Epoch: 0001 train_loss= 1.38376 train_acc= 0.30945 val_loss= 1.37951 val_acc= 0.25000 time= 0.18751
Epoch: 0002 train_loss= 1.37989 train_acc= 0.31270 val_loss= 1.37798 val_acc= 0.25000 time= 0.01563
Epoch: 0003 train_loss= 1.37982 train_acc= 0.30945 val_loss= 1.37662 val_acc= 0.25000 time= 0.00000
Epoch: 0004 train_loss= 1.37784 train_acc= 0.31270 val_loss= 1.37547 val_acc= 0.25000 time= 0.01563
Epoch: 0005 train_loss= 1.37710 train_acc= 0.30945 val_loss= 1.37398 val_acc= 0.25000 time= 0.00000
Epoch: 0006 train_loss= 1.37827 train_acc= 0.30945 val_loss= 1.37250 val_acc= 0.25000 time= 0.00000
Epoch: 0007 train_loss= 1.37670 train_acc= 0.31270 val_loss= 1.37143 val_acc= 0.25000 time= 0.01563
Epoch: 0008 train_loss= 1.37551 train_acc= 0.31270 val_loss= 1.37027 val_acc= 0.25000 time= 0.00000
Epoch: 0009 train_loss= 1.37449 train_acc= 0.30945 val_loss= 1.36911 val_acc= 0.25000 time= 0.01563
Epoch: 0010 train_loss= 1.37841 train_acc= 0.31270 val_loss= 1.36828 val_acc= 0.25000 time= 0.00000
Epoch: 0011 train_loss= 1.37539 train_acc= 0.30945 val_loss= 1.36759 val_acc= 0.25000 time= 0.01562
Epoch: 0012 train_loss= 1.37605 train_acc= 0.31270 val_loss= 1.36724 val_acc= 0.25000 time= 0.00000
Epoch: 0013 train_loss= 1.37361 train_acc= 0.31270 val_loss= 1.36717 val_acc= 0.25000 time= 0.01563
Epoch: 0014 train_loss= 1.37525 train_acc= 0.31270 val_loss= 1.36736 val_acc= 0.25000 time= 0.00000
Epoch: 0015 train_loss= 1.37422 train_acc= 0.31270 val_loss= 1.36742 val_acc= 0.25000 time= 0.01563
Epoch: 0016 train_loss= 1.37575 train_acc= 0.31270 val_loss= 1.36726 val_acc= 0.25000 time= 0.00518
Epoch: 0017 train_loss= 1.37403 train_acc= 0.31270 val_loss= 1.36705 val_acc= 0.25000 time= 0.00000
Epoch: 0018 train_loss= 1.37274 train_acc= 0.31270 val_loss= 1.36715 val_acc= 0.25000 time= 0.01050
Epoch: 0019 train_loss= 1.37276 train_acc= 0.31270 val_loss= 1.36706 val_acc= 0.25000 time= 0.00000
Epoch: 0020 train_loss= 1.37313 train_acc= 0.31270 val_loss= 1.36771 val_acc= 0.25000 time= 0.02011
Early stopping...
Optimization Finished!
Test set results: cost= 1.38093 accuracy= 0.30088 time= 0.00300 
