Epoch: 0001 train_loss= 2.60734 train_acc= 0.25000 val_loss= 1.49813 val_acc= 0.26786 time= 1.00012
Epoch: 0002 train_loss= 1.45993 train_acc= 0.24162 val_loss= 1.41054 val_acc= 0.25000 time= 0.03125
Epoch: 0003 train_loss= 1.83705 train_acc= 0.28212 val_loss= 1.45145 val_acc= 0.26786 time= 0.01563
Epoch: 0004 train_loss= 2.14714 train_acc= 0.25279 val_loss= 1.49262 val_acc= 0.28571 time= 0.03125
Epoch: 0005 train_loss= 1.61049 train_acc= 0.23883 val_loss= 1.50755 val_acc= 0.32143 time= 0.03125
Epoch: 0006 train_loss= 1.85479 train_acc= 0.27235 val_loss= 1.53295 val_acc= 0.30357 time= 0.01563
Epoch: 0007 train_loss= 1.83195 train_acc= 0.28352 val_loss= 1.51401 val_acc= 0.30357 time= 0.03125
Epoch: 0008 train_loss= 1.68917 train_acc= 0.30447 val_loss= 1.51067 val_acc= 0.30357 time= 0.01562
Epoch: 0009 train_loss= 1.87600 train_acc= 0.26117 val_loss= 1.47102 val_acc= 0.32143 time= 0.03125
Epoch: 0010 train_loss= 1.39005 train_acc= 0.26676 val_loss= 1.44429 val_acc= 0.32143 time= 0.03125
Epoch: 0011 train_loss= 1.52647 train_acc= 0.27933 val_loss= 1.42270 val_acc= 0.33929 time= 0.01563
Epoch: 0012 train_loss= 1.52765 train_acc= 0.24721 val_loss= 1.41705 val_acc= 0.32143 time= 0.01563
Epoch: 0013 train_loss= 1.51599 train_acc= 0.26816 val_loss= 1.41906 val_acc= 0.28571 time= 0.03125
Epoch: 0014 train_loss= 1.46881 train_acc= 0.26676 val_loss= 1.42597 val_acc= 0.25000 time= 0.03125
Epoch: 0015 train_loss= 1.64848 train_acc= 0.25978 val_loss= 1.42713 val_acc= 0.28571 time= 0.01563
Epoch: 0016 train_loss= 1.39302 train_acc= 0.28352 val_loss= 1.42704 val_acc= 0.30357 time= 0.03125
Epoch: 0017 train_loss= 1.39063 train_acc= 0.27095 val_loss= 1.42708 val_acc= 0.28571 time= 0.03125
Epoch: 0018 train_loss= 1.65519 train_acc= 0.25698 val_loss= 1.42725 val_acc= 0.28571 time= 0.01563
Epoch: 0019 train_loss= 1.39069 train_acc= 0.26536 val_loss= 1.42746 val_acc= 0.26786 time= 0.03125
Epoch: 0020 train_loss= 1.38495 train_acc= 0.30587 val_loss= 1.42792 val_acc= 0.26786 time= 0.01563
Early stopping...
Optimization Finished!
Test set results: cost= 1.38088 accuracy= 0.36283 time= 0.01563 
