Epoch: 0001 train_loss= 1.89769 train_acc= 0.21875 val_loss= 1.37911 val_acc= 0.30357 time= 0.62108
Epoch: 0002 train_loss= 1.67122 train_acc= 0.27930 val_loss= 1.44019 val_acc= 0.23214 time= 0.02060
Epoch: 0003 train_loss= 1.93740 train_acc= 0.28320 val_loss= 1.59874 val_acc= 0.23214 time= 0.01100
Epoch: 0004 train_loss= 1.67947 train_acc= 0.33008 val_loss= 1.68010 val_acc= 0.23214 time= 0.03126
Epoch: 0005 train_loss= 1.64086 train_acc= 0.32227 val_loss= 1.81991 val_acc= 0.23214 time= 0.01562
Epoch: 0006 train_loss= 1.49894 train_acc= 0.31250 val_loss= 1.79715 val_acc= 0.23214 time= 0.03125
Epoch: 0007 train_loss= 2.10073 train_acc= 0.33398 val_loss= 1.70530 val_acc= 0.23214 time= 0.01563
Epoch: 0008 train_loss= 1.72241 train_acc= 0.32227 val_loss= 1.59670 val_acc= 0.23214 time= 0.03125
Epoch: 0009 train_loss= 1.54054 train_acc= 0.29688 val_loss= 1.50566 val_acc= 0.26786 time= 0.01563
Epoch: 0010 train_loss= 1.69750 train_acc= 0.34375 val_loss= 1.43066 val_acc= 0.28571 time= 0.01563
Epoch: 0011 train_loss= 1.47415 train_acc= 0.24805 val_loss= 1.40188 val_acc= 0.33929 time= 0.03125
Epoch: 0012 train_loss= 1.41569 train_acc= 0.28516 val_loss= 1.39666 val_acc= 0.39286 time= 0.01563
Epoch: 0013 train_loss= 1.41447 train_acc= 0.32617 val_loss= 1.39639 val_acc= 0.37500 time= 0.03125
Epoch: 0014 train_loss= 1.41050 train_acc= 0.28516 val_loss= 1.39712 val_acc= 0.39286 time= 0.01563
Epoch: 0015 train_loss= 1.41322 train_acc= 0.31055 val_loss= 1.39796 val_acc= 0.39286 time= 0.01563
Epoch: 0016 train_loss= 1.42832 train_acc= 0.29297 val_loss= 1.39842 val_acc= 0.37500 time= 0.03125
Epoch: 0017 train_loss= 1.39292 train_acc= 0.31836 val_loss= 1.39953 val_acc= 0.37500 time= 0.01563
Epoch: 0018 train_loss= 1.38477 train_acc= 0.31836 val_loss= 1.40068 val_acc= 0.37500 time= 0.03125
Epoch: 0019 train_loss= 1.38681 train_acc= 0.28906 val_loss= 1.40203 val_acc= 0.35714 time= 0.03369
Epoch: 0020 train_loss= 1.39459 train_acc= 0.29688 val_loss= 1.40409 val_acc= 0.33929 time= 0.01354
Early stopping...
Optimization Finished!
Test set results: cost= 1.40764 accuracy= 0.24779 time= 0.01563 
