Epoch: 0001 train_loss= 1.29523 train_acc= 0.49394 val_loss= 0.73350 val_acc= 0.55738 time= 0.28706
Epoch: 0002 train_loss= 0.97328 train_acc= 0.46061 val_loss= 0.72270 val_acc= 0.55738 time= 0.02200
Epoch: 0003 train_loss= 0.92091 train_acc= 0.53636 val_loss= 0.83283 val_acc= 0.54098 time= 0.02201
Epoch: 0004 train_loss= 0.85524 train_acc= 0.53939 val_loss= 0.98799 val_acc= 0.59016 time= 0.02100
Epoch: 0005 train_loss= 0.87107 train_acc= 0.51212 val_loss= 1.05631 val_acc= 0.63934 time= 0.02300
Epoch: 0006 train_loss= 1.24183 train_acc= 0.50606 val_loss= 1.04228 val_acc= 0.65574 time= 0.02201
Epoch: 0007 train_loss= 0.87252 train_acc= 0.48788 val_loss= 1.01410 val_acc= 0.62295 time= 0.01900
Epoch: 0008 train_loss= 1.09459 train_acc= 0.51515 val_loss= 0.95103 val_acc= 0.63934 time= 0.02000
Epoch: 0009 train_loss= 0.93513 train_acc= 0.48788 val_loss= 0.88026 val_acc= 0.63934 time= 0.02000
Epoch: 0010 train_loss= 1.10743 train_acc= 0.50000 val_loss= 0.78967 val_acc= 0.65574 time= 0.02501
Epoch: 0011 train_loss= 1.03403 train_acc= 0.49394 val_loss= 0.70080 val_acc= 0.63934 time= 0.02201
Epoch: 0012 train_loss= 0.94674 train_acc= 0.52727 val_loss= 0.71941 val_acc= 0.54098 time= 0.02100
Epoch: 0013 train_loss= 0.78633 train_acc= 0.51212 val_loss= 0.74291 val_acc= 0.54098 time= 0.02100
Epoch: 0014 train_loss= 1.04928 train_acc= 0.53030 val_loss= 0.73394 val_acc= 0.52459 time= 0.02001
Epoch: 0015 train_loss= 1.30015 train_acc= 0.54848 val_loss= 0.71482 val_acc= 0.50820 time= 0.01474
Epoch: 0016 train_loss= 0.72343 train_acc= 0.53030 val_loss= 0.71573 val_acc= 0.52459 time= 0.01400
Epoch: 0017 train_loss= 1.28613 train_acc= 0.53939 val_loss= 0.72351 val_acc= 0.55738 time= 0.03126
Epoch: 0018 train_loss= 0.92082 train_acc= 0.50000 val_loss= 0.72371 val_acc= 0.55738 time= 0.01563
Epoch: 0019 train_loss= 0.70519 train_acc= 0.55152 val_loss= 0.72562 val_acc= 0.54098 time= 0.01562
Epoch: 0020 train_loss= 0.89158 train_acc= 0.49697 val_loss= 0.72968 val_acc= 0.50820 time= 0.03125
Early stopping...
Optimization Finished!
Test set results: cost= 0.77733 accuracy= 0.40984 time= 0.00000 
