Training:
Epoch 0/29
----------
train Loss: 0.4936 Acc: 79.9329%
Real Acc: 16.9310%
val Loss: 0.4887 Acc: 79.8207%
Real Acc: 16.8714%

Epoch 1/29
----------
train Loss: 0.4723 Acc: 80.2295%
Real Acc: 20.1214%
val Loss: 0.6772 Acc: 78.8014%
Real Acc: 20.6214%

Epoch 2/29
----------
train Loss: 0.4563 Acc: 80.4521%
Real Acc: 23.1381%
val Loss: 0.7216 Acc: 78.7900%
Real Acc: 25.0714%

Epoch 3/29
----------
train Loss: 0.4392 Acc: 80.8471%
Real Acc: 24.9952%
val Loss: 0.7540 Acc: 78.1993%
Real Acc: 27.1786%

Epoch 4/29
----------
train Loss: 0.4205 Acc: 81.4671%
Real Acc: 25.8500%
val Loss: 0.6603 Acc: 78.1979%
Real Acc: 27.6643%

Epoch 5/29
----------
train Loss: 0.3995 Acc: 82.2883%
Real Acc: 25.6429%
val Loss: 0.9543 Acc: 75.7800%
Real Acc: 28.3143%

Epoch 6/29
----------
train Loss: 0.3766 Acc: 83.3240%
Real Acc: 25.3595%
val Loss: 0.9766 Acc: 75.4157%
Real Acc: 28.3429%

Epoch 7/29
----------
train Loss: 0.3481 Acc: 84.6250%
Real Acc: 24.6429%
val Loss: 1.4840 Acc: 74.6729%
Real Acc: 26.7786%

Epoch 8/29
----------
train Loss: 0.3179 Acc: 86.1036%
Real Acc: 23.5738%
val Loss: 1.5910 Acc: 72.4479%
Real Acc: 27.1143%

Epoch 9/29
----------
train Loss: 0.2832 Acc: 87.7545%
Real Acc: 22.9714%
val Loss: 1.7986 Acc: 68.6707%
Real Acc: 27.4143%

Epoch 10/29
----------
train Loss: 0.1956 Acc: 91.8586%
Real Acc: 21.5262%
val Loss: 2.2179 Acc: 67.9057%
Real Acc: 26.7429%

Epoch 11/29
----------
train Loss: 0.1490 Acc: 93.9312%
Real Acc: 20.7857%
val Loss: 2.3778 Acc: 65.3814%
Real Acc: 25.7143%

Epoch 12/29
----------
train Loss: 0.1177 Acc: 95.2574%
Real Acc: 20.0595%
val Loss: 2.8943 Acc: 64.1557%
Real Acc: 25.2571%

Epoch 13/29
----------
train Loss: 0.0969 Acc: 96.1857%
Real Acc: 19.6333%
val Loss: 2.9707 Acc: 66.0264%
Real Acc: 25.0571%

Epoch 14/29
----------
train Loss: 0.0821 Acc: 96.7943%
Real Acc: 19.4571%
val Loss: 4.0018 Acc: 62.8500%
Real Acc: 24.5714%

Epoch 15/29
----------
train Loss: 0.0715 Acc: 97.2379%
Real Acc: 19.0857%
val Loss: 3.2855 Acc: 63.8721%
Real Acc: 24.6214%

Epoch 16/29
----------
train Loss: 0.0643 Acc: 97.5205%
Real Acc: 19.1286%
val Loss: 4.6263 Acc: 62.1150%
Real Acc: 24.8714%

Epoch 17/29
----------
train Loss: 0.0574 Acc: 97.8443%
Real Acc: 18.9452%
val Loss: 3.7552 Acc: 63.6857%
Real Acc: 24.3286%

Epoch 18/29
----------
train Loss: 0.0536 Acc: 97.9760%
Real Acc: 19.0833%
val Loss: 3.4547 Acc: 64.7714%
Real Acc: 24.4143%

Epoch 19/29
----------
train Loss: 0.0489 Acc: 98.1810%
Real Acc: 18.7143%
val Loss: 3.7865 Acc: 64.4200%
Real Acc: 24.6071%

Epoch 20/29
----------
train Loss: 0.0277 Acc: 98.9781%
Real Acc: 18.5595%
val Loss: 5.7282 Acc: 62.8293%
Real Acc: 23.7857%

Epoch 21/29
----------
train Loss: 0.0214 Acc: 99.2133%
Real Acc: 18.2857%
val Loss: 5.8127 Acc: 61.9821%
Real Acc: 23.6786%

Epoch 22/29
----------
train Loss: 0.0209 Acc: 99.2371%
Real Acc: 18.0571%
val Loss: 6.1775 Acc: 62.0057%
Real Acc: 24.0143%

Epoch 23/29
----------
train Loss: 0.0181 Acc: 99.3457%
Real Acc: 18.2619%
val Loss: 6.4126 Acc: 62.5057%
Real Acc: 23.5143%

Epoch 24/29
----------
train Loss: 0.0181 Acc: 99.3486%
Real Acc: 18.1429%
val Loss: 6.6269 Acc: 62.5950%
Real Acc: 24.3500%

Epoch 25/29
----------
train Loss: 0.0173 Acc: 99.3943%
Real Acc: 17.9286%
val Loss: 6.4561 Acc: 64.1236%
Real Acc: 24.0714%

Epoch 26/29
----------
train Loss: 0.0160 Acc: 99.4233%
Real Acc: 18.0643%
val Loss: 7.0860 Acc: 62.6864%
Real Acc: 23.8000%

Epoch 27/29
----------
train Loss: 0.0153 Acc: 99.4450%
Real Acc: 17.9310%
val Loss: 7.5351 Acc: 61.6379%
Real Acc: 23.5286%

Epoch 28/29
----------
train Loss: 0.0155 Acc: 99.4612%
Real Acc: 17.6905%
val Loss: 6.8561 Acc: 62.1693%
Real Acc: 23.8214%

Epoch 29/29
----------
train Loss: 0.0145 Acc: 99.4802%
Real Acc: 18.0762%
val Loss: 7.3658 Acc: 60.7293%
Real Acc: 23.4214%

Training complete in 1507m 56s
Best val Acc: 28.342857
[16.871428571428574, 20.621428571428574, 25.071428571428573, 27.17857142857143, 27.664285714285718, 28.314285714285713, 28.34285714285715, 26.77857142857143, 27.114285714285717, 27.414285714285718, 26.742857142857147, 25.71428571428572, 25.25714285714286, 25.05714285714286, 24.571428571428573, 24.621428571428574, 24.871428571428574, 24.32857142857143, 24.414285714285715, 24.607142857142858, 23.78571428571429, 23.67857142857143, 24.014285714285716, 23.514285714285716, 24.35, 24.071428571428573, 23.8, 23.52857142857143, 23.821428571428573, 23.421428571428574]

test C: 36.00%
test 2x2: 23.95%
test 3x3: 28.5%
test LR: 27.2%
test UD: 24.95%
test inC: 32.15%
test in2x2: 21.75%