experiment.log

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Generating data ...
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Start pre-training generator with MLE...
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G-Step 0
Epoch 0, train loss: 1.95778
eval loss: 3.18820

G-Step 1
Epoch 0, train loss: 1.50074
eval loss: 2.57729

G-Step 2
Epoch 0, train loss: 1.35728
eval loss: 2.26309

G-Step 3
Epoch 0, train loss: 1.28384
eval loss: 2.12456

G-Step 4
Epoch 0, train loss: 1.24565
eval loss: 2.01085

G-Step 5
Epoch 0, train loss: 1.21686
eval loss: 1.86459

G-Step 6
Epoch 0, train loss: 1.18300
eval loss: 1.80417

G-Step 7
Epoch 0, train loss: 1.15361
eval loss: 1.70990

G-Step 8
Epoch 0, train loss: 1.12995
eval loss: 1.63818

G-Step 9
Epoch 0, train loss: 1.10801
eval loss: 1.60416

G-Step 10
Epoch 0, train loss: 1.09192
eval loss: 1.54670

G-Step 11
Epoch 0, train loss: 1.07958
eval loss: 1.53503

G-Step 12
Epoch 0, train loss: 1.06872
eval loss: 1.48851

G-Step 13
Epoch 0, train loss: 1.06266
eval loss: 1.49841

G-Step 14
Epoch 0, train loss: 1.05296
eval loss: 1.42393

G-Step 15
Epoch 0, train loss: 1.04644
eval loss: 1.42307

G-Step 16
Epoch 0, train loss: 1.04078
eval loss: 1.47327

G-Step 17
Epoch 0, train loss: 1.03412
eval loss: 1.45094

G-Step 18
Epoch 0, train loss: 1.03002
eval loss: 1.42999

G-Step 19
Epoch 0, train loss: 1.02369
eval loss: 1.41396

G-Step 20
Epoch 0, train loss: 1.02134
eval loss: 1.40341

G-Step 21
Epoch 0, train loss: 1.01532
eval loss: 1.39258

G-Step 22
Epoch 0, train loss: 1.01128
eval loss: 1.39962

G-Step 23
Epoch 0, train loss: 1.00942
eval loss: 1.39466

G-Step 24
Epoch 0, train loss: 1.00385
eval loss: 1.39647

G-Step 25
Epoch 0, train loss: 1.00019
eval loss: 1.38826

G-Step 26
Epoch 0, train loss: 0.99834
eval loss: 1.37058

G-Step 27
Epoch 0, train loss: 0.99407
eval loss: 1.36701

G-Step 28
Epoch 0, train loss: 0.99197
eval loss: 1.34471

G-Step 29
Epoch 0, train loss: 0.98912
eval loss: 1.37130

G-Step 30
Epoch 0, train loss: 0.98699
eval loss: 1.37200

G-Step 31
Epoch 0, train loss: 0.98498
eval loss: 1.35384

G-Step 32
Epoch 0, train loss: 0.98197
eval loss: 1.38496

G-Step 33
Epoch 0, train loss: 0.98035
eval loss: 1.34161

G-Step 34
Epoch 0, train loss: 0.97819
eval loss: 1.38768

G-Step 35
Epoch 0, train loss: 0.97611
eval loss: 1.31921

G-Step 36
Epoch 0, train loss: 0.97550
eval loss: 1.34016

G-Step 37
Epoch 0, train loss: 0.97239
eval loss: 1.32903

G-Step 38
Epoch 0, train loss: 0.97530
eval loss: 1.36813

G-Step 39
Epoch 0, train loss: 0.96995
eval loss: 1.33078

G-Step 40
Epoch 0, train loss: 0.96882
eval loss: 1.33785

G-Step 41
Epoch 0, train loss: 0.96655
eval loss: 1.38280

G-Step 42
Epoch 0, train loss: 0.96658
eval loss: 1.37037

G-Step 43
Epoch 0, train loss: 0.96421
eval loss: 1.31964

G-Step 44
Epoch 0, train loss: 0.96472
eval loss: 1.35492

G-Step 45
Epoch 0, train loss: 0.96184
eval loss: 1.33095

G-Step 46
Epoch 0, train loss: 0.96400
eval loss: 1.36843

G-Step 47
Epoch 0, train loss: 0.96008
eval loss: 1.27642

G-Step 48
Epoch 0, train loss: 0.95940
eval loss: 1.30638

G-Step 49
Epoch 0, train loss: 0.95776
eval loss: 1.32153

G-Step 50
Epoch 0, train loss: 0.95777
eval loss: 1.32579

G-Step 51
Epoch 0, train loss: 0.95653
eval loss: 1.29442

G-Step 52
Epoch 0, train loss: 0.95414
eval loss: 1.30739

G-Step 53
Epoch 0, train loss: 0.95388
eval loss: 1.29043

G-Step 54
Epoch 0, train loss: 0.95249
eval loss: 1.34594

G-Step 55
Epoch 0, train loss: 0.95218
eval loss: 1.31625

G-Step 56
Epoch 0, train loss: 0.95240
eval loss: 1.33682

G-Step 57
Epoch 0, train loss: 0.95100
eval loss: 1.31346

G-Step 58
Epoch 0, train loss: 0.94944
eval loss: 1.30011

G-Step 59
Epoch 0, train loss: 0.94933
eval loss: 1.33010

G-Step 60
Epoch 0, train loss: 0.94776
eval loss: 1.29219

G-Step 61
Epoch 0, train loss: 0.94678
eval loss: 1.32799

G-Step 62
Epoch 0, train loss: 0.94930
eval loss: 1.30732

G-Step 63
Epoch 0, train loss: 0.94491
eval loss: 1.31615

G-Step 64
Epoch 0, train loss: 0.94496
eval loss: 1.31841

G-Step 65
Epoch 0, train loss: 0.95073
eval loss: 1.28885

G-Step 66
Epoch 0, train loss: 0.94259
eval loss: 1.29647

G-Step 67
Epoch 0, train loss: 0.94230
eval loss: 1.27450

G-Step 68
Epoch 0, train loss: 0.94252
eval loss: 1.28120

G-Step 69
Epoch 0, train loss: 0.94075
eval loss: 1.29456

G-Step 70
Epoch 0, train loss: 0.94020
eval loss: 1.27954

G-Step 71
Epoch 0, train loss: 0.93972
eval loss: 1.32796

G-Step 72
Epoch 0, train loss: 0.94125
eval loss: 1.28191

G-Step 73
Epoch 0, train loss: 0.93847
eval loss: 1.24182

G-Step 74
Epoch 0, train loss: 0.93806
eval loss: 1.24173

G-Step 75
Epoch 0, train loss: 0.93879
eval loss: 1.25873

G-Step 76
Epoch 0, train loss: 0.93686
eval loss: 1.32008

G-Step 77
Epoch 0, train loss: 0.94260
eval loss: 1.28654

G-Step 78
Epoch 0, train loss: 0.93536
eval loss: 1.31335

G-Step 79
Epoch 0, train loss: 0.93478
eval loss: 1.27942

G-Step 80
Epoch 0, train loss: 0.93418
eval loss: 1.24272

G-Step 81
Epoch 0, train loss: 0.93410
eval loss: 1.30203

G-Step 82
Epoch 0, train loss: 0.93365
eval loss: 1.30017

G-Step 83
Epoch 0, train loss: 0.93348
eval loss: 1.30062

G-Step 84
Epoch 0, train loss: 0.93278
eval loss: 1.30732

G-Step 85
Epoch 0, train loss: 0.93397
eval loss: 1.29220

G-Step 86
Epoch 0, train loss: 0.93131
eval loss: 1.29157

G-Step 87
Epoch 0, train loss: 0.93924
eval loss: 1.28801

G-Step 88
Epoch 0, train loss: 0.93043
eval loss: 1.29633

G-Step 89
Epoch 0, train loss: 0.93007
eval loss: 1.26467

G-Step 90
Epoch 0, train loss: 0.92940
eval loss: 1.31685

G-Step 91
Epoch 0, train loss: 0.92923
eval loss: 1.27251

G-Step 92
Epoch 0, train loss: 0.92872
eval loss: 1.31288

G-Step 93
Epoch 0, train loss: 0.92970
eval loss: 1.21818

G-Step 94
Epoch 0, train loss: 0.92744
eval loss: 1.27318

G-Step 95
Epoch 0, train loss: 0.92740
eval loss: 1.25763

G-Step 96
Epoch 0, train loss: 0.92722
eval loss: 1.29681

G-Step 97
Epoch 0, train loss: 0.93106
eval loss: 1.27471

G-Step 98
Epoch 0, train loss: 0.93097
eval loss: 1.24930

G-Step 99
Epoch 0, train loss: 0.92590
eval loss: 1.27641

G-Step 100
Epoch 0, train loss: 0.92548
eval loss: 1.27268

G-Step 101
Epoch 0, train loss: 0.92545
eval loss: 1.26987

G-Step 102
Epoch 0, train loss: 0.92475
eval loss: 1.23178

G-Step 103
Epoch 0, train loss: 0.92469
eval loss: 1.24827

G-Step 104
Epoch 0, train loss: 0.92484
eval loss: 1.26548

G-Step 105
Epoch 0, train loss: 0.92445
eval loss: 1.25300

G-Step 106
Epoch 0, train loss: 0.92328
eval loss: 1.29323

G-Step 107
Epoch 0, train loss: 0.92349
eval loss: 1.30007

G-Step 108
Epoch 0, train loss: 0.93742
eval loss: 1.23213

G-Step 109
Epoch 0, train loss: 0.92270
eval loss: 1.30379

G-Step 110
Epoch 0, train loss: 0.92200
eval loss: 1.30377

G-Step 111
Epoch 0, train loss: 0.92192
eval loss: 1.23835

G-Step 112
Epoch 0, train loss: 0.92191
eval loss: 1.26244

G-Step 113
Epoch 0, train loss: 0.92150
eval loss: 1.25912

G-Step 114
Epoch 0, train loss: 0.92103
eval loss: 1.21884

G-Step 115
Epoch 0, train loss: 0.93700
eval loss: 1.25221

G-Step 116
Epoch 0, train loss: 0.92023
eval loss: 1.30946

G-Step 117
Epoch 0, train loss: 0.92033
eval loss: 1.28230

G-Step 118
Epoch 0, train loss: 0.92024
eval loss: 1.25854

G-Step 119
Epoch 0, train loss: 0.91975
eval loss: 1.26829

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Start pre-training discriminator...
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D-Step 0
Epoch 0, train loss: 0.70015, train acc: 0.507
Epoch 1, train loss: 0.69971, train acc: 0.508
Epoch 2, train loss: 0.69748, train acc: 0.511
eval loss: 0.69997, eval acc: 0.498

D-Step 1
Epoch 0, train loss: 0.69881, train acc: 0.508
Epoch 1, train loss: 0.69754, train acc: 0.512
Epoch 2, train loss: 0.69720, train acc: 0.513
eval loss: 0.69818, eval acc: 0.510

D-Step 2
Epoch 0, train loss: 0.69719, train acc: 0.512
Epoch 1, train loss: 0.69603, train acc: 0.519
Epoch 2, train loss: 0.69635, train acc: 0.512
eval loss: 0.69664, eval acc: 0.512

D-Step 3
Epoch 0, train loss: 0.69465, train acc: 0.515
Epoch 1, train loss: 0.69580, train acc: 0.513
Epoch 2, train loss: 0.69621, train acc: 0.508
eval loss: 0.69404, eval acc: 0.516

D-Step 4
Epoch 0, train loss: 0.69409, train acc: 0.522
Epoch 1, train loss: 0.69523, train acc: 0.517
Epoch 2, train loss: 0.69362, train acc: 0.521
eval loss: 0.69440, eval acc: 0.517

D-Step 5
Epoch 0, train loss: 0.69302, train acc: 0.521
Epoch 1, train loss: 0.69302, train acc: 0.525
Epoch 2, train loss: 0.69302, train acc: 0.523
eval loss: 0.69153, eval acc: 0.530

D-Step 6
Epoch 0, train loss: 0.69348, train acc: 0.526
Epoch 1, train loss: 0.69417, train acc: 0.517
Epoch 2, train loss: 0.69278, train acc: 0.520
eval loss: 0.69280, eval acc: 0.525

D-Step 7
Epoch 0, train loss: 0.69258, train acc: 0.521
Epoch 1, train loss: 0.69173, train acc: 0.525
Epoch 2, train loss: 0.69013, train acc: 0.533
eval loss: 0.69002, eval acc: 0.534

D-Step 8
Epoch 0, train loss: 0.69124, train acc: 0.530
Epoch 1, train loss: 0.69052, train acc: 0.533
Epoch 2, train loss: 0.69059, train acc: 0.531
eval loss: 0.68993, eval acc: 0.536

D-Step 9
Epoch 0, train loss: 0.69073, train acc: 0.527
Epoch 1, train loss: 0.69025, train acc: 0.532
Epoch 2, train loss: 0.69031, train acc: 0.533
eval loss: 0.69027, eval acc: 0.528

D-Step 10
Epoch 0, train loss: 0.68959, train acc: 0.533
Epoch 1, train loss: 0.68967, train acc: 0.536
Epoch 2, train loss: 0.68837, train acc: 0.543
eval loss: 0.68955, eval acc: 0.532

D-Step 11
Epoch 0, train loss: 0.68969, train acc: 0.533
Epoch 1, train loss: 0.68845, train acc: 0.544
Epoch 2, train loss: 0.68937, train acc: 0.537
eval loss: 0.68922, eval acc: 0.538

D-Step 12
Epoch 0, train loss: 0.69049, train acc: 0.531
Epoch 1, train loss: 0.69001, train acc: 0.530
Epoch 2, train loss: 0.68920, train acc: 0.536
eval loss: 0.68884, eval acc: 0.536

D-Step 13
Epoch 0, train loss: 0.68788, train acc: 0.540
Epoch 1, train loss: 0.68718, train acc: 0.546
Epoch 2, train loss: 0.68692, train acc: 0.545
eval loss: 0.68823, eval acc: 0.537

D-Step 14
Epoch 0, train loss: 0.68812, train acc: 0.541
Epoch 1, train loss: 0.68720, train acc: 0.539
Epoch 2, train loss: 0.68878, train acc: 0.537
eval loss: 0.68619, eval acc: 0.543

D-Step 15
Epoch 0, train loss: 0.68763, train acc: 0.543
Epoch 1, train loss: 0.68535, train acc: 0.547
Epoch 2, train loss: 0.68745, train acc: 0.542
eval loss: 0.68894, eval acc: 0.538

D-Step 16
Epoch 0, train loss: 0.68695, train acc: 0.545
Epoch 1, train loss: 0.68634, train acc: 0.545
Epoch 2, train loss: 0.68431, train acc: 0.550
eval loss: 0.68717, eval acc: 0.539

D-Step 17
Epoch 0, train loss: 0.68566, train acc: 0.550
Epoch 1, train loss: 0.68478, train acc: 0.545
Epoch 2, train loss: 0.68417, train acc: 0.548
eval loss: 0.68677, eval acc: 0.543

D-Step 18
Epoch 0, train loss: 0.68527, train acc: 0.546
Epoch 1, train loss: 0.68477, train acc: 0.550
Epoch 2, train loss: 0.68426, train acc: 0.551
eval loss: 0.68268, eval acc: 0.560

D-Step 19
Epoch 0, train loss: 0.68557, train acc: 0.546
Epoch 1, train loss: 0.68526, train acc: 0.551
Epoch 2, train loss: 0.68440, train acc: 0.554
eval loss: 0.68520, eval acc: 0.548

D-Step 20
Epoch 0, train loss: 0.68512, train acc: 0.551
Epoch 1, train loss: 0.68503, train acc: 0.548
Epoch 2, train loss: 0.68443, train acc: 0.556
eval loss: 0.68417, eval acc: 0.550

D-Step 21
Epoch 0, train loss: 0.68278, train acc: 0.556
Epoch 1, train loss: 0.68351, train acc: 0.552
Epoch 2, train loss: 0.68361, train acc: 0.558
eval loss: 0.68319, eval acc: 0.554

D-Step 22
Epoch 0, train loss: 0.68333, train acc: 0.558
Epoch 1, train loss: 0.68297, train acc: 0.554
Epoch 2, train loss: 0.68216, train acc: 0.554
eval loss: 0.68182, eval acc: 0.557

D-Step 23
Epoch 0, train loss: 0.68493, train acc: 0.550
Epoch 1, train loss: 0.68240, train acc: 0.553
Epoch 2, train loss: 0.68289, train acc: 0.556
eval loss: 0.68181, eval acc: 0.560

D-Step 24
Epoch 0, train loss: 0.68148, train acc: 0.569
Epoch 1, train loss: 0.68076, train acc: 0.566
Epoch 2, train loss: 0.67999, train acc: 0.562
eval loss: 0.67891, eval acc: 0.572

D-Step 25
Epoch 0, train loss: 0.68040, train acc: 0.565
Epoch 1, train loss: 0.68061, train acc: 0.562
Epoch 2, train loss: 0.68051, train acc: 0.565
eval loss: 0.67854, eval acc: 0.568

D-Step 26
Epoch 0, train loss: 0.68019, train acc: 0.566
Epoch 1, train loss: 0.68154, train acc: 0.559
Epoch 2, train loss: 0.67940, train acc: 0.562
eval loss: 0.67973, eval acc: 0.565

D-Step 27
Epoch 0, train loss: 0.67960, train acc: 0.566
Epoch 1, train loss: 0.67907, train acc: 0.563
Epoch 2, train loss: 0.67991, train acc: 0.563
eval loss: 0.67972, eval acc: 0.564

D-Step 28
Epoch 0, train loss: 0.68010, train acc: 0.561
Epoch 1, train loss: 0.67813, train acc: 0.569
Epoch 2, train loss: 0.67780, train acc: 0.572
eval loss: 0.67707, eval acc: 0.571

D-Step 29
Epoch 0, train loss: 0.67938, train acc: 0.564
Epoch 1, train loss: 0.67738, train acc: 0.571
Epoch 2, train loss: 0.67799, train acc: 0.571
eval loss: 0.67845, eval acc: 0.568

D-Step 30
Epoch 0, train loss: 0.67857, train acc: 0.565
Epoch 1, train loss: 0.67712, train acc: 0.562
Epoch 2, train loss: 0.67824, train acc: 0.566
eval loss: 0.68028, eval acc: 0.554

D-Step 31
Epoch 0, train loss: 0.67649, train acc: 0.571
Epoch 1, train loss: 0.67615, train acc: 0.575
Epoch 2, train loss: 0.67433, train acc: 0.572
eval loss: 0.67717, eval acc: 0.567

D-Step 32
Epoch 0, train loss: 0.67671, train acc: 0.568
Epoch 1, train loss: 0.67578, train acc: 0.571
Epoch 2, train loss: 0.67594, train acc: 0.569
eval loss: 0.67737, eval acc: 0.566

D-Step 33
Epoch 0, train loss: 0.67632, train acc: 0.569
Epoch 1, train loss: 0.67526, train acc: 0.574
Epoch 2, train loss: 0.67550, train acc: 0.579
eval loss: 0.67774, eval acc: 0.568

D-Step 34
Epoch 0, train loss: 0.67658, train acc: 0.572
Epoch 1, train loss: 0.67520, train acc: 0.571
Epoch 2, train loss: 0.67424, train acc: 0.578
eval loss: 0.67910, eval acc: 0.561

D-Step 35
Epoch 0, train loss: 0.67553, train acc: 0.575
Epoch 1, train loss: 0.67269, train acc: 0.580
Epoch 2, train loss: 0.67369, train acc: 0.577
eval loss: 0.67304, eval acc: 0.579

D-Step 36
Epoch 0, train loss: 0.67477, train acc: 0.580
Epoch 1, train loss: 0.67475, train acc: 0.575
Epoch 2, train loss: 0.67256, train acc: 0.575
eval loss: 0.67445, eval acc: 0.575

D-Step 37
Epoch 0, train loss: 0.67411, train acc: 0.578
Epoch 1, train loss: 0.67422, train acc: 0.572
Epoch 2, train loss: 0.67273, train acc: 0.578
eval loss: 0.67178, eval acc: 0.582

D-Step 38
Epoch 0, train loss: 0.67270, train acc: 0.579
Epoch 1, train loss: 0.67180, train acc: 0.586
Epoch 2, train loss: 0.67259, train acc: 0.578
eval loss: 0.66978, eval acc: 0.585

D-Step 39
Epoch 0, train loss: 0.67363, train acc: 0.575
Epoch 1, train loss: 0.67194, train acc: 0.583
Epoch 2, train loss: 0.67144, train acc: 0.582
eval loss: 0.66993, eval acc: 0.585

D-Step 40
Epoch 0, train loss: 0.67230, train acc: 0.579
Epoch 1, train loss: 0.67270, train acc: 0.579
Epoch 2, train loss: 0.67013, train acc: 0.582
eval loss: 0.67042, eval acc: 0.587

D-Step 41
Epoch 0, train loss: 0.67242, train acc: 0.585
Epoch 1, train loss: 0.67103, train acc: 0.581
Epoch 2, train loss: 0.67016, train acc: 0.583
eval loss: 0.66787, eval acc: 0.592

D-Step 42
Epoch 0, train loss: 0.66929, train acc: 0.588
Epoch 1, train loss: 0.67089, train acc: 0.578
Epoch 2, train loss: 0.66773, train acc: 0.588
eval loss: 0.66914, eval acc: 0.586

D-Step 43
Epoch 0, train loss: 0.66703, train acc: 0.595
Epoch 1, train loss: 0.66595, train acc: 0.595
Epoch 2, train loss: 0.66630, train acc: 0.590
eval loss: 0.66722, eval acc: 0.589

D-Step 44
Epoch 0, train loss: 0.67010, train acc: 0.585
Epoch 1, train loss: 0.66741, train acc: 0.592
Epoch 2, train loss: 0.66795, train acc: 0.587
eval loss: 0.66548, eval acc: 0.597

D-Step 45
Epoch 0, train loss: 0.66741, train acc: 0.590
Epoch 1, train loss: 0.66433, train acc: 0.594
Epoch 2, train loss: 0.66679, train acc: 0.589
eval loss: 0.66773, eval acc: 0.589

D-Step 46
Epoch 0, train loss: 0.66669, train acc: 0.588
Epoch 1, train loss: 0.66447, train acc: 0.594
Epoch 2, train loss: 0.66618, train acc: 0.591
eval loss: 0.66757, eval acc: 0.588

D-Step 47
Epoch 0, train loss: 0.66667, train acc: 0.591
Epoch 1, train loss: 0.66485, train acc: 0.593
Epoch 2, train loss: 0.66361, train acc: 0.593
eval loss: 0.66568, eval acc: 0.591

D-Step 48
Epoch 0, train loss: 0.66483, train acc: 0.591
Epoch 1, train loss: 0.66324, train acc: 0.598
Epoch 2, train loss: 0.66260, train acc: 0.601
eval loss: 0.66568, eval acc: 0.589

D-Step 49
Epoch 0, train loss: 0.66335, train acc: 0.593
Epoch 1, train loss: 0.65977, train acc: 0.603
Epoch 2, train loss: 0.66167, train acc: 0.604
eval loss: 0.66560, eval acc: 0.596

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Start adversarial training...
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Round 0
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.59151, train acc: 0.720
Epoch 1, train loss: 0.54995, train acc: 0.761
Epoch 2, train loss: 0.51250, train acc: 0.793
##D-Step 1
Epoch 0, train loss: 0.48067, train acc: 0.804
Epoch 1, train loss: 0.45579, train acc: 0.812
Epoch 2, train loss: 0.43562, train acc: 0.818
##D-Step 2
Epoch 0, train loss: 0.42442, train acc: 0.820
Epoch 1, train loss: 0.41558, train acc: 0.817
Epoch 2, train loss: 0.40602, train acc: 0.822
gen eval loss: 1.40718, dis eval loss: 0.40555, dis eval acc: 0.820

Round 1
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.66479, train acc: 0.641
Epoch 1, train loss: 0.63251, train acc: 0.663
Epoch 2, train loss: 0.61968, train acc: 0.670
##D-Step 1
Epoch 0, train loss: 0.61171, train acc: 0.667
Epoch 1, train loss: 0.60287, train acc: 0.674
Epoch 2, train loss: 0.59755, train acc: 0.680
##D-Step 2
Epoch 0, train loss: 0.59420, train acc: 0.677
Epoch 1, train loss: 0.59016, train acc: 0.681
Epoch 2, train loss: 0.58628, train acc: 0.683
gen eval loss: 1.50046, dis eval loss: 0.58667, dis eval acc: 0.683

Round 2
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.58504, train acc: 0.685
Epoch 1, train loss: 0.58112, train acc: 0.692
Epoch 2, train loss: 0.57866, train acc: 0.695
##D-Step 1
Epoch 0, train loss: 0.57929, train acc: 0.696
Epoch 1, train loss: 0.57986, train acc: 0.694
Epoch 2, train loss: 0.57525, train acc: 0.700
##D-Step 2
Epoch 0, train loss: 0.57174, train acc: 0.703
Epoch 1, train loss: 0.56819, train acc: 0.705
Epoch 2, train loss: 0.56589, train acc: 0.709
gen eval loss: 1.53040, dis eval loss: 0.56829, dis eval acc: 0.704

Round 3
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.57758, train acc: 0.701
Epoch 1, train loss: 0.57169, train acc: 0.706
Epoch 2, train loss: 0.57005, train acc: 0.706
##D-Step 1
Epoch 0, train loss: 0.57348, train acc: 0.703
Epoch 1, train loss: 0.57088, train acc: 0.705
Epoch 2, train loss: 0.56803, train acc: 0.704
##D-Step 2
Epoch 0, train loss: 0.56420, train acc: 0.714
Epoch 1, train loss: 0.56091, train acc: 0.715
Epoch 2, train loss: 0.55888, train acc: 0.715
gen eval loss: 1.51330, dis eval loss: 0.56298, dis eval acc: 0.712

Round 4
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.57107, train acc: 0.708
Epoch 1, train loss: 0.56484, train acc: 0.713
Epoch 2, train loss: 0.56324, train acc: 0.713
##D-Step 1
Epoch 0, train loss: 0.56093, train acc: 0.716
Epoch 1, train loss: 0.56198, train acc: 0.712
Epoch 2, train loss: 0.55765, train acc: 0.722
##D-Step 2
Epoch 0, train loss: 0.55798, train acc: 0.718
Epoch 1, train loss: 0.55727, train acc: 0.722
Epoch 2, train loss: 0.55309, train acc: 0.720
gen eval loss: 1.49720, dis eval loss: 0.55024, dis eval acc: 0.725

Round 5
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.56707, train acc: 0.705
Epoch 1, train loss: 0.56217, train acc: 0.712
Epoch 2, train loss: 0.55833, train acc: 0.711
##D-Step 1
Epoch 0, train loss: 0.55648, train acc: 0.710
Epoch 1, train loss: 0.55107, train acc: 0.717
Epoch 2, train loss: 0.54860, train acc: 0.718
##D-Step 2
Epoch 0, train loss: 0.55329, train acc: 0.716
Epoch 1, train loss: 0.54824, train acc: 0.718
Epoch 2, train loss: 0.54637, train acc: 0.725
gen eval loss: 1.44837, dis eval loss: 0.54945, dis eval acc: 0.717

Round 6
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.56166, train acc: 0.698
Epoch 1, train loss: 0.55578, train acc: 0.710
Epoch 2, train loss: 0.54909, train acc: 0.716
##D-Step 1
Epoch 0, train loss: 0.55429, train acc: 0.708
Epoch 1, train loss: 0.55032, train acc: 0.713
Epoch 2, train loss: 0.54631, train acc: 0.714
##D-Step 2
Epoch 0, train loss: 0.54737, train acc: 0.715
Epoch 1, train loss: 0.54241, train acc: 0.716
Epoch 2, train loss: 0.54282, train acc: 0.719
gen eval loss: 1.37043, dis eval loss: 0.54431, dis eval acc: 0.716

Round 7
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.54859, train acc: 0.718
Epoch 1, train loss: 0.54219, train acc: 0.725
Epoch 2, train loss: 0.53867, train acc: 0.727
##D-Step 1
Epoch 0, train loss: 0.53038, train acc: 0.734
Epoch 1, train loss: 0.53056, train acc: 0.730
Epoch 2, train loss: 0.52710, train acc: 0.733
##D-Step 2
Epoch 0, train loss: 0.52913, train acc: 0.736
Epoch 1, train loss: 0.52826, train acc: 0.735
Epoch 2, train loss: 0.52487, train acc: 0.736
gen eval loss: 1.34006, dis eval loss: 0.51751, dis eval acc: 0.743

Round 8
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.52375, train acc: 0.736
Epoch 1, train loss: 0.51892, train acc: 0.743
Epoch 2, train loss: 0.51671, train acc: 0.747
##D-Step 1
Epoch 0, train loss: 0.51435, train acc: 0.743
Epoch 1, train loss: 0.50758, train acc: 0.750
Epoch 2, train loss: 0.50943, train acc: 0.748
##D-Step 2
Epoch 0, train loss: 0.50186, train acc: 0.753
Epoch 1, train loss: 0.50100, train acc: 0.752
Epoch 2, train loss: 0.49398, train acc: 0.759
gen eval loss: 1.31720, dis eval loss: 0.50034, dis eval acc: 0.754

Round 9
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.49255, train acc: 0.766
Epoch 1, train loss: 0.48876, train acc: 0.765
Epoch 2, train loss: 0.48592, train acc: 0.767
##D-Step 1
Epoch 0, train loss: 0.49019, train acc: 0.768
Epoch 1, train loss: 0.48792, train acc: 0.764
Epoch 2, train loss: 0.48628, train acc: 0.767
##D-Step 2
Epoch 0, train loss: 0.48696, train acc: 0.768
Epoch 1, train loss: 0.48251, train acc: 0.768
Epoch 2, train loss: 0.47848, train acc: 0.773
gen eval loss: 1.30945, dis eval loss: 0.48090, dis eval acc: 0.769

Round 10
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.47620, train acc: 0.778
Epoch 1, train loss: 0.47299, train acc: 0.779
Epoch 2, train loss: 0.46769, train acc: 0.783
##D-Step 1
Epoch 0, train loss: 0.47547, train acc: 0.772
Epoch 1, train loss: 0.47199, train acc: 0.776
Epoch 2, train loss: 0.47110, train acc: 0.777
##D-Step 2
Epoch 0, train loss: 0.46376, train acc: 0.785
Epoch 1, train loss: 0.46196, train acc: 0.782
Epoch 2, train loss: 0.45862, train acc: 0.787
gen eval loss: 1.25969, dis eval loss: 0.45362, dis eval acc: 0.786

Round 11
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.45686, train acc: 0.791
Epoch 1, train loss: 0.45448, train acc: 0.792
Epoch 2, train loss: 0.44914, train acc: 0.796
##D-Step 1
Epoch 0, train loss: 0.45617, train acc: 0.788
Epoch 1, train loss: 0.45287, train acc: 0.789
Epoch 2, train loss: 0.45090, train acc: 0.794
##D-Step 2
Epoch 0, train loss: 0.44676, train acc: 0.797
Epoch 1, train loss: 0.44765, train acc: 0.796
Epoch 2, train loss: 0.44538, train acc: 0.795
gen eval loss: 1.20798, dis eval loss: 0.44063, dis eval acc: 0.799

Round 12
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.45313, train acc: 0.790
Epoch 1, train loss: 0.44846, train acc: 0.793
Epoch 2, train loss: 0.44498, train acc: 0.796
##D-Step 1
Epoch 0, train loss: 0.44853, train acc: 0.796
Epoch 1, train loss: 0.44151, train acc: 0.798
Epoch 2, train loss: 0.44059, train acc: 0.798
##D-Step 2
Epoch 0, train loss: 0.44306, train acc: 0.798
Epoch 1, train loss: 0.44496, train acc: 0.795
Epoch 2, train loss: 0.43919, train acc: 0.801
gen eval loss: 1.15257, dis eval loss: 0.43227, dis eval acc: 0.805

Round 13
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.43784, train acc: 0.800
Epoch 1, train loss: 0.43648, train acc: 0.801
Epoch 2, train loss: 0.43414, train acc: 0.799
##D-Step 1
Epoch 0, train loss: 0.44002, train acc: 0.797
Epoch 1, train loss: 0.43568, train acc: 0.802
Epoch 2, train loss: 0.43329, train acc: 0.799
##D-Step 2
Epoch 0, train loss: 0.43676, train acc: 0.804
Epoch 1, train loss: 0.43273, train acc: 0.803
Epoch 2, train loss: 0.43095, train acc: 0.806
gen eval loss: 1.12414, dis eval loss: 0.42700, dis eval acc: 0.806

Round 14
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.44363, train acc: 0.794
Epoch 1, train loss: 0.44046, train acc: 0.798
Epoch 2, train loss: 0.43870, train acc: 0.798
##D-Step 1
Epoch 0, train loss: 0.43876, train acc: 0.795
Epoch 1, train loss: 0.43531, train acc: 0.800
Epoch 2, train loss: 0.43308, train acc: 0.803
##D-Step 2
Epoch 0, train loss: 0.43894, train acc: 0.798
Epoch 1, train loss: 0.43566, train acc: 0.803
Epoch 2, train loss: 0.43723, train acc: 0.801
gen eval loss: 1.09614, dis eval loss: 0.43182, dis eval acc: 0.806

Round 15
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.44999, train acc: 0.790
Epoch 1, train loss: 0.44795, train acc: 0.790
Epoch 2, train loss: 0.44321, train acc: 0.794
##D-Step 1
Epoch 0, train loss: 0.44530, train acc: 0.792
Epoch 1, train loss: 0.44477, train acc: 0.794
Epoch 2, train loss: 0.44293, train acc: 0.795
##D-Step 2
Epoch 0, train loss: 0.44085, train acc: 0.797
Epoch 1, train loss: 0.43461, train acc: 0.799
Epoch 2, train loss: 0.43456, train acc: 0.801
gen eval loss: 1.13425, dis eval loss: 0.43465, dis eval acc: 0.799

Round 16
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.43975, train acc: 0.794
Epoch 1, train loss: 0.43821, train acc: 0.798
Epoch 2, train loss: 0.43171, train acc: 0.800
##D-Step 1
Epoch 0, train loss: 0.44120, train acc: 0.795
Epoch 1, train loss: 0.43420, train acc: 0.801
Epoch 2, train loss: 0.43520, train acc: 0.799
##D-Step 2
Epoch 0, train loss: 0.43228, train acc: 0.799
Epoch 1, train loss: 0.42971, train acc: 0.803
Epoch 2, train loss: 0.42877, train acc: 0.800
gen eval loss: 1.12797, dis eval loss: 0.42648, dis eval acc: 0.801

Round 17
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.44088, train acc: 0.789
Epoch 1, train loss: 0.43790, train acc: 0.793
Epoch 2, train loss: 0.43710, train acc: 0.792
##D-Step 1
Epoch 0, train loss: 0.43328, train acc: 0.798
Epoch 1, train loss: 0.43408, train acc: 0.797
Epoch 2, train loss: 0.42795, train acc: 0.801
##D-Step 2
Epoch 0, train loss: 0.43331, train acc: 0.795
Epoch 1, train loss: 0.42900, train acc: 0.801
Epoch 2, train loss: 0.42716, train acc: 0.799
gen eval loss: 1.12867, dis eval loss: 0.42344, dis eval acc: 0.800

Round 18
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.44413, train acc: 0.785
Epoch 1, train loss: 0.44340, train acc: 0.786
Epoch 2, train loss: 0.44025, train acc: 0.788
##D-Step 1
Epoch 0, train loss: 0.43762, train acc: 0.789
Epoch 1, train loss: 0.42949, train acc: 0.798
Epoch 2, train loss: 0.42885, train acc: 0.797
##D-Step 2
Epoch 0, train loss: 0.43612, train acc: 0.792
Epoch 1, train loss: 0.43241, train acc: 0.793
Epoch 2, train loss: 0.43012, train acc: 0.795
gen eval loss: 1.12469, dis eval loss: 0.43266, dis eval acc: 0.793

Round 19
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.45920, train acc: 0.776
Epoch 1, train loss: 0.45184, train acc: 0.777
Epoch 2, train loss: 0.45021, train acc: 0.780
##D-Step 1
Epoch 0, train loss: 0.44897, train acc: 0.779
Epoch 1, train loss: 0.44883, train acc: 0.783
Epoch 2, train loss: 0.44475, train acc: 0.783
##D-Step 2
Epoch 0, train loss: 0.44865, train acc: 0.784
Epoch 1, train loss: 0.44387, train acc: 0.788
Epoch 2, train loss: 0.44266, train acc: 0.786
gen eval loss: 1.15247, dis eval loss: 0.44642, dis eval acc: 0.789

Round 20
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.46014, train acc: 0.772
Epoch 1, train loss: 0.45647, train acc: 0.774
Epoch 2, train loss: 0.45299, train acc: 0.777
##D-Step 1
Epoch 0, train loss: 0.44942, train acc: 0.784
Epoch 1, train loss: 0.44789, train acc: 0.781
Epoch 2, train loss: 0.44567, train acc: 0.781
##D-Step 2
Epoch 0, train loss: 0.45165, train acc: 0.774
Epoch 1, train loss: 0.44464, train acc: 0.783
Epoch 2, train loss: 0.43979, train acc: 0.789
gen eval loss: 1.16620, dis eval loss: 0.44348, dis eval acc: 0.786

Round 21
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.46256, train acc: 0.771
Epoch 1, train loss: 0.45788, train acc: 0.771
Epoch 2, train loss: 0.45605, train acc: 0.771
##D-Step 1
Epoch 0, train loss: 0.46200, train acc: 0.770
Epoch 1, train loss: 0.45521, train acc: 0.777
Epoch 2, train loss: 0.45130, train acc: 0.777
##D-Step 2
Epoch 0, train loss: 0.45737, train acc: 0.772
Epoch 1, train loss: 0.45545, train acc: 0.772
Epoch 2, train loss: 0.45075, train acc: 0.781
gen eval loss: 1.18955, dis eval loss: 0.45364, dis eval acc: 0.779

Round 22
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.46073, train acc: 0.772
Epoch 1, train loss: 0.45439, train acc: 0.774
Epoch 2, train loss: 0.45236, train acc: 0.776
##D-Step 1
Epoch 0, train loss: 0.46116, train acc: 0.769
Epoch 1, train loss: 0.45451, train acc: 0.774
Epoch 2, train loss: 0.45495, train acc: 0.772
##D-Step 2
Epoch 0, train loss: 0.45883, train acc: 0.769
Epoch 1, train loss: 0.45289, train acc: 0.775
Epoch 2, train loss: 0.44827, train acc: 0.778
gen eval loss: 1.18854, dis eval loss: 0.45163, dis eval acc: 0.776

Round 23
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.45312, train acc: 0.776
Epoch 1, train loss: 0.44782, train acc: 0.782
Epoch 2, train loss: 0.44526, train acc: 0.780
##D-Step 1
Epoch 0, train loss: 0.44631, train acc: 0.781
Epoch 1, train loss: 0.44494, train acc: 0.786
Epoch 2, train loss: 0.44104, train acc: 0.783
##D-Step 2
Epoch 0, train loss: 0.45094, train acc: 0.776
Epoch 1, train loss: 0.44859, train acc: 0.781
Epoch 2, train loss: 0.44072, train acc: 0.788
gen eval loss: 1.16994, dis eval loss: 0.44341, dis eval acc: 0.783

Round 24
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.45361, train acc: 0.782
Epoch 1, train loss: 0.44956, train acc: 0.782
Epoch 2, train loss: 0.44554, train acc: 0.786
##D-Step 1
Epoch 0, train loss: 0.44455, train acc: 0.783
Epoch 1, train loss: 0.43793, train acc: 0.788
Epoch 2, train loss: 0.43695, train acc: 0.787
##D-Step 2
Epoch 0, train loss: 0.44742, train acc: 0.782
Epoch 1, train loss: 0.44309, train acc: 0.788
Epoch 2, train loss: 0.44015, train acc: 0.785
gen eval loss: 1.13506, dis eval loss: 0.43903, dis eval acc: 0.788

Round 25
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.43861, train acc: 0.793
Epoch 1, train loss: 0.43367, train acc: 0.791
Epoch 2, train loss: 0.43449, train acc: 0.791
##D-Step 1
Epoch 0, train loss: 0.43103, train acc: 0.799
Epoch 1, train loss: 0.42722, train acc: 0.801
Epoch 2, train loss: 0.42000, train acc: 0.804
##D-Step 2
Epoch 0, train loss: 0.43608, train acc: 0.791
Epoch 1, train loss: 0.43230, train acc: 0.791
Epoch 2, train loss: 0.43106, train acc: 0.792
gen eval loss: 1.08073, dis eval loss: 0.42668, dis eval acc: 0.798

Round 26
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.43056, train acc: 0.797
Epoch 1, train loss: 0.42809, train acc: 0.801
Epoch 2, train loss: 0.42330, train acc: 0.804
##D-Step 1
Epoch 0, train loss: 0.42736, train acc: 0.802
Epoch 1, train loss: 0.42114, train acc: 0.804
Epoch 2, train loss: 0.41585, train acc: 0.807
##D-Step 2
Epoch 0, train loss: 0.42219, train acc: 0.804
Epoch 1, train loss: 0.41590, train acc: 0.806
Epoch 2, train loss: 0.41050, train acc: 0.811
gen eval loss: 1.00778, dis eval loss: 0.42282, dis eval acc: 0.802

Round 27
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.42024, train acc: 0.804
Epoch 1, train loss: 0.41548, train acc: 0.807
Epoch 2, train loss: 0.41235, train acc: 0.810
##D-Step 1
Epoch 0, train loss: 0.41570, train acc: 0.811
Epoch 1, train loss: 0.41011, train acc: 0.814
Epoch 2, train loss: 0.40829, train acc: 0.813
##D-Step 2
Epoch 0, train loss: 0.41698, train acc: 0.808
Epoch 1, train loss: 0.41312, train acc: 0.812
Epoch 2, train loss: 0.40881, train acc: 0.814
gen eval loss: 0.95033, dis eval loss: 0.41404, dis eval acc: 0.810

Round 28
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.40603, train acc: 0.817
Epoch 1, train loss: 0.40424, train acc: 0.817
Epoch 2, train loss: 0.40074, train acc: 0.816
##D-Step 1
Epoch 0, train loss: 0.40888, train acc: 0.815
Epoch 1, train loss: 0.40578, train acc: 0.818
Epoch 2, train loss: 0.40296, train acc: 0.819
##D-Step 2
Epoch 0, train loss: 0.40246, train acc: 0.816
Epoch 1, train loss: 0.40040, train acc: 0.819
Epoch 2, train loss: 0.39490, train acc: 0.825
gen eval loss: 0.89056, dis eval loss: 0.39967, dis eval acc: 0.822

Round 29
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.39656, train acc: 0.823
Epoch 1, train loss: 0.39200, train acc: 0.829
Epoch 2, train loss: 0.38855, train acc: 0.826
##D-Step 1
Epoch 0, train loss: 0.40056, train acc: 0.820
Epoch 1, train loss: 0.39791, train acc: 0.821
Epoch 2, train loss: 0.39318, train acc: 0.826
##D-Step 2
Epoch 0, train loss: 0.39706, train acc: 0.822
Epoch 1, train loss: 0.38988, train acc: 0.830
Epoch 2, train loss: 0.38836, train acc: 0.829
gen eval loss: 0.83904, dis eval loss: 0.38756, dis eval acc: 0.831

Round 30
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.39719, train acc: 0.824
Epoch 1, train loss: 0.39157, train acc: 0.826
Epoch 2, train loss: 0.38873, train acc: 0.826
##D-Step 1
Epoch 0, train loss: 0.38809, train acc: 0.829
Epoch 1, train loss: 0.38560, train acc: 0.831
Epoch 2, train loss: 0.38125, train acc: 0.833
##D-Step 2
Epoch 0, train loss: 0.38477, train acc: 0.830
Epoch 1, train loss: 0.38096, train acc: 0.834
Epoch 2, train loss: 0.37943, train acc: 0.834
gen eval loss: 0.79848, dis eval loss: 0.38415, dis eval acc: 0.833

Round 31
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.38058, train acc: 0.834
Epoch 1, train loss: 0.37663, train acc: 0.835
Epoch 2, train loss: 0.37409, train acc: 0.838
##D-Step 1
Epoch 0, train loss: 0.37689, train acc: 0.836
Epoch 1, train loss: 0.37595, train acc: 0.837
Epoch 2, train loss: 0.37356, train acc: 0.840
##D-Step 2
Epoch 0, train loss: 0.38184, train acc: 0.833
Epoch 1, train loss: 0.37522, train acc: 0.842
Epoch 2, train loss: 0.37156, train acc: 0.840
gen eval loss: 0.75926, dis eval loss: 0.37162, dis eval acc: 0.840

Round 32
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.37564, train acc: 0.835
Epoch 1, train loss: 0.37077, train acc: 0.841
Epoch 2, train loss: 0.36811, train acc: 0.843
##D-Step 1
Epoch 0, train loss: 0.37046, train acc: 0.843
Epoch 1, train loss: 0.36959, train acc: 0.842
Epoch 2, train loss: 0.36493, train acc: 0.843
##D-Step 2
Epoch 0, train loss: 0.36841, train acc: 0.841
Epoch 1, train loss: 0.36388, train acc: 0.844
Epoch 2, train loss: 0.36395, train acc: 0.845
gen eval loss: 0.73771, dis eval loss: 0.35913, dis eval acc: 0.848

Round 33
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.36276, train acc: 0.846
Epoch 1, train loss: 0.36152, train acc: 0.851
Epoch 2, train loss: 0.35798, train acc: 0.850
##D-Step 1
Epoch 0, train loss: 0.36801, train acc: 0.842
Epoch 1, train loss: 0.36334, train acc: 0.844
Epoch 2, train loss: 0.36136, train acc: 0.845
##D-Step 2
Epoch 0, train loss: 0.36986, train acc: 0.840
Epoch 1, train loss: 0.36641, train acc: 0.844
Epoch 2, train loss: 0.36325, train acc: 0.844
gen eval loss: 0.71521, dis eval loss: 0.36290, dis eval acc: 0.846

Round 34
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.36620, train acc: 0.844
Epoch 1, train loss: 0.36039, train acc: 0.848
Epoch 2, train loss: 0.35955, train acc: 0.848
##D-Step 1
Epoch 0, train loss: 0.36321, train acc: 0.846
Epoch 1, train loss: 0.36319, train acc: 0.848
Epoch 2, train loss: 0.35784, train acc: 0.849
##D-Step 2
Epoch 0, train loss: 0.35956, train acc: 0.847
Epoch 1, train loss: 0.35514, train acc: 0.850
Epoch 2, train loss: 0.35248, train acc: 0.851
gen eval loss: 0.70332, dis eval loss: 0.35701, dis eval acc: 0.847

Round 35
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.36183, train acc: 0.844
Epoch 1, train loss: 0.35449, train acc: 0.850
Epoch 2, train loss: 0.35548, train acc: 0.849
##D-Step 1
Epoch 0, train loss: 0.35866, train acc: 0.844
Epoch 1, train loss: 0.35284, train acc: 0.853
Epoch 2, train loss: 0.34845, train acc: 0.852
##D-Step 2
Epoch 0, train loss: 0.35984, train acc: 0.848
Epoch 1, train loss: 0.35747, train acc: 0.850
Epoch 2, train loss: 0.35247, train acc: 0.851
gen eval loss: 0.70032, dis eval loss: 0.36231, dis eval acc: 0.848

Round 36
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.36114, train acc: 0.848
Epoch 1, train loss: 0.35803, train acc: 0.847
Epoch 2, train loss: 0.35527, train acc: 0.852
##D-Step 1
Epoch 0, train loss: 0.35462, train acc: 0.851
Epoch 1, train loss: 0.35327, train acc: 0.851
Epoch 2, train loss: 0.35045, train acc: 0.854
##D-Step 2
Epoch 0, train loss: 0.36017, train acc: 0.845
Epoch 1, train loss: 0.35489, train acc: 0.851
Epoch 2, train loss: 0.35320, train acc: 0.851
gen eval loss: 0.68456, dis eval loss: 0.35411, dis eval acc: 0.853

Round 37
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.35527, train acc: 0.853
Epoch 1, train loss: 0.35284, train acc: 0.856
Epoch 2, train loss: 0.34672, train acc: 0.858
##D-Step 1
Epoch 0, train loss: 0.35447, train acc: 0.849
Epoch 1, train loss: 0.34810, train acc: 0.856
Epoch 2, train loss: 0.34579, train acc: 0.855
##D-Step 2
Epoch 0, train loss: 0.35528, train acc: 0.853
Epoch 1, train loss: 0.34997, train acc: 0.854
Epoch 2, train loss: 0.34454, train acc: 0.860
gen eval loss: 0.68120, dis eval loss: 0.35230, dis eval acc: 0.851

Round 38
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.34953, train acc: 0.854
Epoch 1, train loss: 0.34831, train acc: 0.857
Epoch 2, train loss: 0.34367, train acc: 0.855
##D-Step 1
Epoch 0, train loss: 0.34655, train acc: 0.853
Epoch 1, train loss: 0.34005, train acc: 0.857
Epoch 2, train loss: 0.33647, train acc: 0.859
##D-Step 2
Epoch 0, train loss: 0.35336, train acc: 0.851
Epoch 1, train loss: 0.35014, train acc: 0.852
Epoch 2, train loss: 0.34740, train acc: 0.853
gen eval loss: 0.67954, dis eval loss: 0.34445, dis eval acc: 0.856

Round 39
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.35622, train acc: 0.854
Epoch 1, train loss: 0.35133, train acc: 0.855
Epoch 2, train loss: 0.34826, train acc: 0.854
##D-Step 1
Epoch 0, train loss: 0.34804, train acc: 0.855
Epoch 1, train loss: 0.34386, train acc: 0.856
Epoch 2, train loss: 0.34175, train acc: 0.858
##D-Step 2
Epoch 0, train loss: 0.35004, train acc: 0.851
Epoch 1, train loss: 0.34729, train acc: 0.854
Epoch 2, train loss: 0.34239, train acc: 0.856
gen eval loss: 0.67823, dis eval loss: 0.35733, dis eval acc: 0.847

Round 40
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.35117, train acc: 0.854
Epoch 1, train loss: 0.34503, train acc: 0.856
Epoch 2, train loss: 0.34427, train acc: 0.853
##D-Step 1
Epoch 0, train loss: 0.34603, train acc: 0.854
Epoch 1, train loss: 0.34222, train acc: 0.858
Epoch 2, train loss: 0.34168, train acc: 0.856
##D-Step 2
Epoch 0, train loss: 0.35255, train acc: 0.851
Epoch 1, train loss: 0.34578, train acc: 0.853
Epoch 2, train loss: 0.33958, train acc: 0.856
gen eval loss: 0.68067, dis eval loss: 0.34504, dis eval acc: 0.857

Round 41
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.35092, train acc: 0.853
Epoch 1, train loss: 0.34627, train acc: 0.853
Epoch 2, train loss: 0.34466, train acc: 0.855
##D-Step 1
Epoch 0, train loss: 0.34782, train acc: 0.856
Epoch 1, train loss: 0.34328, train acc: 0.856
Epoch 2, train loss: 0.34027, train acc: 0.858
##D-Step 2
Epoch 0, train loss: 0.34584, train acc: 0.855
Epoch 1, train loss: 0.34325, train acc: 0.856
Epoch 2, train loss: 0.33916, train acc: 0.858
gen eval loss: 0.69991, dis eval loss: 0.34432, dis eval acc: 0.854

Round 42
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.34493, train acc: 0.854
Epoch 1, train loss: 0.33801, train acc: 0.856
Epoch 2, train loss: 0.33735, train acc: 0.857
##D-Step 1
Epoch 0, train loss: 0.34784, train acc: 0.853
Epoch 1, train loss: 0.34644, train acc: 0.852
Epoch 2, train loss: 0.34005, train acc: 0.855
##D-Step 2
Epoch 0, train loss: 0.34312, train acc: 0.856
Epoch 1, train loss: 0.34283, train acc: 0.854
Epoch 2, train loss: 0.33889, train acc: 0.856
gen eval loss: 0.72168, dis eval loss: 0.34251, dis eval acc: 0.856

Round 43
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.34652, train acc: 0.853
Epoch 1, train loss: 0.34515, train acc: 0.852
Epoch 2, train loss: 0.33978, train acc: 0.855
##D-Step 1
Epoch 0, train loss: 0.34635, train acc: 0.853
Epoch 1, train loss: 0.34659, train acc: 0.853
Epoch 2, train loss: 0.34070, train acc: 0.855
##D-Step 2
Epoch 0, train loss: 0.34156, train acc: 0.857
Epoch 1, train loss: 0.33996, train acc: 0.857
Epoch 2, train loss: 0.33705, train acc: 0.857
gen eval loss: 0.73623, dis eval loss: 0.34148, dis eval acc: 0.856

Round 44
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.35316, train acc: 0.850
Epoch 1, train loss: 0.34680, train acc: 0.854
Epoch 2, train loss: 0.34483, train acc: 0.854
##D-Step 1
Epoch 0, train loss: 0.34698, train acc: 0.851
Epoch 1, train loss: 0.34329, train acc: 0.856
Epoch 2, train loss: 0.33928, train acc: 0.857
##D-Step 2
Epoch 0, train loss: 0.34619, train acc: 0.854
Epoch 1, train loss: 0.34422, train acc: 0.855
Epoch 2, train loss: 0.33922, train acc: 0.857
gen eval loss: 0.74538, dis eval loss: 0.34807, dis eval acc: 0.852

Round 45
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.34215, train acc: 0.856
Epoch 1, train loss: 0.33894, train acc: 0.854
Epoch 2, train loss: 0.33775, train acc: 0.856
##D-Step 1
Epoch 0, train loss: 0.34745, train acc: 0.853
Epoch 1, train loss: 0.34485, train acc: 0.851
Epoch 2, train loss: 0.33999, train acc: 0.855
##D-Step 2
Epoch 0, train loss: 0.34507, train acc: 0.853
Epoch 1, train loss: 0.33821, train acc: 0.855
Epoch 2, train loss: 0.33989, train acc: 0.856
gen eval loss: 0.77013, dis eval loss: 0.34281, dis eval acc: 0.853

Round 46
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.34052, train acc: 0.853
Epoch 1, train loss: 0.33673, train acc: 0.856
Epoch 2, train loss: 0.33549, train acc: 0.857
##D-Step 1
Epoch 0, train loss: 0.34291, train acc: 0.854
Epoch 1, train loss: 0.33870, train acc: 0.853
Epoch 2, train loss: 0.33588, train acc: 0.854
##D-Step 2
Epoch 0, train loss: 0.34361, train acc: 0.853
Epoch 1, train loss: 0.33577, train acc: 0.856
Epoch 2, train loss: 0.33547, train acc: 0.859
gen eval loss: 0.76347, dis eval loss: 0.33682, dis eval acc: 0.858

Round 47
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.34087, train acc: 0.854
Epoch 1, train loss: 0.33501, train acc: 0.858
Epoch 2, train loss: 0.33083, train acc: 0.858
##D-Step 1
Epoch 0, train loss: 0.33659, train acc: 0.859
Epoch 1, train loss: 0.33276, train acc: 0.858
Epoch 2, train loss: 0.32868, train acc: 0.861
##D-Step 2
Epoch 0, train loss: 0.33978, train acc: 0.854
Epoch 1, train loss: 0.33686, train acc: 0.857
Epoch 2, train loss: 0.33282, train acc: 0.858
gen eval loss: 0.77885, dis eval loss: 0.33472, dis eval acc: 0.855

Round 48
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.33389, train acc: 0.856
Epoch 1, train loss: 0.33205, train acc: 0.858
Epoch 2, train loss: 0.32621, train acc: 0.861
##D-Step 1
Epoch 0, train loss: 0.34259, train acc: 0.853
Epoch 1, train loss: 0.33489, train acc: 0.856
Epoch 2, train loss: 0.33176, train acc: 0.860
##D-Step 2
Epoch 0, train loss: 0.34211, train acc: 0.855
Epoch 1, train loss: 0.33648, train acc: 0.858
Epoch 2, train loss: 0.33547, train acc: 0.859
gen eval loss: 0.77981, dis eval loss: 0.33165, dis eval acc: 0.860

Round 49
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.33948, train acc: 0.859
Epoch 1, train loss: 0.33320, train acc: 0.861
Epoch 2, train loss: 0.32913, train acc: 0.861
##D-Step 1
Epoch 0, train loss: 0.33942, train acc: 0.856
Epoch 1, train loss: 0.33359, train acc: 0.858
Epoch 2, train loss: 0.32747, train acc: 0.860
##D-Step 2
Epoch 0, train loss: 0.33246, train acc: 0.856
Epoch 1, train loss: 0.33021, train acc: 0.859
Epoch 2, train loss: 0.32743, train acc: 0.861
gen eval loss: 0.75772, dis eval loss: 0.33018, dis eval acc: 0.859

Round 50
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.33692, train acc: 0.856
Epoch 1, train loss: 0.33237, train acc: 0.860
Epoch 2, train loss: 0.32580, train acc: 0.862
##D-Step 1
Epoch 0, train loss: 0.33608, train acc: 0.856
Epoch 1, train loss: 0.33427, train acc: 0.858
Epoch 2, train loss: 0.32920, train acc: 0.859
##D-Step 2
Epoch 0, train loss: 0.33710, train acc: 0.859
Epoch 1, train loss: 0.33428, train acc: 0.858
Epoch 2, train loss: 0.32615, train acc: 0.865
gen eval loss: 0.75204, dis eval loss: 0.33687, dis eval acc: 0.855

Round 51
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.33803, train acc: 0.859
Epoch 1, train loss: 0.33352, train acc: 0.860
Epoch 2, train loss: 0.32893, train acc: 0.865
##D-Step 1
Epoch 0, train loss: 0.33340, train acc: 0.859
Epoch 1, train loss: 0.33060, train acc: 0.863
Epoch 2, train loss: 0.32685, train acc: 0.862
##D-Step 2
Epoch 0, train loss: 0.33112, train acc: 0.862
Epoch 1, train loss: 0.32727, train acc: 0.862
Epoch 2, train loss: 0.32760, train acc: 0.863
gen eval loss: 0.74654, dis eval loss: 0.33325, dis eval acc: 0.860

Round 52
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.33117, train acc: 0.861
Epoch 1, train loss: 0.32585, train acc: 0.864
Epoch 2, train loss: 0.32387, train acc: 0.865
##D-Step 1
Epoch 0, train loss: 0.33018, train acc: 0.860
Epoch 1, train loss: 0.32685, train acc: 0.860
Epoch 2, train loss: 0.32646, train acc: 0.860
##D-Step 2
Epoch 0, train loss: 0.33174, train acc: 0.861
Epoch 1, train loss: 0.32364, train acc: 0.865
Epoch 2, train loss: 0.32581, train acc: 0.863
gen eval loss: 0.73290, dis eval loss: 0.32846, dis eval acc: 0.861

Round 53
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.32969, train acc: 0.861
Epoch 1, train loss: 0.32383, train acc: 0.866
Epoch 2, train loss: 0.32160, train acc: 0.866
##D-Step 1
Epoch 0, train loss: 0.32743, train acc: 0.863
Epoch 1, train loss: 0.32321, train acc: 0.866
Epoch 2, train loss: 0.32068, train acc: 0.865
##D-Step 2
Epoch 0, train loss: 0.32474, train acc: 0.866
Epoch 1, train loss: 0.32086, train acc: 0.867
Epoch 2, train loss: 0.31942, train acc: 0.867
gen eval loss: 0.71217, dis eval loss: 0.32204, dis eval acc: 0.865

Round 54
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.32211, train acc: 0.867
Epoch 1, train loss: 0.32090, train acc: 0.866
Epoch 2, train loss: 0.31741, train acc: 0.868
##D-Step 1
Epoch 0, train loss: 0.31932, train acc: 0.867
Epoch 1, train loss: 0.31825, train acc: 0.866
Epoch 2, train loss: 0.31243, train acc: 0.870
##D-Step 2
Epoch 0, train loss: 0.32063, train acc: 0.866
Epoch 1, train loss: 0.31535, train acc: 0.868
Epoch 2, train loss: 0.31489, train acc: 0.869
gen eval loss: 0.68577, dis eval loss: 0.32578, dis eval acc: 0.868

Round 55
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.31918, train acc: 0.870
Epoch 1, train loss: 0.31521, train acc: 0.870
Epoch 2, train loss: 0.31211, train acc: 0.872
##D-Step 1
Epoch 0, train loss: 0.31951, train acc: 0.870
Epoch 1, train loss: 0.31544, train acc: 0.871
Epoch 2, train loss: 0.31279, train acc: 0.873
##D-Step 2
Epoch 0, train loss: 0.32074, train acc: 0.865
Epoch 1, train loss: 0.31657, train acc: 0.868
Epoch 2, train loss: 0.31390, train acc: 0.870
gen eval loss: 0.65566, dis eval loss: 0.31596, dis eval acc: 0.870

Round 56
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.31924, train acc: 0.868
Epoch 1, train loss: 0.31612, train acc: 0.870
Epoch 2, train loss: 0.31145, train acc: 0.872
##D-Step 1
Epoch 0, train loss: 0.31643, train acc: 0.870
Epoch 1, train loss: 0.31478, train acc: 0.870
Epoch 2, train loss: 0.30632, train acc: 0.871
##D-Step 2
Epoch 0, train loss: 0.31292, train acc: 0.872
Epoch 1, train loss: 0.31240, train acc: 0.871
Epoch 2, train loss: 0.30766, train acc: 0.875
gen eval loss: 0.64873, dis eval loss: 0.30734, dis eval acc: 0.874

Round 57
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.32372, train acc: 0.865
Epoch 1, train loss: 0.31911, train acc: 0.868
Epoch 2, train loss: 0.31500, train acc: 0.871
##D-Step 1
Epoch 0, train loss: 0.31584, train acc: 0.872
Epoch 1, train loss: 0.31143, train acc: 0.873
Epoch 2, train loss: 0.30816, train acc: 0.875
##D-Step 2
Epoch 0, train loss: 0.31687, train acc: 0.870
Epoch 1, train loss: 0.30903, train acc: 0.874
Epoch 2, train loss: 0.30487, train acc: 0.875
gen eval loss: 0.62436, dis eval loss: 0.30914, dis eval acc: 0.874

Round 58
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.31074, train acc: 0.874
Epoch 1, train loss: 0.30599, train acc: 0.875
Epoch 2, train loss: 0.30363, train acc: 0.876
##D-Step 1
Epoch 0, train loss: 0.31199, train acc: 0.871
Epoch 1, train loss: 0.30765, train acc: 0.872
Epoch 2, train loss: 0.30584, train acc: 0.876
##D-Step 2
Epoch 0, train loss: 0.31009, train acc: 0.874
Epoch 1, train loss: 0.30660, train acc: 0.875
Epoch 2, train loss: 0.30408, train acc: 0.876
gen eval loss: 0.61812, dis eval loss: 0.30662, dis eval acc: 0.875

Round 59
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.30926, train acc: 0.876
Epoch 1, train loss: 0.30565, train acc: 0.874
Epoch 2, train loss: 0.30101, train acc: 0.878
##D-Step 1
Epoch 0, train loss: 0.31391, train acc: 0.871
Epoch 1, train loss: 0.30580, train acc: 0.874
Epoch 2, train loss: 0.30733, train acc: 0.873
##D-Step 2
Epoch 0, train loss: 0.31151, train acc: 0.872
Epoch 1, train loss: 0.30532, train acc: 0.875
Epoch 2, train loss: 0.29952, train acc: 0.877
gen eval loss: 0.61698, dis eval loss: 0.31187, dis eval acc: 0.872

Round 60
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.30465, train acc: 0.877
Epoch 1, train loss: 0.29902, train acc: 0.880
Epoch 2, train loss: 0.29665, train acc: 0.884
##D-Step 1
Epoch 0, train loss: 0.31291, train acc: 0.871
Epoch 1, train loss: 0.31126, train acc: 0.870
Epoch 2, train loss: 0.30508, train acc: 0.875
##D-Step 2
Epoch 0, train loss: 0.30777, train acc: 0.873
Epoch 1, train loss: 0.30576, train acc: 0.872
Epoch 2, train loss: 0.30437, train acc: 0.874
gen eval loss: 0.62273, dis eval loss: 0.30179, dis eval acc: 0.878

Round 61
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.30370, train acc: 0.879
Epoch 1, train loss: 0.29957, train acc: 0.879
Epoch 2, train loss: 0.29785, train acc: 0.879
##D-Step 1
Epoch 0, train loss: 0.30832, train acc: 0.873
Epoch 1, train loss: 0.30393, train acc: 0.877
Epoch 2, train loss: 0.30137, train acc: 0.875
##D-Step 2
Epoch 0, train loss: 0.30978, train acc: 0.873
Epoch 1, train loss: 0.30660, train acc: 0.873
Epoch 2, train loss: 0.30296, train acc: 0.876
gen eval loss: 0.60811, dis eval loss: 0.29974, dis eval acc: 0.880

Round 62
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.31093, train acc: 0.874
Epoch 1, train loss: 0.30520, train acc: 0.875
Epoch 2, train loss: 0.30253, train acc: 0.874
##D-Step 1
Epoch 0, train loss: 0.30573, train acc: 0.877
Epoch 1, train loss: 0.30097, train acc: 0.879
Epoch 2, train loss: 0.29590, train acc: 0.880
##D-Step 2
Epoch 0, train loss: 0.30392, train acc: 0.876
Epoch 1, train loss: 0.29820, train acc: 0.879
Epoch 2, train loss: 0.29715, train acc: 0.878
gen eval loss: 0.61744, dis eval loss: 0.30900, dis eval acc: 0.874

Round 63
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.29931, train acc: 0.874
Epoch 1, train loss: 0.29746, train acc: 0.880
Epoch 2, train loss: 0.29506, train acc: 0.880
##D-Step 1
Epoch 0, train loss: 0.30653, train acc: 0.877
Epoch 1, train loss: 0.30123, train acc: 0.879
Epoch 2, train loss: 0.29737, train acc: 0.881
##D-Step 2
Epoch 0, train loss: 0.29918, train acc: 0.880
Epoch 1, train loss: 0.29500, train acc: 0.882
Epoch 2, train loss: 0.29386, train acc: 0.882
gen eval loss: 0.60703, dis eval loss: 0.30479, dis eval acc: 0.872

Round 64
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.30108, train acc: 0.879
Epoch 1, train loss: 0.29813, train acc: 0.881
Epoch 2, train loss: 0.29374, train acc: 0.883
##D-Step 1
Epoch 0, train loss: 0.29919, train acc: 0.876
Epoch 1, train loss: 0.29453, train acc: 0.879
Epoch 2, train loss: 0.29246, train acc: 0.881
##D-Step 2
Epoch 0, train loss: 0.30723, train acc: 0.877
Epoch 1, train loss: 0.29866, train acc: 0.878
Epoch 2, train loss: 0.29657, train acc: 0.882
gen eval loss: 0.60585, dis eval loss: 0.29397, dis eval acc: 0.883

Round 65
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.29817, train acc: 0.879
Epoch 1, train loss: 0.29429, train acc: 0.883
Epoch 2, train loss: 0.28909, train acc: 0.885
##D-Step 1
Epoch 0, train loss: 0.30123, train acc: 0.880
Epoch 1, train loss: 0.29491, train acc: 0.881
Epoch 2, train loss: 0.29439, train acc: 0.880
##D-Step 2
Epoch 0, train loss: 0.30142, train acc: 0.880
Epoch 1, train loss: 0.29781, train acc: 0.880
Epoch 2, train loss: 0.29361, train acc: 0.882
gen eval loss: 0.59473, dis eval loss: 0.30207, dis eval acc: 0.878

Round 66
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.30766, train acc: 0.875
Epoch 1, train loss: 0.30007, train acc: 0.877
Epoch 2, train loss: 0.29925, train acc: 0.877
##D-Step 1
Epoch 0, train loss: 0.29946, train acc: 0.878
Epoch 1, train loss: 0.29293, train acc: 0.879
Epoch 2, train loss: 0.28964, train acc: 0.884
##D-Step 2
Epoch 0, train loss: 0.29826, train acc: 0.879
Epoch 1, train loss: 0.29287, train acc: 0.884
Epoch 2, train loss: 0.29273, train acc: 0.880
gen eval loss: 0.59997, dis eval loss: 0.29496, dis eval acc: 0.881

Round 67
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.30327, train acc: 0.877
Epoch 1, train loss: 0.29812, train acc: 0.880
Epoch 2, train loss: 0.29283, train acc: 0.881
##D-Step 1
Epoch 0, train loss: 0.29711, train acc: 0.878
Epoch 1, train loss: 0.29691, train acc: 0.878
Epoch 2, train loss: 0.28912, train acc: 0.882
##D-Step 2
Epoch 0, train loss: 0.29789, train acc: 0.877
Epoch 1, train loss: 0.29353, train acc: 0.880
Epoch 2, train loss: 0.29013, train acc: 0.881
gen eval loss: 0.60620, dis eval loss: 0.29492, dis eval acc: 0.879

Round 68
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.29634, train acc: 0.878
Epoch 1, train loss: 0.29211, train acc: 0.881
Epoch 2, train loss: 0.28692, train acc: 0.882
##D-Step 1
Epoch 0, train loss: 0.29994, train acc: 0.877
Epoch 1, train loss: 0.29629, train acc: 0.879
Epoch 2, train loss: 0.29265, train acc: 0.881
##D-Step 2
Epoch 0, train loss: 0.29104, train acc: 0.882
Epoch 1, train loss: 0.28988, train acc: 0.882
Epoch 2, train loss: 0.28690, train acc: 0.884
gen eval loss: 0.60917, dis eval loss: 0.29744, dis eval acc: 0.880

Round 69
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.29860, train acc: 0.880
Epoch 1, train loss: 0.29500, train acc: 0.881
Epoch 2, train loss: 0.29307, train acc: 0.882
##D-Step 1
Epoch 0, train loss: 0.30265, train acc: 0.879
Epoch 1, train loss: 0.29558, train acc: 0.880
Epoch 2, train loss: 0.29243, train acc: 0.882
##D-Step 2
Epoch 0, train loss: 0.29503, train acc: 0.879
Epoch 1, train loss: 0.29068, train acc: 0.882
Epoch 2, train loss: 0.28735, train acc: 0.885
gen eval loss: 0.61795, dis eval loss: 0.29782, dis eval acc: 0.876

Round 70
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.29191, train acc: 0.881
Epoch 1, train loss: 0.29014, train acc: 0.881
Epoch 2, train loss: 0.28687, train acc: 0.883
##D-Step 1
Epoch 0, train loss: 0.30043, train acc: 0.878
Epoch 1, train loss: 0.29450, train acc: 0.883
Epoch 2, train loss: 0.29088, train acc: 0.885
##D-Step 2
Epoch 0, train loss: 0.30167, train acc: 0.877
Epoch 1, train loss: 0.29424, train acc: 0.881
Epoch 2, train loss: 0.29165, train acc: 0.881
gen eval loss: 0.61703, dis eval loss: 0.30288, dis eval acc: 0.871

Round 71
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.29279, train acc: 0.879
Epoch 1, train loss: 0.29132, train acc: 0.880
Epoch 2, train loss: 0.28790, train acc: 0.882
##D-Step 1
Epoch 0, train loss: 0.29508, train acc: 0.879
Epoch 1, train loss: 0.28882, train acc: 0.882
Epoch 2, train loss: 0.28621, train acc: 0.882
##D-Step 2
Epoch 0, train loss: 0.30034, train acc: 0.877
Epoch 1, train loss: 0.29487, train acc: 0.879
Epoch 2, train loss: 0.29251, train acc: 0.881
gen eval loss: 0.60744, dis eval loss: 0.29142, dis eval acc: 0.884

Round 72
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.29121, train acc: 0.880
Epoch 1, train loss: 0.28804, train acc: 0.882
Epoch 2, train loss: 0.28992, train acc: 0.882
##D-Step 1
Epoch 0, train loss: 0.29370, train acc: 0.881
Epoch 1, train loss: 0.29151, train acc: 0.881
Epoch 2, train loss: 0.28775, train acc: 0.883
##D-Step 2
Epoch 0, train loss: 0.29159, train acc: 0.882
Epoch 1, train loss: 0.28884, train acc: 0.882
Epoch 2, train loss: 0.28637, train acc: 0.884
gen eval loss: 0.59697, dis eval loss: 0.28242, dis eval acc: 0.884

Round 73
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.29601, train acc: 0.880
Epoch 1, train loss: 0.29023, train acc: 0.883
Epoch 2, train loss: 0.28926, train acc: 0.880
##D-Step 1
Epoch 0, train loss: 0.29833, train acc: 0.878
Epoch 1, train loss: 0.29598, train acc: 0.880
Epoch 2, train loss: 0.29114, train acc: 0.882
##D-Step 2
Epoch 0, train loss: 0.28983, train acc: 0.881
Epoch 1, train loss: 0.28806, train acc: 0.883
Epoch 2, train loss: 0.28368, train acc: 0.885
gen eval loss: 0.60898, dis eval loss: 0.29435, dis eval acc: 0.879

Round 74
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.29717, train acc: 0.879
Epoch 1, train loss: 0.29340, train acc: 0.881
Epoch 2, train loss: 0.28810, train acc: 0.883
##D-Step 1
Epoch 0, train loss: 0.29186, train acc: 0.883
Epoch 1, train loss: 0.28949, train acc: 0.883
Epoch 2, train loss: 0.28674, train acc: 0.884
##D-Step 2
Epoch 0, train loss: 0.29702, train acc: 0.879
Epoch 1, train loss: 0.29165, train acc: 0.882
Epoch 2, train loss: 0.28762, train acc: 0.882
gen eval loss: 0.59868, dis eval loss: 0.29187, dis eval acc: 0.881

Round 75
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.29555, train acc: 0.879
Epoch 1, train loss: 0.28956, train acc: 0.883
Epoch 2, train loss: 0.28879, train acc: 0.883
##D-Step 1
Epoch 0, train loss: 0.29413, train acc: 0.880
Epoch 1, train loss: 0.28982, train acc: 0.879
Epoch 2, train loss: 0.28650, train acc: 0.882
##D-Step 2
Epoch 0, train loss: 0.29454, train acc: 0.882
Epoch 1, train loss: 0.29045, train acc: 0.886
Epoch 2, train loss: 0.28491, train acc: 0.888
gen eval loss: 0.59474, dis eval loss: 0.28651, dis eval acc: 0.885

Round 76
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.29332, train acc: 0.879
Epoch 1, train loss: 0.28817, train acc: 0.882
Epoch 2, train loss: 0.28546, train acc: 0.882
##D-Step 1
Epoch 0, train loss: 0.28789, train acc: 0.882
Epoch 1, train loss: 0.28548, train acc: 0.883
Epoch 2, train loss: 0.28177, train acc: 0.884
##D-Step 2
Epoch 0, train loss: 0.29145, train acc: 0.884
Epoch 1, train loss: 0.28692, train acc: 0.883
Epoch 2, train loss: 0.28367, train acc: 0.885
gen eval loss: 0.58706, dis eval loss: 0.28783, dis eval acc: 0.883

Round 77
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.28981, train acc: 0.881
Epoch 1, train loss: 0.28565, train acc: 0.884
Epoch 2, train loss: 0.28397, train acc: 0.885
##D-Step 1
Epoch 0, train loss: 0.28758, train acc: 0.885
Epoch 1, train loss: 0.28529, train acc: 0.886
Epoch 2, train loss: 0.28289, train acc: 0.885
##D-Step 2
Epoch 0, train loss: 0.28666, train acc: 0.884
Epoch 1, train loss: 0.28203, train acc: 0.887
Epoch 2, train loss: 0.28197, train acc: 0.884
gen eval loss: 0.57599, dis eval loss: 0.28577, dis eval acc: 0.886

Round 78
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.28613, train acc: 0.883
Epoch 1, train loss: 0.28562, train acc: 0.885
Epoch 2, train loss: 0.28075, train acc: 0.886
##D-Step 1
Epoch 0, train loss: 0.28299, train acc: 0.885
Epoch 1, train loss: 0.27948, train acc: 0.886
Epoch 2, train loss: 0.27855, train acc: 0.887
##D-Step 2
Epoch 0, train loss: 0.28658, train acc: 0.884
Epoch 1, train loss: 0.28291, train acc: 0.887
Epoch 2, train loss: 0.28089, train acc: 0.886
gen eval loss: 0.56429, dis eval loss: 0.28029, dis eval acc: 0.888

Round 79
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.28360, train acc: 0.887
Epoch 1, train loss: 0.28135, train acc: 0.887
Epoch 2, train loss: 0.27498, train acc: 0.890
##D-Step 1
Epoch 0, train loss: 0.28812, train acc: 0.884
Epoch 1, train loss: 0.28441, train acc: 0.886
Epoch 2, train loss: 0.27957, train acc: 0.889
##D-Step 2
Epoch 0, train loss: 0.28612, train acc: 0.882
Epoch 1, train loss: 0.28277, train acc: 0.886
Epoch 2, train loss: 0.28077, train acc: 0.886
gen eval loss: 0.56468, dis eval loss: 0.28426, dis eval acc: 0.886

Round 80
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.28552, train acc: 0.885
Epoch 1, train loss: 0.28630, train acc: 0.885
Epoch 2, train loss: 0.27808, train acc: 0.889
##D-Step 1
Epoch 0, train loss: 0.28287, train acc: 0.884
Epoch 1, train loss: 0.27884, train acc: 0.888
Epoch 2, train loss: 0.27704, train acc: 0.890
##D-Step 2
Epoch 0, train loss: 0.28161, train acc: 0.886
Epoch 1, train loss: 0.27722, train acc: 0.890
Epoch 2, train loss: 0.27357, train acc: 0.891
gen eval loss: 0.56245, dis eval loss: 0.28458, dis eval acc: 0.887

Round 81
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.28116, train acc: 0.886
Epoch 1, train loss: 0.27874, train acc: 0.887
Epoch 2, train loss: 0.27287, train acc: 0.891
##D-Step 1
Epoch 0, train loss: 0.28377, train acc: 0.886
Epoch 1, train loss: 0.27831, train acc: 0.887
Epoch 2, train loss: 0.27621, train acc: 0.889
##D-Step 2
Epoch 0, train loss: 0.27886, train acc: 0.888
Epoch 1, train loss: 0.27445, train acc: 0.891
Epoch 2, train loss: 0.27172, train acc: 0.890
gen eval loss: 0.54531, dis eval loss: 0.28470, dis eval acc: 0.885

Round 82
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.27674, train acc: 0.891
Epoch 1, train loss: 0.27554, train acc: 0.890
Epoch 2, train loss: 0.27207, train acc: 0.891
##D-Step 1
Epoch 0, train loss: 0.28250, train acc: 0.887
Epoch 1, train loss: 0.27617, train acc: 0.889
Epoch 2, train loss: 0.27588, train acc: 0.890
##D-Step 2
Epoch 0, train loss: 0.28043, train acc: 0.887
Epoch 1, train loss: 0.27716, train acc: 0.889
Epoch 2, train loss: 0.27254, train acc: 0.891
gen eval loss: 0.53700, dis eval loss: 0.27432, dis eval acc: 0.889

Round 83
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.28001, train acc: 0.888
Epoch 1, train loss: 0.27690, train acc: 0.888
Epoch 2, train loss: 0.27523, train acc: 0.891
##D-Step 1
Epoch 0, train loss: 0.28294, train acc: 0.886
Epoch 1, train loss: 0.27801, train acc: 0.889
Epoch 2, train loss: 0.27449, train acc: 0.890
##D-Step 2
Epoch 0, train loss: 0.27808, train acc: 0.893
Epoch 1, train loss: 0.27566, train acc: 0.890
Epoch 2, train loss: 0.27007, train acc: 0.892
gen eval loss: 0.54379, dis eval loss: 0.27294, dis eval acc: 0.894

Round 84
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.28022, train acc: 0.888
Epoch 1, train loss: 0.27558, train acc: 0.888
Epoch 2, train loss: 0.27114, train acc: 0.890
##D-Step 1
Epoch 0, train loss: 0.27738, train acc: 0.890
Epoch 1, train loss: 0.27374, train acc: 0.892
Epoch 2, train loss: 0.27213, train acc: 0.892
##D-Step 2
Epoch 0, train loss: 0.27862, train acc: 0.889
Epoch 1, train loss: 0.27279, train acc: 0.890
Epoch 2, train loss: 0.27238, train acc: 0.892
gen eval loss: 0.53111, dis eval loss: 0.27765, dis eval acc: 0.890

Round 85
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.27788, train acc: 0.889
Epoch 1, train loss: 0.27481, train acc: 0.889
Epoch 2, train loss: 0.27410, train acc: 0.891
##D-Step 1
Epoch 0, train loss: 0.27963, train acc: 0.890
Epoch 1, train loss: 0.27650, train acc: 0.889
Epoch 2, train loss: 0.27236, train acc: 0.891
##D-Step 2
Epoch 0, train loss: 0.27562, train acc: 0.891
Epoch 1, train loss: 0.27365, train acc: 0.892
Epoch 2, train loss: 0.27166, train acc: 0.892
gen eval loss: 0.53374, dis eval loss: 0.28233, dis eval acc: 0.889

Round 86
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.28446, train acc: 0.884
Epoch 1, train loss: 0.27817, train acc: 0.888
Epoch 2, train loss: 0.27716, train acc: 0.888
##D-Step 1
Epoch 0, train loss: 0.28050, train acc: 0.887
Epoch 1, train loss: 0.27605, train acc: 0.890
Epoch 2, train loss: 0.27533, train acc: 0.889
##D-Step 2
Epoch 0, train loss: 0.27890, train acc: 0.888
Epoch 1, train loss: 0.27579, train acc: 0.891
Epoch 2, train loss: 0.27100, train acc: 0.890
gen eval loss: 0.53108, dis eval loss: 0.27163, dis eval acc: 0.891

Round 87
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.28008, train acc: 0.886
Epoch 1, train loss: 0.27595, train acc: 0.886
Epoch 2, train loss: 0.27500, train acc: 0.888
##D-Step 1
Epoch 0, train loss: 0.27847, train acc: 0.889
Epoch 1, train loss: 0.27570, train acc: 0.889
Epoch 2, train loss: 0.27297, train acc: 0.891
##D-Step 2
Epoch 0, train loss: 0.28022, train acc: 0.890
Epoch 1, train loss: 0.27616, train acc: 0.888
Epoch 2, train loss: 0.27378, train acc: 0.890
gen eval loss: 0.54623, dis eval loss: 0.28055, dis eval acc: 0.889

Round 88
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.28833, train acc: 0.884
Epoch 1, train loss: 0.28423, train acc: 0.887
Epoch 2, train loss: 0.28268, train acc: 0.886
##D-Step 1
Epoch 0, train loss: 0.28460, train acc: 0.883
Epoch 1, train loss: 0.28154, train acc: 0.885
Epoch 2, train loss: 0.27728, train acc: 0.887
##D-Step 2
Epoch 0, train loss: 0.28669, train acc: 0.885
Epoch 1, train loss: 0.27925, train acc: 0.891
Epoch 2, train loss: 0.27885, train acc: 0.889
gen eval loss: 0.56521, dis eval loss: 0.28860, dis eval acc: 0.881

Round 89
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.28318, train acc: 0.884
Epoch 1, train loss: 0.28089, train acc: 0.885
Epoch 2, train loss: 0.27694, train acc: 0.889
##D-Step 1
Epoch 0, train loss: 0.28398, train acc: 0.886
Epoch 1, train loss: 0.27938, train acc: 0.885
Epoch 2, train loss: 0.27722, train acc: 0.887
##D-Step 2
Epoch 0, train loss: 0.28966, train acc: 0.882
Epoch 1, train loss: 0.28611, train acc: 0.883
Epoch 2, train loss: 0.28367, train acc: 0.883
gen eval loss: 0.57657, dis eval loss: 0.27647, dis eval acc: 0.888

Round 90
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.28643, train acc: 0.883
Epoch 1, train loss: 0.28182, train acc: 0.884
Epoch 2, train loss: 0.27970, train acc: 0.887
##D-Step 1
Epoch 0, train loss: 0.28495, train acc: 0.883
Epoch 1, train loss: 0.28104, train acc: 0.886
Epoch 2, train loss: 0.27856, train acc: 0.886
##D-Step 2
Epoch 0, train loss: 0.29275, train acc: 0.882
Epoch 1, train loss: 0.28318, train acc: 0.885
Epoch 2, train loss: 0.28111, train acc: 0.887
gen eval loss: 0.58208, dis eval loss: 0.27830, dis eval acc: 0.889

Round 91
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.29297, train acc: 0.880
Epoch 1, train loss: 0.28650, train acc: 0.885
Epoch 2, train loss: 0.28545, train acc: 0.883
##D-Step 1
Epoch 0, train loss: 0.28405, train acc: 0.885
Epoch 1, train loss: 0.27875, train acc: 0.887
Epoch 2, train loss: 0.27870, train acc: 0.887
##D-Step 2
Epoch 0, train loss: 0.28918, train acc: 0.881
Epoch 1, train loss: 0.28454, train acc: 0.883
Epoch 2, train loss: 0.27887, train acc: 0.885
gen eval loss: 0.58947, dis eval loss: 0.28014, dis eval acc: 0.886

Round 92
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.29002, train acc: 0.882
Epoch 1, train loss: 0.28645, train acc: 0.884
Epoch 2, train loss: 0.28279, train acc: 0.885
##D-Step 1
Epoch 0, train loss: 0.28551, train acc: 0.882
Epoch 1, train loss: 0.28245, train acc: 0.885
Epoch 2, train loss: 0.27763, train acc: 0.887
##D-Step 2
Epoch 0, train loss: 0.28435, train acc: 0.884
Epoch 1, train loss: 0.27937, train acc: 0.886
Epoch 2, train loss: 0.27583, train acc: 0.887
gen eval loss: 0.59671, dis eval loss: 0.28278, dis eval acc: 0.886

Round 93
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.29030, train acc: 0.882
Epoch 1, train loss: 0.28419, train acc: 0.887
Epoch 2, train loss: 0.28116, train acc: 0.885
##D-Step 1
Epoch 0, train loss: 0.28863, train acc: 0.882
Epoch 1, train loss: 0.27999, train acc: 0.886
Epoch 2, train loss: 0.27951, train acc: 0.884
##D-Step 2
Epoch 0, train loss: 0.28466, train acc: 0.883
Epoch 1, train loss: 0.28212, train acc: 0.885
Epoch 2, train loss: 0.27657, train acc: 0.889
gen eval loss: 0.60010, dis eval loss: 0.28850, dis eval acc: 0.879

Round 94
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.28922, train acc: 0.882
Epoch 1, train loss: 0.28521, train acc: 0.883
Epoch 2, train loss: 0.28156, train acc: 0.885
##D-Step 1
Epoch 0, train loss: 0.28293, train acc: 0.884
Epoch 1, train loss: 0.28145, train acc: 0.885
Epoch 2, train loss: 0.28023, train acc: 0.886
##D-Step 2
Epoch 0, train loss: 0.28420, train acc: 0.885
Epoch 1, train loss: 0.28025, train acc: 0.886
Epoch 2, train loss: 0.27749, train acc: 0.886
gen eval loss: 0.59369, dis eval loss: 0.27923, dis eval acc: 0.886

Round 95
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.28457, train acc: 0.886
Epoch 1, train loss: 0.27926, train acc: 0.885
Epoch 2, train loss: 0.27520, train acc: 0.887
##D-Step 1
Epoch 0, train loss: 0.28571, train acc: 0.884
Epoch 1, train loss: 0.27930, train acc: 0.885
Epoch 2, train loss: 0.27561, train acc: 0.887
##D-Step 2
Epoch 0, train loss: 0.28100, train acc: 0.886
Epoch 1, train loss: 0.27859, train acc: 0.886
Epoch 2, train loss: 0.27311, train acc: 0.891
gen eval loss: 0.57501, dis eval loss: 0.27860, dis eval acc: 0.887

Round 96
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.27611, train acc: 0.887
Epoch 1, train loss: 0.27322, train acc: 0.890
Epoch 2, train loss: 0.27101, train acc: 0.890
##D-Step 1
Epoch 0, train loss: 0.28005, train acc: 0.884
Epoch 1, train loss: 0.27785, train acc: 0.885
Epoch 2, train loss: 0.27450, train acc: 0.888
##D-Step 2
Epoch 0, train loss: 0.28001, train acc: 0.888
Epoch 1, train loss: 0.27627, train acc: 0.889
Epoch 2, train loss: 0.27258, train acc: 0.889
gen eval loss: 0.56163, dis eval loss: 0.28058, dis eval acc: 0.885

Round 97
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.27895, train acc: 0.888
Epoch 1, train loss: 0.27392, train acc: 0.889
Epoch 2, train loss: 0.27320, train acc: 0.890
##D-Step 1
Epoch 0, train loss: 0.28002, train acc: 0.889
Epoch 1, train loss: 0.27397, train acc: 0.890
Epoch 2, train loss: 0.27459, train acc: 0.891
##D-Step 2
Epoch 0, train loss: 0.27546, train acc: 0.889
Epoch 1, train loss: 0.27371, train acc: 0.888
Epoch 2, train loss: 0.26941, train acc: 0.890
gen eval loss: 0.54846, dis eval loss: 0.27440, dis eval acc: 0.889

Round 98
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.27791, train acc: 0.888
Epoch 1, train loss: 0.27408, train acc: 0.888
Epoch 2, train loss: 0.26901, train acc: 0.891
##D-Step 1
Epoch 0, train loss: 0.27447, train acc: 0.890
Epoch 1, train loss: 0.27332, train acc: 0.889
Epoch 2, train loss: 0.26710, train acc: 0.892
##D-Step 2
Epoch 0, train loss: 0.27248, train acc: 0.891
Epoch 1, train loss: 0.27079, train acc: 0.892
Epoch 2, train loss: 0.26798, train acc: 0.891
gen eval loss: 0.53586, dis eval loss: 0.26984, dis eval acc: 0.890

Round 99
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.27008, train acc: 0.891
Epoch 1, train loss: 0.26682, train acc: 0.890
Epoch 2, train loss: 0.26386, train acc: 0.893
##D-Step 1
Epoch 0, train loss: 0.26755, train acc: 0.893
Epoch 1, train loss: 0.26503, train acc: 0.893
Epoch 2, train loss: 0.26264, train acc: 0.895
##D-Step 2
Epoch 0, train loss: 0.26697, train acc: 0.893
Epoch 1, train loss: 0.26570, train acc: 0.894
Epoch 2, train loss: 0.26240, train acc: 0.895
gen eval loss: 0.51898, dis eval loss: 0.26694, dis eval acc: 0.892

Round 100
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26657, train acc: 0.893
Epoch 1, train loss: 0.26465, train acc: 0.895
Epoch 2, train loss: 0.26153, train acc: 0.896
##D-Step 1
Epoch 0, train loss: 0.26748, train acc: 0.891
Epoch 1, train loss: 0.26406, train acc: 0.893
Epoch 2, train loss: 0.26074, train acc: 0.895
##D-Step 2
Epoch 0, train loss: 0.26667, train acc: 0.894
Epoch 1, train loss: 0.26145, train acc: 0.896
Epoch 2, train loss: 0.25973, train acc: 0.895
gen eval loss: 0.51309, dis eval loss: 0.26012, dis eval acc: 0.894

Round 101
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26314, train acc: 0.895
Epoch 1, train loss: 0.25967, train acc: 0.897
Epoch 2, train loss: 0.25862, train acc: 0.897
##D-Step 1
Epoch 0, train loss: 0.26527, train acc: 0.894
Epoch 1, train loss: 0.26194, train acc: 0.895
Epoch 2, train loss: 0.26128, train acc: 0.895
##D-Step 2
Epoch 0, train loss: 0.26467, train acc: 0.894
Epoch 1, train loss: 0.26322, train acc: 0.892
Epoch 2, train loss: 0.26032, train acc: 0.895
gen eval loss: 0.50120, dis eval loss: 0.26947, dis eval acc: 0.891

Round 102
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26674, train acc: 0.890
Epoch 1, train loss: 0.26516, train acc: 0.894
Epoch 2, train loss: 0.26306, train acc: 0.892
##D-Step 1
Epoch 0, train loss: 0.26133, train acc: 0.896
Epoch 1, train loss: 0.26087, train acc: 0.895
Epoch 2, train loss: 0.25700, train acc: 0.897
##D-Step 2
Epoch 0, train loss: 0.26146, train acc: 0.896
Epoch 1, train loss: 0.25823, train acc: 0.897
Epoch 2, train loss: 0.25560, train acc: 0.899
gen eval loss: 0.49483, dis eval loss: 0.25736, dis eval acc: 0.899

Round 103
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26304, train acc: 0.896
Epoch 1, train loss: 0.25918, train acc: 0.898
Epoch 2, train loss: 0.25715, train acc: 0.900
##D-Step 1
Epoch 0, train loss: 0.26284, train acc: 0.896
Epoch 1, train loss: 0.26031, train acc: 0.896
Epoch 2, train loss: 0.25670, train acc: 0.897
##D-Step 2
Epoch 0, train loss: 0.26085, train acc: 0.894
Epoch 1, train loss: 0.25738, train acc: 0.897
Epoch 2, train loss: 0.25493, train acc: 0.896
gen eval loss: 0.48509, dis eval loss: 0.25922, dis eval acc: 0.897

Round 104
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26446, train acc: 0.896
Epoch 1, train loss: 0.26046, train acc: 0.895
Epoch 2, train loss: 0.25645, train acc: 0.895
##D-Step 1
Epoch 0, train loss: 0.26089, train acc: 0.894
Epoch 1, train loss: 0.25742, train acc: 0.897
Epoch 2, train loss: 0.25566, train acc: 0.896
##D-Step 2
Epoch 0, train loss: 0.26115, train acc: 0.897
Epoch 1, train loss: 0.25582, train acc: 0.898
Epoch 2, train loss: 0.25682, train acc: 0.899
gen eval loss: 0.48923, dis eval loss: 0.26201, dis eval acc: 0.892

Round 105
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.25991, train acc: 0.895
Epoch 1, train loss: 0.25642, train acc: 0.898
Epoch 2, train loss: 0.25420, train acc: 0.897
##D-Step 1
Epoch 0, train loss: 0.25878, train acc: 0.899
Epoch 1, train loss: 0.25667, train acc: 0.899
Epoch 2, train loss: 0.25347, train acc: 0.900
##D-Step 2
Epoch 0, train loss: 0.26379, train acc: 0.895
Epoch 1, train loss: 0.26078, train acc: 0.896
Epoch 2, train loss: 0.25905, train acc: 0.897
gen eval loss: 0.48819, dis eval loss: 0.25844, dis eval acc: 0.896

Round 106
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26137, train acc: 0.894
Epoch 1, train loss: 0.25927, train acc: 0.895
Epoch 2, train loss: 0.25602, train acc: 0.896
##D-Step 1
Epoch 0, train loss: 0.26204, train acc: 0.895
Epoch 1, train loss: 0.26068, train acc: 0.894
Epoch 2, train loss: 0.25561, train acc: 0.899
##D-Step 2
Epoch 0, train loss: 0.25917, train acc: 0.898
Epoch 1, train loss: 0.25588, train acc: 0.897
Epoch 2, train loss: 0.25419, train acc: 0.898
gen eval loss: 0.49067, dis eval loss: 0.26446, dis eval acc: 0.894

Round 107
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26061, train acc: 0.897
Epoch 1, train loss: 0.25787, train acc: 0.900
Epoch 2, train loss: 0.25451, train acc: 0.900
##D-Step 1
Epoch 0, train loss: 0.25819, train acc: 0.896
Epoch 1, train loss: 0.25649, train acc: 0.895
Epoch 2, train loss: 0.25522, train acc: 0.897
##D-Step 2
Epoch 0, train loss: 0.25684, train acc: 0.899
Epoch 1, train loss: 0.25327, train acc: 0.899
Epoch 2, train loss: 0.25184, train acc: 0.900
gen eval loss: 0.49083, dis eval loss: 0.26270, dis eval acc: 0.894

Round 108
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26331, train acc: 0.893
Epoch 1, train loss: 0.26126, train acc: 0.896
Epoch 2, train loss: 0.25951, train acc: 0.893
##D-Step 1
Epoch 0, train loss: 0.26183, train acc: 0.895
Epoch 1, train loss: 0.25777, train acc: 0.898
Epoch 2, train loss: 0.25743, train acc: 0.897
##D-Step 2
Epoch 0, train loss: 0.26099, train acc: 0.897
Epoch 1, train loss: 0.26053, train acc: 0.896
Epoch 2, train loss: 0.25774, train acc: 0.898
gen eval loss: 0.49986, dis eval loss: 0.25852, dis eval acc: 0.897

Round 109
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26686, train acc: 0.895
Epoch 1, train loss: 0.26148, train acc: 0.895
Epoch 2, train loss: 0.25980, train acc: 0.896
##D-Step 1
Epoch 0, train loss: 0.27152, train acc: 0.892
Epoch 1, train loss: 0.26693, train acc: 0.894
Epoch 2, train loss: 0.26508, train acc: 0.894
##D-Step 2
Epoch 0, train loss: 0.26831, train acc: 0.894
Epoch 1, train loss: 0.26605, train acc: 0.895
Epoch 2, train loss: 0.26340, train acc: 0.894
gen eval loss: 0.50386, dis eval loss: 0.27052, dis eval acc: 0.894

Round 110
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26703, train acc: 0.893
Epoch 1, train loss: 0.26376, train acc: 0.894
Epoch 2, train loss: 0.26041, train acc: 0.896
##D-Step 1
Epoch 0, train loss: 0.26441, train acc: 0.895
Epoch 1, train loss: 0.26100, train acc: 0.897
Epoch 2, train loss: 0.25953, train acc: 0.897
##D-Step 2
Epoch 0, train loss: 0.26764, train acc: 0.895
Epoch 1, train loss: 0.26496, train acc: 0.895
Epoch 2, train loss: 0.26478, train acc: 0.896
gen eval loss: 0.51196, dis eval loss: 0.26047, dis eval acc: 0.896

Round 111
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26935, train acc: 0.893
Epoch 1, train loss: 0.26585, train acc: 0.894
Epoch 2, train loss: 0.26336, train acc: 0.893
##D-Step 1
Epoch 0, train loss: 0.26508, train acc: 0.893
Epoch 1, train loss: 0.26218, train acc: 0.897
Epoch 2, train loss: 0.25868, train acc: 0.899
##D-Step 2
Epoch 0, train loss: 0.26441, train acc: 0.894
Epoch 1, train loss: 0.26194, train acc: 0.897
Epoch 2, train loss: 0.25951, train acc: 0.898
gen eval loss: 0.51909, dis eval loss: 0.26240, dis eval acc: 0.898

Round 112
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26227, train acc: 0.896
Epoch 1, train loss: 0.26029, train acc: 0.898
Epoch 2, train loss: 0.25819, train acc: 0.897
##D-Step 1
Epoch 0, train loss: 0.26216, train acc: 0.895
Epoch 1, train loss: 0.26082, train acc: 0.895
Epoch 2, train loss: 0.25616, train acc: 0.898
##D-Step 2
Epoch 0, train loss: 0.26582, train acc: 0.895
Epoch 1, train loss: 0.26228, train acc: 0.895
Epoch 2, train loss: 0.26018, train acc: 0.895
gen eval loss: 0.51331, dis eval loss: 0.26428, dis eval acc: 0.896

Round 113
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26953, train acc: 0.895
Epoch 1, train loss: 0.26409, train acc: 0.897
Epoch 2, train loss: 0.26212, train acc: 0.897
##D-Step 1
Epoch 0, train loss: 0.26281, train acc: 0.896
Epoch 1, train loss: 0.25937, train acc: 0.899
Epoch 2, train loss: 0.25569, train acc: 0.899
##D-Step 2
Epoch 0, train loss: 0.26399, train acc: 0.893
Epoch 1, train loss: 0.26027, train acc: 0.896
Epoch 2, train loss: 0.25715, train acc: 0.898
gen eval loss: 0.50660, dis eval loss: 0.26004, dis eval acc: 0.896

Round 114
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26282, train acc: 0.895
Epoch 1, train loss: 0.26081, train acc: 0.897
Epoch 2, train loss: 0.25559, train acc: 0.898
##D-Step 1
Epoch 0, train loss: 0.26069, train acc: 0.898
Epoch 1, train loss: 0.25738, train acc: 0.900
Epoch 2, train loss: 0.25731, train acc: 0.900
##D-Step 2
Epoch 0, train loss: 0.26277, train acc: 0.898
Epoch 1, train loss: 0.25936, train acc: 0.899
Epoch 2, train loss: 0.25813, train acc: 0.899
gen eval loss: 0.51082, dis eval loss: 0.25981, dis eval acc: 0.896

Round 115
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26699, train acc: 0.895
Epoch 1, train loss: 0.26374, train acc: 0.895
Epoch 2, train loss: 0.26203, train acc: 0.895
##D-Step 1
Epoch 0, train loss: 0.26073, train acc: 0.895
Epoch 1, train loss: 0.25741, train acc: 0.898
Epoch 2, train loss: 0.25709, train acc: 0.898
##D-Step 2
Epoch 0, train loss: 0.26811, train acc: 0.894
Epoch 1, train loss: 0.26604, train acc: 0.895
Epoch 2, train loss: 0.26126, train acc: 0.897
gen eval loss: 0.51322, dis eval loss: 0.26048, dis eval acc: 0.899

Round 116
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26396, train acc: 0.895
Epoch 1, train loss: 0.26082, train acc: 0.897
Epoch 2, train loss: 0.25827, train acc: 0.897
##D-Step 1
Epoch 0, train loss: 0.26244, train acc: 0.897
Epoch 1, train loss: 0.26014, train acc: 0.899
Epoch 2, train loss: 0.25794, train acc: 0.898
##D-Step 2
Epoch 0, train loss: 0.26431, train acc: 0.897
Epoch 1, train loss: 0.26090, train acc: 0.898
Epoch 2, train loss: 0.25875, train acc: 0.898
gen eval loss: 0.51037, dis eval loss: 0.26119, dis eval acc: 0.896

Round 117
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26431, train acc: 0.893
Epoch 1, train loss: 0.26266, train acc: 0.896
Epoch 2, train loss: 0.26117, train acc: 0.897
##D-Step 1
Epoch 0, train loss: 0.26724, train acc: 0.895
Epoch 1, train loss: 0.26225, train acc: 0.895
Epoch 2, train loss: 0.26203, train acc: 0.894
##D-Step 2
Epoch 0, train loss: 0.26305, train acc: 0.894
Epoch 1, train loss: 0.25983, train acc: 0.895
Epoch 2, train loss: 0.25951, train acc: 0.895
gen eval loss: 0.50359, dis eval loss: 0.25828, dis eval acc: 0.896

Round 118
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26233, train acc: 0.896
Epoch 1, train loss: 0.26076, train acc: 0.897
Epoch 2, train loss: 0.25757, train acc: 0.898
##D-Step 1
Epoch 0, train loss: 0.26164, train acc: 0.897
Epoch 1, train loss: 0.25898, train acc: 0.897
Epoch 2, train loss: 0.25463, train acc: 0.900
##D-Step 2
Epoch 0, train loss: 0.26247, train acc: 0.897
Epoch 1, train loss: 0.25976, train acc: 0.897
Epoch 2, train loss: 0.25780, train acc: 0.898
gen eval loss: 0.49674, dis eval loss: 0.26443, dis eval acc: 0.895

Round 119
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.25896, train acc: 0.898
Epoch 1, train loss: 0.25853, train acc: 0.898
Epoch 2, train loss: 0.25431, train acc: 0.901
##D-Step 1
Epoch 0, train loss: 0.25917, train acc: 0.896
Epoch 1, train loss: 0.25594, train acc: 0.896
Epoch 2, train loss: 0.25311, train acc: 0.899
##D-Step 2
Epoch 0, train loss: 0.26529, train acc: 0.896
Epoch 1, train loss: 0.26124, train acc: 0.897
Epoch 2, train loss: 0.25968, train acc: 0.898
gen eval loss: 0.49006, dis eval loss: 0.26429, dis eval acc: 0.898

Round 120
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.25847, train acc: 0.898
Epoch 1, train loss: 0.25762, train acc: 0.898
Epoch 2, train loss: 0.25437, train acc: 0.902
##D-Step 1
Epoch 0, train loss: 0.25804, train acc: 0.899
Epoch 1, train loss: 0.25535, train acc: 0.900
Epoch 2, train loss: 0.25387, train acc: 0.901
##D-Step 2
Epoch 0, train loss: 0.26330, train acc: 0.896
Epoch 1, train loss: 0.25917, train acc: 0.898
Epoch 2, train loss: 0.25904, train acc: 0.896
gen eval loss: 0.48581, dis eval loss: 0.25533, dis eval acc: 0.899

Round 121
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26026, train acc: 0.896
Epoch 1, train loss: 0.25760, train acc: 0.898
Epoch 2, train loss: 0.25501, train acc: 0.898
##D-Step 1
Epoch 0, train loss: 0.26223, train acc: 0.897
Epoch 1, train loss: 0.25768, train acc: 0.901
Epoch 2, train loss: 0.25465, train acc: 0.900
##D-Step 2
Epoch 0, train loss: 0.26083, train acc: 0.898
Epoch 1, train loss: 0.25811, train acc: 0.900
Epoch 2, train loss: 0.25736, train acc: 0.898
gen eval loss: 0.48249, dis eval loss: 0.25854, dis eval acc: 0.900

Round 122
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.25893, train acc: 0.898
Epoch 1, train loss: 0.25191, train acc: 0.902
Epoch 2, train loss: 0.25239, train acc: 0.901
##D-Step 1
Epoch 0, train loss: 0.25618, train acc: 0.901
Epoch 1, train loss: 0.25496, train acc: 0.901
Epoch 2, train loss: 0.25251, train acc: 0.901
##D-Step 2
Epoch 0, train loss: 0.25949, train acc: 0.898
Epoch 1, train loss: 0.25571, train acc: 0.900
Epoch 2, train loss: 0.25393, train acc: 0.901
gen eval loss: 0.47704, dis eval loss: 0.25655, dis eval acc: 0.902

Round 123
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.25483, train acc: 0.900
Epoch 1, train loss: 0.25321, train acc: 0.900
Epoch 2, train loss: 0.25161, train acc: 0.901
##D-Step 1
Epoch 0, train loss: 0.25519, train acc: 0.900
Epoch 1, train loss: 0.25400, train acc: 0.901
Epoch 2, train loss: 0.25083, train acc: 0.901
##D-Step 2
Epoch 0, train loss: 0.25507, train acc: 0.900
Epoch 1, train loss: 0.25260, train acc: 0.901
Epoch 2, train loss: 0.25140, train acc: 0.901
gen eval loss: 0.47090, dis eval loss: 0.25179, dis eval acc: 0.901

Round 124
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.25269, train acc: 0.898
Epoch 1, train loss: 0.25238, train acc: 0.900
Epoch 2, train loss: 0.24895, train acc: 0.901
##D-Step 1
Epoch 0, train loss: 0.25905, train acc: 0.898
Epoch 1, train loss: 0.25644, train acc: 0.898
Epoch 2, train loss: 0.25203, train acc: 0.900
##D-Step 2
Epoch 0, train loss: 0.25504, train acc: 0.900
Epoch 1, train loss: 0.25144, train acc: 0.901
Epoch 2, train loss: 0.24993, train acc: 0.902
gen eval loss: 0.46512, dis eval loss: 0.25499, dis eval acc: 0.899

Round 125
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.25337, train acc: 0.899
Epoch 1, train loss: 0.25012, train acc: 0.902
Epoch 2, train loss: 0.24819, train acc: 0.902
##D-Step 1
Epoch 0, train loss: 0.24982, train acc: 0.901
Epoch 1, train loss: 0.24860, train acc: 0.900
Epoch 2, train loss: 0.24619, train acc: 0.906
##D-Step 2
Epoch 0, train loss: 0.25189, train acc: 0.900
Epoch 1, train loss: 0.25140, train acc: 0.902
Epoch 2, train loss: 0.24691, train acc: 0.904
gen eval loss: 0.46591, dis eval loss: 0.25632, dis eval acc: 0.898

Round 126
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.25761, train acc: 0.900
Epoch 1, train loss: 0.25322, train acc: 0.900
Epoch 2, train loss: 0.24834, train acc: 0.903
##D-Step 1
Epoch 0, train loss: 0.25831, train acc: 0.901
Epoch 1, train loss: 0.25438, train acc: 0.901
Epoch 2, train loss: 0.25200, train acc: 0.902
##D-Step 2
Epoch 0, train loss: 0.25394, train acc: 0.901
Epoch 1, train loss: 0.25157, train acc: 0.902
Epoch 2, train loss: 0.24928, train acc: 0.902
gen eval loss: 0.46579, dis eval loss: 0.25454, dis eval acc: 0.899

Round 127
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.24993, train acc: 0.904
Epoch 1, train loss: 0.24462, train acc: 0.907
Epoch 2, train loss: 0.24508, train acc: 0.905
##D-Step 1
Epoch 0, train loss: 0.25116, train acc: 0.901
Epoch 1, train loss: 0.24798, train acc: 0.903
Epoch 2, train loss: 0.24627, train acc: 0.904
##D-Step 2
Epoch 0, train loss: 0.25614, train acc: 0.900
Epoch 1, train loss: 0.24934, train acc: 0.902
Epoch 2, train loss: 0.24915, train acc: 0.903
gen eval loss: 0.45533, dis eval loss: 0.24957, dis eval acc: 0.901

Round 128
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.25213, train acc: 0.899
Epoch 1, train loss: 0.24914, train acc: 0.901
Epoch 2, train loss: 0.24763, train acc: 0.902
##D-Step 1
Epoch 0, train loss: 0.25218, train acc: 0.900
Epoch 1, train loss: 0.25020, train acc: 0.901
Epoch 2, train loss: 0.24760, train acc: 0.902
##D-Step 2
Epoch 0, train loss: 0.25539, train acc: 0.898
Epoch 1, train loss: 0.25160, train acc: 0.900
Epoch 2, train loss: 0.24964, train acc: 0.900
gen eval loss: 0.45536, dis eval loss: 0.25299, dis eval acc: 0.901

Round 129
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.25534, train acc: 0.899
Epoch 1, train loss: 0.25192, train acc: 0.898
Epoch 2, train loss: 0.25044, train acc: 0.901
##D-Step 1
Epoch 0, train loss: 0.25346, train acc: 0.902
Epoch 1, train loss: 0.25015, train acc: 0.904
Epoch 2, train loss: 0.24731, train acc: 0.903
##D-Step 2
Epoch 0, train loss: 0.25573, train acc: 0.899
Epoch 1, train loss: 0.25148, train acc: 0.901
Epoch 2, train loss: 0.25033, train acc: 0.902
gen eval loss: 0.47201, dis eval loss: 0.25818, dis eval acc: 0.898

Round 130
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.25715, train acc: 0.898
Epoch 1, train loss: 0.25232, train acc: 0.900
Epoch 2, train loss: 0.25156, train acc: 0.899
##D-Step 1
Epoch 0, train loss: 0.25331, train acc: 0.900
Epoch 1, train loss: 0.25015, train acc: 0.901
Epoch 2, train loss: 0.24944, train acc: 0.902
##D-Step 2
Epoch 0, train loss: 0.25510, train acc: 0.900
Epoch 1, train loss: 0.25150, train acc: 0.902
Epoch 2, train loss: 0.25012, train acc: 0.900
gen eval loss: 0.46230, dis eval loss: 0.25228, dis eval acc: 0.900

Round 131
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.25780, train acc: 0.897
Epoch 1, train loss: 0.25428, train acc: 0.899
Epoch 2, train loss: 0.25294, train acc: 0.899
##D-Step 1
Epoch 0, train loss: 0.25648, train acc: 0.898
Epoch 1, train loss: 0.25417, train acc: 0.899
Epoch 2, train loss: 0.25182, train acc: 0.900
##D-Step 2
Epoch 0, train loss: 0.25159, train acc: 0.899
Epoch 1, train loss: 0.24868, train acc: 0.901
Epoch 2, train loss: 0.24810, train acc: 0.901
gen eval loss: 0.46730, dis eval loss: 0.25766, dis eval acc: 0.895

Round 132
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.25945, train acc: 0.898
Epoch 1, train loss: 0.25675, train acc: 0.897
Epoch 2, train loss: 0.25488, train acc: 0.899
##D-Step 1
Epoch 0, train loss: 0.25927, train acc: 0.896
Epoch 1, train loss: 0.25416, train acc: 0.899
Epoch 2, train loss: 0.25251, train acc: 0.900
##D-Step 2
Epoch 0, train loss: 0.25848, train acc: 0.897
Epoch 1, train loss: 0.25683, train acc: 0.898
Epoch 2, train loss: 0.25395, train acc: 0.897
gen eval loss: 0.47180, dis eval loss: 0.26133, dis eval acc: 0.895

Round 133
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.25811, train acc: 0.898
Epoch 1, train loss: 0.25641, train acc: 0.897
Epoch 2, train loss: 0.25465, train acc: 0.899
##D-Step 1
Epoch 0, train loss: 0.25668, train acc: 0.898
Epoch 1, train loss: 0.25414, train acc: 0.900
Epoch 2, train loss: 0.25383, train acc: 0.899
##D-Step 2
Epoch 0, train loss: 0.26126, train acc: 0.896
Epoch 1, train loss: 0.25677, train acc: 0.900
Epoch 2, train loss: 0.25600, train acc: 0.897
gen eval loss: 0.47704, dis eval loss: 0.25775, dis eval acc: 0.898

Round 134
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26360, train acc: 0.893
Epoch 1, train loss: 0.25998, train acc: 0.896
Epoch 2, train loss: 0.25726, train acc: 0.898
##D-Step 1
Epoch 0, train loss: 0.26203, train acc: 0.897
Epoch 1, train loss: 0.25876, train acc: 0.895
Epoch 2, train loss: 0.25604, train acc: 0.898
##D-Step 2
Epoch 0, train loss: 0.25753, train acc: 0.900
Epoch 1, train loss: 0.25527, train acc: 0.898
Epoch 2, train loss: 0.25238, train acc: 0.900
gen eval loss: 0.48024, dis eval loss: 0.25862, dis eval acc: 0.898

Round 135
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26294, train acc: 0.894
Epoch 1, train loss: 0.25857, train acc: 0.896
Epoch 2, train loss: 0.25676, train acc: 0.896
##D-Step 1
Epoch 0, train loss: 0.26291, train acc: 0.897
Epoch 1, train loss: 0.26011, train acc: 0.896
Epoch 2, train loss: 0.25880, train acc: 0.896
##D-Step 2
Epoch 0, train loss: 0.26339, train acc: 0.897
Epoch 1, train loss: 0.25991, train acc: 0.897
Epoch 2, train loss: 0.25871, train acc: 0.897
gen eval loss: 0.49286, dis eval loss: 0.26047, dis eval acc: 0.897

Round 136
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26834, train acc: 0.893
Epoch 1, train loss: 0.26399, train acc: 0.895
Epoch 2, train loss: 0.26193, train acc: 0.897
##D-Step 1
Epoch 0, train loss: 0.26721, train acc: 0.896
Epoch 1, train loss: 0.26405, train acc: 0.895
Epoch 2, train loss: 0.26101, train acc: 0.895
##D-Step 2
Epoch 0, train loss: 0.26584, train acc: 0.894
Epoch 1, train loss: 0.26349, train acc: 0.895
Epoch 2, train loss: 0.26206, train acc: 0.895
gen eval loss: 0.49171, dis eval loss: 0.26220, dis eval acc: 0.896

Round 137
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26872, train acc: 0.893
Epoch 1, train loss: 0.26443, train acc: 0.894
Epoch 2, train loss: 0.26326, train acc: 0.895
##D-Step 1
Epoch 0, train loss: 0.26430, train acc: 0.896
Epoch 1, train loss: 0.26198, train acc: 0.895
Epoch 2, train loss: 0.26030, train acc: 0.896
##D-Step 2
Epoch 0, train loss: 0.26427, train acc: 0.895
Epoch 1, train loss: 0.26064, train acc: 0.897
Epoch 2, train loss: 0.25976, train acc: 0.895
gen eval loss: 0.50551, dis eval loss: 0.26115, dis eval acc: 0.898

Round 138
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26872, train acc: 0.891
Epoch 1, train loss: 0.26365, train acc: 0.893
Epoch 2, train loss: 0.26235, train acc: 0.894
##D-Step 1
Epoch 0, train loss: 0.26980, train acc: 0.891
Epoch 1, train loss: 0.26720, train acc: 0.892
Epoch 2, train loss: 0.26468, train acc: 0.893
##D-Step 2
Epoch 0, train loss: 0.27090, train acc: 0.892
Epoch 1, train loss: 0.26483, train acc: 0.895
Epoch 2, train loss: 0.26490, train acc: 0.894
gen eval loss: 0.51338, dis eval loss: 0.26069, dis eval acc: 0.898

Round 139
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26858, train acc: 0.892
Epoch 1, train loss: 0.26580, train acc: 0.894
Epoch 2, train loss: 0.26348, train acc: 0.894
##D-Step 1
Epoch 0, train loss: 0.26534, train acc: 0.896
Epoch 1, train loss: 0.26327, train acc: 0.895
Epoch 2, train loss: 0.25986, train acc: 0.899
##D-Step 2
Epoch 0, train loss: 0.26865, train acc: 0.891
Epoch 1, train loss: 0.26546, train acc: 0.896
Epoch 2, train loss: 0.26486, train acc: 0.894
gen eval loss: 0.52412, dis eval loss: 0.26521, dis eval acc: 0.893

Round 140
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26858, train acc: 0.893
Epoch 1, train loss: 0.26432, train acc: 0.896
Epoch 2, train loss: 0.26313, train acc: 0.895
##D-Step 1
Epoch 0, train loss: 0.27042, train acc: 0.892
Epoch 1, train loss: 0.26822, train acc: 0.892
Epoch 2, train loss: 0.26467, train acc: 0.893
##D-Step 2
Epoch 0, train loss: 0.26864, train acc: 0.892
Epoch 1, train loss: 0.26475, train acc: 0.892
Epoch 2, train loss: 0.26448, train acc: 0.893
gen eval loss: 0.51858, dis eval loss: 0.27075, dis eval acc: 0.892

Round 141
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26505, train acc: 0.891
Epoch 1, train loss: 0.26260, train acc: 0.893
Epoch 2, train loss: 0.26067, train acc: 0.895
##D-Step 1
Epoch 0, train loss: 0.27484, train acc: 0.889
Epoch 1, train loss: 0.26983, train acc: 0.891
Epoch 2, train loss: 0.26638, train acc: 0.892
##D-Step 2
Epoch 0, train loss: 0.26742, train acc: 0.893
Epoch 1, train loss: 0.26349, train acc: 0.895
Epoch 2, train loss: 0.26005, train acc: 0.896
gen eval loss: 0.52363, dis eval loss: 0.27192, dis eval acc: 0.890

Round 142
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26353, train acc: 0.895
Epoch 1, train loss: 0.26180, train acc: 0.893
Epoch 2, train loss: 0.26295, train acc: 0.894
##D-Step 1
Epoch 0, train loss: 0.26676, train acc: 0.893
Epoch 1, train loss: 0.26206, train acc: 0.896
Epoch 2, train loss: 0.26224, train acc: 0.895
##D-Step 2
Epoch 0, train loss: 0.26966, train acc: 0.893
Epoch 1, train loss: 0.26832, train acc: 0.891
Epoch 2, train loss: 0.26575, train acc: 0.892
gen eval loss: 0.51853, dis eval loss: 0.27698, dis eval acc: 0.890

Round 143
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26607, train acc: 0.892
Epoch 1, train loss: 0.26121, train acc: 0.897
Epoch 2, train loss: 0.26098, train acc: 0.897
##D-Step 1
Epoch 0, train loss: 0.26739, train acc: 0.893
Epoch 1, train loss: 0.26170, train acc: 0.896
Epoch 2, train loss: 0.26362, train acc: 0.894
##D-Step 2
Epoch 0, train loss: 0.27045, train acc: 0.891
Epoch 1, train loss: 0.26759, train acc: 0.891
Epoch 2, train loss: 0.26366, train acc: 0.895
gen eval loss: 0.52624, dis eval loss: 0.26221, dis eval acc: 0.894

Round 144
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26413, train acc: 0.895
Epoch 1, train loss: 0.26184, train acc: 0.895
Epoch 2, train loss: 0.26041, train acc: 0.896
##D-Step 1
Epoch 0, train loss: 0.26955, train acc: 0.893
Epoch 1, train loss: 0.26453, train acc: 0.894
Epoch 2, train loss: 0.26199, train acc: 0.894
##D-Step 2
Epoch 0, train loss: 0.26693, train acc: 0.893
Epoch 1, train loss: 0.26386, train acc: 0.893
Epoch 2, train loss: 0.26169, train acc: 0.896
gen eval loss: 0.51648, dis eval loss: 0.26504, dis eval acc: 0.893

Round 145
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26531, train acc: 0.895
Epoch 1, train loss: 0.26000, train acc: 0.896
Epoch 2, train loss: 0.25964, train acc: 0.896
##D-Step 1
Epoch 0, train loss: 0.27050, train acc: 0.891
Epoch 1, train loss: 0.26659, train acc: 0.892
Epoch 2, train loss: 0.26345, train acc: 0.895
##D-Step 2
Epoch 0, train loss: 0.26424, train acc: 0.896
Epoch 1, train loss: 0.26144, train acc: 0.897
Epoch 2, train loss: 0.25999, train acc: 0.898
gen eval loss: 0.51713, dis eval loss: 0.26325, dis eval acc: 0.893

Round 146
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26518, train acc: 0.895
Epoch 1, train loss: 0.26257, train acc: 0.898
Epoch 2, train loss: 0.25920, train acc: 0.897
##D-Step 1
Epoch 0, train loss: 0.26205, train acc: 0.895
Epoch 1, train loss: 0.26117, train acc: 0.897
Epoch 2, train loss: 0.25661, train acc: 0.897
##D-Step 2
Epoch 0, train loss: 0.26240, train acc: 0.895
Epoch 1, train loss: 0.26016, train acc: 0.897
Epoch 2, train loss: 0.25718, train acc: 0.897
gen eval loss: 0.50721, dis eval loss: 0.26415, dis eval acc: 0.895

Round 147
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26599, train acc: 0.892
Epoch 1, train loss: 0.26105, train acc: 0.897
Epoch 2, train loss: 0.26164, train acc: 0.897
##D-Step 1
Epoch 0, train loss: 0.26673, train acc: 0.893
Epoch 1, train loss: 0.26287, train acc: 0.894
Epoch 2, train loss: 0.26035, train acc: 0.898
##D-Step 2
Epoch 0, train loss: 0.26242, train acc: 0.894
Epoch 1, train loss: 0.25868, train acc: 0.897
Epoch 2, train loss: 0.25661, train acc: 0.897
gen eval loss: 0.49761, dis eval loss: 0.26326, dis eval acc: 0.895

Round 148
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.26091, train acc: 0.896
Epoch 1, train loss: 0.26046, train acc: 0.895
Epoch 2, train loss: 0.25875, train acc: 0.897
##D-Step 1
Epoch 0, train loss: 0.26227, train acc: 0.894
Epoch 1, train loss: 0.25616, train acc: 0.898
Epoch 2, train loss: 0.25455, train acc: 0.901
##D-Step 2
Epoch 0, train loss: 0.26305, train acc: 0.896
Epoch 1, train loss: 0.26127, train acc: 0.896
Epoch 2, train loss: 0.25927, train acc: 0.900
gen eval loss: 0.50144, dis eval loss: 0.26292, dis eval acc: 0.896

Round 149
#Train generator
##G-Step 0
#Train discriminator
##D-Step 0
Epoch 0, train loss: 0.25815, train acc: 0.898
Epoch 1, train loss: 0.25577, train acc: 0.900
Epoch 2, train loss: 0.25451, train acc: 0.900
##D-Step 1
Epoch 0, train loss: 0.26381, train acc: 0.895
Epoch 1, train loss: 0.26086, train acc: 0.897
Epoch 2, train loss: 0.25690, train acc: 0.898
##D-Step 2
Epoch 0, train loss: 0.26191, train acc: 0.897
Epoch 1, train loss: 0.25939, train acc: 0.899
Epoch 2, train loss: 0.25833, train acc: 0.899
gen eval loss: 0.49374, dis eval loss: 0.26097, dis eval acc: 0.897