Epoch 1/100 ---------- lr: 0.01 train loss: 17.2332 val loss: 4.8433 Epoch 2/100 ---------- lr: 0.01 train loss: 5.4497 val loss: 3.5441 Epoch 3/100 ---------- lr: 0.01 train loss: 4.4410 val loss: 4.0663 Epoch 4/100 ---------- lr: 0.01 train loss: 4.0786 val loss: 3.8516 Epoch 5/100 ---------- lr: 0.01 train loss: 3.4019 val loss: 3.5548 Epoch 6/100 ---------- lr: 0.01 train loss: 3.2527 val loss: 2.8455 Epoch 7/100 ---------- lr: 0.01 train loss: 3.2058 val loss: 2.2072 Epoch 8/100 ---------- lr: 0.01 train loss: 2.8778 val loss: 1.9241 Epoch 9/100 ---------- lr: 0.01 train loss: 2.5717 val loss: 1.6670 Epoch 10/100 ---------- lr: 0.01 train loss: 2.6397 val loss: 2.2265 Epoch 11/100 ---------- lr: 0.01 train loss: 2.4268 val loss: 1.4604 Epoch 12/100 ---------- lr: 0.01 train loss: 2.0787 val loss: 1.7471 Epoch 13/100 ---------- lr: 0.01 train loss: 3.0873 val loss: 4.3073 Epoch 14/100 ---------- lr: 0.01 train loss: 12.3539 val loss: 12.4721 Epoch 15/100 ---------- lr: 0.01 train loss: 12.1453 val loss: 9.8355 Epoch 16/100 ---------- lr: 0.01 train loss: 9.3495 val loss: 7.4415 Epoch 17/100 ---------- lr: 0.01 train loss: 8.0800 val loss: 7.4903 Epoch 18/100 ---------- lr: 0.01 train loss: 8.0250 val loss: 6.0262 Epoch 19/100 ---------- lr: 0.01 train loss: 7.4150 val loss: 6.0167 Epoch 20/100 ---------- lr: 0.01 train loss: 8.3149 val loss: 10.2173 Epoch 21/100 ---------- lr: 0.01 train loss: 9.3782 val loss: 7.5663 Epoch 22/100 ---------- lr: 0.01 train loss: 7.7808 val loss: 6.6367 Epoch 23/100 ---------- lr: 0.01 train loss: 7.3789 val loss: 5.8158 Epoch 24/100 ---------- lr: 0.01 train loss: 7.5359 val loss: 7.8471 Epoch 25/100 ---------- lr: 0.01 train loss: 7.8245 val loss: 6.9243 Epoch 26/100 ---------- lr: 0.01 train loss: 8.1463 val loss: 7.1899 Epoch 27/100 ---------- lr: 0.01 train loss: 7.9298 val loss: 6.5725 Epoch 28/100 ---------- lr: 0.01 train loss: 7.1401 val loss: 6.3953 Epoch 29/100 ---------- lr: 0.01 train loss: 6.9653 val loss: 5.9311 Epoch 30/100 ---------- lr: 0.01 train loss: 6.9947 val loss: 5.7573 Epoch 31/100 ---------- lr: 0.01 train loss: 6.8422 val loss: 6.4471 Epoch 32/100 ---------- lr: 0.01 train loss: 8.5764 val loss: 7.2361 Epoch 33/100 ---------- lr: 0.005 train loss: 7.3718 val loss: 6.2742 Epoch 34/100 ---------- lr: 0.005 train loss: 7.0283 val loss: 6.1017 Epoch 35/100 ---------- lr: 0.005 train loss: 6.3684 val loss: 5.8451 Epoch 36/100 ---------- lr: 0.005 train loss: 6.6024 val loss: 5.9928 Epoch 37/100 ---------- lr: 0.005 train loss: 6.5026 val loss: 6.2230 Epoch 38/100 ---------- lr: 0.005 train loss: 7.3760 val loss: 6.9177 Epoch 39/100 ---------- lr: 0.005 train loss: 7.7784 val loss: 7.2461 Epoch 40/100 ---------- lr: 0.005 train loss: 7.9026 val loss: 7.4378 Epoch 41/100 ---------- lr: 0.005 train loss: 7.5596 val loss: 6.6107 Epoch 42/100 ---------- lr: 0.005 train loss: 7.5070 val loss: 6.8319 Epoch 43/100 ---------- lr: 0.005 train loss: 7.8771 val loss: 6.5529 Epoch 44/100 ---------- lr: 0.005 train loss: 7.7541 val loss: 7.0780 Epoch 45/100 ---------- lr: 0.005 train loss: 7.4840 val loss: 6.1429 Epoch 46/100 ---------- lr: 0.005 train loss: 8.6443 val loss: 7.6266 Epoch 47/100 ---------- lr: 0.005 train loss: 7.9437 val loss: 6.5189 Epoch 48/100 ---------- lr: 0.005 train loss: 7.2582 val loss: 6.3632 Epoch 49/100 ---------- lr: 0.005 train loss: 7.0310 val loss: 5.9079 Epoch 50/100 ---------- lr: 0.005 train loss: 6.5110 val loss: 5.8682 Epoch 51/100 ---------- lr: 0.005 train loss: 6.4276 val loss: 5.6683 Epoch 52/100 ---------- lr: 0.005 train loss: 6.0613 val loss: 5.6009 Epoch 53/100 ---------- lr: 0.005 train loss: 6.2143 val loss: 5.6212 Epoch 54/100 ---------- lr: 0.0025 train loss: 5.7788 val loss: 5.1589 Epoch 55/100 ---------- lr: 0.0025 train loss: 5.4571 val loss: 5.1492 Epoch 56/100 ---------- lr: 0.0025 train loss: 5.2885 val loss: 5.0527 Epoch 57/100 ---------- lr: 0.0025 train loss: 5.2177 val loss: 4.7611 Epoch 58/100 ---------- lr: 0.0025 train loss: 5.0031 val loss: 4.9255 Epoch 59/100 ---------- lr: 0.0025 train loss: 4.9300 val loss: 4.7210 Epoch 60/100 ---------- lr: 0.0025 train loss: 4.8309 val loss: 4.7039 Epoch 61/100 ---------- lr: 0.0025 train loss: 4.7539 val loss: 4.6195 Epoch 62/100 ---------- lr: 0.0025 train loss: 4.7313 val loss: 4.4552 Epoch 63/100 ---------- lr: 0.0025 train loss: 4.5607 val loss: 4.5457 Epoch 64/100 ---------- lr: 0.0025 train loss: 4.5189 val loss: 4.6131 Epoch 65/100 ---------- lr: 0.0025 train loss: 4.6250 val loss: 4.4508 Epoch 66/100 ---------- lr: 0.0025 train loss: 4.6294 val loss: 4.6296 Epoch 67/100 ---------- lr: 0.0025 train loss: 4.6353 val loss: 4.5731 Epoch 68/100 ---------- lr: 0.0025 train loss: 4.6017 val loss: 4.5979 Epoch 69/100 ---------- lr: 0.0025 train loss: 4.4581 val loss: 4.4455 Epoch 70/100 ---------- lr: 0.0025 train loss: 4.4474 val loss: 4.4442 Epoch 71/100 ---------- lr: 0.0025 train loss: 4.4254 val loss: 4.3306 Epoch 72/100 ---------- lr: 0.0025 train loss: 4.3670 val loss: 4.2049 Epoch 73/100 ---------- lr: 0.0025 train loss: 4.3771 val loss: 4.3031 Epoch 74/100 ---------- lr: 0.0025 train loss: 4.3516 val loss: 4.3797 Epoch 75/100 ---------- lr: 0.00125 train loss: 4.1741 val loss: 4.1628 Epoch 76/100 ---------- lr: 0.00125 train loss: 4.1059 val loss: 4.2533 Epoch 77/100 ---------- lr: 0.00125 train loss: 4.0393 val loss: 4.1281 Epoch 78/100 ---------- lr: 0.00125 train loss: 4.0225 val loss: 4.1780 Epoch 79/100 ---------- lr: 0.00125 train loss: 4.0268 val loss: 4.1676 Epoch 80/100 ---------- lr: 0.00125 train loss: 3.9922 val loss: 4.2065 Epoch 81/100 ---------- lr: 0.00125 train loss: 3.9885 val loss: 4.0499 Epoch 82/100 ---------- lr: 0.00125 train loss: 4.0285 val loss: 4.0342 Epoch 83/100 ---------- lr: 0.00125 train loss: 4.0614 val loss: 4.1256 Epoch 84/100 ---------- lr: 0.00125 train loss: 4.0838 val loss: 4.0903 Epoch 85/100 ---------- lr: 0.00125 train loss: 3.9664 val loss: 4.2116 Epoch 86/100 ---------- lr: 0.00125 train loss: 3.9905 val loss: 4.1034 Epoch 87/100 ---------- lr: 0.00125 train loss: 3.9764 val loss: 4.0502 Epoch 88/100 ---------- lr: 0.00125 train loss: 3.9293 val loss: 4.0573 Epoch 89/100 ---------- lr: 0.00125 train loss: 3.8511 val loss: 4.0873 Epoch 90/100 ---------- lr: 0.00125 train loss: 3.7717 val loss: 3.8619 Epoch 91/100 ---------- lr: 0.00125 train loss: 3.9348 val loss: 3.9913 Epoch 92/100 ---------- lr: 0.00125 train loss: 3.8702 val loss: 3.9470 Epoch 93/100 ---------- lr: 0.00125 train loss: 3.8692 val loss: 3.8886 Epoch 94/100 ---------- lr: 0.00125 train loss: 3.7655 val loss: 3.7901 Epoch 95/100 ---------- lr: 0.00125 train loss: 3.7645 val loss: 3.8124 Epoch 96/100 ---------- lr: 0.000625 train loss: 3.7177 val loss: 3.6872 Epoch 97/100 ---------- lr: 0.000625 train loss: 3.6431 val loss: 3.8837 Epoch 98/100 ---------- lr: 0.000625 train loss: 3.6126 val loss: 3.8167 Epoch 99/100 ---------- lr: 0.000625 train loss: 3.6060 val loss: 3.7783 Epoch 100/100 ---------- lr: 0.000625 train loss: 3.6136 val loss: 3.6560 Training complete in 33m 12s Best val loss: 1.4604 at epoch 11 Val MSE at best epoch: 0.5189