Epoch: 0001 train_loss= 2.08730 train_acc= 0.10943 val_loss= 2.08498 val_acc= 0.13793 time= 0.25002
Epoch: 0002 train_loss= 2.08494 train_acc= 0.14717 val_loss= 2.08298 val_acc= 0.13793 time= 0.01563
Epoch: 0003 train_loss= 2.08268 train_acc= 0.15849 val_loss= 2.08101 val_acc= 0.13793 time= 0.01563
Epoch: 0004 train_loss= 2.08108 train_acc= 0.15849 val_loss= 2.07920 val_acc= 0.13793 time= 0.00000
Epoch: 0005 train_loss= 2.07922 train_acc= 0.15849 val_loss= 2.07745 val_acc= 0.13793 time= 0.01563
Epoch: 0006 train_loss= 2.07794 train_acc= 0.16226 val_loss= 2.07593 val_acc= 0.13793 time= 0.00000
Epoch: 0007 train_loss= 2.07607 train_acc= 0.15849 val_loss= 2.07466 val_acc= 0.13793 time= 0.01563
Epoch: 0008 train_loss= 2.07415 train_acc= 0.19623 val_loss= 2.07358 val_acc= 0.13793 time= 0.01563
Epoch: 0009 train_loss= 2.07306 train_acc= 0.15094 val_loss= 2.07274 val_acc= 0.13793 time= 0.00000
Epoch: 0010 train_loss= 2.07188 train_acc= 0.16226 val_loss= 2.07202 val_acc= 0.10345 time= 0.01563
Epoch: 0011 train_loss= 2.07119 train_acc= 0.15094 val_loss= 2.07141 val_acc= 0.10345 time= 0.01563
Epoch: 0012 train_loss= 2.07036 train_acc= 0.16604 val_loss= 2.07102 val_acc= 0.10345 time= 0.00000
Epoch: 0013 train_loss= 2.06901 train_acc= 0.17358 val_loss= 2.07086 val_acc= 0.10345 time= 0.01563
Epoch: 0014 train_loss= 2.06740 train_acc= 0.17358 val_loss= 2.07087 val_acc= 0.10345 time= 0.00000
Epoch: 0015 train_loss= 2.06706 train_acc= 0.17736 val_loss= 2.07094 val_acc= 0.10345 time= 0.01562
Epoch: 0016 train_loss= 2.06631 train_acc= 0.17736 val_loss= 2.07108 val_acc= 0.10345 time= 0.01563
Epoch: 0017 train_loss= 2.06729 train_acc= 0.16981 val_loss= 2.07121 val_acc= 0.10345 time= 0.00000
Epoch: 0018 train_loss= 2.06619 train_acc= 0.16604 val_loss= 2.07119 val_acc= 0.10345 time= 0.01563
Epoch: 0019 train_loss= 2.06639 train_acc= 0.16981 val_loss= 2.07121 val_acc= 0.10345 time= 0.01563
Epoch: 0020 train_loss= 2.06546 train_acc= 0.16981 val_loss= 2.07123 val_acc= 0.10345 time= 0.00000
Early stopping...
Optimization Finished!
Test set results: cost= 2.04919 accuracy= 0.20339 time= 0.01563 
