Epoch 1/100 ---------- lr: 0.01 train loss: 18.1351 val loss: 5.3121 Epoch 2/100 ---------- lr: 0.01 train loss: 5.4956 val loss: 4.2466 Epoch 3/100 ---------- lr: 0.01 train loss: 4.3392 val loss: 3.2885 Epoch 4/100 ---------- lr: 0.01 train loss: 3.7967 val loss: 2.8152 Epoch 5/100 ---------- lr: 0.01 train loss: 3.4417 val loss: 2.3473 Epoch 6/100 ---------- lr: 0.01 train loss: 3.6168 val loss: 3.0128 Epoch 7/100 ---------- lr: 0.01 train loss: 3.7322 val loss: 2.7231 Epoch 8/100 ---------- lr: 0.01 train loss: 2.9225 val loss: 1.9103 Epoch 9/100 ---------- lr: 0.01 train loss: 2.6341 val loss: 2.7257 Epoch 10/100 ---------- lr: 0.01 train loss: 2.5283 val loss: 1.6774 Epoch 11/100 ---------- lr: 0.01 train loss: 2.4442 val loss: 1.9186 Epoch 12/100 ---------- lr: 0.01 train loss: 2.4495 val loss: 1.7482 Epoch 13/100 ---------- lr: 0.01 train loss: 2.1650 val loss: 1.6933 Epoch 14/100 ---------- lr: 0.01 train loss: 2.1009 val loss: 1.3941 Epoch 15/100 ---------- lr: 0.01 train loss: 1.8766 val loss: 1.3192 Epoch 16/100 ---------- lr: 0.01 train loss: 1.9685 val loss: 2.5797 Epoch 17/100 ---------- lr: 0.01 train loss: 2.9208 val loss: 2.7351 Epoch 18/100 ---------- lr: 0.01 train loss: 4.1921 val loss: 3.7418 Epoch 19/100 ---------- lr: 0.01 train loss: 6.1913 val loss: 6.2333 Epoch 20/100 ---------- lr: 0.01 train loss: 7.2379 val loss: 6.3418 Epoch 21/100 ---------- lr: 0.01 train loss: 6.2609 val loss: 4.9158 Epoch 22/100 ---------- lr: 0.01 train loss: 5.7370 val loss: 4.9324 Epoch 23/100 ---------- lr: 0.01 train loss: 5.4204 val loss: 4.5719 Epoch 24/100 ---------- lr: 0.01 train loss: 5.0068 val loss: 5.6507 Epoch 25/100 ---------- lr: 0.01 train loss: 5.5175 val loss: 4.6714 Epoch 26/100 ---------- lr: 0.01 train loss: 5.3247 val loss: 4.3702 Epoch 27/100 ---------- lr: 0.01 train loss: 5.1362 val loss: 4.0926 Epoch 28/100 ---------- lr: 0.01 train loss: 4.4787 val loss: 3.6794 Epoch 29/100 ---------- lr: 0.01 train loss: 4.8317 val loss: 3.8362 Epoch 30/100 ---------- lr: 0.01 train loss: 4.5659 val loss: 3.7615 Epoch 31/100 ---------- lr: 0.01 train loss: 4.4929 val loss: 3.9668 Epoch 32/100 ---------- lr: 0.01 train loss: 4.7179 val loss: 4.2060 Epoch 33/100 ---------- lr: 0.01 train loss: 8.5758 val loss: 14.4795 Epoch 34/100 ---------- lr: 0.01 train loss: 12.9257 val loss: 10.3189 Epoch 35/100 ---------- lr: 0.01 train loss: 10.0128 val loss: 9.2070 Epoch 36/100 ---------- lr: 0.01 train loss: 9.6513 val loss: 8.4285 Epoch 37/100 ---------- lr: 0.005 train loss: 8.1899 val loss: 7.2588 Epoch 38/100 ---------- lr: 0.005 train loss: 7.7074 val loss: 7.0338 Epoch 39/100 ---------- lr: 0.005 train loss: 7.4832 val loss: 6.6597 Epoch 40/100 ---------- lr: 0.005 train loss: 7.3203 val loss: 6.9484 Epoch 41/100 ---------- lr: 0.005 train loss: 7.2873 val loss: 6.8066 Epoch 42/100 ---------- lr: 0.005 train loss: 7.4927 val loss: 6.7698 Epoch 43/100 ---------- lr: 0.005 train loss: 7.4656 val loss: 8.1298 Epoch 44/100 ---------- lr: 0.005 train loss: 7.6376 val loss: 7.3765 Epoch 45/100 ---------- lr: 0.005 train loss: 7.4263 val loss: 6.7782 Epoch 46/100 ---------- lr: 0.005 train loss: 7.4292 val loss: 6.9610 Epoch 47/100 ---------- lr: 0.005 train loss: 7.3544 val loss: 7.0079 Epoch 48/100 ---------- lr: 0.005 train loss: 7.0909 val loss: 6.5562 Epoch 49/100 ---------- lr: 0.005 train loss: 6.8528 val loss: 6.1880 Epoch 50/100 ---------- lr: 0.005 train loss: 6.6161 val loss: 6.5970 Epoch 51/100 ---------- lr: 0.005 train loss: 6.4255 val loss: 6.5471 Epoch 52/100 ---------- lr: 0.005 train loss: 7.0572 val loss: 5.8342 Epoch 53/100 ---------- lr: 0.005 train loss: 6.7075 val loss: 5.6906 Epoch 54/100 ---------- lr: 0.005 train loss: 6.5140 val loss: 6.1651 Epoch 55/100 ---------- lr: 0.005 train loss: 6.5829 val loss: 6.2649 Epoch 56/100 ---------- lr: 0.005 train loss: 6.9571 val loss: 6.5893 Epoch 57/100 ---------- lr: 0.005 train loss: 7.1939 val loss: 5.9472 Epoch 58/100 ---------- lr: 0.0025 train loss: 6.5566 val loss: 5.9349 Epoch 59/100 ---------- lr: 0.0025 train loss: 6.5501 val loss: 5.8792 Epoch 60/100 ---------- lr: 0.0025 train loss: 6.4978 val loss: 5.9193 Epoch 61/100 ---------- lr: 0.0025 train loss: 6.3073 val loss: 5.8186 Epoch 62/100 ---------- lr: 0.0025 train loss: 6.2695 val loss: 5.5246 Epoch 63/100 ---------- lr: 0.0025 train loss: 6.2501 val loss: 5.6431 Epoch 64/100 ---------- lr: 0.0025 train loss: 6.2655 val loss: 6.0025 Epoch 65/100 ---------- lr: 0.0025 train loss: 6.3117 val loss: 5.5822 Epoch 66/100 ---------- lr: 0.0025 train loss: 6.2820 val loss: 5.5836 Epoch 67/100 ---------- lr: 0.0025 train loss: 6.1413 val loss: 5.4129 Epoch 68/100 ---------- lr: 0.0025 train loss: 5.9680 val loss: 5.3199 Epoch 69/100 ---------- lr: 0.0025 train loss: 6.0163 val loss: 5.2493 Epoch 70/100 ---------- lr: 0.0025 train loss: 5.8423 val loss: 5.3057 Epoch 71/100 ---------- lr: 0.0025 train loss: 5.9523 val loss: 5.4133 Epoch 72/100 ---------- lr: 0.0025 train loss: 5.7791 val loss: 5.6274 Epoch 73/100 ---------- lr: 0.0025 train loss: 5.7472 val loss: 5.1774 Epoch 74/100 ---------- lr: 0.0025 train loss: 5.8345 val loss: 5.2373 Epoch 75/100 ---------- lr: 0.0025 train loss: 5.6792 val loss: 5.1796 Epoch 76/100 ---------- lr: 0.0025 train loss: 5.7473 val loss: 5.0074 Epoch 77/100 ---------- lr: 0.0025 train loss: 5.6509 val loss: 5.2515 Epoch 78/100 ---------- lr: 0.0025 train loss: 5.5713 val loss: 5.1636 Epoch 79/100 ---------- lr: 0.00125 train loss: 5.5108 val loss: 4.9383 Epoch 80/100 ---------- lr: 0.00125 train loss: 5.4197 val loss: 4.8088 Epoch 81/100 ---------- lr: 0.00125 train loss: 5.4152 val loss: 4.9636 Epoch 82/100 ---------- lr: 0.00125 train loss: 5.3126 val loss: 4.8160 Epoch 83/100 ---------- lr: 0.00125 train loss: 5.2458 val loss: 4.6334 Epoch 84/100 ---------- lr: 0.00125 train loss: 5.2596 val loss: 4.6312 Epoch 85/100 ---------- lr: 0.00125 train loss: 5.1339 val loss: 4.6652 Epoch 86/100 ---------- lr: 0.00125 train loss: 5.2154 val loss: 4.7050 Epoch 87/100 ---------- lr: 0.00125 train loss: 5.1283 val loss: 4.7175 Epoch 88/100 ---------- lr: 0.00125 train loss: 5.1585 val loss: 4.6342 Epoch 89/100 ---------- lr: 0.00125 train loss: 5.0735 val loss: 4.9105 Epoch 90/100 ---------- lr: 0.00125 train loss: 5.0493 val loss: 4.7430 Epoch 91/100 ---------- lr: 0.00125 train loss: 5.0657 val loss: 4.6085 Epoch 92/100 ---------- lr: 0.00125 train loss: 5.0593 val loss: 4.5805 Epoch 93/100 ---------- lr: 0.00125 train loss: 5.0941 val loss: 4.5350 Epoch 94/100 ---------- lr: 0.00125 train loss: 5.0823 val loss: 4.6995 Epoch 95/100 ---------- lr: 0.00125 train loss: 5.0407 val loss: 4.6450 Epoch 96/100 ---------- lr: 0.00125 train loss: 5.0376 val loss: 4.5708 Epoch 97/100 ---------- lr: 0.00125 train loss: 4.9979 val loss: 4.6091 Epoch 98/100 ---------- lr: 0.00125 train loss: 4.9161 val loss: 4.3977 Epoch 99/100 ---------- lr: 0.00125 train loss: 4.9691 val loss: 4.5137 Epoch 100/100 ---------- lr: 0.000625 train loss: 4.8978 val loss: 4.3929 Training complete in 33m 42s Best val loss: 1.3192 at epoch 15 Val MSE at best epoch: 0.5459