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log.txt
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Initializing Dataset...
Number of data
Training: 182339, Test: 20260
Information of data
Shape Height: 218, Width: 178, Channel: 3
Value Min: 0.000, Max: 255.000
Class 2
Normalization: True
(from 0.000-255.000 to 0.000-1.000)
Initializing Neural Network...
Encode-1
Conv (?, 218, 178, 3) -> (?, 218, 178, 16)
Conv (?, 218, 178, 16) -> (?, 218, 178, 16)
Max-Pool (?, 218, 178, 16) -> (?, 109, 89, 16)
Encode-2
Conv (?, 109, 89, 16) -> (?, 109, 89, 32)
Conv (?, 109, 89, 32) -> (?, 109, 89, 32)
Max-Pool (?, 109, 89, 32) -> (?, 55, 45, 32)
Encode-3
Conv (?, 55, 45, 32) -> (?, 55, 45, 64)
Conv (?, 55, 45, 64) -> (?, 55, 45, 64)
Max-Pool (?, 55, 45, 64) -> (?, 28, 23, 64)
Encode-4
Conv (?, 28, 23, 64) -> (?, 28, 23, 128)
Conv (?, 28, 23, 128) -> (?, 28, 23, 128)
Max-Pool (?, 28, 23, 128) -> (?, 14, 12, 128)
Encode-5
Conv (?, 14, 12, 128) -> (?, 14, 12, 128)
Conv (?, 14, 12, 128) -> (?, 14, 12, 128)
Max-Pool (?, 14, 12, 128) -> (?, 7, 6, 128)
Encode-6
Conv (?, 7, 6, 128) -> (?, 7, 6, 256)
Conv (?, 7, 6, 256) -> (?, 7, 6, 256)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Full-Con (?, 42) -> (?, 42)
Decode-1
Conv (?, 7, 6, 256) -> (?, 7, 6, 256)
Conv (?, 7, 6, 256) -> (?, 7, 6, 256)
Decode-2
Conv-Tr (?, 7, 6, 256) -> (?, 14, 12, 128)
Conv (?, 14, 12, 128) -> (?, 14, 12, 128)
Decode-2
Conv-Tr (?, 14, 12, 128) -> (?, 28, 23, 128)
Conv (?, 28, 23, 128) -> (?, 28, 23, 128)
Decode-4
Conv-Tr (?, 28, 23, 128) -> (?, 55, 45, 64)
Conv (?, 55, 45, 64) -> (?, 55, 45, 64)
Decode-5
Conv-Tr (?, 55, 45, 64) -> (?, 109, 89, 32)
Conv (?, 109, 89, 32) -> (?, 109, 89, 32)
Decode-6
Conv-Tr (?, 109, 89, 32) -> (?, 218, 178, 16)
Conv (?, 218, 178, 16) -> (?, 218, 178, 16)
Conv (?, 218, 178, 16) -> (?, 218, 178, 3)
Discriminator-1
Conv (?, 218, 178, 3) -> (?, 218, 178, 16)
Conv (?, 218, 178, 16) -> (?, 218, 178, 16)
Max-Pool (?, 218, 178, 16) -> (?, 109, 89, 16)
Discriminator-2
Conv (?, 109, 89, 16) -> (?, 109, 89, 32)
Conv (?, 109, 89, 32) -> (?, 109, 89, 32)
Max-Pool (?, 109, 89, 32) -> (?, 55, 45, 32)
Discriminator-3
Conv (?, 55, 45, 32) -> (?, 55, 45, 64)
Conv (?, 55, 45, 64) -> (?, 55, 45, 64)
Max-Pool (?, 55, 45, 64) -> (?, 28, 23, 64)
Discriminator-4
Conv (?, 28, 23, 64) -> (?, 28, 23, 128)
Conv (?, 28, 23, 128) -> (?, 28, 23, 128)
Max-Pool (?, 28, 23, 128) -> (?, 14, 12, 128)
Discriminator-5
Conv (?, 14, 12, 128) -> (?, 14, 12, 128)
Conv (?, 14, 12, 128) -> (?, 14, 12, 128)
Max-Pool (?, 14, 12, 128) -> (?, 7, 6, 128)
Discriminator-6
Conv (?, 7, 6, 128) -> (?, 7, 6, 256)
Conv (?, 7, 6, 256) -> (?, 7, 6, 256)
Full-Con (?, 10752) -> (?, 1)
Discriminator-1
Conv (?, 218, 178, 3) -> (?, 218, 178, 16)
Conv (?, 218, 178, 16) -> (?, 218, 178, 16)
Max-Pool (?, 218, 178, 16) -> (?, 109, 89, 16)
Discriminator-2
Conv (?, 109, 89, 16) -> (?, 109, 89, 32)
Conv (?, 109, 89, 32) -> (?, 109, 89, 32)
Max-Pool (?, 109, 89, 32) -> (?, 55, 45, 32)
Discriminator-3
Conv (?, 55, 45, 32) -> (?, 55, 45, 64)
Conv (?, 55, 45, 64) -> (?, 55, 45, 64)
Max-Pool (?, 55, 45, 64) -> (?, 28, 23, 64)
Discriminator-4
Conv (?, 28, 23, 64) -> (?, 28, 23, 128)
Conv (?, 28, 23, 128) -> (?, 28, 23, 128)
Max-Pool (?, 28, 23, 128) -> (?, 14, 12, 128)
Discriminator-5
Conv (?, 14, 12, 128) -> (?, 14, 12, 128)
Conv (?, 14, 12, 128) -> (?, 14, 12, 128)
Max-Pool (?, 14, 12, 128) -> (?, 7, 6, 128)
Discriminator-6
Conv (?, 7, 6, 128) -> (?, 7, 6, 256)
Conv (?, 7, 6, 256) -> (?, 7, 6, 256)
Full-Con (?, 10752) -> (?, 1)
Training to 20 epochs (8 of minibatch size)
Epoch [0 / 20] (22793 iteration) Rec:290.065, Adv:-0.000, Tot:290.065
Epoch [1 / 20] (45586 iteration) Rec:292.263, Adv:-0.000, Tot:292.263
Epoch [2 / 20] (68379 iteration) Rec:235.183, Adv:-0.000, Tot:235.183
Epoch [3 / 20] (91172 iteration) Rec:280.196, Adv:-0.000, Tot:280.196
Epoch [4 / 20] (113965 iteration) Rec:231.006, Adv:-0.000, Tot:231.006
Epoch [5 / 20] (136758 iteration) Rec:465.911, Adv:-0.000, Tot:465.911
Epoch [6 / 20] (159551 iteration) Rec:268.776, Adv:-0.000, Tot:268.776
Epoch [7 / 20] (182344 iteration) Rec:283.432, Adv:-0.000, Tot:283.432
Epoch [8 / 20] (205137 iteration) Rec:195.175, Adv:-0.000, Tot:195.175
Epoch [9 / 20] (227930 iteration) Rec:181.353, Adv:-0.000, Tot:181.353
Epoch [10 / 20] (250723 iteration) Rec:278.824, Adv:-0.000, Tot:278.824
Epoch [11 / 20] (273516 iteration) Rec:105.892, Adv:-0.000, Tot:105.892
Epoch [12 / 20] (296309 iteration) Rec:168.595, Adv:-0.000, Tot:168.595
Epoch [13 / 20] (319102 iteration) Rec:184.700, Adv:-0.000, Tot:184.700
Epoch [14 / 20] (341895 iteration) Rec:380.466, Adv:-0.000, Tot:380.466
Epoch [15 / 20] (364688 iteration) Rec:493.531, Adv:-0.000, Tot:493.531
Epoch [16 / 20] (387481 iteration) Rec:144.377, Adv:-0.000, Tot:144.377
Epoch [17 / 20] (410274 iteration) Rec:141.753, Adv:-0.000, Tot:141.753
Epoch [18 / 20] (433067 iteration) Rec:163.405, Adv:-0.000, Tot:163.405
Epoch [19 / 20] (455860 iteration) Rec:227.510, Adv:-0.000, Tot:227.510
Restoring parameters
Test...
TR: 151255.15633106232 182339
TE: 0.0295754762651419