Imports


In [1]:
import numpy as np

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

Load Data


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"))

Global parameters


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]

Run


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
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    After 20 iterations
        Discriminator Loss                     = -1526.31030273

    Generator_Loss: -349.807556152
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    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
9
    After 20 iterations
        Discriminator Loss                     = -2565.73632812

    Generator_Loss: 285.132141113
10
    After 20 iterations
        Discriminator Loss                     = -3924.36181641

    Generator_Loss: 306.540802002
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    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
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    After 20 iterations
        Discriminator Loss                     = -1623.52954102

    Generator_Loss: -451.703857422
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    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
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    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
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    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
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    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
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    After 20 iterations
        Discriminator Loss                     = -4050.25708008

    Generator_Loss: -3923.42236328
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    After 20 iterations
        Discriminator Loss                     = -3791.73364258

    Generator_Loss: -4907.62792969
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    After 20 iterations
        Discriminator Loss                     = -4969.0078125

    Generator_Loss: 1300.90478516
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    After 20 iterations
        Discriminator Loss                     = -4201.90869141

    Generator_Loss: -4069.45703125
38
    After 20 iterations
        Discriminator Loss                     = -606.792419434

    Generator_Loss: 8858.18554688
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    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
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    After 20 iterations
        Discriminator Loss                     = -2396.06518555

    Generator_Loss: 7397.33105469
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    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
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    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
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    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
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    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
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    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
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    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
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    After 20 iterations
        Discriminator Loss                     = -6213.81445312

    Generator_Loss: -1631.66894531
66
    After 20 iterations
        Discriminator Loss                     = -5496.10693359

    Generator_Loss: -7545.56591797
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    After 20 iterations
        Discriminator Loss                     = -5367.00732422

    Generator_Loss: -6422.23388672
68
    After 20 iterations
        Discriminator Loss                     = -5534.14648438

    Generator_Loss: -1214.80578613
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    After 20 iterations
        Discriminator Loss                     = -5306.92529297

    Generator_Loss: 489.946411133
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    After 20 iterations
        Discriminator Loss                     = -4232.97265625

    Generator_Loss: -6842.88574219
71
    After 20 iterations
        Discriminator Loss                     = -3410.0378418

    Generator_Loss: -2075.72729492
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    After 20 iterations
        Discriminator Loss                     = -1335.22851562

    Generator_Loss: -6843.86474609
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    After 20 iterations
        Discriminator Loss                     = -930.603271484

    Generator_Loss: 14725.8115234
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    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
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    After 20 iterations
        Discriminator Loss                     = -6571.66357422

    Generator_Loss: 6647.03759766
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    After 20 iterations
        Discriminator Loss                     = -7178.015625

    Generator_Loss: 6773.55908203
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    After 20 iterations
        Discriminator Loss                     = -5864.77929688

    Generator_Loss: 4558.74902344
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    After 20 iterations
        Discriminator Loss                     = -4371.24169922

    Generator_Loss: 11469.9472656
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    After 20 iterations
        Discriminator Loss                     = -2305.97094727

    Generator_Loss: 15596.5527344
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    After 20 iterations
        Discriminator Loss                     = -2682.28222656

    Generator_Loss: 12661.6513672
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    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
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    After 20 iterations
        Discriminator Loss                     = -5114.24609375

    Generator_Loss: 12737.6992188
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    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
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    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
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    After 20 iterations
        Discriminator Loss                     = -2756.9519043

    Generator_Loss: 16733.9335938
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    After 20 iterations
        Discriminator Loss                     = -3664.81079102

    Generator_Loss: 13349.0
103
    After 20 iterations
        Discriminator Loss                     = -3965.38452148

    Generator_Loss: 8193.41699219
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    After 20 iterations
        Discriminator Loss                     = -6033.55957031

    Generator_Loss: 9821.72167969
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    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
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    After 20 iterations
        Discriminator Loss                     = -6260.00976562

    Generator_Loss: 13365.046875
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    After 20 iterations
        Discriminator Loss                     = -8301.13671875

    Generator_Loss: 9687.765625
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    After 20 iterations
        Discriminator Loss                     = -5414.53857422

    Generator_Loss: 9894.56640625
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    After 20 iterations
        Discriminator Loss                     = -5354.47558594

    Generator_Loss: 8115.22900391
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    After 20 iterations
        Discriminator Loss                     = -7045.77148438

    Generator_Loss: 8683.57421875
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    After 20 iterations
        Discriminator Loss                     = -6400.98876953

    Generator_Loss: 11882.0849609
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    After 20 iterations
        Discriminator Loss                     = -8484.75195312

    Generator_Loss: 9329.29003906
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    After 20 iterations
        Discriminator Loss                     = -5728.69580078

    Generator_Loss: -7194.27246094
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    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
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    After 20 iterations
        Discriminator Loss                     = -4714.85498047

    Generator_Loss: -5497.6015625
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    After 20 iterations
        Discriminator Loss                     = -4509.04736328

    Generator_Loss: 10349.7861328
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    After 20 iterations
        Discriminator Loss                     = -5491.86914062

    Generator_Loss: 10726.0615234
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    After 20 iterations
        Discriminator Loss                     = -7930.91015625

    Generator_Loss: 12068.7265625
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    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
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     Level #0 Epoch #0 Batch #125
    After 20 iterations
        Discriminator Loss                     = -6302.33300781

    Generator_Loss: 6932.5390625
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    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
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    After 20 iterations
        Discriminator Loss                     = -7369.359375

    Generator_Loss: 9889.19042969
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    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
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    After 20 iterations
        Discriminator Loss                     = -6481.37744141

    Generator_Loss: 9763.21386719
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    After 20 iterations
        Discriminator Loss                     = -8994.54296875

    Generator_Loss: 8875.97265625
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    After 20 iterations
        Discriminator Loss                     = -9069.75878906

    Generator_Loss: 9834.85546875
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    After 20 iterations
        Discriminator Loss                     = -8702.53710938

    Generator_Loss: 13059.5107422
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    After 20 iterations
        Discriminator Loss                     = -7584.93164062

    Generator_Loss: 11471.5761719
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    After 20 iterations
        Discriminator Loss                     = -5629.88476562

    Generator_Loss: 13056.5537109
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    After 20 iterations
        Discriminator Loss                     = -9337.71679688

    Generator_Loss: 11401.5097656
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    After 20 iterations
        Discriminator Loss                     = -8723.41796875

    Generator_Loss: 11556.7529297
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    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
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    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
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    After 20 iterations
        Discriminator Loss                     = -8712.05566406

    Generator_Loss: -3117.1159668
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    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
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    After 20 iterations
        Discriminator Loss                     = -5546.10986328

    Generator_Loss: -8015.0390625
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    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
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    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
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    After 20 iterations
        Discriminator Loss                     = -10987.765625

    Generator_Loss: 10371.7167969
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    After 20 iterations
        Discriminator Loss                     = -6873.92431641

    Generator_Loss: 8968.10644531
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    After 20 iterations
        Discriminator Loss                     = -8957.86035156

    Generator_Loss: 11468.9824219
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    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
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    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
176
    After 20 iterations
        Discriminator Loss                     = -9315.72949219

    Generator_Loss: 11066.21875
177
    After 20 iterations
        Discriminator Loss                     = -6687.37890625

    Generator_Loss: 14825.8632812
178
    After 20 iterations
        Discriminator Loss                     = -8435.40136719

    Generator_Loss: 10194.0341797
179
    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
182
    After 20 iterations
        Discriminator Loss                     = -9498.91992188

    Generator_Loss: 11567.390625
183
    After 20 iterations
        Discriminator Loss                     = -10925.3398438

    Generator_Loss: 13162.3486328
184
    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
187
    After 20 iterations
        Discriminator Loss                     = -8889.80078125

    Generator_Loss: 15530.5908203
188
    After 20 iterations
        Discriminator Loss                     = -8267.88476562

    Generator_Loss: 16310.8535156
189
    After 20 iterations
        Discriminator Loss                     = -10487.7158203

    Generator_Loss: 11259.2099609
190
    After 20 iterations
        Discriminator Loss                     = -3178.49316406

    Generator_Loss: -5843.10839844
191
    After 20 iterations
        Discriminator Loss                     = -8285.1328125

    Generator_Loss: -2605.76220703
192
    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
196
    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
207
    After 20 iterations
        Discriminator Loss                     = -5697.58056641

    Generator_Loss: 2218.81616211
208
    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
212
    After 20 iterations
        Discriminator Loss                     = -10987.3447266

    Generator_Loss: 16257.671875
213
    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
221
    After 20 iterations
        Discriminator Loss                     = -10659.1669922

    Generator_Loss: 13280.3388672
222
    After 20 iterations
        Discriminator Loss                     = -9866.12792969

    Generator_Loss: 14247.359375
223
    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
227
    After 20 iterations
        Discriminator Loss                     = -10420.0839844

    Generator_Loss: 13588.6259766
228
    After 20 iterations
        Discriminator Loss                     = -9016.81835938

    Generator_Loss: 12816.5927734
229
    After 20 iterations
        Discriminator Loss                     = -10241.5625

    Generator_Loss: 16254.7763672
230
    After 20 iterations
        Discriminator Loss                     = -11315.3017578

    Generator_Loss: 16990.9101562
231
    After 20 iterations
        Discriminator Loss                     = -12118.625

    Generator_Loss: 13468.3583984
232
    After 20 iterations
        Discriminator Loss                     = -10452.0087891

    Generator_Loss: 13288.5917969
233
    After 20 iterations
        Discriminator Loss                     = -10586.9072266

    Generator_Loss: 12507.7138672
234
    After 20 iterations
        Discriminator Loss                     = -11999.0351562

    Generator_Loss: 14413.7763672
235
    After 20 iterations
        Discriminator Loss                     = -9385.17382812

    Generator_Loss: 13283.7988281
236
    After 20 iterations
        Discriminator Loss                     = -12440.5957031

    Generator_Loss: 14807.5009766
237
    After 20 iterations
        Discriminator Loss                     = -9959.83789062

    Generator_Loss: 13556.0507812
238
    After 20 iterations
        Discriminator Loss                     = -12557.2363281

    Generator_Loss: 11715.4824219
239
    After 20 iterations
        Discriminator Loss                     = -14068.2939453

    Generator_Loss: 11724.7216797
240
    After 20 iterations
        Discriminator Loss                     = -11658.8916016

    Generator_Loss: 11419.4902344
241
    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
245
    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
248
    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
252
    After 20 iterations
        Discriminator Loss                     = -10443.3613281

    Generator_Loss: 15747.9140625
253
    After 20 iterations
        Discriminator Loss                     = -14413.6640625

    Generator_Loss: 12723.9267578
254
    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
257
    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
274
    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
445
    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
449
    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
452
    After 20 iterations
        Discriminator Loss                     = -16566.7148438

    Generator_Loss: 23317.84375
453
    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
457
    After 20 iterations
        Discriminator Loss                     = -16981.4785156

    Generator_Loss: 23445.34375
458
    After 20 iterations
        Discriminator Loss                     = -14447.5048828

    Generator_Loss: 17659.0332031
459
    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
464
    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
474
    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
478
    After 20 iterations
        Discriminator Loss                     = -15069.1064453

    Generator_Loss: 12820.3330078
479
    After 20 iterations
        Discriminator Loss                     = -20870.6894531

    Generator_Loss: 24677.0976562
480
    After 20 iterations
        Discriminator Loss                     = -15764.9521484

    Generator_Loss: 20855.3378906
481
    After 20 iterations
        Discriminator Loss                     = -13069.6464844

    Generator_Loss: 19579.9414062
482
    After 20 iterations
        Discriminator Loss                     = -13323.3076172

    Generator_Loss: 20984.953125
483
    After 20 iterations
        Discriminator Loss                     = -13875.6269531

    Generator_Loss: 17880.1464844
484
    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
496
    After 20 iterations
        Discriminator Loss                     = -16438.0449219

    Generator_Loss: 19488.4726562
497
    After 20 iterations
        Discriminator Loss                     = -19913.1582031

    Generator_Loss: 19588.9628906
498
    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
1140
    After 20 iterations
        Discriminator Loss                     = -22340.2871094

    Generator_Loss: 23420.1074219
1141
    After 20 iterations
        Discriminator Loss                     = -17458.2128906

    Generator_Loss: 31224.3300781
1142
    After 20 iterations
        Discriminator Loss                     = -23730.8535156

    Generator_Loss: 30815.4003906
1143
    After 20 iterations
        Discriminator Loss                     = -25146.3847656

    Generator_Loss: 29862.4589844
1144
    After 20 iterations
        Discriminator Loss                     = -23095.6699219

    Generator_Loss: 31112.3984375
1145
    After 20 iterations
        Discriminator Loss                     = -23469.5097656

    Generator_Loss: 38095.9882812
1146
    After 20 iterations
        Discriminator Loss                     = -26687.4941406

    Generator_Loss: 28011.8222656
1147
    After 20 iterations
        Discriminator Loss                     = -23231.9101562

    Generator_Loss: 27999.4414062
1148
    After 20 iterations
        Discriminator Loss                     = -24702.5527344

    Generator_Loss: 35387.6640625
1149
    After 20 iterations
        Discriminator Loss                     = -23311.6640625

    Generator_Loss: 32234.4023438
1150
     Level #0 Epoch #0 Batch #1150
    After 20 iterations
        Discriminator Loss                     = -24505.3144531

    Generator_Loss: 28883.4140625
1151
    After 20 iterations
        Discriminator Loss                     = -25990.9589844

    Generator_Loss: 28583.4003906
1152
    After 20 iterations
        Discriminator Loss                     = -24143.1542969

    Generator_Loss: 27878.3671875
1153
    After 20 iterations
        Discriminator Loss                     = -21507.9121094

    Generator_Loss: 30501.8027344
1154
    After 20 iterations
        Discriminator Loss                     = -24158.7617188

    Generator_Loss: 27332.0507812
1155
    After 20 iterations
        Discriminator Loss                     = -24778.4667969

    Generator_Loss: 29549.8164062
1156
    After 20 iterations
        Discriminator Loss                     = -27331.578125

    Generator_Loss: 31330.7167969
1157
    After 20 iterations
        Discriminator Loss                     = -21044.4492188

    Generator_Loss: 36045.4648438
1158
    After 20 iterations
        Discriminator Loss                     = -20571.3847656

    Generator_Loss: 34368.4570312
1159
    After 20 iterations
        Discriminator Loss                     = -25537.4238281

    Generator_Loss: 35959.4492188
1160
    After 20 iterations
        Discriminator Loss                     = -24256.5800781

    Generator_Loss: 30498.2734375
1161
    After 20 iterations
        Discriminator Loss                     = -27627.1230469

    Generator_Loss: 35754.4179688
1162
    After 20 iterations
        Discriminator Loss                     = -26122.4296875

    Generator_Loss: 30013.484375
1163
    After 20 iterations
        Discriminator Loss                     = -23582.9882812

    Generator_Loss: 35085.359375
1164
    After 20 iterations
        Discriminator Loss                     = -25460.09375

    Generator_Loss: 31912.0546875
1165
    After 20 iterations
        Discriminator Loss                     = -19181.5371094

    Generator_Loss: 31276.234375
1166
    After 20 iterations
        Discriminator Loss                     = -24658.7148438

    Generator_Loss: 23867.1699219
1167
    After 20 iterations
        Discriminator Loss                     = -26995.296875

    Generator_Loss: 31041.5839844
1168
    After 20 iterations
        Discriminator Loss                     = -22140.5605469

    Generator_Loss: 29684.0976562
1169
    After 20 iterations
        Discriminator Loss                     = -22367.5605469

    Generator_Loss: 34799.328125
1170
    After 20 iterations
        Discriminator Loss                     = -26934.9511719

    Generator_Loss: 32052.6972656
1171
    After 20 iterations
        Discriminator Loss                     = -27619.1894531

    Generator_Loss: 32617.8027344
1172
    After 20 iterations
        Discriminator Loss                     = -22397.3203125

    Generator_Loss: 30681.0136719
1173
    After 20 iterations
        Discriminator Loss                     = -29209.6816406

    Generator_Loss: 31955.84375
1174
    After 20 iterations
        Discriminator Loss                     = -24059.8945312

    Generator_Loss: 28989.34375
1175
     Level #0 Epoch #0 Batch #1175
    After 20 iterations
        Discriminator Loss                     = -19197.4179688

    Generator_Loss: 32841.0117188
1176
    After 20 iterations
        Discriminator Loss                     = -21910.6875

    Generator_Loss: 32863.4414062
1177
    After 20 iterations
        Discriminator Loss                     = -23693.9882812

    Generator_Loss: 33064.65625
1178
    After 20 iterations
        Discriminator Loss                     = -23264.328125

    Generator_Loss: 32540.3046875
1179
    After 20 iterations
        Discriminator Loss                     = -19942.8125

    Generator_Loss: 27334.6152344
1180
    After 20 iterations
        Discriminator Loss                     = -24599.2226562

    Generator_Loss: 33444.046875
1181
    After 20 iterations
        Discriminator Loss                     = -26291.2675781

    Generator_Loss: 31629.8027344
1182
    After 20 iterations
        Discriminator Loss                     = -17608.6660156

    Generator_Loss: 33985.171875
1183
    After 20 iterations
        Discriminator Loss                     = -26353.9785156

    Generator_Loss: 32889.921875
1184
    After 20 iterations
        Discriminator Loss                     = -23834.7832031

    Generator_Loss: 36218.984375
1185
    After 20 iterations
        Discriminator Loss                     = -21571.0234375

    Generator_Loss: 31057.2519531
1186
    After 20 iterations
        Discriminator Loss                     = -17713.0625

    Generator_Loss: 29859.6972656
1187
    After 20 iterations
        Discriminator Loss                     = -27633.6640625

    Generator_Loss: 26541.8242188
1188
    After 20 iterations
        Discriminator Loss                     = -23068.7246094

    Generator_Loss: 32819.703125
1189
    After 20 iterations
        Discriminator Loss                     = -25476.1640625

    Generator_Loss: 32443.1289062
1190
    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
1205
    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
1210
    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
1217
    After 20 iterations
        Discriminator Loss                     = -22593.390625

    Generator_Loss: 27519.2597656
1218
    After 20 iterations
        Discriminator Loss                     = -22845.7695312

    Generator_Loss: 30022.6523438
1219
    After 20 iterations
        Discriminator Loss                     = -24235.8496094

    Generator_Loss: 30944.9257812
1220
    After 20 iterations
        Discriminator Loss                     = -26678.3359375

    Generator_Loss: 35500.9375
1221
    After 20 iterations
        Discriminator Loss                     = -32270.3066406

    Generator_Loss: 33603.6054688
1222
    After 20 iterations
        Discriminator Loss                     = -26054.5625

    Generator_Loss: 27445.890625
1223
    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
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    After 20 iterations
        Discriminator Loss                     = -19908.5351562

    Generator_Loss: 31985.7617188
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    After 20 iterations
        Discriminator Loss                     = -27958.1894531

    Generator_Loss: 31191.7988281
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    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
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    After 20 iterations
        Discriminator Loss                     = -23214.6328125

    Generator_Loss: 31738.3515625
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    After 20 iterations
        Discriminator Loss                     = -27525.6054688

    Generator_Loss: 31141.8769531
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    After 20 iterations
        Discriminator Loss                     = -22989.4335938

    Generator_Loss: 33213.2226562
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    After 20 iterations
        Discriminator Loss                     = -24063.1503906

    Generator_Loss: 28430.6757812
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    After 20 iterations
        Discriminator Loss                     = -20030.3378906

    Generator_Loss: 21885.53125
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    After 20 iterations
        Discriminator Loss                     = -22292.5292969

    Generator_Loss: 28435.9707031
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    After 20 iterations
        Discriminator Loss                     = -22029.71875

    Generator_Loss: 28516.0390625
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    After 20 iterations
        Discriminator Loss                     = -25135.390625

    Generator_Loss: 35619.1210938
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    After 20 iterations
        Discriminator Loss                     = -24755.6953125

    Generator_Loss: 37179.9570312
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    After 20 iterations
        Discriminator Loss                     = -26955.8867188

    Generator_Loss: 31522.9160156
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    After 20 iterations
        Discriminator Loss                     = -25089.5351562

    Generator_Loss: 35503.6914062
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    After 20 iterations
        Discriminator Loss                     = -27727.3574219

    Generator_Loss: 35866.4453125
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    After 20 iterations
        Discriminator Loss                     = -23667.9042969

    Generator_Loss: 26869.8085938
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    After 20 iterations
        Discriminator Loss                     = -21234.9609375

    Generator_Loss: 24811.2890625
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    After 20 iterations
        Discriminator Loss                     = -28750.2988281

    Generator_Loss: 34305.3515625
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    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
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    After 20 iterations
        Discriminator Loss                     = -27990.796875

    Generator_Loss: 29570.3535156
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    After 20 iterations
        Discriminator Loss                     = -22346.0800781

    Generator_Loss: 32036.9257812
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    After 20 iterations
        Discriminator Loss                     = -20118.0097656

    Generator_Loss: 27098.4257812
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    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
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    After 20 iterations
        Discriminator Loss                     = -22120.8945312

    Generator_Loss: 22967.6171875
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    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
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    After 20 iterations
        Discriminator Loss                     = -22917.3398438

    Generator_Loss: 31123.9785156
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    After 20 iterations
        Discriminator Loss                     = -22146.8203125

    Generator_Loss: 32067.8945312
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    After 20 iterations
        Discriminator Loss                     = -26121.3984375

    Generator_Loss: 33350.1210938
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    After 20 iterations
        Discriminator Loss                     = -24409.75

    Generator_Loss: 32573.8691406
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    After 20 iterations
        Discriminator Loss                     = -15123.9882812

    Generator_Loss: 32942.0234375
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    After 20 iterations
        Discriminator Loss                     = -26294.9238281

    Generator_Loss: 39153.0273438
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    After 20 iterations
        Discriminator Loss                     = -24764.1132812

    Generator_Loss: 32762.390625
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    After 20 iterations
        Discriminator Loss                     = -23667.2988281

    Generator_Loss: 36664.0976562
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    After 20 iterations
        Discriminator Loss                     = -24840.8984375

    Generator_Loss: 29240.8886719
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    After 20 iterations
        Discriminator Loss                     = -28017.1054688

    Generator_Loss: 29277.5800781
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    After 20 iterations
        Discriminator Loss                     = -28981.9453125

    Generator_Loss: 30213.5039062
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    After 20 iterations
        Discriminator Loss                     = -30634.0136719

    Generator_Loss: 32252.1835938
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    After 20 iterations
        Discriminator Loss                     = -19894.6464844

    Generator_Loss: 34303.5078125
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    After 20 iterations
        Discriminator Loss                     = -29315.5449219

    Generator_Loss: 36143.9179688
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    After 20 iterations
        Discriminator Loss                     = -30473.2011719

    Generator_Loss: 26906.7460938
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    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
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    After 20 iterations
        Discriminator Loss                     = -20709.8886719

    Generator_Loss: 31174.5898438
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    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
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    After 20 iterations
        Discriminator Loss                     = -25264.0410156

    Generator_Loss: 29461.6972656
1298
    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
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    After 20 iterations
        Discriminator Loss                     = -25396.21875

    Generator_Loss: 37060.859375
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    After 20 iterations
        Discriminator Loss                     = -22333.3164062

    Generator_Loss: 31494.1152344
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    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
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    After 20 iterations
        Discriminator Loss                     = -30007.1152344

    Generator_Loss: 34862.609375
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    After 20 iterations
        Discriminator Loss                     = -26248.1347656

    Generator_Loss: 29151.2519531
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    After 20 iterations
        Discriminator Loss                     = -24567.9550781

    Generator_Loss: 34844.3984375
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    After 20 iterations
        Discriminator Loss                     = -24699.1894531

    Generator_Loss: 35494.296875
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    After 20 iterations
        Discriminator Loss                     = -15871.9765625

    Generator_Loss: 31882.0878906
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    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
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    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
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    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: 

In [ ]: