Epoch 1/100 ---------- lr: 0.01 train loss: 13.5923 val loss: 6.4904 Epoch 2/100 ---------- lr: 0.01 train loss: 5.4628 val loss: 3.8100 Epoch 3/100 ---------- lr: 0.01 train loss: 4.5499 val loss: 3.3763 Epoch 4/100 ---------- lr: 0.01 train loss: 4.1794 val loss: 2.4960 Epoch 5/100 ---------- lr: 0.01 train loss: 3.6609 val loss: 2.8513 Epoch 6/100 ---------- lr: 0.01 train loss: 3.4131 val loss: 2.4832 Epoch 7/100 ---------- lr: 0.01 train loss: 3.4414 val loss: 2.3750 Epoch 8/100 ---------- lr: 0.01 train loss: 2.7946 val loss: 1.5988 Epoch 9/100 ---------- lr: 0.01 train loss: 3.1181 val loss: 2.2124 Epoch 10/100 ---------- lr: 0.01 train loss: 2.6633 val loss: 1.4812 Epoch 11/100 ---------- lr: 0.01 train loss: 2.4900 val loss: 2.4386 Epoch 12/100 ---------- lr: 0.01 train loss: 2.7844 val loss: 1.4625 Epoch 13/100 ---------- lr: 0.01 train loss: 2.7339 val loss: 2.2196 Epoch 14/100 ---------- lr: 0.01 train loss: 3.6135 val loss: 3.1431 Epoch 15/100 ---------- lr: 0.01 train loss: 8.9961 val loss: 11.0922 Epoch 16/100 ---------- lr: 0.01 train loss: 12.5043 val loss: 9.6242 Epoch 17/100 ---------- lr: 0.01 train loss: 10.4209 val loss: 10.6329 Epoch 18/100 ---------- lr: 0.01 train loss: 10.0557 val loss: 7.4679 Epoch 19/100 ---------- lr: 0.01 train loss: 8.5722 val loss: 6.8731 Epoch 20/100 ---------- lr: 0.01 train loss: 7.8560 val loss: 7.1181 Epoch 21/100 ---------- lr: 0.01 train loss: 8.6816 val loss: 7.7123 Epoch 22/100 ---------- lr: 0.01 train loss: 9.5439 val loss: 8.7737 Epoch 23/100 ---------- lr: 0.01 train loss: 11.4639 val loss: 9.1345 Epoch 24/100 ---------- lr: 0.01 train loss: 9.8207 val loss: 8.5275 Epoch 25/100 ---------- lr: 0.01 train loss: 8.6964 val loss: 6.5834 Epoch 26/100 ---------- lr: 0.01 train loss: 8.8945 val loss: 7.0937 Epoch 27/100 ---------- lr: 0.01 train loss: 8.4510 val loss: 8.2767 Epoch 28/100 ---------- lr: 0.01 train loss: 8.6472 val loss: 6.9466 Epoch 29/100 ---------- lr: 0.01 train loss: 7.7330 val loss: 6.1605 Epoch 30/100 ---------- lr: 0.01 train loss: 7.2438 val loss: 5.7762 Epoch 31/100 ---------- lr: 0.01 train loss: 6.9162 val loss: 5.8159 Epoch 32/100 ---------- lr: 0.01 train loss: 7.0645 val loss: 7.0412 Epoch 33/100 ---------- lr: 0.01 train loss: 7.6795 val loss: 6.9611 Epoch 34/100 ---------- lr: 0.005 train loss: 7.9915 val loss: 7.1550 Epoch 35/100 ---------- lr: 0.005 train loss: 7.7272 val loss: 6.4010 Epoch 36/100 ---------- lr: 0.005 train loss: 7.1379 val loss: 5.8308 Epoch 37/100 ---------- lr: 0.005 train loss: 6.9110 val loss: 6.2618 Epoch 38/100 ---------- lr: 0.005 train loss: 7.1782 val loss: 5.7188 Epoch 39/100 ---------- lr: 0.005 train loss: 6.5842 val loss: 5.6540 Epoch 40/100 ---------- lr: 0.005 train loss: 6.4511 val loss: 5.3468 Epoch 41/100 ---------- lr: 0.005 train loss: 7.3191 val loss: 6.7916 Epoch 42/100 ---------- lr: 0.005 train loss: 7.6869 val loss: 7.2755 Epoch 43/100 ---------- lr: 0.005 train loss: 8.3402 val loss: 7.5813 Epoch 44/100 ---------- lr: 0.005 train loss: 8.0037 val loss: 6.7387 Epoch 45/100 ---------- lr: 0.005 train loss: 7.7029 val loss: 6.3040 Epoch 46/100 ---------- lr: 0.005 train loss: 7.2345 val loss: 5.9943 Epoch 47/100 ---------- lr: 0.005 train loss: 6.9499 val loss: 5.8144 Epoch 48/100 ---------- lr: 0.005 train loss: 6.8281 val loss: 6.1481 Epoch 49/100 ---------- lr: 0.005 train loss: 7.3611 val loss: 6.2643 Epoch 50/100 ---------- lr: 0.005 train loss: 7.5124 val loss: 6.2942 Epoch 51/100 ---------- lr: 0.005 train loss: 7.2845 val loss: 6.1088 Epoch 52/100 ---------- lr: 0.005 train loss: 6.9556 val loss: 5.7117 Epoch 53/100 ---------- lr: 0.005 train loss: 6.8680 val loss: 6.0065 Epoch 54/100 ---------- lr: 0.005 train loss: 6.8549 val loss: 5.5071 Epoch 55/100 ---------- lr: 0.0025 train loss: 6.6633 val loss: 5.2688 Epoch 56/100 ---------- lr: 0.0025 train loss: 6.3503 val loss: 5.1502 Epoch 57/100 ---------- lr: 0.0025 train loss: 6.1589 val loss: 5.0781 Epoch 58/100 ---------- lr: 0.0025 train loss: 6.0850 val loss: 4.9882 Epoch 59/100 ---------- lr: 0.0025 train loss: 5.8978 val loss: 4.9686 Epoch 60/100 ---------- lr: 0.0025 train loss: 5.9010 val loss: 4.8416 Epoch 61/100 ---------- lr: 0.0025 train loss: 5.7173 val loss: 4.6637 Epoch 62/100 ---------- lr: 0.0025 train loss: 5.5976 val loss: 4.7201 Epoch 63/100 ---------- lr: 0.0025 train loss: 5.6952 val loss: 4.7898 Epoch 64/100 ---------- lr: 0.0025 train loss: 5.7204 val loss: 4.7537 Epoch 65/100 ---------- lr: 0.0025 train loss: 5.5955 val loss: 4.8144 Epoch 66/100 ---------- lr: 0.0025 train loss: 5.5515 val loss: 4.5621 Epoch 67/100 ---------- lr: 0.0025 train loss: 5.4788 val loss: 4.6229 Epoch 68/100 ---------- lr: 0.0025 train loss: 5.4822 val loss: 4.5727 Epoch 69/100 ---------- lr: 0.0025 train loss: 5.5017 val loss: 4.7527 Epoch 70/100 ---------- lr: 0.0025 train loss: 5.5256 val loss: 4.8028 Epoch 71/100 ---------- lr: 0.0025 train loss: 5.5859 val loss: 4.7032 Epoch 72/100 ---------- lr: 0.0025 train loss: 5.5923 val loss: 4.7265 Epoch 73/100 ---------- lr: 0.0025 train loss: 5.4539 val loss: 4.8156 Epoch 74/100 ---------- lr: 0.0025 train loss: 5.5013 val loss: 4.7926 Epoch 75/100 ---------- lr: 0.0025 train loss: 5.5007 val loss: 4.7905 Epoch 76/100 ---------- lr: 0.00125 train loss: 5.4146 val loss: 4.8492 Epoch 77/100 ---------- lr: 0.00125 train loss: 5.3055 val loss: 4.7034 Epoch 78/100 ---------- lr: 0.00125 train loss: 5.3023 val loss: 4.8145 Epoch 79/100 ---------- lr: 0.00125 train loss: 5.2432 val loss: 4.6701 Epoch 80/100 ---------- lr: 0.00125 train loss: 5.1829 val loss: 4.5161 Epoch 81/100 ---------- lr: 0.00125 train loss: 5.1492 val loss: 4.6463 Epoch 82/100 ---------- lr: 0.00125 train loss: 5.2049 val loss: 4.4982 Epoch 83/100 ---------- lr: 0.00125 train loss: 5.1064 val loss: 4.3601 Epoch 84/100 ---------- lr: 0.00125 train loss: 5.0468 val loss: 4.3228 Epoch 85/100 ---------- lr: 0.00125 train loss: 5.0304 val loss: 4.3369 Epoch 86/100 ---------- lr: 0.00125 train loss: 4.9504 val loss: 4.2659 Epoch 87/100 ---------- lr: 0.00125 train loss: 4.9959 val loss: 4.2529 Epoch 88/100 ---------- lr: 0.00125 train loss: 4.9158 val loss: 4.2544 Epoch 89/100 ---------- lr: 0.00125 train loss: 4.9055 val loss: 4.2191 Epoch 90/100 ---------- lr: 0.00125 train loss: 4.9590 val loss: 4.3278 Epoch 91/100 ---------- lr: 0.00125 train loss: 4.9955 val loss: 4.2482 Epoch 92/100 ---------- lr: 0.00125 train loss: 4.9960 val loss: 4.2913 Epoch 93/100 ---------- lr: 0.00125 train loss: 5.0007 val loss: 4.3607 Epoch 94/100 ---------- lr: 0.00125 train loss: 5.0561 val loss: 4.4138 Epoch 95/100 ---------- lr: 0.00125 train loss: 5.0318 val loss: 4.3700 Epoch 96/100 ---------- lr: 0.00125 train loss: 4.9550 val loss: 4.3934 Epoch 97/100 ---------- lr: 0.000625 train loss: 4.9435 val loss: 4.2922 Epoch 98/100 ---------- lr: 0.000625 train loss: 4.8612 val loss: 4.2951 Epoch 99/100 ---------- lr: 0.000625 train loss: 4.8853 val loss: 4.1781 Epoch 100/100 ---------- lr: 0.000625 train loss: 4.8651 val loss: 4.2181 Training complete in 15m 52s Best val loss: 1.4625 at epoch 12 Val MSE at best epoch: 0.5042