Epoch: 0001 train_loss= 1.41577 train_acc= 0.20847 val_loss= 1.40788 val_acc= 0.14286 time= 0.07813
Epoch: 0002 train_loss= 1.40720 train_acc= 0.20521 val_loss= 1.40203 val_acc= 0.14286 time= 0.01563
Epoch: 0003 train_loss= 1.40413 train_acc= 0.20521 val_loss= 1.39722 val_acc= 0.14286 time= 0.01563
Epoch: 0004 train_loss= 1.38835 train_acc= 0.26384 val_loss= 1.39336 val_acc= 0.17857 time= 0.01563
Epoch: 0005 train_loss= 1.39330 train_acc= 0.27036 val_loss= 1.38899 val_acc= 0.19643 time= 0.01563
Epoch: 0006 train_loss= 1.38539 train_acc= 0.28664 val_loss= 1.38439 val_acc= 0.19643 time= 0.01563
Epoch: 0007 train_loss= 1.37967 train_acc= 0.28339 val_loss= 1.38069 val_acc= 0.19643 time= 0.01563
Epoch: 0008 train_loss= 1.38944 train_acc= 0.27036 val_loss= 1.37700 val_acc= 0.19643 time= 0.01563
Epoch: 0009 train_loss= 1.38395 train_acc= 0.29316 val_loss= 1.37377 val_acc= 0.19643 time= 0.01563
Epoch: 0010 train_loss= 1.38324 train_acc= 0.25407 val_loss= 1.37097 val_acc= 0.19643 time= 0.01563
Epoch: 0011 train_loss= 1.37766 train_acc= 0.28990 val_loss= 1.36782 val_acc= 0.19643 time= 0.01563
Epoch: 0012 train_loss= 1.37857 train_acc= 0.29967 val_loss= 1.36480 val_acc= 0.17857 time= 0.01563
Epoch: 0013 train_loss= 1.38054 train_acc= 0.29967 val_loss= 1.36276 val_acc= 0.17857 time= 0.00000
Epoch: 0014 train_loss= 1.37956 train_acc= 0.30945 val_loss= 1.36119 val_acc= 0.19643 time= 0.01563
Epoch: 0015 train_loss= 1.38212 train_acc= 0.29642 val_loss= 1.35975 val_acc= 0.25000 time= 0.01563
Epoch: 0016 train_loss= 1.37717 train_acc= 0.30945 val_loss= 1.35887 val_acc= 0.28571 time= 0.01563
Epoch: 0017 train_loss= 1.37859 train_acc= 0.29642 val_loss= 1.35884 val_acc= 0.32143 time= 0.01562
Epoch: 0018 train_loss= 1.37919 train_acc= 0.29967 val_loss= 1.35995 val_acc= 0.30357 time= 0.01563
Epoch: 0019 train_loss= 1.37539 train_acc= 0.30619 val_loss= 1.36123 val_acc= 0.28571 time= 0.01563
Epoch: 0020 train_loss= 1.38213 train_acc= 0.29316 val_loss= 1.36339 val_acc= 0.26786 time= 0.01562
Early stopping...
Optimization Finished!
Test set results: cost= 1.39026 accuracy= 0.19469 time= 0.00000 
