Epoch 1/100 ---------- lr: 0.01 train loss: 10.0131 val loss: 4.3572 Epoch 2/100 ---------- lr: 0.01 train loss: 4.4928 val loss: 3.3929 Epoch 3/100 ---------- lr: 0.01 train loss: 4.1394 val loss: 2.4234 Epoch 4/100 ---------- lr: 0.01 train loss: 3.3435 val loss: 2.2537 Epoch 5/100 ---------- lr: 0.01 train loss: 3.0853 val loss: 2.9359 Epoch 6/100 ---------- lr: 0.01 train loss: 2.9662 val loss: 1.8932 Epoch 7/100 ---------- lr: 0.01 train loss: 2.6019 val loss: 1.7776 Epoch 8/100 ---------- lr: 0.01 train loss: 2.5895 val loss: 1.6662 Epoch 9/100 ---------- lr: 0.01 train loss: 3.1863 val loss: 1.6685 Epoch 10/100 ---------- lr: 0.01 train loss: 2.3930 val loss: 2.2819 Epoch 11/100 ---------- lr: 0.01 train loss: 2.3808 val loss: 3.2315 Epoch 12/100 ---------- lr: 0.01 train loss: 2.3375 val loss: 1.0748 Epoch 13/100 ---------- lr: 0.01 train loss: 2.0158 val loss: 1.0838 Epoch 14/100 ---------- lr: 0.01 train loss: 2.0684 val loss: 1.2248 Epoch 15/100 ---------- lr: 0.01 train loss: 1.9818 val loss: 1.0561 Epoch 16/100 ---------- lr: 0.01 train loss: 2.0002 val loss: 1.3770 Epoch 17/100 ---------- lr: 0.01 train loss: 3.3686 val loss: 9.4835 Epoch 18/100 ---------- lr: 0.01 train loss: 9.7151 val loss: 7.5062 Epoch 19/100 ---------- lr: 0.01 train loss: 8.4607 val loss: 7.1152 Epoch 20/100 ---------- lr: 0.01 train loss: 7.0285 val loss: 5.5545 Epoch 21/100 ---------- lr: 0.01 train loss: 6.1830 val loss: 5.3516 Epoch 22/100 ---------- lr: 0.01 train loss: 6.4620 val loss: 4.7924 Epoch 23/100 ---------- lr: 0.01 train loss: 5.8958 val loss: 5.6313 Epoch 24/100 ---------- lr: 0.01 train loss: 8.1663 val loss: 9.3476 Epoch 25/100 ---------- lr: 0.01 train loss: 9.0524 val loss: 8.2437 Epoch 26/100 ---------- lr: 0.01 train loss: 8.2687 val loss: 7.3210 Epoch 27/100 ---------- lr: 0.01 train loss: 7.7402 val loss: 6.6955 Epoch 28/100 ---------- lr: 0.01 train loss: 7.0307 val loss: 5.8134 Epoch 29/100 ---------- lr: 0.01 train loss: 6.2687 val loss: 5.3434 Epoch 30/100 ---------- lr: 0.01 train loss: 6.9883 val loss: 6.4054 Epoch 31/100 ---------- lr: 0.01 train loss: 6.7894 val loss: 5.4779 Epoch 32/100 ---------- lr: 0.01 train loss: 6.3399 val loss: 5.0176 Epoch 33/100 ---------- lr: 0.01 train loss: 6.2102 val loss: 5.2141 Epoch 34/100 ---------- lr: 0.01 train loss: 6.0211 val loss: 4.7608 Epoch 35/100 ---------- lr: 0.01 train loss: 5.6453 val loss: 4.4719 Epoch 36/100 ---------- lr: 0.01 train loss: 5.7355 val loss: 5.4501 Epoch 37/100 ---------- lr: 0.005 train loss: 5.8293 val loss: 4.3500 Epoch 38/100 ---------- lr: 0.005 train loss: 5.3446 val loss: 4.2774 Epoch 39/100 ---------- lr: 0.005 train loss: 5.2852 val loss: 4.9402 Epoch 40/100 ---------- lr: 0.005 train loss: 5.7851 val loss: 4.4358 Epoch 41/100 ---------- lr: 0.005 train loss: 5.1795 val loss: 4.3947 Epoch 42/100 ---------- lr: 0.005 train loss: 5.1069 val loss: 4.1011 Epoch 43/100 ---------- lr: 0.005 train loss: 5.1200 val loss: 4.7300 Epoch 44/100 ---------- lr: 0.005 train loss: 5.3493 val loss: 4.1679 Epoch 45/100 ---------- lr: 0.005 train loss: 5.0689 val loss: 4.0387 Epoch 46/100 ---------- lr: 0.005 train loss: 4.8708 val loss: 4.0331 Epoch 47/100 ---------- lr: 0.005 train loss: 5.1114 val loss: 4.1554 Epoch 48/100 ---------- lr: 0.005 train loss: 5.1885 val loss: 4.1374 Epoch 49/100 ---------- lr: 0.005 train loss: 5.2945 val loss: 4.0621 Epoch 50/100 ---------- lr: 0.005 train loss: 5.2673 val loss: 4.2023 Epoch 51/100 ---------- lr: 0.005 train loss: 5.3727 val loss: 4.0169 Epoch 52/100 ---------- lr: 0.005 train loss: 5.3589 val loss: 4.1392 Epoch 53/100 ---------- lr: 0.005 train loss: 5.8030 val loss: 4.6030 Epoch 54/100 ---------- lr: 0.005 train loss: 5.7638 val loss: 4.7770 Epoch 55/100 ---------- lr: 0.005 train loss: 5.7520 val loss: 4.5394 Epoch 56/100 ---------- lr: 0.005 train loss: 6.3140 val loss: 5.2196 Epoch 57/100 ---------- lr: 0.005 train loss: 5.9274 val loss: 4.5192 Epoch 58/100 ---------- lr: 0.0025 train loss: 5.3153 val loss: 4.2837 Epoch 59/100 ---------- lr: 0.0025 train loss: 5.1979 val loss: 4.1596 Epoch 60/100 ---------- lr: 0.0025 train loss: 4.9989 val loss: 3.9700 Epoch 61/100 ---------- lr: 0.0025 train loss: 4.9180 val loss: 3.8590 Epoch 62/100 ---------- lr: 0.0025 train loss: 4.8045 val loss: 3.7625 Epoch 63/100 ---------- lr: 0.0025 train loss: 4.7449 val loss: 3.6933 Epoch 64/100 ---------- lr: 0.0025 train loss: 4.7178 val loss: 3.9203 Epoch 65/100 ---------- lr: 0.0025 train loss: 4.7212 val loss: 3.8295 Epoch 66/100 ---------- lr: 0.0025 train loss: 4.6404 val loss: 3.4887 Epoch 67/100 ---------- lr: 0.0025 train loss: 4.5915 val loss: 3.5631 Epoch 68/100 ---------- lr: 0.0025 train loss: 4.6279 val loss: 3.4546 Epoch 69/100 ---------- lr: 0.0025 train loss: 4.5208 val loss: 3.6028 Epoch 70/100 ---------- lr: 0.0025 train loss: 4.4486 val loss: 3.5109 Epoch 71/100 ---------- lr: 0.0025 train loss: 4.3347 val loss: 3.4085 Epoch 72/100 ---------- lr: 0.0025 train loss: 4.2803 val loss: 3.5767 Epoch 73/100 ---------- lr: 0.0025 train loss: 4.2843 val loss: 3.3436 Epoch 74/100 ---------- lr: 0.0025 train loss: 4.2745 val loss: 3.2797 Epoch 75/100 ---------- lr: 0.0025 train loss: 4.2547 val loss: 3.1750 Epoch 76/100 ---------- lr: 0.0025 train loss: 4.1927 val loss: 3.1401 Epoch 77/100 ---------- lr: 0.0025 train loss: 4.1361 val loss: 3.1417 Epoch 78/100 ---------- lr: 0.0025 train loss: 4.2154 val loss: 3.2701 Epoch 79/100 ---------- lr: 0.00125 train loss: 4.0793 val loss: 3.1011 Epoch 80/100 ---------- lr: 0.00125 train loss: 4.0139 val loss: 3.0693 Epoch 81/100 ---------- lr: 0.00125 train loss: 3.9280 val loss: 3.0596 Epoch 82/100 ---------- lr: 0.00125 train loss: 3.9642 val loss: 3.1165 Epoch 83/100 ---------- lr: 0.00125 train loss: 3.9390 val loss: 3.0215 Epoch 84/100 ---------- lr: 0.00125 train loss: 3.8945 val loss: 3.0226 Epoch 85/100 ---------- lr: 0.00125 train loss: 3.8790 val loss: 3.0862 Epoch 86/100 ---------- lr: 0.00125 train loss: 3.8209 val loss: 3.0203 Epoch 87/100 ---------- lr: 0.00125 train loss: 3.8481 val loss: 3.0333 Epoch 88/100 ---------- lr: 0.00125 train loss: 3.8348 val loss: 2.9341 Epoch 89/100 ---------- lr: 0.00125 train loss: 3.7789 val loss: 3.0039 Epoch 90/100 ---------- lr: 0.00125 train loss: 3.7793 val loss: 2.9328 Epoch 91/100 ---------- lr: 0.00125 train loss: 3.7721 val loss: 2.9080 Epoch 92/100 ---------- lr: 0.00125 train loss: 3.7412 val loss: 2.9294 Epoch 93/100 ---------- lr: 0.00125 train loss: 3.7008 val loss: 2.8546 Epoch 94/100 ---------- lr: 0.00125 train loss: 3.6744 val loss: 2.8537 Epoch 95/100 ---------- lr: 0.00125 train loss: 3.7603 val loss: 2.9139 Epoch 96/100 ---------- lr: 0.00125 train loss: 3.7598 val loss: 3.0014 Epoch 97/100 ---------- lr: 0.00125 train loss: 3.7576 val loss: 2.8020 Epoch 98/100 ---------- lr: 0.00125 train loss: 3.6883 val loss: 2.8191 Epoch 99/100 ---------- lr: 0.00125 train loss: 3.6788 val loss: 2.7707 Epoch 100/100 ---------- lr: 0.000625 train loss: 3.5987 val loss: 2.7451 Training complete in 16m 11s Best val loss: 1.0561 at epoch 15 Val MSE at best epoch: 0.4494