Epoch: 0001 train_loss= 1.38409 train_acc= 0.27344 val_loss= 1.36758 val_acc= 0.42857 time= 0.51566
Epoch: 0002 train_loss= 1.38356 train_acc= 0.28516 val_loss= 1.36511 val_acc= 0.41071 time= 0.01562
Epoch: 0003 train_loss= 1.38246 train_acc= 0.28906 val_loss= 1.36257 val_acc= 0.41071 time= 0.00000
Epoch: 0004 train_loss= 1.38062 train_acc= 0.31445 val_loss= 1.35995 val_acc= 0.41071 time= 0.00000
Epoch: 0005 train_loss= 1.37972 train_acc= 0.31641 val_loss= 1.35727 val_acc= 0.41071 time= 0.01563
Epoch: 0006 train_loss= 1.37947 train_acc= 0.31641 val_loss= 1.35454 val_acc= 0.41071 time= 0.01562
Epoch: 0007 train_loss= 1.38009 train_acc= 0.31641 val_loss= 1.35198 val_acc= 0.41071 time= 0.00000
Epoch: 0008 train_loss= 1.37664 train_acc= 0.31445 val_loss= 1.34945 val_acc= 0.41071 time= 0.01563
Epoch: 0009 train_loss= 1.37784 train_acc= 0.31641 val_loss= 1.34718 val_acc= 0.41071 time= 0.00000
Epoch: 0010 train_loss= 1.37721 train_acc= 0.31445 val_loss= 1.34518 val_acc= 0.41071 time= 0.00000
Epoch: 0011 train_loss= 1.37610 train_acc= 0.31641 val_loss= 1.34343 val_acc= 0.41071 time= 0.01563
Epoch: 0012 train_loss= 1.37635 train_acc= 0.31641 val_loss= 1.34188 val_acc= 0.41071 time= 0.01563
Epoch: 0013 train_loss= 1.37549 train_acc= 0.31641 val_loss= 1.34066 val_acc= 0.41071 time= 0.00000
Epoch: 0014 train_loss= 1.37600 train_acc= 0.31641 val_loss= 1.34001 val_acc= 0.41071 time= 0.01563
Epoch: 0015 train_loss= 1.37784 train_acc= 0.31641 val_loss= 1.33970 val_acc= 0.41071 time= 0.00000
Epoch: 0016 train_loss= 1.37625 train_acc= 0.31641 val_loss= 1.33967 val_acc= 0.41071 time= 0.01563
Epoch: 0017 train_loss= 1.37667 train_acc= 0.31641 val_loss= 1.33982 val_acc= 0.41071 time= 0.00000
Epoch: 0018 train_loss= 1.37338 train_acc= 0.31641 val_loss= 1.33988 val_acc= 0.41071 time= 0.00000
Epoch: 0019 train_loss= 1.37890 train_acc= 0.31641 val_loss= 1.34035 val_acc= 0.41071 time= 0.01563
Epoch: 0020 train_loss= 1.37556 train_acc= 0.31641 val_loss= 1.34091 val_acc= 0.41071 time= 0.00000
Epoch: 0021 train_loss= 1.37596 train_acc= 0.31641 val_loss= 1.34155 val_acc= 0.41071 time= 0.01563
Early stopping...
Optimization Finished!
Test set results: cost= 1.38918 accuracy= 0.31858 time= 0.00000 
