Epoch 0/24 ---------- train Loss: 0.6425 Acc: 0.6557 val Loss: 0.2534 Acc: 0.9216 Epoch 1/24 ---------- train Loss: 0.4432 Acc: 0.7910 val Loss: 0.2115 Acc: 0.9346 Epoch 2/24 ---------- train Loss: 0.4601 Acc: 0.7910 val Loss: 0.2607 Acc: 0.9085 Epoch 3/24 ---------- train Loss: 0.4369 Acc: 0.8115 val Loss: 0.1869 Acc: 0.9477 Epoch 4/24 ---------- train Loss: 0.5486 Acc: 0.7705 val Loss: 0.1862 Acc: 0.9477 Epoch 5/24 ---------- train Loss: 0.5443 Acc: 0.7582 val Loss: 0.1941 Acc: 0.9346 Epoch 6/24 ---------- train Loss: 0.4544 Acc: 0.8238 val Loss: 0.2137 Acc: 0.9281 Epoch 7/24 ---------- train Loss: 0.3578 Acc: 0.8484 val Loss: 0.1795 Acc: 0.9477 Epoch 8/24 ---------- train Loss: 0.3237 Acc: 0.8607 val Loss: 0.2263 Acc: 0.9216 Epoch 9/24 ---------- train Loss: 0.3785 Acc: 0.8197 val Loss: 0.2008 Acc: 0.9281 Epoch 10/24 ---------- train Loss: 0.4293 Acc: 0.8033 val Loss: 0.1791 Acc: 0.9477 Epoch 11/24 ---------- train Loss: 0.3794 Acc: 0.8115 val Loss: 0.1876 Acc: 0.9412 Epoch 12/24 ---------- train Loss: 0.3922 Acc: 0.7951 val Loss: 0.1922 Acc: 0.9281 Epoch 13/24 ---------- train Loss: 0.4501 Acc: 0.7910 val Loss: 0.1799 Acc: 0.9412 Epoch 14/24 ---------- train Loss: 0.3923 Acc: 0.8279 val Loss: 0.1772 Acc: 0.9477 Epoch 15/24 ---------- train Loss: 0.3802 Acc: 0.7992 val Loss: 0.1963 Acc: 0.9412 Epoch 16/24 ---------- train Loss: 0.3290 Acc: 0.8484 val Loss: 0.1803 Acc: 0.9346 Epoch 17/24 ---------- train Loss: 0.3138 Acc: 0.8607 val Loss: 0.1835 Acc: 0.9412 Epoch 18/24 ---------- train Loss: 0.3473 Acc: 0.8648 val Loss: 0.2228 Acc: 0.9216 Epoch 19/24 ---------- train Loss: 0.3194 Acc: 0.8893 val Loss: 0.2135 Acc: 0.9477 Epoch 20/24 ---------- train Loss: 0.3600 Acc: 0.8525 val Loss: 0.1900 Acc: 0.9477 Epoch 21/24 ---------- train Loss: 0.3843 Acc: 0.8443 val Loss: 0.2042 Acc: 0.9281 Epoch 22/24 ---------- train Loss: 0.3638 Acc: 0.8443 val Loss: 0.1995 Acc: 0.9281 Epoch 23/24 ---------- train Loss: 0.2802 Acc: 0.8770 val Loss: 0.2017 Acc: 0.9346 Epoch 24/24 ---------- train Loss: 0.4518 Acc: 0.8156 val Loss: 0.2125 Acc: 0.9216 Training complete in 0m 28s Best val Acc: 0.947712