Epoch 1/100 ---------- lr: 0.01 train loss: 8.5008 val loss: 3.4190 Epoch 2/100 ---------- lr: 0.01 train loss: 4.5110 val loss: 3.0561 Epoch 3/100 ---------- lr: 0.01 train loss: 3.7308 val loss: 3.2216 Epoch 4/100 ---------- lr: 0.01 train loss: 3.2046 val loss: 2.3753 Epoch 5/100 ---------- lr: 0.01 train loss: 2.8390 val loss: 2.3094 Epoch 6/100 ---------- lr: 0.01 train loss: 2.4503 val loss: 2.4677 Epoch 7/100 ---------- lr: 0.01 train loss: 2.4143 val loss: 1.6255 Epoch 8/100 ---------- lr: 0.01 train loss: 2.1042 val loss: 1.6596 Epoch 9/100 ---------- lr: 0.01 train loss: 1.7675 val loss: 1.2435 Epoch 10/100 ---------- lr: 0.01 train loss: 1.6678 val loss: 1.1025 Epoch 11/100 ---------- lr: 0.01 train loss: 2.2618 val loss: 1.4456 Epoch 12/100 ---------- lr: 0.01 train loss: 1.9925 val loss: 1.7326 Epoch 13/100 ---------- lr: 0.01 train loss: 2.7474 val loss: 3.2385 Epoch 14/100 ---------- lr: 0.01 train loss: 9.1555 val loss: 11.7668 Epoch 15/100 ---------- lr: 0.01 train loss: 11.7054 val loss: 11.5942 Epoch 16/100 ---------- lr: 0.01 train loss: 12.9808 val loss: 9.5417 Epoch 17/100 ---------- lr: 0.01 train loss: 11.1730 val loss: 9.5872 Epoch 18/100 ---------- lr: 0.01 train loss: 8.8906 val loss: 7.0063 Epoch 19/100 ---------- lr: 0.01 train loss: 7.8801 val loss: 6.7476 Epoch 20/100 ---------- lr: 0.01 train loss: 6.9065 val loss: 5.8976 Epoch 21/100 ---------- lr: 0.01 train loss: 6.8863 val loss: 6.1049 Epoch 22/100 ---------- lr: 0.01 train loss: 6.4561 val loss: 4.9164 Epoch 23/100 ---------- lr: 0.01 train loss: 6.1416 val loss: 5.1241 Epoch 24/100 ---------- lr: 0.01 train loss: 5.9910 val loss: 5.1568 Epoch 25/100 ---------- lr: 0.01 train loss: 5.7795 val loss: 4.9899 Epoch 26/100 ---------- lr: 0.01 train loss: 5.7079 val loss: 4.9347 Epoch 27/100 ---------- lr: 0.01 train loss: 5.6013 val loss: 4.9137 Epoch 28/100 ---------- lr: 0.01 train loss: 5.3239 val loss: 4.5575 Epoch 29/100 ---------- lr: 0.01 train loss: 5.4208 val loss: 4.5400 Epoch 30/100 ---------- lr: 0.01 train loss: 5.2496 val loss: 4.5803 Epoch 31/100 ---------- lr: 0.01 train loss: 5.7178 val loss: 5.5744 Epoch 32/100 ---------- lr: 0.005 train loss: 5.9882 val loss: 4.9221 Epoch 33/100 ---------- lr: 0.005 train loss: 5.3279 val loss: 4.8333 Epoch 34/100 ---------- lr: 0.005 train loss: 4.8948 val loss: 4.4929 Epoch 35/100 ---------- lr: 0.005 train loss: 4.7891 val loss: 4.3756 Epoch 36/100 ---------- lr: 0.005 train loss: 5.2136 val loss: 5.2549 Epoch 37/100 ---------- lr: 0.005 train loss: 6.4177 val loss: 5.5380 Epoch 38/100 ---------- lr: 0.005 train loss: 5.8263 val loss: 5.3488 Epoch 39/100 ---------- lr: 0.005 train loss: 5.5681 val loss: 4.6781 Epoch 40/100 ---------- lr: 0.005 train loss: 5.3267 val loss: 4.7160 Epoch 41/100 ---------- lr: 0.005 train loss: 5.9822 val loss: 6.2925 Epoch 42/100 ---------- lr: 0.005 train loss: 6.1910 val loss: 5.1114 Epoch 43/100 ---------- lr: 0.005 train loss: 5.5787 val loss: 4.6311 Epoch 44/100 ---------- lr: 0.005 train loss: 5.0697 val loss: 4.3120 Epoch 45/100 ---------- lr: 0.005 train loss: 5.0701 val loss: 4.3124 Epoch 46/100 ---------- lr: 0.005 train loss: 4.9048 val loss: 4.4862 Epoch 47/100 ---------- lr: 0.005 train loss: 5.1003 val loss: 4.6461 Epoch 48/100 ---------- lr: 0.005 train loss: 5.3214 val loss: 4.7543 Epoch 49/100 ---------- lr: 0.005 train loss: 5.6138 val loss: 5.3870 Epoch 50/100 ---------- lr: 0.005 train loss: 6.8277 val loss: 6.1316 Epoch 51/100 ---------- lr: 0.005 train loss: 6.4332 val loss: 5.8745 Epoch 52/100 ---------- lr: 0.005 train loss: 6.4348 val loss: 5.3867 Epoch 53/100 ---------- lr: 0.0025 train loss: 5.5119 val loss: 4.7447 Epoch 54/100 ---------- lr: 0.0025 train loss: 5.2755 val loss: 4.7963 Epoch 55/100 ---------- lr: 0.0025 train loss: 5.4764 val loss: 4.7214 Epoch 56/100 ---------- lr: 0.0025 train loss: 5.4602 val loss: 4.8039 Epoch 57/100 ---------- lr: 0.0025 train loss: 5.2855 val loss: 4.5446 Epoch 58/100 ---------- lr: 0.0025 train loss: 5.1158 val loss: 4.7545 Epoch 59/100 ---------- lr: 0.0025 train loss: 4.9667 val loss: 4.3162 Epoch 60/100 ---------- lr: 0.0025 train loss: 4.8326 val loss: 4.0528 Epoch 61/100 ---------- lr: 0.0025 train loss: 4.7228 val loss: 4.1626 Epoch 62/100 ---------- lr: 0.0025 train loss: 4.5569 val loss: 3.9721 Epoch 63/100 ---------- lr: 0.0025 train loss: 4.5309 val loss: 3.7405 Epoch 64/100 ---------- lr: 0.0025 train loss: 4.3776 val loss: 3.7713 Epoch 65/100 ---------- lr: 0.0025 train loss: 4.3291 val loss: 3.6184 Epoch 66/100 ---------- lr: 0.0025 train loss: 4.2844 val loss: 3.6027 Epoch 67/100 ---------- lr: 0.0025 train loss: 4.2642 val loss: 3.5871 Epoch 68/100 ---------- lr: 0.0025 train loss: 4.2551 val loss: 3.5135 Epoch 69/100 ---------- lr: 0.0025 train loss: 4.1176 val loss: 3.5053 Epoch 70/100 ---------- lr: 0.0025 train loss: 4.1890 val loss: 3.6203 Epoch 71/100 ---------- lr: 0.0025 train loss: 4.2091 val loss: 3.6013 Epoch 72/100 ---------- lr: 0.0025 train loss: 4.1686 val loss: 3.4557 Epoch 73/100 ---------- lr: 0.0025 train loss: 4.1240 val loss: 3.3152 Epoch 74/100 ---------- lr: 0.00125 train loss: 3.9343 val loss: 3.2574 Epoch 75/100 ---------- lr: 0.00125 train loss: 3.8203 val loss: 3.1969 Epoch 76/100 ---------- lr: 0.00125 train loss: 3.8526 val loss: 3.3231 Epoch 77/100 ---------- lr: 0.00125 train loss: 3.8408 val loss: 3.2047 Epoch 78/100 ---------- lr: 0.00125 train loss: 3.8073 val loss: 3.1957 Epoch 79/100 ---------- lr: 0.00125 train loss: 3.7796 val loss: 3.2107 Epoch 80/100 ---------- lr: 0.00125 train loss: 3.7161 val loss: 3.1604 Epoch 81/100 ---------- lr: 0.00125 train loss: 3.7624 val loss: 3.1432 Epoch 82/100 ---------- lr: 0.00125 train loss: 3.8112 val loss: 3.3724 Epoch 83/100 ---------- lr: 0.00125 train loss: 3.7900 val loss: 3.3802 Epoch 84/100 ---------- lr: 0.00125 train loss: 3.8023 val loss: 3.3491 Epoch 85/100 ---------- lr: 0.00125 train loss: 3.7743 val loss: 3.3792 Epoch 86/100 ---------- lr: 0.00125 train loss: 3.7209 val loss: 3.3853 Epoch 87/100 ---------- lr: 0.00125 train loss: 3.6750 val loss: 3.2385 Epoch 88/100 ---------- lr: 0.00125 train loss: 3.6908 val loss: 3.2405 Epoch 89/100 ---------- lr: 0.00125 train loss: 3.6430 val loss: 3.1315 Epoch 90/100 ---------- lr: 0.00125 train loss: 3.6584 val loss: 3.1403 Epoch 91/100 ---------- lr: 0.00125 train loss: 3.6038 val loss: 3.1055 Epoch 92/100 ---------- lr: 0.00125 train loss: 3.5355 val loss: 3.0150 Epoch 93/100 ---------- lr: 0.00125 train loss: 3.5132 val loss: 3.0804 Epoch 94/100 ---------- lr: 0.00125 train loss: 3.5331 val loss: 2.8811 Epoch 95/100 ---------- lr: 0.000625 train loss: 3.4238 val loss: 2.8426 Epoch 96/100 ---------- lr: 0.000625 train loss: 3.4154 val loss: 2.9124 Epoch 97/100 ---------- lr: 0.000625 train loss: 3.4244 val loss: 2.9343 Epoch 98/100 ---------- lr: 0.000625 train loss: 3.3966 val loss: 2.8820 Epoch 99/100 ---------- lr: 0.000625 train loss: 3.3796 val loss: 2.8806 Epoch 100/100 ---------- lr: 0.000625 train loss: 3.3712 val loss: 2.8617 Training complete in 19m 59s Best val loss: 1.1025 at epoch 10 Val MSE at best epoch: 0.4587