Epoch: 0001 train_loss= 0.70544 train_acc= 0.46970 val_loss= 0.70428 val_acc= 0.47541 time= 0.27706
Epoch: 0002 train_loss= 0.70012 train_acc= 0.47879 val_loss= 0.70212 val_acc= 0.47541 time= 0.00500
Epoch: 0003 train_loss= 0.69862 train_acc= 0.51515 val_loss= 0.70019 val_acc= 0.47541 time= 0.00600
Epoch: 0004 train_loss= 0.69513 train_acc= 0.50303 val_loss= 0.69853 val_acc= 0.47541 time= 0.00500
Epoch: 0005 train_loss= 0.69636 train_acc= 0.50000 val_loss= 0.69705 val_acc= 0.45902 time= 0.00500
Epoch: 0006 train_loss= 0.69969 train_acc= 0.46061 val_loss= 0.69580 val_acc= 0.47541 time= 0.00500
Epoch: 0007 train_loss= 0.69762 train_acc= 0.46364 val_loss= 0.69479 val_acc= 0.52459 time= 0.00500
Epoch: 0008 train_loss= 0.69525 train_acc= 0.51515 val_loss= 0.69402 val_acc= 0.50820 time= 0.00500
Epoch: 0009 train_loss= 0.69329 train_acc= 0.48182 val_loss= 0.69342 val_acc= 0.50820 time= 0.00500
Epoch: 0010 train_loss= 0.69257 train_acc= 0.50909 val_loss= 0.69300 val_acc= 0.50820 time= 0.00500
Epoch: 0011 train_loss= 0.69220 train_acc= 0.53333 val_loss= 0.69270 val_acc= 0.50820 time= 0.00500
Epoch: 0012 train_loss= 0.68974 train_acc= 0.50606 val_loss= 0.69251 val_acc= 0.50820 time= 0.00500
Epoch: 0013 train_loss= 0.69522 train_acc= 0.50303 val_loss= 0.69243 val_acc= 0.50820 time= 0.00500
Epoch: 0014 train_loss= 0.69602 train_acc= 0.52424 val_loss= 0.69240 val_acc= 0.50820 time= 0.00500
Epoch: 0015 train_loss= 0.69521 train_acc= 0.50303 val_loss= 0.69239 val_acc= 0.50820 time= 0.00600
Epoch: 0016 train_loss= 0.69273 train_acc= 0.51212 val_loss= 0.69242 val_acc= 0.50820 time= 0.00400
Epoch: 0017 train_loss= 0.69118 train_acc= 0.51515 val_loss= 0.69245 val_acc= 0.50820 time= 0.00500
Epoch: 0018 train_loss= 0.69648 train_acc= 0.52727 val_loss= 0.69249 val_acc= 0.50820 time= 0.00600
Epoch: 0019 train_loss= 0.69407 train_acc= 0.51515 val_loss= 0.69252 val_acc= 0.50820 time= 0.00600
Epoch: 0020 train_loss= 0.69403 train_acc= 0.52424 val_loss= 0.69256 val_acc= 0.50820 time= 0.00500
Early stopping...
Optimization Finished!
Test set results: cost= 0.69142 accuracy= 0.54098 time= 0.00300 
