Epoch 1/100 ---------- lr: 0.01 train loss: 20.5443 val loss: 5.7291 Epoch 2/100 ---------- lr: 0.01 train loss: 5.5977 val loss: 4.1725 Epoch 3/100 ---------- lr: 0.01 train loss: 4.4069 val loss: 2.8778 Epoch 4/100 ---------- lr: 0.01 train loss: 3.6987 val loss: 3.0451 Epoch 5/100 ---------- lr: 0.01 train loss: 3.7870 val loss: 2.4763 Epoch 6/100 ---------- lr: 0.01 train loss: 3.3100 val loss: 2.4241 Epoch 7/100 ---------- lr: 0.01 train loss: 3.3055 val loss: 2.2470 Epoch 8/100 ---------- lr: 0.01 train loss: 3.1533 val loss: 2.2195 Epoch 9/100 ---------- lr: 0.01 train loss: 3.3045 val loss: 2.8633 Epoch 10/100 ---------- lr: 0.01 train loss: 3.3136 val loss: 2.8218 Epoch 11/100 ---------- lr: 0.01 train loss: 2.7109 val loss: 1.8024 Epoch 12/100 ---------- lr: 0.01 train loss: 3.0159 val loss: 2.6094 Epoch 13/100 ---------- lr: 0.01 train loss: 3.4830 val loss: 2.4712 Epoch 14/100 ---------- lr: 0.01 train loss: 7.9689 val loss: 7.3669 Epoch 15/100 ---------- lr: 0.01 train loss: 7.9835 val loss: 8.1444 Epoch 16/100 ---------- lr: 0.01 train loss: 10.1754 val loss: 9.9182 Epoch 17/100 ---------- lr: 0.01 train loss: 10.4318 val loss: 9.8669 Epoch 18/100 ---------- lr: 0.01 train loss: 8.8087 val loss: 8.9194 Epoch 19/100 ---------- lr: 0.01 train loss: 9.2106 val loss: 7.5672 Epoch 20/100 ---------- lr: 0.01 train loss: 8.1397 val loss: 8.0124 Epoch 21/100 ---------- lr: 0.01 train loss: 7.9554 val loss: 7.0797 Epoch 22/100 ---------- lr: 0.01 train loss: 8.1455 val loss: 6.6906 Epoch 23/100 ---------- lr: 0.01 train loss: 7.8330 val loss: 6.9001 Epoch 24/100 ---------- lr: 0.01 train loss: 7.5211 val loss: 6.5417 Epoch 25/100 ---------- lr: 0.01 train loss: 7.5513 val loss: 6.7616 Epoch 26/100 ---------- lr: 0.01 train loss: 7.1502 val loss: 6.5722 Epoch 27/100 ---------- lr: 0.01 train loss: 6.5682 val loss: 5.9067 Epoch 28/100 ---------- lr: 0.01 train loss: 6.3377 val loss: 6.1301 Epoch 29/100 ---------- lr: 0.01 train loss: 6.2707 val loss: 5.5609 Epoch 30/100 ---------- lr: 0.01 train loss: 6.4128 val loss: 5.9915 Epoch 31/100 ---------- lr: 0.01 train loss: 6.0709 val loss: 5.5309 Epoch 32/100 ---------- lr: 0.01 train loss: 6.8794 val loss: 8.8560 Epoch 33/100 ---------- lr: 0.005 train loss: 7.8952 val loss: 5.9441 Epoch 34/100 ---------- lr: 0.005 train loss: 6.8808 val loss: 6.1773 Epoch 35/100 ---------- lr: 0.005 train loss: 6.8010 val loss: 5.5290 Epoch 36/100 ---------- lr: 0.005 train loss: 6.4178 val loss: 5.2641 Epoch 37/100 ---------- lr: 0.005 train loss: 6.1292 val loss: 5.4465 Epoch 38/100 ---------- lr: 0.005 train loss: 6.2364 val loss: 5.0008 Epoch 39/100 ---------- lr: 0.005 train loss: 6.0951 val loss: 5.4533 Epoch 40/100 ---------- lr: 0.005 train loss: 6.0229 val loss: 4.9568 Epoch 41/100 ---------- lr: 0.005 train loss: 6.1519 val loss: 5.0652 Epoch 42/100 ---------- lr: 0.005 train loss: 6.0988 val loss: 4.9424 Epoch 43/100 ---------- lr: 0.005 train loss: 5.8033 val loss: 5.0118 Epoch 44/100 ---------- lr: 0.005 train loss: 5.8719 val loss: 4.8449 Epoch 45/100 ---------- lr: 0.005 train loss: 5.6537 val loss: 4.6251 Epoch 46/100 ---------- lr: 0.005 train loss: 5.5511 val loss: 5.0039 Epoch 47/100 ---------- lr: 0.005 train loss: 5.9602 val loss: 5.9469 Epoch 48/100 ---------- lr: 0.005 train loss: 6.6591 val loss: 5.6430 Epoch 49/100 ---------- lr: 0.005 train loss: 6.6421 val loss: 5.6596 Epoch 50/100 ---------- lr: 0.005 train loss: 6.4704 val loss: 5.6487 Epoch 51/100 ---------- lr: 0.005 train loss: 6.3787 val loss: 5.9654 Epoch 52/100 ---------- lr: 0.005 train loss: 6.1776 val loss: 5.4493 Epoch 53/100 ---------- lr: 0.005 train loss: 6.0047 val loss: 5.4439 Epoch 54/100 ---------- lr: 0.0025 train loss: 5.5540 val loss: 4.7676 Epoch 55/100 ---------- lr: 0.0025 train loss: 5.4037 val loss: 4.4976 Epoch 56/100 ---------- lr: 0.0025 train loss: 5.2519 val loss: 4.4640 Epoch 57/100 ---------- lr: 0.0025 train loss: 5.2056 val loss: 4.3365 Epoch 58/100 ---------- lr: 0.0025 train loss: 5.0701 val loss: 4.3970 Epoch 59/100 ---------- lr: 0.0025 train loss: 4.9405 val loss: 4.1928 Epoch 60/100 ---------- lr: 0.0025 train loss: 4.8592 val loss: 4.1630 Epoch 61/100 ---------- lr: 0.0025 train loss: 4.8534 val loss: 4.0926 Epoch 62/100 ---------- lr: 0.0025 train loss: 4.8499 val loss: 4.0358 Epoch 63/100 ---------- lr: 0.0025 train loss: 4.8184 val loss: 4.1701 Epoch 64/100 ---------- lr: 0.0025 train loss: 4.7534 val loss: 4.1277 Epoch 65/100 ---------- lr: 0.0025 train loss: 4.6643 val loss: 3.9120 Epoch 66/100 ---------- lr: 0.0025 train loss: 4.7164 val loss: 3.9949 Epoch 67/100 ---------- lr: 0.0025 train loss: 4.5988 val loss: 3.9718 Epoch 68/100 ---------- lr: 0.0025 train loss: 4.5008 val loss: 4.0267 Epoch 69/100 ---------- lr: 0.0025 train loss: 4.4666 val loss: 3.8050 Epoch 70/100 ---------- lr: 0.0025 train loss: 4.4147 val loss: 3.7788 Epoch 71/100 ---------- lr: 0.0025 train loss: 4.4359 val loss: 3.7215 Epoch 72/100 ---------- lr: 0.0025 train loss: 4.4227 val loss: 3.7754 Epoch 73/100 ---------- lr: 0.0025 train loss: 4.3124 val loss: 3.6239 Epoch 74/100 ---------- lr: 0.0025 train loss: 4.3951 val loss: 3.6945 Epoch 75/100 ---------- lr: 0.00125 train loss: 4.1950 val loss: 3.5444 Epoch 76/100 ---------- lr: 0.00125 train loss: 4.1473 val loss: 3.5446 Epoch 77/100 ---------- lr: 0.00125 train loss: 4.1440 val loss: 3.4451 Epoch 78/100 ---------- lr: 0.00125 train loss: 4.0834 val loss: 3.4812 Epoch 79/100 ---------- lr: 0.00125 train loss: 4.0105 val loss: 3.5353 Epoch 80/100 ---------- lr: 0.00125 train loss: 4.0410 val loss: 3.7375 Epoch 81/100 ---------- lr: 0.00125 train loss: 4.1731 val loss: 3.5553 Epoch 82/100 ---------- lr: 0.00125 train loss: 4.1244 val loss: 3.5441 Epoch 83/100 ---------- lr: 0.00125 train loss: 4.0295 val loss: 3.5288 Epoch 84/100 ---------- lr: 0.00125 train loss: 4.0264 val loss: 3.5634 Epoch 85/100 ---------- lr: 0.00125 train loss: 3.9716 val loss: 3.4998 Epoch 86/100 ---------- lr: 0.00125 train loss: 3.9605 val loss: 3.5203 Epoch 87/100 ---------- lr: 0.00125 train loss: 3.9064 val loss: 3.3734 Epoch 88/100 ---------- lr: 0.00125 train loss: 3.8587 val loss: 3.6301 Epoch 89/100 ---------- lr: 0.00125 train loss: 3.8912 val loss: 3.5781 Epoch 90/100 ---------- lr: 0.00125 train loss: 3.9302 val loss: 3.4078 Epoch 91/100 ---------- lr: 0.00125 train loss: 3.8237 val loss: 3.5899 Epoch 92/100 ---------- lr: 0.00125 train loss: 3.7996 val loss: 3.4772 Epoch 93/100 ---------- lr: 0.00125 train loss: 3.8148 val loss: 3.3672 Epoch 94/100 ---------- lr: 0.00125 train loss: 3.8803 val loss: 3.4827 Epoch 95/100 ---------- lr: 0.00125 train loss: 3.9202 val loss: 3.3960 Epoch 96/100 ---------- lr: 0.000625 train loss: 3.7797 val loss: 3.3746 Epoch 97/100 ---------- lr: 0.000625 train loss: 3.7967 val loss: 3.4271 Epoch 98/100 ---------- lr: 0.000625 train loss: 3.7578 val loss: 3.3726 Epoch 99/100 ---------- lr: 0.000625 train loss: 3.7663 val loss: 3.3633 Epoch 100/100 ---------- lr: 0.000625 train loss: 3.7008 val loss: 3.3895 Training complete in 20m 51s Best val loss: 1.8024 at epoch 11 Val MSE at best epoch: 0.7476