Training:
Epoch 0/29
----------
train Loss: 0.4972 Acc: 79.7381%
Real Acc: 16.3381%
val Loss: 0.4904 Acc: 79.9714%
Real Acc: 16.2786%

Epoch 1/29
----------
train Loss: 0.4743 Acc: 80.1471%
Real Acc: 19.8310%
val Loss: 0.4866 Acc: 79.6600%
Real Acc: 21.5571%

Epoch 2/29
----------
train Loss: 0.4561 Acc: 80.4895%
Real Acc: 22.9810%
val Loss: 0.5453 Acc: 79.1586%
Real Acc: 24.5786%

Epoch 3/29
----------
train Loss: 0.4391 Acc: 80.8881%
Real Acc: 24.9262%
val Loss: 0.6094 Acc: 77.5407%
Real Acc: 26.2857%

Epoch 4/29
----------
train Loss: 0.4211 Acc: 81.5533%
Real Acc: 25.4762%
val Loss: 0.7162 Acc: 77.2179%
Real Acc: 26.7071%

Epoch 5/29
----------
train Loss: 0.4007 Acc: 82.3017%
Real Acc: 26.0381%
val Loss: 0.9349 Acc: 75.6779%
Real Acc: 27.2714%

Epoch 6/29
----------
train Loss: 0.3774 Acc: 83.2652%
Real Acc: 24.9238%
val Loss: 1.2061 Acc: 72.5421%
Real Acc: 28.2571%

Epoch 7/29
----------
train Loss: 0.3536 Acc: 84.3683%
Real Acc: 24.7500%
val Loss: 1.4146 Acc: 73.4386%
Real Acc: 28.0857%

Epoch 8/29
----------
train Loss: 0.3245 Acc: 85.7321%
Real Acc: 23.8286%
val Loss: 1.4751 Acc: 70.7907%
Real Acc: 26.8714%

Epoch 9/29
----------
train Loss: 0.2903 Acc: 87.3933%
Real Acc: 23.1429%
val Loss: 1.5955 Acc: 70.5157%
Real Acc: 26.6000%

Epoch 10/29
----------
train Loss: 0.2039 Acc: 91.4321%
Real Acc: 22.0452%
val Loss: 2.1259 Acc: 66.3429%
Real Acc: 26.2857%

Epoch 11/29
----------
train Loss: 0.1543 Acc: 93.6850%
Real Acc: 20.9405%
val Loss: 3.2200 Acc: 66.7536%
Real Acc: 25.2071%

Epoch 12/29
----------
train Loss: 0.1221 Acc: 95.0807%
Real Acc: 20.3095%
val Loss: 2.9484 Acc: 64.7021%
Real Acc: 25.2643%

Epoch 13/29
----------
train Loss: 0.1021 Acc: 95.8798%
Real Acc: 19.9024%
val Loss: 2.8935 Acc: 64.5157%
Real Acc: 24.9643%

Epoch 14/29
----------
train Loss: 0.0858 Acc: 96.6343%
Real Acc: 19.5619%
val Loss: 3.3723 Acc: 66.6914%
Real Acc: 24.4786%

Epoch 15/29
----------
train Loss: 0.0739 Acc: 97.1324%
Real Acc: 19.3024%
val Loss: 3.7580 Acc: 64.3679%
Real Acc: 25.0429%

Epoch 16/29
----------
train Loss: 0.0673 Acc: 97.4110%
Real Acc: 19.2524%
val Loss: 3.6326 Acc: 67.2864%
Real Acc: 24.2429%

Epoch 17/29
----------
train Loss: 0.0599 Acc: 97.7169%
Real Acc: 18.9310%
val Loss: 3.1921 Acc: 65.1064%
Real Acc: 24.8429%

Epoch 18/29
----------
train Loss: 0.0538 Acc: 97.9614%
Real Acc: 19.0286%
val Loss: 3.5826 Acc: 63.5229%
Real Acc: 23.9357%

Epoch 19/29
----------
train Loss: 0.0511 Acc: 98.0898%
Real Acc: 18.7881%
val Loss: 4.4148 Acc: 63.4621%
Real Acc: 24.1357%

Epoch 20/29
----------
train Loss: 0.0270 Acc: 99.0155%
Real Acc: 18.5143%
val Loss: 5.1055 Acc: 61.7386%
Real Acc: 23.6786%

Epoch 21/29
----------
train Loss: 0.0215 Acc: 99.2293%
Real Acc: 18.0214%
val Loss: 5.5835 Acc: 62.9029%
Real Acc: 23.7429%

Epoch 22/29
----------
train Loss: 0.0206 Acc: 99.2555%
Real Acc: 17.8905%
val Loss: 5.7597 Acc: 62.9793%
Real Acc: 23.7429%

Epoch 23/29
----------
train Loss: 0.0185 Acc: 99.3424%
Real Acc: 17.8905%
val Loss: 5.4611 Acc: 63.1229%
Real Acc: 23.9429%

Epoch 24/29
----------
train Loss: 0.0178 Acc: 99.3548%
Real Acc: 18.0714%
val Loss: 6.5302 Acc: 62.3421%
Real Acc: 23.7929%

Epoch 25/29
----------
train Loss: 0.0172 Acc: 99.3807%
Real Acc: 18.0976%
val Loss: 5.7026 Acc: 63.4707%
Real Acc: 23.4571%

Epoch 26/29
----------
train Loss: 0.0167 Acc: 99.3952%
Real Acc: 18.0786%
val Loss: 6.9030 Acc: 62.0014%
Real Acc: 23.4429%

Epoch 27/29
----------
train Loss: 0.0158 Acc: 99.4331%
Real Acc: 17.8167%
val Loss: 6.2274 Acc: 63.3386%
Real Acc: 23.2786%

Epoch 28/29
----------
train Loss: 0.0139 Acc: 99.5055%
Real Acc: 17.5452%
val Loss: 6.4576 Acc: 63.4064%
Real Acc: 22.9286%

Epoch 29/29
----------
train Loss: 0.0140 Acc: 99.4855%
Real Acc: 17.4714%
val Loss: 6.7359 Acc: 62.6179%
Real Acc: 23.7214%

Training complete in 1504m 49s
Best val Acc: 28.257143
[16.278571428571432, 21.557142857142857, 24.57857142857143, 26.285714285714292, 26.707142857142856, 27.271428571428576, 28.25714285714286, 28.085714285714285, 26.871428571428574, 26.6, 26.285714285714292, 25.207142857142863, 25.264285714285716, 24.964285714285715, 24.47857142857143, 25.042857142857144, 24.242857142857144, 24.842857142857145, 23.935714285714287, 24.13571428571429, 23.67857142857143, 23.742857142857144, 23.742857142857144, 23.942857142857143, 23.792857142857144, 23.45714285714286, 23.442857142857147, 23.27857142857143, 22.92857142857143, 23.721428571428575]

test: 28.26%