Epoch 0/24 ---------- train Loss: 0.6215 Acc: 0.6721 val Loss: 0.2697 Acc: 0.8954 Epoch 1/24 ---------- train Loss: 0.4999 Acc: 0.7582 val Loss: 0.2973 Acc: 0.8954 Epoch 2/24 ---------- train Loss: 0.4162 Acc: 0.7992 val Loss: 0.2049 Acc: 0.9150 Epoch 3/24 ---------- train Loss: 0.4790 Acc: 0.7869 val Loss: 0.2138 Acc: 0.9020 Epoch 4/24 ---------- train Loss: 0.4011 Acc: 0.8525 val Loss: 0.1720 Acc: 0.9608 Epoch 5/24 ---------- train Loss: 0.7120 Acc: 0.7541 val Loss: 0.2029 Acc: 0.9412 Epoch 6/24 ---------- train Loss: 0.4420 Acc: 0.8156 val Loss: 0.2255 Acc: 0.9281 Epoch 7/24 ---------- train Loss: 0.4011 Acc: 0.8320 val Loss: 0.2183 Acc: 0.9216 Epoch 8/24 ---------- train Loss: 0.3886 Acc: 0.8443 val Loss: 0.1749 Acc: 0.9477 Epoch 9/24 ---------- train Loss: 0.4087 Acc: 0.8279 val Loss: 0.1622 Acc: 0.9412 Epoch 10/24 ---------- train Loss: 0.3502 Acc: 0.8525 val Loss: 0.1600 Acc: 0.9412 Epoch 11/24 ---------- train Loss: 0.3229 Acc: 0.8852 val Loss: 0.1639 Acc: 0.9542 Epoch 12/24 ---------- train Loss: 0.3440 Acc: 0.8320 val Loss: 0.1617 Acc: 0.9542 Epoch 13/24 ---------- train Loss: 0.3663 Acc: 0.8443 val Loss: 0.1709 Acc: 0.9477 Epoch 14/24 ---------- train Loss: 0.3187 Acc: 0.8566 val Loss: 0.1639 Acc: 0.9477 Epoch 15/24 ---------- train Loss: 0.2737 Acc: 0.8852 val Loss: 0.1861 Acc: 0.9477 Epoch 16/24 ---------- train Loss: 0.3155 Acc: 0.8770 val Loss: 0.1702 Acc: 0.9542 Epoch 17/24 ---------- train Loss: 0.3959 Acc: 0.8033 val Loss: 0.1884 Acc: 0.9477 Epoch 18/24 ---------- train Loss: 0.3278 Acc: 0.8607 val Loss: 0.1745 Acc: 0.9542 Epoch 19/24 ---------- train Loss: 0.3320 Acc: 0.8648 val Loss: 0.1759 Acc: 0.9477 Epoch 20/24 ---------- train Loss: 0.3353 Acc: 0.8402 val Loss: 0.1644 Acc: 0.9542 Epoch 21/24 ---------- train Loss: 0.3090 Acc: 0.8525 val Loss: 0.1635 Acc: 0.9542 Epoch 22/24 ---------- train Loss: 0.3155 Acc: 0.8566 val Loss: 0.1911 Acc: 0.9412 Epoch 23/24 ---------- train Loss: 0.3031 Acc: 0.8730 val Loss: 0.1911 Acc: 0.9477 Epoch 24/24 ---------- train Loss: 0.3729 Acc: 0.8361 val Loss: 0.1797 Acc: 0.9542 Training complete in 0m 28s Best val Acc: 0.960784