Epoch 1/100 ---------- lr: 0.005 train loss: 15.7152 val loss: 4.9680 Epoch 2/100 ---------- lr: 0.005 train loss: 4.9183 val loss: 5.7920 Epoch 3/100 ---------- lr: 0.005 train loss: 4.0481 val loss: 2.8622 Epoch 4/100 ---------- lr: 0.005 train loss: 3.6419 val loss: 2.8452 Epoch 5/100 ---------- lr: 0.005 train loss: 3.6566 val loss: 3.9122 Epoch 6/100 ---------- lr: 0.005 train loss: 3.4404 val loss: 2.7675 Epoch 7/100 ---------- lr: 0.005 train loss: 2.5581 val loss: 2.0189 Epoch 8/100 ---------- lr: 0.005 train loss: 2.4207 val loss: 1.5546 Epoch 9/100 ---------- lr: 0.005 train loss: 2.0186 val loss: 1.6861 Epoch 10/100 ---------- lr: 0.005 train loss: 1.9077 val loss: 1.5003 Epoch 11/100 ---------- lr: 0.005 train loss: 1.8771 val loss: 1.3195 Epoch 12/100 ---------- lr: 0.005 train loss: 2.1138 val loss: 2.1968 Epoch 13/100 ---------- lr: 0.005 train loss: 2.0275 val loss: 1.7623 Epoch 14/100 ---------- lr: 0.005 train loss: 1.7654 val loss: 0.9295 Epoch 15/100 ---------- lr: 0.005 train loss: 1.3777 val loss: 1.1809 Epoch 16/100 ---------- lr: 0.005 train loss: 1.4454 val loss: 0.8515 Epoch 17/100 ---------- lr: 0.005 train loss: 1.3349 val loss: 0.6794 Epoch 18/100 ---------- lr: 0.005 train loss: 1.2965 val loss: 1.9634 Epoch 19/100 ---------- lr: 0.005 train loss: 1.5768 val loss: 0.8557 Epoch 20/100 ---------- lr: 0.005 train loss: 1.1427 val loss: 0.6656 Epoch 21/100 ---------- lr: 0.005 train loss: 1.1220 val loss: 0.9981 Epoch 22/100 ---------- lr: 0.005 train loss: 1.7451 val loss: 1.2072 Epoch 23/100 ---------- lr: 0.005 train loss: 1.6953 val loss: 0.9125 Epoch 24/100 ---------- lr: 0.005 train loss: 1.1539 val loss: 0.5826 Epoch 25/100 ---------- lr: 0.005 train loss: 0.9961 val loss: 0.5306 Epoch 26/100 ---------- lr: 0.005 train loss: 0.9352 val loss: 0.4595 Epoch 27/100 ---------- lr: 0.005 train loss: 0.9402 val loss: 0.4296 Epoch 28/100 ---------- lr: 0.005 train loss: 1.1351 val loss: 2.9038 Epoch 29/100 ---------- lr: 0.005 train loss: 1.8269 val loss: 0.8458 Epoch 30/100 ---------- lr: 0.005 train loss: 1.0483 val loss: 0.4875 Epoch 31/100 ---------- lr: 0.005 train loss: 0.8889 val loss: 0.3923 Epoch 32/100 ---------- lr: 0.005 train loss: 0.8365 val loss: 0.4072 Epoch 33/100 ---------- lr: 0.005 train loss: 0.8568 val loss: 0.5197 Epoch 34/100 ---------- lr: 0.005 train loss: 0.9692 val loss: 0.6534 Epoch 35/100 ---------- lr: 0.005 train loss: 1.5067 val loss: 0.9404 Epoch 36/100 ---------- lr: 0.005 train loss: 1.5774 val loss: 0.8311 Epoch 37/100 ---------- lr: 0.005 train loss: 0.9962 val loss: 0.5012 Epoch 38/100 ---------- lr: 0.005 train loss: 0.9034 val loss: 0.4606 Epoch 39/100 ---------- lr: 0.005 train loss: 0.9642 val loss: 0.5026 Epoch 40/100 ---------- lr: 0.005 train loss: 1.2971 val loss: 0.9718 Epoch 41/100 ---------- lr: 0.005 train loss: 1.5180 val loss: 0.8250 Epoch 42/100 ---------- lr: 0.005 train loss: 1.3582 val loss: 1.2232 Epoch 43/100 ---------- lr: 0.005 train loss: 2.3865 val loss: 1.8702 Epoch 44/100 ---------- lr: 0.005 train loss: 1.9614 val loss: 2.1379 Epoch 45/100 ---------- lr: 0.005 train loss: 2.6698 val loss: 1.9111 Epoch 46/100 ---------- lr: 0.005 train loss: 6.4419 val loss: 5.3759 Epoch 47/100 ---------- lr: 0.005 train loss: 7.2274 val loss: 5.2649 Epoch 48/100 ---------- lr: 0.005 train loss: 6.6491 val loss: 7.1203 Epoch 49/100 ---------- lr: 0.005 train loss: 8.1639 val loss: 5.7932 Epoch 50/100 ---------- lr: 0.005 train loss: 6.3197 val loss: 5.8508 Epoch 51/100 ---------- lr: 0.005 train loss: 5.9033 val loss: 4.7646 Epoch 52/100 ---------- lr: 0.005 train loss: 5.2087 val loss: 4.4922 Epoch 53/100 ---------- lr: 0.0025 train loss: 4.8783 val loss: 3.9814 Epoch 54/100 ---------- lr: 0.0025 train loss: 4.8966 val loss: 4.1200 Epoch 55/100 ---------- lr: 0.0025 train loss: 4.6087 val loss: 4.1293 Epoch 56/100 ---------- lr: 0.0025 train loss: 4.4391 val loss: 3.7935 Epoch 57/100 ---------- lr: 0.0025 train loss: 4.4055 val loss: 3.7221 Epoch 58/100 ---------- lr: 0.0025 train loss: 4.0929 val loss: 3.5629 Epoch 59/100 ---------- lr: 0.0025 train loss: 4.0212 val loss: 3.6206 Epoch 60/100 ---------- lr: 0.0025 train loss: 3.9315 val loss: 3.0731 Epoch 61/100 ---------- lr: 0.0025 train loss: 3.6449 val loss: 3.2251 Epoch 62/100 ---------- lr: 0.0025 train loss: 3.6923 val loss: 3.2592 Epoch 63/100 ---------- lr: 0.0025 train loss: 3.5100 val loss: 3.1912 Epoch 64/100 ---------- lr: 0.0025 train loss: 3.7225 val loss: 3.3230 Epoch 65/100 ---------- lr: 0.0025 train loss: 3.8395 val loss: 3.2789 Epoch 66/100 ---------- lr: 0.0025 train loss: 4.0668 val loss: 3.6897 Epoch 67/100 ---------- lr: 0.0025 train loss: 4.0704 val loss: 3.4593 Epoch 68/100 ---------- lr: 0.0025 train loss: 3.9625 val loss: 3.4205 Epoch 69/100 ---------- lr: 0.0025 train loss: 3.6701 val loss: 3.2075 Epoch 70/100 ---------- lr: 0.0025 train loss: 3.6319 val loss: 3.1297 Epoch 71/100 ---------- lr: 0.0025 train loss: 3.5064 val loss: 2.9639 Epoch 72/100 ---------- lr: 0.0025 train loss: 3.5112 val loss: 2.8926 Epoch 73/100 ---------- lr: 0.0025 train loss: 3.3438 val loss: 2.8733 Epoch 74/100 ---------- lr: 0.00125 train loss: 3.1313 val loss: 2.7072 Epoch 75/100 ---------- lr: 0.00125 train loss: 3.1411 val loss: 2.6590 Epoch 76/100 ---------- lr: 0.00125 train loss: 3.0912 val loss: 2.5583 Epoch 77/100 ---------- lr: 0.00125 train loss: 3.0300 val loss: 2.6509 Epoch 78/100 ---------- lr: 0.00125 train loss: 2.9760 val loss: 2.5752 Epoch 79/100 ---------- lr: 0.00125 train loss: 2.9500 val loss: 2.4567 Epoch 80/100 ---------- lr: 0.00125 train loss: 2.9179 val loss: 2.5415 Epoch 81/100 ---------- lr: 0.00125 train loss: 2.9800 val loss: 2.4489 Epoch 82/100 ---------- lr: 0.00125 train loss: 2.8581 val loss: 2.4049 Epoch 83/100 ---------- lr: 0.00125 train loss: 2.8145 val loss: 2.5654 Epoch 84/100 ---------- lr: 0.00125 train loss: 2.8563 val loss: 2.5686 Epoch 85/100 ---------- lr: 0.00125 train loss: 2.7362 val loss: 2.3711 Epoch 86/100 ---------- lr: 0.00125 train loss: 2.7480 val loss: 2.4354 Epoch 87/100 ---------- lr: 0.00125 train loss: 2.7341 val loss: 2.3556 Epoch 88/100 ---------- lr: 0.00125 train loss: 2.7261 val loss: 2.2501 Epoch 89/100 ---------- lr: 0.00125 train loss: 2.7085 val loss: 2.3063 Epoch 90/100 ---------- lr: 0.00125 train loss: 2.6134 val loss: 2.3059 Epoch 91/100 ---------- lr: 0.00125 train loss: 2.6610 val loss: 2.2215 Epoch 92/100 ---------- lr: 0.00125 train loss: 2.7682 val loss: 2.5181 Epoch 93/100 ---------- lr: 0.00125 train loss: 2.8939 val loss: 2.6488 Epoch 94/100 ---------- lr: 0.00125 train loss: 3.0513 val loss: 3.1460 Epoch 95/100 ---------- lr: 0.000625 train loss: 3.4237 val loss: 2.8646 Epoch 96/100 ---------- lr: 0.000625 train loss: 3.1798 val loss: 2.6893 Epoch 97/100 ---------- lr: 0.000625 train loss: 2.9877 val loss: 2.7506 Epoch 98/100 ---------- lr: 0.000625 train loss: 2.9351 val loss: 2.4916 Epoch 99/100 ---------- lr: 0.000625 train loss: 2.8315 val loss: 2.4351 Epoch 100/100 ---------- lr: 0.000625 train loss: 2.8082 val loss: 2.4457 Training complete in 13m 46s Best val loss: 0.3923 at epoch 31 Val MSE at best epoch: 0.1428