Epoch 0/24 ---------- train Loss: 0.5407 Acc: 0.7090 val Loss: 0.2509 Acc: 0.9085 Epoch 1/24 ---------- train Loss: 0.4798 Acc: 0.8033 val Loss: 0.3581 Acc: 0.8366 Epoch 2/24 ---------- train Loss: 0.4134 Acc: 0.8238 val Loss: 0.5095 Acc: 0.8170 Epoch 3/24 ---------- train Loss: 0.4941 Acc: 0.7992 val Loss: 0.3163 Acc: 0.8693 Epoch 4/24 ---------- train Loss: 0.4597 Acc: 0.8074 val Loss: 0.4031 Acc: 0.8497 Epoch 5/24 ---------- train Loss: 0.5464 Acc: 0.8033 val Loss: 0.3989 Acc: 0.8693 Epoch 6/24 ---------- train Loss: 0.5868 Acc: 0.7705 val Loss: 0.3086 Acc: 0.8954 Epoch 7/24 ---------- train Loss: 0.4023 Acc: 0.8279 val Loss: 0.2441 Acc: 0.9150 Epoch 8/24 ---------- train Loss: 0.3985 Acc: 0.8361 val Loss: 0.2477 Acc: 0.9216 Epoch 9/24 ---------- train Loss: 0.3843 Acc: 0.8361 val Loss: 0.2672 Acc: 0.8954 Epoch 10/24 ---------- train Loss: 0.3626 Acc: 0.8361 val Loss: 0.2151 Acc: 0.9346 Epoch 11/24 ---------- train Loss: 0.2809 Acc: 0.8811 val Loss: 0.2157 Acc: 0.9346 Epoch 12/24 ---------- train Loss: 0.2557 Acc: 0.8934 val Loss: 0.2191 Acc: 0.9412 Epoch 13/24 ---------- train Loss: 0.2181 Acc: 0.8975 val Loss: 0.2190 Acc: 0.9346 Epoch 14/24 ---------- train Loss: 0.2505 Acc: 0.9098 val Loss: 0.1975 Acc: 0.9412 Epoch 15/24 ---------- train Loss: 0.2718 Acc: 0.8934 val Loss: 0.2315 Acc: 0.9281 Epoch 16/24 ---------- train Loss: 0.2625 Acc: 0.9139 val Loss: 0.2105 Acc: 0.9346 Epoch 17/24 ---------- train Loss: 0.3745 Acc: 0.8402 val Loss: 0.2147 Acc: 0.9281 Epoch 18/24 ---------- train Loss: 0.2202 Acc: 0.9180 val Loss: 0.2202 Acc: 0.9346 Epoch 19/24 ---------- train Loss: 0.2100 Acc: 0.9303 val Loss: 0.2189 Acc: 0.9281 Epoch 20/24 ---------- train Loss: 0.2621 Acc: 0.9016 val Loss: 0.2040 Acc: 0.9346 Epoch 21/24 ---------- train Loss: 0.3282 Acc: 0.8689 val Loss: 0.2502 Acc: 0.9150 Epoch 22/24 ---------- train Loss: 0.2818 Acc: 0.8811 val Loss: 0.2041 Acc: 0.9346 Epoch 23/24 ---------- train Loss: 0.3112 Acc: 0.8484 val Loss: 0.2131 Acc: 0.9346 Epoch 24/24 ---------- train Loss: 0.1835 Acc: 0.9139 val Loss: 0.2060 Acc: 0.9346 Training complete in 0m 38s Best val Acc: 0.941176