Epoch 1/100 ---------- lr: 0.01 train loss: 12.1050 val loss: 4.6269 Epoch 2/100 ---------- lr: 0.01 train loss: 5.1852 val loss: 2.8851 Epoch 3/100 ---------- lr: 0.01 train loss: 4.2859 val loss: 2.5998 Epoch 4/100 ---------- lr: 0.01 train loss: 4.1608 val loss: 2.5954 Epoch 5/100 ---------- lr: 0.01 train loss: 3.9008 val loss: 2.3867 Epoch 6/100 ---------- lr: 0.01 train loss: 3.6367 val loss: 2.3229 Epoch 7/100 ---------- lr: 0.01 train loss: 3.3713 val loss: 1.6817 Epoch 8/100 ---------- lr: 0.01 train loss: 3.1395 val loss: 1.6127 Epoch 9/100 ---------- lr: 0.01 train loss: 3.0385 val loss: 1.8593 Epoch 10/100 ---------- lr: 0.01 train loss: 3.3495 val loss: 1.6715 Epoch 11/100 ---------- lr: 0.01 train loss: 3.1848 val loss: 1.9910 Epoch 12/100 ---------- lr: 0.01 train loss: 2.9226 val loss: 1.4449 Epoch 13/100 ---------- lr: 0.01 train loss: 2.6728 val loss: 1.4884 Epoch 14/100 ---------- lr: 0.01 train loss: 2.6212 val loss: 1.7226 Epoch 15/100 ---------- lr: 0.01 train loss: 2.9269 val loss: 1.7411 Epoch 16/100 ---------- lr: 0.01 train loss: 7.6493 val loss: 8.9862 Epoch 17/100 ---------- lr: 0.01 train loss: 10.0269 val loss: 6.5657 Epoch 18/100 ---------- lr: 0.01 train loss: 8.5178 val loss: 6.7302 Epoch 19/100 ---------- lr: 0.01 train loss: 7.5892 val loss: 5.6429 Epoch 20/100 ---------- lr: 0.01 train loss: 8.1286 val loss: 7.6779 Epoch 21/100 ---------- lr: 0.01 train loss: 8.5211 val loss: 6.3556 Epoch 22/100 ---------- lr: 0.01 train loss: 7.9080 val loss: 6.4683 Epoch 23/100 ---------- lr: 0.01 train loss: 8.3840 val loss: 5.8963 Epoch 24/100 ---------- lr: 0.01 train loss: 7.5937 val loss: 6.3210 Epoch 25/100 ---------- lr: 0.01 train loss: 7.1147 val loss: 5.3928 Epoch 26/100 ---------- lr: 0.01 train loss: 7.4602 val loss: 6.0510 Epoch 27/100 ---------- lr: 0.01 train loss: 7.2977 val loss: 5.5335 Epoch 28/100 ---------- lr: 0.01 train loss: 6.9627 val loss: 4.9515 Epoch 29/100 ---------- lr: 0.01 train loss: 6.5892 val loss: 4.6833 Epoch 30/100 ---------- lr: 0.01 train loss: 6.8582 val loss: 5.7775 Epoch 31/100 ---------- lr: 0.01 train loss: 7.3731 val loss: 6.5160 Epoch 32/100 ---------- lr: 0.01 train loss: 8.4197 val loss: 7.3234 Epoch 33/100 ---------- lr: 0.01 train loss: 8.8765 val loss: 8.7141 Epoch 34/100 ---------- lr: 0.005 train loss: 8.6452 val loss: 6.3641 Epoch 35/100 ---------- lr: 0.005 train loss: 7.9301 val loss: 6.5099 Epoch 36/100 ---------- lr: 0.005 train loss: 8.0572 val loss: 6.6019 Epoch 37/100 ---------- lr: 0.005 train loss: 7.5365 val loss: 6.1059 Epoch 38/100 ---------- lr: 0.005 train loss: 7.3246 val loss: 5.8294 Epoch 39/100 ---------- lr: 0.005 train loss: 7.1048 val loss: 5.9412 Epoch 40/100 ---------- lr: 0.005 train loss: 7.1889 val loss: 5.6614 Epoch 41/100 ---------- lr: 0.005 train loss: 6.9389 val loss: 5.2489 Epoch 42/100 ---------- lr: 0.005 train loss: 6.6152 val loss: 5.3122 Epoch 43/100 ---------- lr: 0.005 train loss: 6.6432 val loss: 5.1349 Epoch 44/100 ---------- lr: 0.005 train loss: 6.4259 val loss: 4.8749 Epoch 45/100 ---------- lr: 0.005 train loss: 6.3805 val loss: 4.8670 Epoch 46/100 ---------- lr: 0.005 train loss: 6.2081 val loss: 4.7296 Epoch 47/100 ---------- lr: 0.005 train loss: 6.2586 val loss: 4.8381 Epoch 48/100 ---------- lr: 0.005 train loss: 6.2651 val loss: 4.9581 Epoch 49/100 ---------- lr: 0.005 train loss: 6.2664 val loss: 5.2561 Epoch 50/100 ---------- lr: 0.005 train loss: 6.1621 val loss: 4.6475 Epoch 51/100 ---------- lr: 0.005 train loss: 6.1076 val loss: 4.8241 Epoch 52/100 ---------- lr: 0.005 train loss: 6.1267 val loss: 4.6339 Epoch 53/100 ---------- lr: 0.005 train loss: 6.0337 val loss: 4.8225 Epoch 54/100 ---------- lr: 0.005 train loss: 6.0244 val loss: 4.6207 Epoch 55/100 ---------- lr: 0.0025 train loss: 5.7959 val loss: 4.2833 Epoch 56/100 ---------- lr: 0.0025 train loss: 5.6820 val loss: 4.3059 Epoch 57/100 ---------- lr: 0.0025 train loss: 5.7183 val loss: 4.3724 Epoch 58/100 ---------- lr: 0.0025 train loss: 5.6048 val loss: 4.2386 Epoch 59/100 ---------- lr: 0.0025 train loss: 5.7574 val loss: 4.4478 Epoch 60/100 ---------- lr: 0.0025 train loss: 5.7231 val loss: 4.1368 Epoch 61/100 ---------- lr: 0.0025 train loss: 5.5856 val loss: 4.2805 Epoch 62/100 ---------- lr: 0.0025 train loss: 5.6587 val loss: 4.2230 Epoch 63/100 ---------- lr: 0.0025 train loss: 5.6495 val loss: 4.2462 Epoch 64/100 ---------- lr: 0.0025 train loss: 5.6038 val loss: 4.2229 Epoch 65/100 ---------- lr: 0.0025 train loss: 5.6542 val loss: 4.2074 Epoch 66/100 ---------- lr: 0.0025 train loss: 5.5787 val loss: 4.0676 Epoch 67/100 ---------- lr: 0.0025 train loss: 5.5055 val loss: 4.1405 Epoch 68/100 ---------- lr: 0.0025 train loss: 5.5040 val loss: 4.2659 Epoch 69/100 ---------- lr: 0.0025 train loss: 5.5475 val loss: 4.3921 Epoch 70/100 ---------- lr: 0.0025 train loss: 5.5953 val loss: 4.1431 Epoch 71/100 ---------- lr: 0.0025 train loss: 5.5569 val loss: 4.1170 Epoch 72/100 ---------- lr: 0.0025 train loss: 5.5200 val loss: 4.2165 Epoch 73/100 ---------- lr: 0.0025 train loss: 5.6715 val loss: 4.1872 Epoch 74/100 ---------- lr: 0.0025 train loss: 5.5865 val loss: 4.1953 Epoch 75/100 ---------- lr: 0.0025 train loss: 5.6491 val loss: 4.2035 Epoch 76/100 ---------- lr: 0.00125 train loss: 5.4736 val loss: 4.1290 Epoch 77/100 ---------- lr: 0.00125 train loss: 5.4210 val loss: 3.9350 Epoch 78/100 ---------- lr: 0.00125 train loss: 5.3873 val loss: 4.0975 Epoch 79/100 ---------- lr: 0.00125 train loss: 5.3547 val loss: 4.0838 Epoch 80/100 ---------- lr: 0.00125 train loss: 5.3725 val loss: 4.2408 Epoch 81/100 ---------- lr: 0.00125 train loss: 5.3408 val loss: 4.0726 Epoch 82/100 ---------- lr: 0.00125 train loss: 5.3212 val loss: 4.1511 Epoch 83/100 ---------- lr: 0.00125 train loss: 5.3057 val loss: 4.0332 Epoch 84/100 ---------- lr: 0.00125 train loss: 5.2587 val loss: 4.0113 Epoch 85/100 ---------- lr: 0.00125 train loss: 5.2884 val loss: 4.0231 Epoch 86/100 ---------- lr: 0.00125 train loss: 5.2716 val loss: 4.0448 Epoch 87/100 ---------- lr: 0.00125 train loss: 5.2857 val loss: 3.9583 Epoch 88/100 ---------- lr: 0.00125 train loss: 5.2925 val loss: 4.0410 Epoch 89/100 ---------- lr: 0.00125 train loss: 5.2291 val loss: 3.9278 Epoch 90/100 ---------- lr: 0.00125 train loss: 5.2016 val loss: 3.9129 Epoch 91/100 ---------- lr: 0.00125 train loss: 5.2368 val loss: 3.9160 Epoch 92/100 ---------- lr: 0.00125 train loss: 5.2259 val loss: 3.9766 Epoch 93/100 ---------- lr: 0.00125 train loss: 5.2388 val loss: 4.0526 Epoch 94/100 ---------- lr: 0.00125 train loss: 5.2279 val loss: 4.0567 Epoch 95/100 ---------- lr: 0.00125 train loss: 5.3113 val loss: 3.8602 Epoch 96/100 ---------- lr: 0.00125 train loss: 5.2862 val loss: 4.0888 Epoch 97/100 ---------- lr: 0.000625 train loss: 5.2424 val loss: 3.9093 Epoch 98/100 ---------- lr: 0.000625 train loss: 5.2756 val loss: 3.9573 Epoch 99/100 ---------- lr: 0.000625 train loss: 5.1550 val loss: 3.9652 Epoch 100/100 ---------- lr: 0.000625 train loss: 5.1975 val loss: 3.9369 Training complete in 8m 50s Best val loss: 1.4449 at epoch 12 Val MSE at best epoch: 0.5941