36646.28125
1335
After 20 iterations
Discriminator Loss = -24756.9316406
Generator_Loss: 31974.375
1336
After 20 iterations
Discriminator Loss = -32330.8300781
Generator_Loss: 32524.5742188
1337
After 20 iterations
Discriminator Loss = -26053.1035156
Generator_Loss: 35382.1367188
1338
After 20 iterations
Discriminator Loss = -24150.9941406
Generator_Loss: 33263.5898438
1339
After 20 iterations
Discriminator Loss = -28245.6933594
Generator_Loss: 36041.1054688
1340
After 20 iterations
Discriminator Loss = -23324.2421875
Generator_Loss: 36354.140625
1341
After 20 iterations
Discriminator Loss = -24494.828125
Generator_Loss: 37890.1640625
1342
After 20 iterations
Discriminator Loss = -26275.1445312
Generator_Loss: 35609.2421875
1343
After 20 iterations
Discriminator Loss = -28284.4765625
Generator_Loss: 41782.5351562
1344
After 20 iterations
Discriminator Loss = -26082.0878906
Generator_Loss: 35329.8203125
1345
After 20 iterations
Discriminator Loss = -19350.875
Generator_Loss: 33523.8515625
1346
After 20 iterations
Discriminator Loss = -27056.2207031
Generator_Loss: 34798.703125
1347
After 20 iterations
Discriminator Loss = -25958.9375
Generator_Loss: 29209.3613281
1348
After 20 iterations
Discriminator Loss = -26312.7832031
Generator_Loss: 38958.5039062
1349
After 20 iterations
Discriminator Loss = -29123.1152344
Generator_Loss: 31744.8085938
1350
Level #0 Epoch #0 Batch #1350
After 20 iterations
Discriminator Loss = -24190.0488281
Generator_Loss: 20153.0371094
1351
After 20 iterations
Discriminator Loss = -28146.2988281
Generator_Loss: 30974.4257812
1352
After 20 iterations
Discriminator Loss = -21202.7519531
Generator_Loss: 32272.8144531
1353
After 20 iterations
Discriminator Loss = -24186.4609375
Generator_Loss: 31099.4511719
1354
After 20 iterations
Discriminator Loss = -20945.5117188
Generator_Loss: 33916.4648438
1355
After 20 iterations
Discriminator Loss = -24588.9375
Generator_Loss: 34127.1601562
1356
After 20 iterations
Discriminator Loss = -19013.2753906
Generator_Loss: 32568.2988281
1357
After 20 iterations
Discriminator Loss = -19169.0253906
Generator_Loss: 30213.7265625
1358
---------------------------------------------------------------------------
KeyboardInterrupt Traceback (most recent call last)
<ipython-input-4-b84be581c68b> in <module>()
13 train_one_by_one=train_one_by_one,
14 train_loss=train_loss,
---> 15 verbose=True)
/Users/RoozbehFarhoudi/Documents/Repos/McNeuron/train_one_by_one_morphology.pyc in train_model(training_data, n_levels, n_nodes, input_dim, n_epochs, batch_size, n_batch_per_epoch, d_iters, lr_discriminator, lr_generator, weight_constraint, rule, train_one_by_one, train_loss, verbose)
290
291 disc_loss = \
--> 292 d_model.train_on_batch([X_parent],y)
293
294 list_d_loss.append(disc_loss)
/Users/RoozbehFarhoudi/anaconda/lib/python2.7/site-packages/keras/engine/training.pyc in train_on_batch(self, x, y, sample_weight, class_weight)
1318 ins = x + y + sample_weights
1319 self._make_train_function()
-> 1320 outputs = self.train_function(ins)
1321 if len(outputs) == 1:
1322 return outputs[0]
/Users/RoozbehFarhoudi/anaconda/lib/python2.7/site-packages/keras/backend/theano_backend.pyc in __call__(self, inputs)
957 def __call__(self, inputs):
958 assert isinstance(inputs, (list, tuple))
--> 959 return self.function(*inputs)
960
961
/Users/RoozbehFarhoudi/anaconda/lib/python2.7/site-packages/theano/compile/function_module.pyc in __call__(self, *args, **kwargs)
857 t0_fn = time.time()
858 try:
--> 859 outputs = self.fn()
860 except Exception:
861 if hasattr(self.fn, 'position_of_error'):
/Users/RoozbehFarhoudi/anaconda/lib/python2.7/site-packages/theano/gof/op.pyc in rval(p, i, o, n)
910 # default arguments are stored in the closure of `rval`
911 def rval(p=p, i=node_input_storage, o=node_output_storage, n=node):
--> 912 r = p(n, [x[0] for x in i], o)
913 for o in node.outputs:
914 compute_map[o][0] = True
/Users/RoozbehFarhoudi/anaconda/lib/python2.7/site-packages/theano/tensor/blas.pyc in perform(self, node, inp, out)
1821 z, = out
1822 try:
-> 1823 z[0] = numpy.asarray(scalar * numpy.dot(x, y))
1824 except ValueError as e:
1825 # The error raised by numpy has no shape information, we
KeyboardInterrupt:
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Content source: RoozbehFarhoodi/McNeuron
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