Epoch: 0001 train_loss= 1.39668 train_acc= 0.18567 val_loss= 1.39244 val_acc= 0.21429 time= 0.21877
Epoch: 0002 train_loss= 1.39447 train_acc= 0.18893 val_loss= 1.39152 val_acc= 0.21429 time= 0.00000
Epoch: 0003 train_loss= 1.39382 train_acc= 0.18893 val_loss= 1.39068 val_acc= 0.21429 time= 0.01563
Epoch: 0004 train_loss= 1.39183 train_acc= 0.18241 val_loss= 1.38993 val_acc= 0.19643 time= 0.00000
Epoch: 0005 train_loss= 1.39010 train_acc= 0.20847 val_loss= 1.38923 val_acc= 0.19643 time= 0.02108
Epoch: 0006 train_loss= 1.38689 train_acc= 0.24430 val_loss= 1.38859 val_acc= 0.23214 time= 0.01051
Epoch: 0007 train_loss= 1.38710 train_acc= 0.28339 val_loss= 1.38803 val_acc= 0.25000 time= 0.00000
Epoch: 0008 train_loss= 1.38432 train_acc= 0.29642 val_loss= 1.38754 val_acc= 0.25000 time= 0.01563
Epoch: 0009 train_loss= 1.38530 train_acc= 0.28990 val_loss= 1.38712 val_acc= 0.25000 time= 0.00000
Epoch: 0010 train_loss= 1.38475 train_acc= 0.30945 val_loss= 1.38675 val_acc= 0.25000 time= 0.01563
Epoch: 0011 train_loss= 1.38286 train_acc= 0.28664 val_loss= 1.38643 val_acc= 0.25000 time= 0.00000
Epoch: 0012 train_loss= 1.38184 train_acc= 0.26710 val_loss= 1.38615 val_acc= 0.25000 time= 0.01563
Epoch: 0013 train_loss= 1.38105 train_acc= 0.28664 val_loss= 1.38591 val_acc= 0.25000 time= 0.01563
Epoch: 0014 train_loss= 1.37958 train_acc= 0.29316 val_loss= 1.38573 val_acc= 0.25000 time= 0.00000
Epoch: 0015 train_loss= 1.37835 train_acc= 0.30619 val_loss= 1.38561 val_acc= 0.25000 time= 0.01563
Epoch: 0016 train_loss= 1.37786 train_acc= 0.30945 val_loss= 1.38554 val_acc= 0.25000 time= 0.00000
Epoch: 0017 train_loss= 1.37767 train_acc= 0.30293 val_loss= 1.38555 val_acc= 0.25000 time= 0.01563
Epoch: 0018 train_loss= 1.37565 train_acc= 0.28664 val_loss= 1.38560 val_acc= 0.25000 time= 0.01563
Epoch: 0019 train_loss= 1.37683 train_acc= 0.28013 val_loss= 1.38572 val_acc= 0.25000 time= 0.00000
Epoch: 0020 train_loss= 1.37431 train_acc= 0.29967 val_loss= 1.38593 val_acc= 0.25000 time= 0.01563
Early stopping...
Optimization Finished!
Test set results: cost= 1.37604 accuracy= 0.30088 time= 0.00000 
