Epoch 1/100 ---------- lr: 0.01 train loss: 8.4909 val loss: 4.6221 Epoch 2/100 ---------- lr: 0.01 train loss: 4.0831 val loss: 3.1436 Epoch 3/100 ---------- lr: 0.01 train loss: 3.5184 val loss: 2.8573 Epoch 4/100 ---------- lr: 0.01 train loss: 3.0151 val loss: 3.0676 Epoch 5/100 ---------- lr: 0.01 train loss: 3.0355 val loss: 2.5407 Epoch 6/100 ---------- lr: 0.01 train loss: 2.3878 val loss: 1.3754 Epoch 7/100 ---------- lr: 0.01 train loss: 2.0380 val loss: 1.3220 Epoch 8/100 ---------- lr: 0.01 train loss: 2.2257 val loss: 2.5763 Epoch 9/100 ---------- lr: 0.01 train loss: 2.2836 val loss: 1.6120 Epoch 10/100 ---------- lr: 0.01 train loss: 2.1162 val loss: 1.4104 Epoch 11/100 ---------- lr: 0.01 train loss: 1.7863 val loss: 1.0085 Epoch 12/100 ---------- lr: 0.01 train loss: 1.4913 val loss: 0.8908 Epoch 13/100 ---------- lr: 0.01 train loss: 1.5273 val loss: 1.0335 Epoch 14/100 ---------- lr: 0.01 train loss: 2.3168 val loss: 1.9204 Epoch 15/100 ---------- lr: 0.01 train loss: 2.6687 val loss: 1.9943 Epoch 16/100 ---------- lr: 0.01 train loss: 6.7207 val loss: 7.3971 Epoch 17/100 ---------- lr: 0.01 train loss: 8.9620 val loss: 6.3330 Epoch 18/100 ---------- lr: 0.01 train loss: 7.0629 val loss: 6.2666 Epoch 19/100 ---------- lr: 0.01 train loss: 7.7591 val loss: 6.4065 Epoch 20/100 ---------- lr: 0.01 train loss: 6.6184 val loss: 5.6522 Epoch 21/100 ---------- lr: 0.01 train loss: 5.9609 val loss: 4.8138 Epoch 22/100 ---------- lr: 0.01 train loss: 5.5008 val loss: 4.9566 Epoch 23/100 ---------- lr: 0.01 train loss: 5.1959 val loss: 4.7499 Epoch 24/100 ---------- lr: 0.01 train loss: 6.0033 val loss: 5.3203 Epoch 25/100 ---------- lr: 0.01 train loss: 6.4113 val loss: 5.7579 Epoch 26/100 ---------- lr: 0.01 train loss: 6.0311 val loss: 4.6888 Epoch 27/100 ---------- lr: 0.01 train loss: 5.4539 val loss: 4.8560 Epoch 28/100 ---------- lr: 0.01 train loss: 5.5994 val loss: 5.0553 Epoch 29/100 ---------- lr: 0.01 train loss: 6.4938 val loss: 7.2289 Epoch 30/100 ---------- lr: 0.01 train loss: 7.1535 val loss: 6.2605 Epoch 31/100 ---------- lr: 0.01 train loss: 7.3622 val loss: 8.2538 Epoch 32/100 ---------- lr: 0.01 train loss: 7.6208 val loss: 5.8135 Epoch 33/100 ---------- lr: 0.01 train loss: 6.4030 val loss: 4.9079 Epoch 34/100 ---------- lr: 0.005 train loss: 5.8527 val loss: 5.2023 Epoch 35/100 ---------- lr: 0.005 train loss: 5.6243 val loss: 4.9202 Epoch 36/100 ---------- lr: 0.005 train loss: 5.2895 val loss: 4.4444 Epoch 37/100 ---------- lr: 0.005 train loss: 5.4733 val loss: 4.5434 Epoch 38/100 ---------- lr: 0.005 train loss: 5.2010 val loss: 4.1917 Epoch 39/100 ---------- lr: 0.005 train loss: 4.8609 val loss: 3.8811 Epoch 40/100 ---------- lr: 0.005 train loss: 4.6768 val loss: 3.9541 Epoch 41/100 ---------- lr: 0.005 train loss: 4.5442 val loss: 3.7704 Epoch 42/100 ---------- lr: 0.005 train loss: 4.3955 val loss: 3.7443 Epoch 43/100 ---------- lr: 0.005 train loss: 4.3258 val loss: 3.4521 Epoch 44/100 ---------- lr: 0.005 train loss: 4.2542 val loss: 3.9930 Epoch 45/100 ---------- lr: 0.005 train loss: 4.6606 val loss: 4.1652 Epoch 46/100 ---------- lr: 0.005 train loss: 4.5474 val loss: 4.0093 Epoch 47/100 ---------- lr: 0.005 train loss: 4.5608 val loss: 4.0761 Epoch 48/100 ---------- lr: 0.005 train loss: 5.2982 val loss: 4.3706 Epoch 49/100 ---------- lr: 0.005 train loss: 5.0513 val loss: 4.3548 Epoch 50/100 ---------- lr: 0.005 train loss: 5.0843 val loss: 4.6848 Epoch 51/100 ---------- lr: 0.005 train loss: 5.2831 val loss: 4.9165 Epoch 52/100 ---------- lr: 0.005 train loss: 5.4661 val loss: 4.7379 Epoch 53/100 ---------- lr: 0.005 train loss: 5.4187 val loss: 5.5303 Epoch 54/100 ---------- lr: 0.005 train loss: 5.7017 val loss: 5.0281 Epoch 55/100 ---------- lr: 0.0025 train loss: 5.0663 val loss: 4.8317 Epoch 56/100 ---------- lr: 0.0025 train loss: 5.0918 val loss: 4.4333 Epoch 57/100 ---------- lr: 0.0025 train loss: 4.8884 val loss: 4.2214 Epoch 58/100 ---------- lr: 0.0025 train loss: 4.6462 val loss: 4.1557 Epoch 59/100 ---------- lr: 0.0025 train loss: 4.4616 val loss: 3.8875 Epoch 60/100 ---------- lr: 0.0025 train loss: 4.3613 val loss: 3.8715 Epoch 61/100 ---------- lr: 0.0025 train loss: 4.4244 val loss: 3.8786 Epoch 62/100 ---------- lr: 0.0025 train loss: 4.3892 val loss: 3.8584 Epoch 63/100 ---------- lr: 0.0025 train loss: 4.2208 val loss: 3.7095 Epoch 64/100 ---------- lr: 0.0025 train loss: 4.1374 val loss: 3.6434 Epoch 65/100 ---------- lr: 0.0025 train loss: 4.1264 val loss: 3.5451 Epoch 66/100 ---------- lr: 0.0025 train loss: 4.0932 val loss: 3.5605 Epoch 67/100 ---------- lr: 0.0025 train loss: 4.0380 val loss: 3.6473 Epoch 68/100 ---------- lr: 0.0025 train loss: 3.9654 val loss: 3.5839 Epoch 69/100 ---------- lr: 0.0025 train loss: 3.9119 val loss: 3.4774 Epoch 70/100 ---------- lr: 0.0025 train loss: 3.8397 val loss: 3.4434 Epoch 71/100 ---------- lr: 0.0025 train loss: 3.7515 val loss: 3.4083 Epoch 72/100 ---------- lr: 0.0025 train loss: 3.7437 val loss: 3.3960 Epoch 73/100 ---------- lr: 0.0025 train loss: 3.7622 val loss: 3.4041 Epoch 74/100 ---------- lr: 0.0025 train loss: 3.7243 val loss: 3.2962 Epoch 75/100 ---------- lr: 0.0025 train loss: 3.6843 val loss: 3.2143 Epoch 76/100 ---------- lr: 0.00125 train loss: 3.5567 val loss: 3.1191 Epoch 77/100 ---------- lr: 0.00125 train loss: 3.5301 val loss: 3.1579 Epoch 78/100 ---------- lr: 0.00125 train loss: 3.4382 val loss: 3.1044 Epoch 79/100 ---------- lr: 0.00125 train loss: 3.4018 val loss: 2.9786 Epoch 80/100 ---------- lr: 0.00125 train loss: 3.3708 val loss: 2.9770 Epoch 81/100 ---------- lr: 0.00125 train loss: 3.4132 val loss: 2.9196 Epoch 82/100 ---------- lr: 0.00125 train loss: 3.3881 val loss: 2.9596 Epoch 83/100 ---------- lr: 0.00125 train loss: 3.3525 val loss: 3.0272 Epoch 84/100 ---------- lr: 0.00125 train loss: 3.3673 val loss: 3.1115 Epoch 85/100 ---------- lr: 0.00125 train loss: 3.3958 val loss: 3.1587 Epoch 86/100 ---------- lr: 0.00125 train loss: 3.3549 val loss: 3.0976 Epoch 87/100 ---------- lr: 0.00125 train loss: 3.3569 val loss: 3.1816 Epoch 88/100 ---------- lr: 0.00125 train loss: 3.3738 val loss: 3.2302 Epoch 89/100 ---------- lr: 0.00125 train loss: 3.4469 val loss: 3.1811 Epoch 90/100 ---------- lr: 0.00125 train loss: 3.3894 val loss: 3.1183 Epoch 91/100 ---------- lr: 0.00125 train loss: 3.3571 val loss: 3.0975 Epoch 92/100 ---------- lr: 0.00125 train loss: 3.3801 val loss: 3.1592 Epoch 93/100 ---------- lr: 0.00125 train loss: 3.3587 val loss: 3.1146 Epoch 94/100 ---------- lr: 0.00125 train loss: 3.3360 val loss: 3.1326 Epoch 95/100 ---------- lr: 0.00125 train loss: 3.3986 val loss: 3.1417 Epoch 96/100 ---------- lr: 0.00125 train loss: 3.3473 val loss: 3.1384 Epoch 97/100 ---------- lr: 0.000625 train loss: 3.2800 val loss: 3.0385 Epoch 98/100 ---------- lr: 0.000625 train loss: 3.2573 val loss: 3.0365 Epoch 99/100 ---------- lr: 0.000625 train loss: 3.2181 val loss: 3.1237 Epoch 100/100 ---------- lr: 0.000625 train loss: 3.2071 val loss: 3.0996 Training complete in 18m 42s Best val loss: 0.8908 at epoch 12 Val MSE at best epoch: 0.3791