Epoch: 0001 train_loss= 2.14712 train_acc= 0.16604 val_loss= 2.12044 val_acc= 0.03448 time= 0.67132
Epoch: 0002 train_loss= 2.08787 train_acc= 0.16226 val_loss= 2.10375 val_acc= 0.06897 time= 0.01563
Epoch: 0003 train_loss= 2.07479 train_acc= 0.13208 val_loss= 2.09247 val_acc= 0.06897 time= 0.00000
Epoch: 0004 train_loss= 2.14902 train_acc= 0.17358 val_loss= 2.08286 val_acc= 0.10345 time= 0.01563
Epoch: 0005 train_loss= 2.15505 train_acc= 0.14717 val_loss= 2.07585 val_acc= 0.10345 time= 0.01563
Epoch: 0006 train_loss= 2.07896 train_acc= 0.16604 val_loss= 2.06544 val_acc= 0.13793 time= 0.01563
Epoch: 0007 train_loss= 2.05723 train_acc= 0.13962 val_loss= 2.05844 val_acc= 0.17241 time= 0.01563
Epoch: 0008 train_loss= 2.11410 train_acc= 0.16226 val_loss= 2.05252 val_acc= 0.13793 time= 0.01563
Epoch: 0009 train_loss= 2.05476 train_acc= 0.17358 val_loss= 2.04590 val_acc= 0.17241 time= 0.01563
Epoch: 0010 train_loss= 2.16499 train_acc= 0.14340 val_loss= 2.04123 val_acc= 0.20690 time= 0.01563
Epoch: 0011 train_loss= 2.04886 train_acc= 0.15094 val_loss= 2.03837 val_acc= 0.31034 time= 0.01562
Epoch: 0012 train_loss= 2.04767 train_acc= 0.17358 val_loss= 2.03552 val_acc= 0.27586 time= 0.00000
Epoch: 0013 train_loss= 2.05219 train_acc= 0.24151 val_loss= 2.03370 val_acc= 0.24138 time= 0.01563
Epoch: 0014 train_loss= 2.06623 train_acc= 0.19245 val_loss= 2.03359 val_acc= 0.24138 time= 0.01563
Epoch: 0015 train_loss= 2.06636 train_acc= 0.19245 val_loss= 2.03429 val_acc= 0.24138 time= 0.01563
Epoch: 0016 train_loss= 2.05309 train_acc= 0.16604 val_loss= 2.03470 val_acc= 0.24138 time= 0.01563
Epoch: 0017 train_loss= 2.05423 train_acc= 0.18868 val_loss= 2.03481 val_acc= 0.24138 time= 0.01563
Epoch: 0018 train_loss= 2.03583 train_acc= 0.15472 val_loss= 2.03602 val_acc= 0.24138 time= 0.01563
Epoch: 0019 train_loss= 2.04733 train_acc= 0.18113 val_loss= 2.03652 val_acc= 0.20690 time= 0.01563
Epoch: 0020 train_loss= 2.05398 train_acc= 0.18113 val_loss= 2.03620 val_acc= 0.20690 time= 0.01562
Early stopping...
Optimization Finished!
Test set results: cost= 2.34791 accuracy= 0.11864 time= 0.00000 
