Epoch 1/100 ---------- lr: 0.01 train loss: 23.1740 val loss: 6.4699 Epoch 2/100 ---------- lr: 0.01 train loss: 6.2332 val loss: 5.3932 Epoch 3/100 ---------- lr: 0.01 train loss: 5.8390 val loss: 3.3721 Epoch 4/100 ---------- lr: 0.01 train loss: 4.5803 val loss: 5.0136 Epoch 5/100 ---------- lr: 0.01 train loss: 4.3566 val loss: 3.7359 Epoch 6/100 ---------- lr: 0.01 train loss: 3.9402 val loss: 2.7792 Epoch 7/100 ---------- lr: 0.01 train loss: 3.2247 val loss: 2.4720 Epoch 8/100 ---------- lr: 0.01 train loss: 3.2231 val loss: 2.2018 Epoch 9/100 ---------- lr: 0.01 train loss: 2.9181 val loss: 2.3601 Epoch 10/100 ---------- lr: 0.01 train loss: 3.0572 val loss: 2.0532 Epoch 11/100 ---------- lr: 0.01 train loss: 2.8298 val loss: 2.0680 Epoch 12/100 ---------- lr: 0.01 train loss: 2.3720 val loss: 1.4856 Epoch 13/100 ---------- lr: 0.01 train loss: 2.3132 val loss: 1.7142 Epoch 14/100 ---------- lr: 0.01 train loss: 2.4510 val loss: 2.6108 Epoch 15/100 ---------- lr: 0.01 train loss: 2.5650 val loss: 2.3861 Epoch 16/100 ---------- lr: 0.01 train loss: 2.6640 val loss: 2.3933 Epoch 17/100 ---------- lr: 0.01 train loss: 3.8546 val loss: 6.8437 Epoch 18/100 ---------- lr: 0.01 train loss: 8.1367 val loss: 6.9414 Epoch 19/100 ---------- lr: 0.01 train loss: 10.5290 val loss: 11.9982 Epoch 20/100 ---------- lr: 0.01 train loss: 10.6987 val loss: 7.7248 Epoch 21/100 ---------- lr: 0.01 train loss: 8.5862 val loss: 6.7204 Epoch 22/100 ---------- lr: 0.01 train loss: 7.6078 val loss: 6.4041 Epoch 23/100 ---------- lr: 0.01 train loss: 7.2649 val loss: 6.1359 Epoch 24/100 ---------- lr: 0.01 train loss: 7.0866 val loss: 6.4818 Epoch 25/100 ---------- lr: 0.01 train loss: 7.3752 val loss: 7.9351 Epoch 26/100 ---------- lr: 0.01 train loss: 9.8076 val loss: 8.4010 Epoch 27/100 ---------- lr: 0.01 train loss: 8.7325 val loss: 7.6954 Epoch 28/100 ---------- lr: 0.01 train loss: 8.9062 val loss: 7.8194 Epoch 29/100 ---------- lr: 0.01 train loss: 7.8062 val loss: 6.8631 Epoch 30/100 ---------- lr: 0.01 train loss: 7.5569 val loss: 7.3487 Epoch 31/100 ---------- lr: 0.01 train loss: 8.2810 val loss: 7.0529 Epoch 32/100 ---------- lr: 0.01 train loss: 7.4997 val loss: 6.3522 Epoch 33/100 ---------- lr: 0.01 train loss: 7.4641 val loss: 6.6150 Epoch 34/100 ---------- lr: 0.005 train loss: 6.8811 val loss: 5.8549 Epoch 35/100 ---------- lr: 0.005 train loss: 6.4843 val loss: 5.5866 Epoch 36/100 ---------- lr: 0.005 train loss: 6.3847 val loss: 5.7198 Epoch 37/100 ---------- lr: 0.005 train loss: 6.0800 val loss: 5.2998 Epoch 38/100 ---------- lr: 0.005 train loss: 5.8024 val loss: 5.6854 Epoch 39/100 ---------- lr: 0.005 train loss: 6.0391 val loss: 5.4086 Epoch 40/100 ---------- lr: 0.005 train loss: 5.7792 val loss: 5.2392 Epoch 41/100 ---------- lr: 0.005 train loss: 5.7607 val loss: 5.3132 Epoch 42/100 ---------- lr: 0.005 train loss: 5.5810 val loss: 4.9591 Epoch 43/100 ---------- lr: 0.005 train loss: 5.3748 val loss: 4.9962 Epoch 44/100 ---------- lr: 0.005 train loss: 5.2686 val loss: 4.8197 Epoch 45/100 ---------- lr: 0.005 train loss: 5.1827 val loss: 4.7767 Epoch 46/100 ---------- lr: 0.005 train loss: 5.1756 val loss: 4.7249 Epoch 47/100 ---------- lr: 0.005 train loss: 5.0635 val loss: 4.6435 Epoch 48/100 ---------- lr: 0.005 train loss: 5.0963 val loss: 4.4931 Epoch 49/100 ---------- lr: 0.005 train loss: 4.8198 val loss: 4.6086 Epoch 50/100 ---------- lr: 0.005 train loss: 4.8393 val loss: 4.3507 Epoch 51/100 ---------- lr: 0.005 train loss: 4.7605 val loss: 4.6080 Epoch 52/100 ---------- lr: 0.005 train loss: 4.9030 val loss: 4.2918 Epoch 53/100 ---------- lr: 0.005 train loss: 4.7202 val loss: 4.4511 Epoch 54/100 ---------- lr: 0.005 train loss: 4.6870 val loss: 4.2991 Epoch 55/100 ---------- lr: 0.0025 train loss: 4.4129 val loss: 3.8901 Epoch 56/100 ---------- lr: 0.0025 train loss: 4.4124 val loss: 3.9407 Epoch 57/100 ---------- lr: 0.0025 train loss: 4.5520 val loss: 3.9750 Epoch 58/100 ---------- lr: 0.0025 train loss: 4.4234 val loss: 3.9191 Epoch 59/100 ---------- lr: 0.0025 train loss: 4.2541 val loss: 3.7301 Epoch 60/100 ---------- lr: 0.0025 train loss: 4.2309 val loss: 3.7633 Epoch 61/100 ---------- lr: 0.0025 train loss: 4.1905 val loss: 3.5203 Epoch 62/100 ---------- lr: 0.0025 train loss: 4.1497 val loss: 3.6009 Epoch 63/100 ---------- lr: 0.0025 train loss: 4.1749 val loss: 3.5329 Epoch 64/100 ---------- lr: 0.0025 train loss: 4.1517 val loss: 3.5898 Epoch 65/100 ---------- lr: 0.0025 train loss: 4.1245 val loss: 3.6065 Epoch 66/100 ---------- lr: 0.0025 train loss: 4.0298 val loss: 3.4585 Epoch 67/100 ---------- lr: 0.0025 train loss: 3.9879 val loss: 3.5259 Epoch 68/100 ---------- lr: 0.0025 train loss: 3.9423 val loss: 3.5703 Epoch 69/100 ---------- lr: 0.0025 train loss: 3.9684 val loss: 3.6947 Epoch 70/100 ---------- lr: 0.0025 train loss: 4.1302 val loss: 3.7035 Epoch 71/100 ---------- lr: 0.0025 train loss: 4.1601 val loss: 3.6470 Epoch 72/100 ---------- lr: 0.0025 train loss: 4.0647 val loss: 3.5812 Epoch 73/100 ---------- lr: 0.0025 train loss: 3.9571 val loss: 3.5955 Epoch 74/100 ---------- lr: 0.0025 train loss: 4.0033 val loss: 3.5828 Epoch 75/100 ---------- lr: 0.0025 train loss: 3.9103 val loss: 3.5937 Epoch 76/100 ---------- lr: 0.00125 train loss: 3.7829 val loss: 3.4134 Epoch 77/100 ---------- lr: 0.00125 train loss: 3.7705 val loss: 3.3946 Epoch 78/100 ---------- lr: 0.00125 train loss: 3.7067 val loss: 3.4304 Epoch 79/100 ---------- lr: 0.00125 train loss: 3.6780 val loss: 3.3159 Epoch 80/100 ---------- lr: 0.00125 train loss: 3.6467 val loss: 3.3603 Epoch 81/100 ---------- lr: 0.00125 train loss: 3.6323 val loss: 3.3730 Epoch 82/100 ---------- lr: 0.00125 train loss: 3.6525 val loss: 3.3565 Epoch 83/100 ---------- lr: 0.00125 train loss: 3.6874 val loss: 3.3558 Epoch 84/100 ---------- lr: 0.00125 train loss: 3.6622 val loss: 3.3103 Epoch 85/100 ---------- lr: 0.00125 train loss: 3.6433 val loss: 3.3180 Epoch 86/100 ---------- lr: 0.00125 train loss: 3.6235 val loss: 3.2823 Epoch 87/100 ---------- lr: 0.00125 train loss: 3.5740 val loss: 3.1787 Epoch 88/100 ---------- lr: 0.00125 train loss: 3.5803 val loss: 3.2616 Epoch 89/100 ---------- lr: 0.00125 train loss: 3.5815 val loss: 3.2761 Epoch 90/100 ---------- lr: 0.00125 train loss: 3.5672 val loss: 3.2592 Epoch 91/100 ---------- lr: 0.00125 train loss: 3.5149 val loss: 3.1085 Epoch 92/100 ---------- lr: 0.00125 train loss: 3.4760 val loss: 3.0593 Epoch 93/100 ---------- lr: 0.00125 train loss: 3.4348 val loss: 3.1846 Epoch 94/100 ---------- lr: 0.00125 train loss: 3.4208 val loss: 3.1094 Epoch 95/100 ---------- lr: 0.00125 train loss: 3.3938 val loss: 3.0925 Epoch 96/100 ---------- lr: 0.00125 train loss: 3.4077 val loss: 3.0083 Epoch 97/100 ---------- lr: 0.000625 train loss: 3.3720 val loss: 2.9182 Epoch 98/100 ---------- lr: 0.000625 train loss: 3.3269 val loss: 2.9833 Epoch 99/100 ---------- lr: 0.000625 train loss: 3.3865 val loss: 3.0103 Epoch 100/100 ---------- lr: 0.000625 train loss: 3.3391 val loss: 2.9958 Training complete in 20m 51s Best val loss: 1.4856 at epoch 12 Val MSE at best epoch: 0.5300