Training:
Epoch 0/29
----------
train Loss: 0.6773 Acc: 1.8114%
Real Acc: 15.6976%
val Loss: 0.6742 Acc: 0.8193%
Real Acc: 16.1000%

Epoch 1/29
----------
train Loss: 0.6659 Acc: 1.9740%
Real Acc: 19.0000%
val Loss: 0.7592 Acc: 2.4521%
Real Acc: 18.1857%

Epoch 2/29
----------
train Loss: 0.6615 Acc: 3.1526%
Real Acc: 20.7952%
val Loss: 0.8193 Acc: 3.7721%
Real Acc: 20.7214%

Epoch 3/29
----------
train Loss: 0.6557 Acc: 4.4610%
Real Acc: 21.8524%
val Loss: 0.9234 Acc: 3.8929%
Real Acc: 22.9357%

Epoch 4/29
----------
train Loss: 0.6493 Acc: 5.6390%
Real Acc: 22.8667%
val Loss: 1.0058 Acc: 4.0579%
Real Acc: 23.9500%

Epoch 5/29
----------
train Loss: 0.6428 Acc: 6.9557%
Real Acc: 23.3952%
val Loss: 1.1484 Acc: 5.7921%
Real Acc: 24.4286%

Epoch 6/29
----------
train Loss: 0.6353 Acc: 8.1660%
Real Acc: 23.2024%
val Loss: 1.1740 Acc: 7.4886%
Real Acc: 24.6071%

Epoch 7/29
----------
train Loss: 0.6272 Acc: 9.1783%
Real Acc: 22.9643%
val Loss: 1.3948 Acc: 8.8243%
Real Acc: 24.6071%

Epoch 8/29
----------
train Loss: 0.6186 Acc: 10.1876%
Real Acc: 23.1881%
val Loss: 1.7189 Acc: 6.2007%
Real Acc: 24.1143%

Epoch 9/29
----------
train Loss: 0.6099 Acc: 11.0698%
Real Acc: 22.0857%
val Loss: 1.7090 Acc: 8.8900%
Real Acc: 23.5429%

Epoch 10/29
----------
train Loss: 0.5860 Acc: 13.1576%
Real Acc: 21.1429%
val Loss: 2.3922 Acc: 10.1707%
Real Acc: 24.3143%

Epoch 11/29
----------
train Loss: 0.5702 Acc: 14.1738%
Real Acc: 20.3071%
val Loss: 2.4160 Acc: 12.8029%
Real Acc: 24.2429%

Epoch 12/29
----------
train Loss: 0.5570 Acc: 15.0164%
Real Acc: 18.6024%
val Loss: 2.4092 Acc: 10.8871%
Real Acc: 23.5500%

Epoch 13/29
----------
train Loss: 0.5438 Acc: 15.7360%
Real Acc: 17.7190%
val Loss: 3.0274 Acc: 11.1250%
Real Acc: 21.5857%

Epoch 14/29
----------
train Loss: 0.5338 Acc: 16.2505%
Real Acc: 17.2619%
val Loss: 2.4362 Acc: 10.6464%
Real Acc: 22.5714%

Epoch 15/29
----------
train Loss: 0.5249 Acc: 16.7405%
Real Acc: 16.2857%
val Loss: 3.8773 Acc: 12.4650%
Real Acc: 22.1929%

Epoch 16/29
----------
train Loss: 0.5169 Acc: 17.1240%
Real Acc: 15.7476%
val Loss: 3.6037 Acc: 10.4436%
Real Acc: 20.8429%

Epoch 17/29
----------
train Loss: 0.5105 Acc: 17.4471%
Real Acc: 15.1190%
val Loss: 4.0290 Acc: 11.7050%
Real Acc: 20.9714%

Epoch 18/29
----------
train Loss: 0.5052 Acc: 17.7136%
Real Acc: 14.8786%
val Loss: 4.2437 Acc: 12.4579%
Real Acc: 21.5571%

Epoch 19/29
----------
train Loss: 0.5003 Acc: 17.9460%
Real Acc: 14.4833%
val Loss: 4.0588 Acc: 11.4993%
Real Acc: 21.7643%

Epoch 20/29
----------
train Loss: 0.4855 Acc: 18.5564%
Real Acc: 13.7119%
val Loss: 5.4983 Acc: 12.4207%
Real Acc: 21.3786%

Epoch 21/29
----------
train Loss: 0.4792 Acc: 18.8110%
Real Acc: 13.1548%
val Loss: 5.6974 Acc: 12.1850%
Real Acc: 20.4786%

Epoch 22/29
----------
train Loss: 0.4762 Acc: 18.9305%
Real Acc: 12.7762%
val Loss: 6.0362 Acc: 12.2271%
Real Acc: 20.0143%

Epoch 23/29
----------
train Loss: 0.4740 Acc: 19.0281%
Real Acc: 12.6976%
val Loss: 8.2652 Acc: 12.9243%
Real Acc: 20.4714%

Epoch 24/29
----------
train Loss: 0.4721 Acc: 19.1136%
Real Acc: 12.6952%
val Loss: 7.5922 Acc: 12.7107%
Real Acc: 19.7714%

Epoch 25/29
----------
train Loss: 0.4709 Acc: 19.1995%
Real Acc: 12.4619%
val Loss: 7.5427 Acc: 12.3129%
Real Acc: 20.5143%

Epoch 26/29
----------
train Loss: 0.4695 Acc: 19.2348%
Real Acc: 12.8262%
val Loss: 8.4229 Acc: 12.6329%
Real Acc: 20.7429%

Epoch 27/29
----------
train Loss: 0.4682 Acc: 19.2864%
Real Acc: 12.5571%
val Loss: 9.0656 Acc: 12.9714%
Real Acc: 20.0571%

Epoch 28/29
----------
train Loss: 0.4671 Acc: 19.3471%
Real Acc: 12.1571%
val Loss: 8.2004 Acc: 12.2114%
Real Acc: 20.5071%

Epoch 29/29
----------
train Loss: 0.4660 Acc: 19.3862%
Real Acc: 12.2833%
val Loss: 8.9152 Acc: 12.4021%
Real Acc: 19.9286%

Training complete in 3119m 40s
Best val Acc: 24.607143
[16.1, 18.185714285714287, 20.721428571428575, 22.935714285714287, 23.950000000000003, 24.42857142857143, 24.607142857142858, 24.607142857142858, 24.114285714285717, 23.542857142857144, 24.314285714285717, 24.242857142857144, 23.55, 21.58571428571429, 22.571428571428573, 22.192857142857143, 20.842857142857145, 20.971428571428575, 21.557142857142857, 21.764285714285716, 21.37857142857143, 20.478571428571428, 20.014285714285716, 20.471428571428575, 19.771428571428572, 20.514285714285716, 20.742857142857144, 20.05714285714286, 20.50714285714286, 19.92857142857143]

test 24.8%