Training:
Epoch 0/19
----------
train Loss: 0.6125 Acc: 69.7405%
Real Acc: 16.1405%
val Loss: 0.6258 Acc: 69.6714%
Real Acc: 16.8286%

Epoch 1/19
----------
train Loss: 0.6000 Acc: 70.2638%
Real Acc: 18.8405%
val Loss: 0.6322 Acc: 69.5457%
Real Acc: 18.8857%

Epoch 2/19
----------
train Loss: 0.5933 Acc: 70.5664%
Real Acc: 20.5143%
val Loss: 0.7756 Acc: 69.2843%
Real Acc: 19.8000%

Epoch 3/19
----------
train Loss: 0.5864 Acc: 70.9645%
Real Acc: 21.6333%
val Loss: 0.9149 Acc: 68.9079%
Real Acc: 22.6143%

Epoch 4/19
----------
train Loss: 0.5746 Acc: 71.8369%
Real Acc: 22.1333%
val Loss: 1.2762 Acc: 66.7600%
Real Acc: 22.6000%

Epoch 5/19
----------
train Loss: 0.5631 Acc: 72.7050%
Real Acc: 22.2952%
val Loss: 1.5101 Acc: 65.7971%
Real Acc: 22.6714%

Epoch 6/19
----------
train Loss: 0.5521 Acc: 73.4788%
Real Acc: 22.3381%
val Loss: 1.5708 Acc: 64.8843%
Real Acc: 23.4071%

Epoch 7/19
----------
train Loss: 0.5424 Acc: 74.2493%
Real Acc: 22.1976%
val Loss: 1.4859 Acc: 65.4007%
Real Acc: 23.9143%

Epoch 8/19
----------
train Loss: 0.5309 Acc: 75.1269%
Real Acc: 21.8476%
val Loss: 1.7305 Acc: 61.1543%
Real Acc: 24.2643%

Epoch 9/19
----------
train Loss: 0.5192 Acc: 76.1374%
Real Acc: 21.0810%
val Loss: 1.7772 Acc: 62.8529%
Real Acc: 24.0357%

Epoch 10/19
----------
train Loss: 0.4879 Acc: 78.5200%
Real Acc: 20.7786%
val Loss: 2.2269 Acc: 61.3307%
Real Acc: 24.0714%

Epoch 11/19
----------
train Loss: 0.4664 Acc: 80.0607%
Real Acc: 19.6286%
val Loss: 2.9396 Acc: 59.6171%
Real Acc: 22.8643%

Epoch 12/19
----------
train Loss: 0.4491 Acc: 81.3407%
Real Acc: 18.6833%
val Loss: 3.2725 Acc: 57.4100%
Real Acc: 22.7214%

Epoch 13/19
----------
train Loss: 0.4336 Acc: 82.3990%
Real Acc: 17.7595%
val Loss: 3.3621 Acc: 58.1100%
Real Acc: 22.6571%

Epoch 14/19
----------
train Loss: 0.4193 Acc: 83.3319%
Real Acc: 16.9571%
val Loss: 3.4259 Acc: 56.0136%
Real Acc: 22.2071%

Epoch 15/19
----------
train Loss: 0.4074 Acc: 84.0655%
Real Acc: 16.5095%
val Loss: 4.1086 Acc: 56.5014%
Real Acc: 21.1857%

Epoch 16/19
----------
train Loss: 0.3965 Acc: 84.7457%
Real Acc: 16.0905%
val Loss: 3.8888 Acc: 57.1579%
Real Acc: 20.4000%

Epoch 17/19
----------
train Loss: 0.3880 Acc: 85.3093%
Real Acc: 15.4071%
val Loss: 3.5678 Acc: 56.8693%
Real Acc: 21.1929%

Epoch 18/19
----------
train Loss: 0.3801 Acc: 85.7367%
Real Acc: 15.2262%
val Loss: 4.6150 Acc: 54.2100%
Real Acc: 20.8143%

Epoch 19/19
----------
train Loss: 0.3722 Acc: 86.2021%
Real Acc: 14.9857%
val Loss: 4.6257 Acc: 55.0057%
Real Acc: 21.4000%

Training complete in 1021m 55s
Best val Acc: 24.264286
[16.82857142857143, 18.885714285714286, 19.8, 22.614285714285717, 22.6, 22.671428571428574, 23.40714285714286, 23.914285714285715, 24.264285714285716, 24.03571428571429, 24.071428571428573, 22.864285714285714, 22.72142857142857, 22.65714285714286, 22.20714285714286, 21.185714285714287, 20.400000000000002, 21.192857142857143, 20.814285714285717, 21.400000000000002]

test: 24.06%