Epoch: 0001 train_loss= 0.69716 train_acc= 0.51455 val_loss= 0.69984 val_acc= 0.47541 time= 0.52863
Epoch: 0002 train_loss= 0.69766 train_acc= 0.50364 val_loss= 0.69952 val_acc= 0.47541 time= 0.00900
Epoch: 0003 train_loss= 0.69719 train_acc= 0.49818 val_loss= 0.69913 val_acc= 0.47541 time= 0.00900
Epoch: 0004 train_loss= 0.69788 train_acc= 0.50545 val_loss= 0.69863 val_acc= 0.47541 time= 0.00800
Epoch: 0005 train_loss= 0.69735 train_acc= 0.50182 val_loss= 0.69806 val_acc= 0.49180 time= 0.00800
Epoch: 0006 train_loss= 0.69661 train_acc= 0.51091 val_loss= 0.69748 val_acc= 0.50820 time= 0.00700
Epoch: 0007 train_loss= 0.69433 train_acc= 0.50364 val_loss= 0.69704 val_acc= 0.50820 time= 0.00800
Epoch: 0008 train_loss= 0.69469 train_acc= 0.50727 val_loss= 0.69665 val_acc= 0.52459 time= 0.00700
Epoch: 0009 train_loss= 0.69499 train_acc= 0.51091 val_loss= 0.69628 val_acc= 0.52459 time= 0.00800
Epoch: 0010 train_loss= 0.69483 train_acc= 0.51636 val_loss= 0.69591 val_acc= 0.52459 time= 0.00800
Epoch: 0011 train_loss= 0.69361 train_acc= 0.50909 val_loss= 0.69561 val_acc= 0.52459 time= 0.00700
Epoch: 0012 train_loss= 0.69024 train_acc= 0.53091 val_loss= 0.69544 val_acc= 0.50820 time= 0.00600
Epoch: 0013 train_loss= 0.69402 train_acc= 0.50545 val_loss= 0.69535 val_acc= 0.52459 time= 0.00800
Epoch: 0014 train_loss= 0.69327 train_acc= 0.52364 val_loss= 0.69524 val_acc= 0.54098 time= 0.00600
Epoch: 0015 train_loss= 0.69163 train_acc= 0.50727 val_loss= 0.69522 val_acc= 0.54098 time= 0.00700
Epoch: 0016 train_loss= 0.69176 train_acc= 0.52364 val_loss= 0.69521 val_acc= 0.54098 time= 0.00500
Epoch: 0017 train_loss= 0.69025 train_acc= 0.51455 val_loss= 0.69532 val_acc= 0.52459 time= 0.00700
Epoch: 0018 train_loss= 0.69112 train_acc= 0.51091 val_loss= 0.69535 val_acc= 0.52459 time= 0.00700
Epoch: 0019 train_loss= 0.69030 train_acc= 0.51273 val_loss= 0.69542 val_acc= 0.52459 time= 0.00700
Epoch: 0020 train_loss= 0.68874 train_acc= 0.53818 val_loss= 0.69542 val_acc= 0.54098 time= 0.00700
Early stopping...
Optimization Finished!
Test set results: cost= 0.69767 accuracy= 0.45082 time= 0.00200 
