Epoch 1/100 ---------- lr: 0.01 train loss: 25.7319 val loss: 5.5335 Epoch 2/100 ---------- lr: 0.01 train loss: 7.7530 val loss: 4.6519 Epoch 3/100 ---------- lr: 0.01 train loss: 6.3923 val loss: 4.0077 Epoch 4/100 ---------- lr: 0.01 train loss: 5.7036 val loss: 3.7825 Epoch 5/100 ---------- lr: 0.01 train loss: 5.1074 val loss: 3.6762 Epoch 6/100 ---------- lr: 0.01 train loss: 5.1622 val loss: 2.3308 Epoch 7/100 ---------- lr: 0.01 train loss: 4.4496 val loss: 2.4439 Epoch 8/100 ---------- lr: 0.01 train loss: 4.2642 val loss: 2.1636 Epoch 9/100 ---------- lr: 0.01 train loss: 3.9950 val loss: 1.8926 Epoch 10/100 ---------- lr: 0.01 train loss: 4.5964 val loss: 3.1308 Epoch 11/100 ---------- lr: 0.01 train loss: 4.4128 val loss: 2.4070 Epoch 12/100 ---------- lr: 0.01 train loss: 3.7956 val loss: 1.7877 Epoch 13/100 ---------- lr: 0.01 train loss: 3.5964 val loss: 1.7844 Epoch 14/100 ---------- lr: 0.01 train loss: 3.6673 val loss: 1.7488 Epoch 15/100 ---------- lr: 0.01 train loss: 3.7721 val loss: 1.9305 Epoch 16/100 ---------- lr: 0.01 train loss: 3.5441 val loss: 1.5570 Epoch 17/100 ---------- lr: 0.01 train loss: 3.8790 val loss: 1.7430 Epoch 18/100 ---------- lr: 0.01 train loss: 3.8865 val loss: 1.8927 Epoch 19/100 ---------- lr: 0.01 train loss: 3.5757 val loss: 1.5229 Epoch 20/100 ---------- lr: 0.01 train loss: 3.2888 val loss: 1.6781 Epoch 21/100 ---------- lr: 0.01 train loss: 3.4926 val loss: 2.5113 Epoch 22/100 ---------- lr: 0.01 train loss: 3.8549 val loss: 2.5067 Epoch 23/100 ---------- lr: 0.01 train loss: 4.1261 val loss: 2.2289 Epoch 24/100 ---------- lr: 0.01 train loss: 5.7022 val loss: 5.2056 Epoch 25/100 ---------- lr: 0.01 train loss: 8.4385 val loss: 5.9740 Epoch 26/100 ---------- lr: 0.01 train loss: 8.2694 val loss: 5.8760 Epoch 27/100 ---------- lr: 0.01 train loss: 8.0521 val loss: 5.8205 Epoch 28/100 ---------- lr: 0.01 train loss: 8.0068 val loss: 5.7270 Epoch 29/100 ---------- lr: 0.01 train loss: 7.8049 val loss: 6.9634 Epoch 30/100 ---------- lr: 0.01 train loss: 9.8778 val loss: 7.9808 Epoch 31/100 ---------- lr: 0.01 train loss: 9.6272 val loss: 8.9610 Epoch 32/100 ---------- lr: 0.01 train loss: 10.9208 val loss: 8.9997 Epoch 33/100 ---------- lr: 0.01 train loss: 10.6076 val loss: 9.2306 Epoch 34/100 ---------- lr: 0.01 train loss: 9.4795 val loss: 7.7861 Epoch 35/100 ---------- lr: 0.01 train loss: 8.4184 val loss: 6.6687 Epoch 36/100 ---------- lr: 0.01 train loss: 7.8862 val loss: 5.8345 Epoch 37/100 ---------- lr: 0.01 train loss: 7.7147 val loss: 6.7649 Epoch 38/100 ---------- lr: 0.01 train loss: 8.2445 val loss: 6.2883 Epoch 39/100 ---------- lr: 0.01 train loss: 9.6117 val loss: 7.9576 Epoch 40/100 ---------- lr: 0.01 train loss: 9.7503 val loss: 7.4830 Epoch 41/100 ---------- lr: 0.005 train loss: 9.8405 val loss: 7.7374 Epoch 42/100 ---------- lr: 0.005 train loss: 9.2252 val loss: 7.3511 Epoch 43/100 ---------- lr: 0.005 train loss: 8.9308 val loss: 7.1356 Epoch 44/100 ---------- lr: 0.005 train loss: 8.7751 val loss: 7.1639 Epoch 45/100 ---------- lr: 0.005 train loss: 8.6123 val loss: 7.0248 Epoch 46/100 ---------- lr: 0.005 train loss: 8.3942 val loss: 6.6282 Epoch 47/100 ---------- lr: 0.005 train loss: 8.0711 val loss: 6.4630 Epoch 48/100 ---------- lr: 0.005 train loss: 7.9822 val loss: 6.3598 Epoch 49/100 ---------- lr: 0.005 train loss: 8.7186 val loss: 7.3775 Epoch 50/100 ---------- lr: 0.005 train loss: 8.6572 val loss: 7.1923 Epoch 51/100 ---------- lr: 0.005 train loss: 8.4641 val loss: 6.6981 Epoch 52/100 ---------- lr: 0.005 train loss: 8.3752 val loss: 6.9631 Epoch 53/100 ---------- lr: 0.005 train loss: 7.9946 val loss: 6.6796 Epoch 54/100 ---------- lr: 0.005 train loss: 7.9235 val loss: 6.5563 Epoch 55/100 ---------- lr: 0.005 train loss: 7.9403 val loss: 6.4919 Epoch 56/100 ---------- lr: 0.005 train loss: 7.7409 val loss: 6.1433 Epoch 57/100 ---------- lr: 0.005 train loss: 7.6471 val loss: 5.9871 Epoch 58/100 ---------- lr: 0.005 train loss: 7.5427 val loss: 5.9952 Epoch 59/100 ---------- lr: 0.005 train loss: 7.8309 val loss: 6.4604 Epoch 60/100 ---------- lr: 0.005 train loss: 7.8536 val loss: 6.4177 Epoch 61/100 ---------- lr: 0.005 train loss: 7.5625 val loss: 5.8841 Epoch 62/100 ---------- lr: 0.0025 train loss: 7.2765 val loss: 5.8994 Epoch 63/100 ---------- lr: 0.0025 train loss: 7.1569 val loss: 6.0006 Epoch 64/100 ---------- lr: 0.0025 train loss: 7.2227 val loss: 5.9379 Epoch 65/100 ---------- lr: 0.0025 train loss: 7.1262 val loss: 5.8270 Epoch 66/100 ---------- lr: 0.0025 train loss: 6.9485 val loss: 5.5726 Epoch 67/100 ---------- lr: 0.0025 train loss: 6.8648 val loss: 5.6754 Epoch 68/100 ---------- lr: 0.0025 train loss: 6.8383 val loss: 5.8341 Epoch 69/100 ---------- lr: 0.0025 train loss: 6.7701 val loss: 5.3510 Epoch 70/100 ---------- lr: 0.0025 train loss: 6.7656 val loss: 5.2405 Epoch 71/100 ---------- lr: 0.0025 train loss: 6.7667 val loss: 5.4204 Epoch 72/100 ---------- lr: 0.0025 train loss: 6.6395 val loss: 5.3158 Epoch 73/100 ---------- lr: 0.0025 train loss: 6.6182 val loss: 5.3591 Epoch 74/100 ---------- lr: 0.0025 train loss: 6.6513 val loss: 5.5841 Epoch 75/100 ---------- lr: 0.0025 train loss: 6.5883 val loss: 5.3386 Epoch 76/100 ---------- lr: 0.0025 train loss: 6.5201 val loss: 5.3159 Epoch 77/100 ---------- lr: 0.0025 train loss: 6.5580 val loss: 5.4793 Epoch 78/100 ---------- lr: 0.0025 train loss: 6.6392 val loss: 5.7538 Epoch 79/100 ---------- lr: 0.0025 train loss: 6.7095 val loss: 5.7263 Epoch 80/100 ---------- lr: 0.0025 train loss: 6.5644 val loss: 5.4639 Epoch 81/100 ---------- lr: 0.0025 train loss: 6.5376 val loss: 5.3346 Epoch 82/100 ---------- lr: 0.0025 train loss: 6.6523 val loss: 5.6417 Epoch 83/100 ---------- lr: 0.00125 train loss: 6.4401 val loss: 5.3614 Epoch 84/100 ---------- lr: 0.00125 train loss: 6.3798 val loss: 5.3373 Epoch 85/100 ---------- lr: 0.00125 train loss: 6.3265 val loss: 5.2773 Epoch 86/100 ---------- lr: 0.00125 train loss: 6.2783 val loss: 5.2482 Epoch 87/100 ---------- lr: 0.00125 train loss: 6.2673 val loss: 5.1118 Epoch 88/100 ---------- lr: 0.00125 train loss: 6.2407 val loss: 5.2047 Epoch 89/100 ---------- lr: 0.00125 train loss: 6.2601 val loss: 5.1926 Epoch 90/100 ---------- lr: 0.00125 train loss: 6.2392 val loss: 5.1849 Epoch 91/100 ---------- lr: 0.00125 train loss: 6.1774 val loss: 5.2479 Epoch 92/100 ---------- lr: 0.00125 train loss: 6.1980 val loss: 5.1310 Epoch 93/100 ---------- lr: 0.00125 train loss: 6.2300 val loss: 5.0961 Epoch 94/100 ---------- lr: 0.00125 train loss: 6.1628 val loss: 4.9904 Epoch 95/100 ---------- lr: 0.00125 train loss: 6.1043 val loss: 5.0670 Epoch 96/100 ---------- lr: 0.00125 train loss: 6.1357 val loss: 4.9842 Epoch 97/100 ---------- lr: 0.00125 train loss: 6.1370 val loss: 5.0847 Epoch 98/100 ---------- lr: 0.00125 train loss: 6.1009 val loss: 4.9511 Epoch 99/100 ---------- lr: 0.00125 train loss: 6.0889 val loss: 4.9735 Epoch 100/100 ---------- lr: 0.00125 train loss: 6.0516 val loss: 4.7955 Training complete in 8m 51s Best val loss: 1.5229 at epoch 19 Val MSE at best epoch: 0.5412