Epoch 1/1000 ---------- lr: 0.001 train loss: 22.4408 val loss: 4.3101 Epoch 2/1000 ---------- lr: 0.001 train loss: 4.8392 val loss: 3.2314 Epoch 3/1000 ---------- lr: 0.001 train loss: 3.7146 val loss: 2.5814 Epoch 4/1000 ---------- lr: 0.001 train loss: 3.2582 val loss: 2.7321 Epoch 5/1000 ---------- lr: 0.001 train loss: 2.8262 val loss: 2.2328 Epoch 6/1000 ---------- lr: 0.001 train loss: 2.7159 val loss: 3.3717 Epoch 7/1000 ---------- lr: 0.001 train loss: 3.0487 val loss: 2.0342 Epoch 8/1000 ---------- lr: 0.001 train loss: 2.2135 val loss: 1.4054 Epoch 9/1000 ---------- lr: 0.001 train loss: 2.3294 val loss: 1.7340 Epoch 10/1000 ---------- lr: 0.001 train loss: 1.8726 val loss: 1.3802 Epoch 11/1000 ---------- lr: 0.001 train loss: 1.8239 val loss: 1.2745 Epoch 12/1000 ---------- lr: 0.001 train loss: 1.6363 val loss: 1.0340 Epoch 13/1000 ---------- lr: 0.001 train loss: 1.6384 val loss: 1.3945 Epoch 14/1000 ---------- lr: 0.001 train loss: 1.5805 val loss: 0.9120 Epoch 15/1000 ---------- lr: 0.001 train loss: 1.7892 val loss: 1.0423 Epoch 16/1000 ---------- lr: 0.001 train loss: 1.3381 val loss: 0.7926 Epoch 17/1000 ---------- lr: 0.001 train loss: 1.3085 val loss: 0.8715 Epoch 18/1000 ---------- lr: 0.001 train loss: 1.4231 val loss: 1.6461 Epoch 19/1000 ---------- lr: 0.001 train loss: 1.7045 val loss: 0.7755 Epoch 20/1000 ---------- lr: 0.001 train loss: 1.1057 val loss: 0.6277 Epoch 21/1000 ---------- lr: 0.001 train loss: 1.1867 val loss: 0.7312 Epoch 22/1000 ---------- lr: 0.001 train loss: 1.0625 val loss: 0.6002 Epoch 23/1000 ---------- lr: 0.001 train loss: 1.0654 val loss: 0.5473 Epoch 24/1000 ---------- lr: 0.001 train loss: 1.0332 val loss: 0.6050 Epoch 25/1000 ---------- lr: 0.001 train loss: 0.9662 val loss: 0.5169 Epoch 26/1000 ---------- lr: 0.001 train loss: 1.0243 val loss: 0.5336 Epoch 27/1000 ---------- lr: 0.001 train loss: 0.8982 val loss: 0.5989 Epoch 28/1000 ---------- lr: 0.001 train loss: 0.8884 val loss: 0.4675 Epoch 29/1000 ---------- lr: 0.001 train loss: 0.8960 val loss: 0.5197 Epoch 30/1000 ---------- lr: 0.001 train loss: 1.0886 val loss: 0.7652 Epoch 31/1000 ---------- lr: 0.001 train loss: 0.9289 val loss: 0.4240 Epoch 32/1000 ---------- lr: 0.001 train loss: 0.7533 val loss: 0.3233 Epoch 33/1000 ---------- lr: 0.001 train loss: 0.7149 val loss: 0.3320 Epoch 34/1000 ---------- lr: 0.001 train loss: 1.2728 val loss: 0.8635 Epoch 35/1000 ---------- lr: 0.001 train loss: 0.9100 val loss: 0.3599 Epoch 36/1000 ---------- lr: 0.001 train loss: 0.7354 val loss: 0.3493 Epoch 37/1000 ---------- lr: 0.001 train loss: 0.7464 val loss: 0.4450 Epoch 38/1000 ---------- lr: 0.001 train loss: 0.7325 val loss: 0.2954 Epoch 39/1000 ---------- lr: 0.001 train loss: 0.6648 val loss: 0.2714 Epoch 40/1000 ---------- lr: 0.001 train loss: 0.7269 val loss: 0.6079 Epoch 41/1000 ---------- lr: 0.001 train loss: 1.1944 val loss: 0.5112 Epoch 42/1000 ---------- lr: 0.001 train loss: 0.7625 val loss: 0.3619 Epoch 43/1000 ---------- lr: 0.001 train loss: 0.6729 val loss: 0.2919 Epoch 44/1000 ---------- lr: 0.001 train loss: 0.6666 val loss: 0.3399 Epoch 45/1000 ---------- lr: 0.001 train loss: 0.7110 val loss: 0.2821 Epoch 46/1000 ---------- lr: 0.001 train loss: 0.6658 val loss: 0.3605 Epoch 47/1000 ---------- lr: 0.001 train loss: 0.6644 val loss: 0.2473 Epoch 48/1000 ---------- lr: 0.001 train loss: 0.7365 val loss: 0.4181 Epoch 49/1000 ---------- lr: 0.001 train loss: 0.6861 val loss: 0.2434 Epoch 50/1000 ---------- lr: 0.001 train loss: 0.6042 val loss: 0.2455 Epoch 51/1000 ---------- lr: 0.001 train loss: 0.5949 val loss: 0.2383 Epoch 52/1000 ---------- lr: 0.001 train loss: 0.6355 val loss: 0.4393 Epoch 53/1000 ---------- lr: 0.001 train loss: 0.6581 val loss: 0.2244 Epoch 54/1000 ---------- lr: 0.001 train loss: 0.6120 val loss: 0.2293 Epoch 55/1000 ---------- lr: 0.001 train loss: 0.5967 val loss: 0.2461 Epoch 56/1000 ---------- lr: 0.001 train loss: 0.5746 val loss: 0.2060 Epoch 57/1000 ---------- lr: 0.001 train loss: 0.7635 val loss: 1.1395 Epoch 58/1000 ---------- lr: 0.001 train loss: 1.2276 val loss: 0.3942 Epoch 59/1000 ---------- lr: 0.001 train loss: 0.6799 val loss: 0.2665 Epoch 60/1000 ---------- lr: 0.001 train loss: 0.6081 val loss: 0.2211 Epoch 61/1000 ---------- lr: 0.001 train loss: 0.5745 val loss: 0.2022 Epoch 62/1000 ---------- lr: 0.001 train loss: 0.5611 val loss: 0.1953 Epoch 63/1000 ---------- lr: 0.001 train loss: 0.5547 val loss: 0.1920 Epoch 64/1000 ---------- lr: 0.001 train loss: 0.5495 val loss: 0.1813 Epoch 65/1000 ---------- lr: 0.001 train loss: 0.6364 val loss: 0.2382 Epoch 66/1000 ---------- lr: 0.001 train loss: 0.7382 val loss: 0.8610 Epoch 67/1000 ---------- lr: 0.001 train loss: 0.7504 val loss: 0.2119 Epoch 68/1000 ---------- lr: 0.001 train loss: 0.5594 val loss: 0.1853 Epoch 69/1000 ---------- lr: 0.001 train loss: 0.5391 val loss: 0.1809 Epoch 70/1000 ---------- lr: 0.001 train loss: 0.5365 val loss: 0.1702 Epoch 71/1000 ---------- lr: 0.001 train loss: 0.5392 val loss: 0.1710 Epoch 72/1000 ---------- lr: 0.001 train loss: 0.5303 val loss: 0.1680 Epoch 73/1000 ---------- lr: 0.001 train loss: 0.5551 val loss: 0.1821 Epoch 74/1000 ---------- lr: 0.001 train loss: 0.5653 val loss: 0.4387 Epoch 75/1000 ---------- lr: 0.001 train loss: 0.6633 val loss: 0.2169 Epoch 76/1000 ---------- lr: 0.001 train loss: 0.7282 val loss: 0.2263 Epoch 77/1000 ---------- lr: 0.001 train loss: 0.5489 val loss: 0.1912 Epoch 78/1000 ---------- lr: 0.001 train loss: 0.5279 val loss: 0.1647 Epoch 79/1000 ---------- lr: 0.001 train loss: 0.5226 val loss: 0.1787 Epoch 80/1000 ---------- lr: 0.001 train loss: 0.5181 val loss: 0.1611 Epoch 81/1000 ---------- lr: 0.001 train loss: 0.5902 val loss: 0.1945 Epoch 82/1000 ---------- lr: 0.001 train loss: 0.6426 val loss: 0.5154 Epoch 83/1000 ---------- lr: 0.001 train loss: 0.5809 val loss: 0.1753 Epoch 84/1000 ---------- lr: 0.001 train loss: 0.5143 val loss: 0.1669 Epoch 85/1000 ---------- lr: 0.001 train loss: 0.5077 val loss: 0.1460 Epoch 86/1000 ---------- lr: 0.001 train loss: 0.5031 val loss: 0.1491 Epoch 87/1000 ---------- lr: 0.001 train loss: 0.5563 val loss: 0.5279 Epoch 88/1000 ---------- lr: 0.001 train loss: 0.6377 val loss: 0.1773 Epoch 89/1000 ---------- lr: 0.001 train loss: 0.5128 val loss: 0.1484 Epoch 90/1000 ---------- lr: 0.001 train loss: 0.5005 val loss: 0.1457 Epoch 91/1000 ---------- lr: 0.001 train loss: 0.4988 val loss: 0.1571 Epoch 92/1000 ---------- lr: 0.001 train loss: 0.4972 val loss: 0.1591 Epoch 93/1000 ---------- lr: 0.001 train loss: 0.5180 val loss: 0.1720 Epoch 94/1000 ---------- lr: 0.001 train loss: 0.6625 val loss: 0.4486 Epoch 95/1000 ---------- lr: 0.001 train loss: 0.5837 val loss: 0.2035 Epoch 96/1000 ---------- lr: 0.001 train loss: 0.6559 val loss: 0.1679 Epoch 97/1000 ---------- lr: 0.001 train loss: 0.4995 val loss: 0.1488 Epoch 98/1000 ---------- lr: 0.001 train loss: 0.4918 val loss: 0.1393 Epoch 99/1000 ---------- lr: 0.001 train loss: 0.4861 val loss: 0.1352 Epoch 100/1000 ---------- lr: 0.001 train loss: 0.4889 val loss: 0.1420 Epoch 101/1000 ---------- lr: 0.001 train loss: 0.4924 val loss: 0.1598 Epoch 102/1000 ---------- lr: 0.001 train loss: 0.5096 val loss: 0.1676 Epoch 103/1000 ---------- lr: 0.001 train loss: 0.5218 val loss: 0.1851 Epoch 104/1000 ---------- lr: 0.001 train loss: 0.5437 val loss: 0.1590 Epoch 105/1000 ---------- lr: 0.001 train loss: 0.4921 val loss: 0.1403 Epoch 106/1000 ---------- lr: 0.001 train loss: 0.4907 val loss: 0.1467 Epoch 107/1000 ---------- lr: 0.001 train loss: 0.6748 val loss: 0.3129 Epoch 108/1000 ---------- lr: 0.001 train loss: 0.5290 val loss: 0.1581 Epoch 109/1000 ---------- lr: 0.001 train loss: 0.4846 val loss: 0.1445 Epoch 110/1000 ---------- lr: 0.001 train loss: 0.4763 val loss: 0.1394 Epoch 111/1000 ---------- lr: 0.001 train loss: 0.4793 val loss: 0.1330 Epoch 112/1000 ---------- lr: 0.001 train loss: 0.4800 val loss: 0.2217 Epoch 113/1000 ---------- lr: 0.001 train loss: 0.4940 val loss: 0.1448 Epoch 114/1000 ---------- lr: 0.001 train loss: 0.5226 val loss: 0.2878 Epoch 115/1000 ---------- lr: 0.001 train loss: 0.5284 val loss: 0.1429 Epoch 116/1000 ---------- lr: 0.001 train loss: 0.4750 val loss: 0.1278 Epoch 117/1000 ---------- lr: 0.001 train loss: 0.6291 val loss: 0.2976 Epoch 118/1000 ---------- lr: 0.001 train loss: 0.5185 val loss: 0.1547 Epoch 119/1000 ---------- lr: 0.001 train loss: 0.4745 val loss: 0.1322 Epoch 120/1000 ---------- lr: 0.001 train loss: 0.4697 val loss: 0.1295 Epoch 121/1000 ---------- lr: 0.001 train loss: 0.4686 val loss: 0.1382 Epoch 122/1000 ---------- lr: 0.001 train loss: 0.4706 val loss: 0.1355 Epoch 123/1000 ---------- lr: 0.001 train loss: 0.4761 val loss: 0.1429 Epoch 124/1000 ---------- lr: 0.001 train loss: 0.4772 val loss: 0.1320 Epoch 125/1000 ---------- lr: 0.001 train loss: 0.5476 val loss: 0.1757 Epoch 126/1000 ---------- lr: 0.001 train loss: 0.4982 val loss: 0.1351 Epoch 127/1000 ---------- lr: 0.001 train loss: 0.4716 val loss: 0.1281 Epoch 128/1000 ---------- lr: 0.001 train loss: 0.4690 val loss: 0.1387 Epoch 129/1000 ---------- lr: 0.001 train loss: 0.4859 val loss: 0.1439 Epoch 130/1000 ---------- lr: 0.001 train loss: 0.6050 val loss: 0.1563 Epoch 131/1000 ---------- lr: 0.001 train loss: 0.4711 val loss: 0.1319 Epoch 132/1000 ---------- lr: 0.001 train loss: 0.4649 val loss: 0.1288 Epoch 133/1000 ---------- lr: 0.001 train loss: 0.4696 val loss: 0.1258 Epoch 134/1000 ---------- lr: 0.001 train loss: 0.4630 val loss: 0.1252 Epoch 135/1000 ---------- lr: 0.001 train loss: 0.4633 val loss: 0.1238 Epoch 136/1000 ---------- lr: 0.001 train loss: 0.4905 val loss: 0.1352 Epoch 137/1000 ---------- lr: 0.001 train loss: 0.4669 val loss: 0.1318 Epoch 138/1000 ---------- lr: 0.001 train loss: 0.4796 val loss: 0.1801 Epoch 139/1000 ---------- lr: 0.001 train loss: 0.5505 val loss: 0.1273 Epoch 140/1000 ---------- lr: 0.001 train loss: 0.4631 val loss: 0.1231 Epoch 141/1000 ---------- lr: 0.001 train loss: 0.4583 val loss: 0.1244 Epoch 142/1000 ---------- lr: 0.001 train loss: 0.4559 val loss: 0.1098 Epoch 143/1000 ---------- lr: 0.001 train loss: 0.4580 val loss: 0.1171 Epoch 144/1000 ---------- lr: 0.001 train loss: 0.4597 val loss: 0.1160 Epoch 145/1000 ---------- lr: 0.001 train loss: 0.7108 val loss: 0.1625 Epoch 146/1000 ---------- lr: 0.001 train loss: 0.4739 val loss: 0.1417 Epoch 147/1000 ---------- lr: 0.001 train loss: 0.4613 val loss: 0.1116 Epoch 148/1000 ---------- lr: 0.001 train loss: 0.4531 val loss: 0.1106 Epoch 149/1000 ---------- lr: 0.001 train loss: 0.4514 val loss: 0.1193 Epoch 150/1000 ---------- lr: 0.001 train loss: 0.4558 val loss: 0.1241 Epoch 151/1000 ---------- lr: 0.001 train loss: 0.4548 val loss: 0.1084 Epoch 152/1000 ---------- lr: 0.001 train loss: 0.4629 val loss: 0.1226 Epoch 153/1000 ---------- lr: 0.001 train loss: 0.4748 val loss: 0.1950 Epoch 154/1000 ---------- lr: 0.001 train loss: 0.4717 val loss: 0.1320 Epoch 155/1000 ---------- lr: 0.001 train loss: 0.4619 val loss: 0.1359 Epoch 156/1000 ---------- lr: 0.001 train loss: 0.4583 val loss: 0.1238 Epoch 157/1000 ---------- lr: 0.001 train loss: 0.4565 val loss: 0.1374 Epoch 158/1000 ---------- lr: 0.001 train loss: 0.4567 val loss: 0.1241 Epoch 159/1000 ---------- lr: 0.001 train loss: 0.5821 val loss: 0.1574 Epoch 160/1000 ---------- lr: 0.001 train loss: 0.4656 val loss: 0.1148 Epoch 161/1000 ---------- lr: 0.001 train loss: 0.4518 val loss: 0.1188 Epoch 162/1000 ---------- lr: 0.001 train loss: 0.4479 val loss: 0.1182 Epoch 163/1000 ---------- lr: 0.001 train loss: 0.4493 val loss: 0.1183 Epoch 164/1000 ---------- lr: 0.001 train loss: 0.4506 val loss: 0.1122 Epoch 165/1000 ---------- lr: 0.001 train loss: 0.4533 val loss: 0.1182 Epoch 166/1000 ---------- lr: 0.001 train loss: 0.4500 val loss: 0.1216 Epoch 167/1000 ---------- lr: 0.001 train loss: 0.4494 val loss: 0.1184 Epoch 168/1000 ---------- lr: 0.001 train loss: 0.4645 val loss: 0.1494 Epoch 169/1000 ---------- lr: 0.001 train loss: 0.4889 val loss: 0.1415 Epoch 170/1000 ---------- lr: 0.001 train loss: 0.4568 val loss: 0.1362 Epoch 171/1000 ---------- lr: 0.001 train loss: 0.4906 val loss: 0.1617 Epoch 172/1000 ---------- lr: 0.001 train loss: 0.5025 val loss: 0.1209 Epoch 173/1000 ---------- lr: 0.001 train loss: 0.4471 val loss: 0.1118 Epoch 174/1000 ---------- lr: 0.001 train loss: 0.4434 val loss: 0.1146 Epoch 175/1000 ---------- lr: 0.001 train loss: 0.4464 val loss: 0.1172 Epoch 176/1000 ---------- lr: 0.001 train loss: 0.4436 val loss: 0.1175 Epoch 177/1000 ---------- lr: 0.001 train loss: 0.4443 val loss: 0.1115 Epoch 178/1000 ---------- lr: 0.001 train loss: 0.4513 val loss: 0.1436 Epoch 179/1000 ---------- lr: 0.001 train loss: 0.4543 val loss: 0.1268 Epoch 180/1000 ---------- lr: 0.001 train loss: 0.4483 val loss: 0.1226 Epoch 181/1000 ---------- lr: 0.001 train loss: 0.4457 val loss: 0.1144 Epoch 182/1000 ---------- lr: 0.001 train loss: 0.4508 val loss: 0.1244 Epoch 183/1000 ---------- lr: 0.001 train loss: 0.4544 val loss: 0.1296 Epoch 184/1000 ---------- lr: 0.001 train loss: 0.4506 val loss: 0.1298 Epoch 185/1000 ---------- lr: 0.001 train loss: 0.4444 val loss: 0.1107 Epoch 186/1000 ---------- lr: 0.001 train loss: 0.4468 val loss: 0.1210 Epoch 187/1000 ---------- lr: 0.001 train loss: 0.4690 val loss: 0.2162 Epoch 188/1000 ---------- lr: 0.001 train loss: 0.5020 val loss: 0.1312 Epoch 189/1000 ---------- lr: 0.001 train loss: 0.4461 val loss: 0.1104 Epoch 190/1000 ---------- lr: 0.001 train loss: 0.4389 val loss: 0.1223 Epoch 191/1000 ---------- lr: 0.001 train loss: 0.4417 val loss: 0.1096 Epoch 192/1000 ---------- lr: 0.001 train loss: 0.4441 val loss: 0.3828 Epoch 193/1000 ---------- lr: 0.001 train loss: 0.6024 val loss: 0.1509 Epoch 194/1000 ---------- lr: 0.001 train loss: 0.4496 val loss: 0.1246 Epoch 195/1000 ---------- lr: 0.001 train loss: 0.4426 val loss: 0.1252 Epoch 196/1000 ---------- lr: 0.001 train loss: 0.4381 val loss: 0.1101 Epoch 197/1000 ---------- lr: 0.001 train loss: 0.4378 val loss: 0.1001 Epoch 198/1000 ---------- lr: 0.001 train loss: 0.4374 val loss: 0.1054 Epoch 199/1000 ---------- lr: 0.001 train loss: 0.6121 val loss: 0.2677 Epoch 200/1000 ---------- lr: 0.001 train loss: 0.4914 val loss: 0.1270 Epoch 201/1000 ---------- lr: 0.001 train loss: 0.4528 val loss: 0.1156 Epoch 202/1000 ---------- lr: 0.001 train loss: 0.4488 val loss: 0.1255 Epoch 203/1000 ---------- lr: 0.001 train loss: 0.4420 val loss: 0.1171 Epoch 204/1000 ---------- lr: 0.001 train loss: 0.4396 val loss: 0.1081 Epoch 205/1000 ---------- lr: 0.001 train loss: 0.4435 val loss: 0.1180 Epoch 206/1000 ---------- lr: 0.001 train loss: 0.4425 val loss: 0.1118 Epoch 207/1000 ---------- lr: 0.001 train loss: 0.4371 val loss: 0.1116 Epoch 208/1000 ---------- lr: 0.001 train loss: 0.4462 val loss: 0.1126 Epoch 209/1000 ---------- lr: 0.001 train loss: 0.4381 val loss: 0.1172 Epoch 210/1000 ---------- lr: 0.001 train loss: 0.4430 val loss: 0.1321 Epoch 211/1000 ---------- lr: 0.001 train loss: 0.4387 val loss: 0.1103 Epoch 212/1000 ---------- lr: 0.001 train loss: 0.4429 val loss: 0.1153 Epoch 213/1000 ---------- lr: 0.001 train loss: 0.4386 val loss: 0.1128 Epoch 214/1000 ---------- lr: 0.001 train loss: 0.4366 val loss: 0.1151 Epoch 215/1000 ---------- lr: 0.001 train loss: 0.4425 val loss: 0.1152 Epoch 216/1000 ---------- lr: 0.001 train loss: 0.4461 val loss: 0.1277 Epoch 217/1000 ---------- lr: 0.001 train loss: 0.4472 val loss: 0.1198 Epoch 218/1000 ---------- lr: 0.001 train loss: 0.4874 val loss: 0.1581 Epoch 219/1000 ---------- lr: 0.001 train loss: 0.4531 val loss: 0.1387 Epoch 220/1000 ---------- lr: 0.001 train loss: 0.4350 val loss: 0.1453 Epoch 221/1000 ---------- lr: 0.001 train loss: 0.4369 val loss: 0.1092 Epoch 222/1000 ---------- lr: 0.001 train loss: 0.4451 val loss: 0.1075 Epoch 223/1000 ---------- lr: 0.001 train loss: 0.4351 val loss: 0.1180 Epoch 224/1000 ---------- lr: 0.001 train loss: 0.4358 val loss: 0.1157 Epoch 225/1000 ---------- lr: 0.001 train loss: 0.4372 val loss: 0.1124 Epoch 226/1000 ---------- lr: 0.001 train loss: 0.5055 val loss: 0.1229 Epoch 227/1000 ---------- lr: 0.001 train loss: 0.4376 val loss: 0.1156 Epoch 228/1000 ---------- lr: 0.001 train loss: 0.4300 val loss: 0.1055 Epoch 229/1000 ---------- lr: 0.001 train loss: 0.4311 val loss: 0.1119 Epoch 230/1000 ---------- lr: 0.001 train loss: 0.5056 val loss: 0.2580 Epoch 231/1000 ---------- lr: 0.001 train loss: 0.4789 val loss: 0.1031 Epoch 232/1000 ---------- lr: 0.001 train loss: 0.4325 val loss: 0.1006 Epoch 233/1000 ---------- lr: 0.001 train loss: 0.4307 val loss: 0.0982 Epoch 234/1000 ---------- lr: 0.001 train loss: 0.4343 val loss: 0.0987 Epoch 235/1000 ---------- lr: 0.001 train loss: 0.4294 val loss: 0.1013 Epoch 236/1000 ---------- lr: 0.001 train loss: 0.4309 val loss: 0.1006 Epoch 237/1000 ---------- lr: 0.001 train loss: 0.4334 val loss: 0.1201 Epoch 238/1000 ---------- lr: 0.001 train loss: 0.4324 val loss: 0.1077 Epoch 239/1000 ---------- lr: 0.001 train loss: 0.4501 val loss: 0.1149 Epoch 240/1000 ---------- lr: 0.001 train loss: 0.4410 val loss: 0.1027 Epoch 241/1000 ---------- lr: 0.001 train loss: 0.4363 val loss: 0.1049 Epoch 242/1000 ---------- lr: 0.001 train loss: 0.4329 val loss: 0.1158 Epoch 243/1000 ---------- lr: 0.001 train loss: 0.4371 val loss: 0.1131 Epoch 244/1000 ---------- lr: 0.001 train loss: 0.4644 val loss: 0.1158 Epoch 245/1000 ---------- lr: 0.001 train loss: 0.4304 val loss: 0.0999 Epoch 246/1000 ---------- lr: 0.001 train loss: 0.4301 val loss: 0.1019 Epoch 247/1000 ---------- lr: 0.001 train loss: 0.4282 val loss: 0.1112 Epoch 248/1000 ---------- lr: 0.001 train loss: 0.4322 val loss: 0.1133 Epoch 249/1000 ---------- lr: 0.001 train loss: 0.4341 val loss: 0.1184 Epoch 250/1000 ---------- lr: 0.001 train loss: 0.4361 val loss: 0.1201 Epoch 251/1000 ---------- lr: 0.001 train loss: 0.4948 val loss: 0.1483 Epoch 252/1000 ---------- lr: 0.001 train loss: 0.4495 val loss: 0.1137 Epoch 253/1000 ---------- lr: 0.001 train loss: 0.4301 val loss: 0.0939 Epoch 254/1000 ---------- lr: 0.001 train loss: 0.4285 val loss: 0.1042 Epoch 255/1000 ---------- lr: 0.001 train loss: 0.4336 val loss: 0.1088 Epoch 256/1000 ---------- lr: 0.001 train loss: 0.4312 val loss: 0.1021 Epoch 257/1000 ---------- lr: 0.001 train loss: 0.4296 val loss: 0.1012 Epoch 258/1000 ---------- lr: 0.001 train loss: 0.4285 val loss: 0.1008 Epoch 259/1000 ---------- lr: 0.001 train loss: 0.4300 val loss: 0.1019 Epoch 260/1000 ---------- lr: 0.001 train loss: 0.4307 val loss: 0.1082 Epoch 261/1000 ---------- lr: 0.001 train loss: 0.4700 val loss: 0.1221 Epoch 262/1000 ---------- lr: 0.001 train loss: 0.4339 val loss: 0.1057 Epoch 263/1000 ---------- lr: 0.001 train loss: 0.4276 val loss: 0.1021 Epoch 264/1000 ---------- lr: 0.001 train loss: 0.4275 val loss: 0.1196 Epoch 265/1000 ---------- lr: 0.001 train loss: 0.4649 val loss: 0.1355 Epoch 266/1000 ---------- lr: 0.001 train loss: 0.4496 val loss: 0.1121 Epoch 267/1000 ---------- lr: 0.001 train loss: 0.4323 val loss: 0.1070 Epoch 268/1000 ---------- lr: 0.001 train loss: 0.4290 val loss: 0.1035 Epoch 269/1000 ---------- lr: 0.001 train loss: 0.4283 val loss: 0.1025 Epoch 270/1000 ---------- lr: 0.001 train loss: 0.4303 val loss: 0.1044 Epoch 271/1000 ---------- lr: 0.001 train loss: 0.4262 val loss: 0.0982 Epoch 272/1000 ---------- lr: 0.001 train loss: 0.4686 val loss: 0.2079 Epoch 273/1000 ---------- lr: 0.001 train loss: 0.4446 val loss: 0.1078 Epoch 274/1000 ---------- lr: 0.001 train loss: 0.4319 val loss: 0.1125 Epoch 275/1000 ---------- lr: 0.001 train loss: 0.4292 val loss: 0.1062 Epoch 276/1000 ---------- lr: 0.001 train loss: 0.4276 val loss: 0.1025 Epoch 277/1000 ---------- lr: 0.001 train loss: 0.4312 val loss: 0.1090 Epoch 278/1000 ---------- lr: 0.001 train loss: 0.4514 val loss: 0.1162 Epoch 279/1000 ---------- lr: 0.001 train loss: 0.4342 val loss: 0.0995 Epoch 280/1000 ---------- lr: 0.001 train loss: 0.4262 val loss: 0.1032 Epoch 281/1000 ---------- lr: 0.001 train loss: 0.4255 val loss: 0.0981 Epoch 282/1000 ---------- lr: 0.001 train loss: 0.4264 val loss: 0.0981 Epoch 283/1000 ---------- lr: 0.001 train loss: 0.4255 val loss: 0.1016 Epoch 284/1000 ---------- lr: 0.001 train loss: 0.4242 val loss: 0.1175 Epoch 285/1000 ---------- lr: 0.001 train loss: 0.4289 val loss: 0.1088 Epoch 286/1000 ---------- lr: 0.001 train loss: 0.4334 val loss: 0.1042 Epoch 287/1000 ---------- lr: 0.001 train loss: 0.4312 val loss: 0.1058 Epoch 288/1000 ---------- lr: 0.001 train loss: 0.4310 val loss: 0.1275 Epoch 289/1000 ---------- lr: 0.001 train loss: 0.4573 val loss: 0.1489 Epoch 290/1000 ---------- lr: 0.001 train loss: 0.4392 val loss: 0.1126 Epoch 291/1000 ---------- lr: 0.001 train loss: 0.4285 val loss: 0.1083 Epoch 292/1000 ---------- lr: 0.001 train loss: 0.4763 val loss: 0.1868 Epoch 293/1000 ---------- lr: 0.001 train loss: 0.4504 val loss: 0.1112 Epoch 294/1000 ---------- lr: 0.001 train loss: 0.4305 val loss: 0.1090 Epoch 295/1000 ---------- lr: 0.001 train loss: 0.4270 val loss: 0.1036 Epoch 296/1000 ---------- lr: 0.001 train loss: 0.4257 val loss: 0.1221 Epoch 297/1000 ---------- lr: 0.001 train loss: 0.4351 val loss: 0.1139 Epoch 298/1000 ---------- lr: 0.001 train loss: 0.4291 val loss: 0.0962 Epoch 299/1000 ---------- lr: 0.001 train loss: 0.4272 val loss: 0.0982 Epoch 300/1000 ---------- lr: 0.001 train loss: 0.4247 val loss: 0.0970 Epoch 301/1000 ---------- lr: 0.001 train loss: 0.4240 val loss: 0.1076 Epoch 302/1000 ---------- lr: 0.001 train loss: 0.4287 val loss: 0.1027 Epoch 303/1000 ---------- lr: 0.001 train loss: 0.4668 val loss: 0.1176 Epoch 304/1000 ---------- lr: 0.001 train loss: 0.4393 val loss: 0.1148 Epoch 305/1000 ---------- lr: 0.001 train loss: 0.4243 val loss: 0.1104 Epoch 306/1000 ---------- lr: 0.001 train loss: 0.4216 val loss: 0.1006 Epoch 307/1000 ---------- lr: 0.001 train loss: 0.4236 val loss: 0.1155 Epoch 308/1000 ---------- lr: 0.001 train loss: 0.4250 val loss: 0.1125 Epoch 309/1000 ---------- lr: 0.001 train loss: 0.4260 val loss: 0.1058 Epoch 310/1000 ---------- lr: 0.001 train loss: 0.4347 val loss: 0.1276 Epoch 311/1000 ---------- lr: 0.001 train loss: 0.4251 val loss: 0.0996 Epoch 312/1000 ---------- lr: 0.001 train loss: 0.4240 val loss: 0.1134 Epoch 313/1000 ---------- lr: 0.001 train loss: 0.4829 val loss: 0.3655 Epoch 314/1000 ---------- lr: 0.001 train loss: 0.4691 val loss: 0.1163 Epoch 315/1000 ---------- lr: 0.001 train loss: 0.4267 val loss: 0.1007 Epoch 316/1000 ---------- lr: 0.001 train loss: 0.4263 val loss: 0.1018 Epoch 317/1000 ---------- lr: 0.001 train loss: 0.4212 val loss: 0.0977 Epoch 318/1000 ---------- lr: 0.001 train loss: 0.4197 val loss: 0.0967 Epoch 319/1000 ---------- lr: 0.001 train loss: 0.4213 val loss: 0.0982 Epoch 320/1000 ---------- lr: 0.001 train loss: 0.4252 val loss: 0.0990 Epoch 321/1000 ---------- lr: 0.001 train loss: 0.4202 val loss: 0.1014 Epoch 322/1000 ---------- lr: 0.001 train loss: 0.4223 val loss: 0.1100 Epoch 323/1000 ---------- lr: 0.001 train loss: 0.4240 val loss: 0.1145 Epoch 324/1000 ---------- lr: 0.001 train loss: 0.4228 val loss: 0.1024 Epoch 325/1000 ---------- lr: 0.001 train loss: 0.4217 val loss: 0.1072 Epoch 326/1000 ---------- lr: 0.001 train loss: 0.4250 val loss: 0.1624 Epoch 327/1000 ---------- lr: 0.001 train loss: 0.4632 val loss: 0.1068 Epoch 328/1000 ---------- lr: 0.001 train loss: 0.4252 val loss: 0.1019 Epoch 329/1000 ---------- lr: 0.001 train loss: 0.4202 val loss: 0.1052 Epoch 330/1000 ---------- lr: 0.001 train loss: 0.4216 val loss: 0.1141 Epoch 331/1000 ---------- lr: 0.001 train loss: 0.4240 val loss: 0.1024 Epoch 332/1000 ---------- lr: 0.001 train loss: 0.4237 val loss: 0.1100 Epoch 333/1000 ---------- lr: 0.001 train loss: 0.4238 val loss: 0.0958 Epoch 334/1000 ---------- lr: 0.001 train loss: 0.4602 val loss: 0.1469 Epoch 335/1000 ---------- lr: 0.001 train loss: 0.4366 val loss: 0.1115 Epoch 336/1000 ---------- lr: 0.001 train loss: 0.4221 val loss: 0.1028 Epoch 337/1000 ---------- lr: 0.001 train loss: 0.4291 val loss: 0.1021 Epoch 338/1000 ---------- lr: 0.001 train loss: 0.4236 val loss: 0.0990 Epoch 339/1000 ---------- lr: 0.001 train loss: 0.4191 val loss: 0.1023 Epoch 340/1000 ---------- lr: 0.001 train loss: 0.4218 val loss: 0.1172 Epoch 341/1000 ---------- lr: 0.001 train loss: 0.4215 val loss: 0.1083 Epoch 342/1000 ---------- lr: 0.001 train loss: 0.4619 val loss: 0.1132 Epoch 343/1000 ---------- lr: 0.001 train loss: 0.4232 val loss: 0.1020 Epoch 344/1000 ---------- lr: 0.001 train loss: 0.4178 val loss: 0.0983 Epoch 345/1000 ---------- lr: 0.001 train loss: 0.4184 val loss: 0.0983 Epoch 346/1000 ---------- lr: 0.001 train loss: 0.4189 val loss: 0.1046 Epoch 347/1000 ---------- lr: 0.001 train loss: 0.4231 val loss: 0.0951 Epoch 348/1000 ---------- lr: 0.001 train loss: 0.4321 val loss: 0.1713 Epoch 349/1000 ---------- lr: 0.001 train loss: 0.4344 val loss: 0.1008 Epoch 350/1000 ---------- lr: 0.001 train loss: 0.4208 val loss: 0.1007 Epoch 351/1000 ---------- lr: 0.001 train loss: 0.4202 val loss: 0.1038 Epoch 352/1000 ---------- lr: 0.001 train loss: 0.4191 val loss: 0.1047 Epoch 353/1000 ---------- lr: 0.001 train loss: 0.4227 val loss: 0.0988 Epoch 354/1000 ---------- lr: 0.001 train loss: 0.4215 val loss: 0.0941 Epoch 355/1000 ---------- lr: 0.001 train loss: 0.4589 val loss: 0.2066 Epoch 356/1000 ---------- lr: 0.001 train loss: 0.4393 val loss: 0.1061 Epoch 357/1000 ---------- lr: 0.001 train loss: 0.4198 val loss: 0.1018 Epoch 358/1000 ---------- lr: 0.001 train loss: 0.4200 val loss: 0.0984 Epoch 359/1000 ---------- lr: 0.001 train loss: 0.4211 val loss: 0.0992 Epoch 360/1000 ---------- lr: 0.001 train loss: 0.4215 val loss: 0.0960 Epoch 361/1000 ---------- lr: 0.001 train loss: 0.4179 val loss: 0.1073 Epoch 362/1000 ---------- lr: 0.001 train loss: 0.4174 val loss: 0.1027 Epoch 363/1000 ---------- lr: 0.001 train loss: 0.4208 val loss: 0.1024 Epoch 364/1000 ---------- lr: 0.001 train loss: 0.4451 val loss: 0.1060 Epoch 365/1000 ---------- lr: 0.001 train loss: 0.4230 val loss: 0.0932 Epoch 366/1000 ---------- lr: 0.001 train loss: 0.4186 val loss: 0.1096 Epoch 367/1000 ---------- lr: 0.001 train loss: 0.4206 val loss: 0.0993 Epoch 368/1000 ---------- lr: 0.001 train loss: 0.4171 val loss: 0.1007 Epoch 369/1000 ---------- lr: 0.001 train loss: 0.4194 val loss: 0.0988 Epoch 370/1000 ---------- lr: 0.001 train loss: 0.4184 val loss: 0.1024 Epoch 371/1000 ---------- lr: 0.001 train loss: 0.4178 val loss: 0.0916 Epoch 372/1000 ---------- lr: 0.001 train loss: 0.4228 val loss: 0.0961 Epoch 373/1000 ---------- lr: 0.001 train loss: 0.4227 val loss: 0.1117 Epoch 374/1000 ---------- lr: 0.001 train loss: 0.4777 val loss: 0.1103 Epoch 375/1000 ---------- lr: 0.001 train loss: 0.4179 val loss: 0.1030 Epoch 376/1000 ---------- lr: 0.001 train loss: 0.4155 val loss: 0.1010 Epoch 377/1000 ---------- lr: 0.001 train loss: 0.4172 val loss: 0.1041 Epoch 378/1000 ---------- lr: 0.001 train loss: 0.4406 val loss: 0.1298 Epoch 379/1000 ---------- lr: 0.001 train loss: 0.4258 val loss: 0.1099 Epoch 380/1000 ---------- lr: 0.001 train loss: 0.4201 val loss: 0.1032 Epoch 381/1000 ---------- lr: 0.001 train loss: 0.4163 val loss: 0.1021 Epoch 382/1000 ---------- lr: 0.001 train loss: 0.4165 val loss: 0.1022 Epoch 383/1000 ---------- lr: 0.001 train loss: 0.4173 val loss: 0.0993 Epoch 384/1000 ---------- lr: 0.001 train loss: 0.4329 val loss: 0.1204 Epoch 385/1000 ---------- lr: 0.001 train loss: 0.4344 val loss: 0.1081 Epoch 386/1000 ---------- lr: 0.001 train loss: 0.4182 val loss: 0.1058 Epoch 387/1000 ---------- lr: 0.001 train loss: 0.4186 val loss: 0.1034 Epoch 388/1000 ---------- lr: 0.001 train loss: 0.4145 val loss: 0.1060 Epoch 389/1000 ---------- lr: 0.001 train loss: 0.4170 val loss: 0.0957 Epoch 390/1000 ---------- lr: 0.001 train loss: 0.4186 val loss: 0.1017 Epoch 391/1000 ---------- lr: 0.001 train loss: 0.4200 val loss: 0.0996 Epoch 392/1000 ---------- lr: 0.001 train loss: 0.4170 val loss: 0.0947 Epoch 393/1000 ---------- lr: 0.001 train loss: 0.4181 val loss: 0.1098 Epoch 394/1000 ---------- lr: 0.001 train loss: 0.4195 val loss: 0.1073 Epoch 395/1000 ---------- lr: 0.001 train loss: 0.4199 val loss: 0.0987 Epoch 396/1000 ---------- lr: 0.001 train loss: 0.4208 val loss: 0.1059 Epoch 397/1000 ---------- lr: 0.001 train loss: 0.4176 val loss: 0.1029 Epoch 398/1000 ---------- lr: 0.001 train loss: 0.4182 val loss: 0.1036 Epoch 399/1000 ---------- lr: 0.001 train loss: 0.4167 val loss: 0.0984 Epoch 400/1000 ---------- lr: 0.001 train loss: 0.4235 val loss: 0.1019 Epoch 401/1000 ---------- lr: 0.001 train loss: 0.4222 val loss: 0.0981 Epoch 402/1000 ---------- lr: 0.001 train loss: 0.4288 val loss: 0.1029 Epoch 403/1000 ---------- lr: 0.001 train loss: 0.4218 val loss: 0.1229 Epoch 404/1000 ---------- lr: 0.001 train loss: 0.4216 val loss: 0.1250 Epoch 405/1000 ---------- lr: 0.001 train loss: 0.4193 val loss: 0.1051 Epoch 406/1000 ---------- lr: 0.001 train loss: 0.4164 val loss: 0.1114 Epoch 407/1000 ---------- lr: 0.001 train loss: 0.4156 val loss: 0.1030 Epoch 408/1000 ---------- lr: 0.001 train loss: 0.4159 val loss: 0.0980 Epoch 409/1000 ---------- lr: 0.001 train loss: 0.6486 val loss: 0.2174 Epoch 410/1000 ---------- lr: 0.001 train loss: 0.4600 val loss: 0.1303 Epoch 411/1000 ---------- lr: 0.001 train loss: 0.4336 val loss: 0.1262 Epoch 412/1000 ---------- lr: 0.001 train loss: 0.4234 val loss: 0.1164 Epoch 413/1000 ---------- lr: 0.001 train loss: 0.4190 val loss: 0.1098 Epoch 414/1000 ---------- lr: 0.001 train loss: 0.4299 val loss: 0.1018 Epoch 415/1000 ---------- lr: 0.001 train loss: 0.4190 val loss: 0.1128 Epoch 416/1000 ---------- lr: 0.001 train loss: 0.4181 val loss: 0.0951 Epoch 417/1000 ---------- lr: 0.001 train loss: 0.4158 val loss: 0.1049 Epoch 418/1000 ---------- lr: 0.001 train loss: 0.4159 val loss: 0.1008 Epoch 419/1000 ---------- lr: 0.001 train loss: 0.4154 val loss: 0.0969 Epoch 420/1000 ---------- lr: 0.001 train loss: 0.4159 val loss: 0.0952 Epoch 421/1000 ---------- lr: 0.001 train loss: 0.4156 val loss: 0.1029 Epoch 422/1000 ---------- lr: 0.001 train loss: 0.4172 val loss: 0.0993 Epoch 423/1000 ---------- lr: 0.001 train loss: 0.4160 val loss: 0.1046 Epoch 424/1000 ---------- lr: 0.001 train loss: 0.4144 val loss: 0.1016 Epoch 425/1000 ---------- lr: 0.001 train loss: 0.4181 val loss: 0.1095 Epoch 426/1000 ---------- lr: 0.001 train loss: 0.4177 val loss: 0.1220 Epoch 427/1000 ---------- lr: 0.001 train loss: 0.4191 val loss: 0.1088 Epoch 428/1000 ---------- lr: 0.001 train loss: 0.4169 val loss: 0.1110 Epoch 429/1000 ---------- lr: 0.001 train loss: 0.4125 val loss: 0.1077 Epoch 430/1000 ---------- lr: 0.001 train loss: 0.4166 val loss: 0.1174 Epoch 431/1000 ---------- lr: 0.001 train loss: 0.4235 val loss: 0.1219 Epoch 432/1000 ---------- lr: 0.001 train loss: 0.4168 val loss: 0.1103 Epoch 433/1000 ---------- lr: 0.001 train loss: 0.4161 val loss: 0.1175 Epoch 434/1000 ---------- lr: 0.001 train loss: 0.4138 val loss: 0.1139 Epoch 435/1000 ---------- lr: 0.001 train loss: 0.4139 val loss: 0.1104 Epoch 436/1000 ---------- lr: 0.001 train loss: 0.4180 val loss: 0.1068 Epoch 437/1000 ---------- lr: 0.001 train loss: 0.4214 val loss: 0.1037 Epoch 438/1000 ---------- lr: 0.001 train loss: 0.4146 val loss: 0.1041 Epoch 439/1000 ---------- lr: 0.001 train loss: 0.4445 val loss: 0.2522 Epoch 440/1000 ---------- lr: 0.001 train loss: 0.4469 val loss: 0.2055 Epoch 441/1000 ---------- lr: 0.001 train loss: 0.4344 val loss: 0.1192 Epoch 442/1000 ---------- lr: 0.001 train loss: 0.4164 val loss: 0.1040 Epoch 443/1000 ---------- lr: 0.001 train loss: 0.4148 val loss: 0.1017 Epoch 444/1000 ---------- lr: 0.001 train loss: 0.4177 val loss: 0.0964 Epoch 445/1000 ---------- lr: 0.001 train loss: 0.4458 val loss: 0.1337 Epoch 446/1000 ---------- lr: 0.001 train loss: 0.4689 val loss: 0.1063 Epoch 447/1000 ---------- lr: 0.001 train loss: 0.4186 val loss: 0.0979 Epoch 448/1000 ---------- lr: 0.001 train loss: 0.4141 val loss: 0.1031 Epoch 449/1000 ---------- lr: 0.001 train loss: 0.4124 val loss: 0.0920 Epoch 450/1000 ---------- lr: 0.001 train loss: 0.4121 val loss: 0.0961 Epoch 451/1000 ---------- lr: 0.001 train loss: 0.4114 val loss: 0.0946 Epoch 452/1000 ---------- lr: 0.001 train loss: 0.4142 val loss: 0.1346 Epoch 453/1000 ---------- lr: 0.001 train loss: 0.4135 val loss: 0.1025 Epoch 454/1000 ---------- lr: 0.001 train loss: 0.4145 val loss: 0.1010 Epoch 455/1000 ---------- lr: 0.001 train loss: 0.4220 val loss: 0.1070 Epoch 456/1000 ---------- lr: 0.001 train loss: 0.4154 val loss: 0.0985 Epoch 457/1000 ---------- lr: 0.001 train loss: 0.4447 val loss: 0.1703 Epoch 458/1000 ---------- lr: 0.001 train loss: 0.4375 val loss: 0.1181 Epoch 459/1000 ---------- lr: 0.001 train loss: 0.4148 val loss: 0.1081 Epoch 460/1000 ---------- lr: 0.001 train loss: 0.4118 val loss: 0.1016 Epoch 461/1000 ---------- lr: 0.001 train loss: 0.4133 val loss: 0.1037 Epoch 462/1000 ---------- lr: 0.001 train loss: 0.4142 val loss: 0.0969 Epoch 463/1000 ---------- lr: 0.001 train loss: 0.4107 val loss: 0.0910 Epoch 464/1000 ---------- lr: 0.001 train loss: 0.4151 val loss: 0.1122 Epoch 465/1000 ---------- lr: 0.001 train loss: 0.4159 val loss: 0.0947 Epoch 466/1000 ---------- lr: 0.001 train loss: 0.4138 val loss: 0.1026 Epoch 467/1000 ---------- lr: 0.001 train loss: 0.4351 val loss: 0.1232 Epoch 468/1000 ---------- lr: 0.001 train loss: 0.4204 val loss: 0.1021 Epoch 469/1000 ---------- lr: 0.001 train loss: 0.4143 val loss: 0.1081 Epoch 470/1000 ---------- lr: 0.001 train loss: 0.4119 val loss: 0.1058 Epoch 471/1000 ---------- lr: 0.001 train loss: 0.4147 val loss: 0.1076 Epoch 472/1000 ---------- lr: 0.001 train loss: 0.4120 val loss: 0.0995 Epoch 473/1000 ---------- lr: 0.001 train loss: 0.4135 val loss: 0.0911 Epoch 474/1000 ---------- lr: 0.001 train loss: 0.4131 val loss: 0.1052 Epoch 475/1000 ---------- lr: 0.001 train loss: 0.4125 val loss: 0.0977 Epoch 476/1000 ---------- lr: 0.001 train loss: 0.4157 val loss: 0.1089 Epoch 477/1000 ---------- lr: 0.001 train loss: 0.4141 val loss: 0.1045 Epoch 478/1000 ---------- lr: 0.001 train loss: 0.4224 val loss: 0.3132 Epoch 479/1000 ---------- lr: 0.001 train loss: 0.4894 val loss: 0.2419 Epoch 480/1000 ---------- lr: 0.001 train loss: 0.4206 val loss: 0.2311 Epoch 481/1000 ---------- lr: 0.001 train loss: 0.4131 val loss: 0.2174 Epoch 482/1000 ---------- lr: 0.001 train loss: 0.4136 val loss: 0.2218 Epoch 483/1000 ---------- lr: 0.001 train loss: 0.4125 val loss: 0.1656 Epoch 484/1000 ---------- lr: 0.001 train loss: 0.4141 val loss: 0.1937 Epoch 485/1000 ---------- lr: 0.001 train loss: 0.4395 val loss: 0.1419 Epoch 486/1000 ---------- lr: 0.001 train loss: 0.4328 val loss: 0.1268 Epoch 487/1000 ---------- lr: 0.001 train loss: 0.4148 val loss: 0.1173 Epoch 488/1000 ---------- lr: 0.001 train loss: 0.4144 val loss: 0.2385 Epoch 489/1000 ---------- lr: 0.001 train loss: 0.4278 val loss: 0.0985 Epoch 490/1000 ---------- lr: 0.001 train loss: 0.4190 val loss: 0.0996 Epoch 491/1000 ---------- lr: 0.001 train loss: 0.4167 val loss: 0.1039 Epoch 492/1000 ---------- lr: 0.001 train loss: 0.4148 val loss: 0.0942 Epoch 493/1000 ---------- lr: 0.001 train loss: 0.4131 val loss: 0.2230 Epoch 494/1000 ---------- lr: 0.001 train loss: 0.4197 val loss: 0.2161 Epoch 495/1000 ---------- lr: 0.001 train loss: 0.4156 val loss: 0.2172 Epoch 496/1000 ---------- lr: 0.001 train loss: 0.4209 val loss: 0.1664 Epoch 497/1000 ---------- lr: 0.001 train loss: 0.4207 val loss: 0.2270 Epoch 498/1000 ---------- lr: 0.001 train loss: 0.4172 val loss: 0.2213 Epoch 499/1000 ---------- lr: 0.001 train loss: 0.4126 val loss: 0.1667 Epoch 500/1000 ---------- lr: 0.001 train loss: 0.4155 val loss: 0.2237 Epoch 501/1000 ---------- lr: 0.001 train loss: 0.4309 val loss: 0.1511 Epoch 502/1000 ---------- lr: 0.001 train loss: 0.4228 val loss: 0.0957 Epoch 503/1000 ---------- lr: 0.001 train loss: 0.4170 val loss: 0.0976 Epoch 504/1000 ---------- lr: 0.001 train loss: 0.4107 val loss: 0.0937 Epoch 505/1000 ---------- lr: 0.001 train loss: 0.4147 val loss: 0.0916 Epoch 506/1000 ---------- lr: 0.001 train loss: 0.4105 val loss: 0.0934 Epoch 507/1000 ---------- lr: 0.001 train loss: 0.4126 val loss: 0.0956 Epoch 508/1000 ---------- lr: 0.001 train loss: 0.4136 val loss: 0.1157 Epoch 509/1000 ---------- lr: 0.001 train loss: 0.4145 val loss: 0.1086 Epoch 510/1000 ---------- lr: 0.001 train loss: 0.4119 val loss: 0.0940 Epoch 511/1000 ---------- lr: 0.001 train loss: 0.4120 val loss: 0.1038 Epoch 512/1000 ---------- lr: 0.001 train loss: 0.4143 val loss: 0.1006 Epoch 513/1000 ---------- lr: 0.001 train loss: 0.4138 val loss: 0.1047 Epoch 514/1000 ---------- lr: 0.001 train loss: 0.4309 val loss: 0.1255 Epoch 515/1000 ---------- lr: 0.001 train loss: 0.4186 val loss: 0.1069 Epoch 516/1000 ---------- lr: 0.001 train loss: 0.4254 val loss: 0.1615 Epoch 517/1000 ---------- lr: 0.001 train loss: 0.4350 val loss: 0.1252 Epoch 518/1000 ---------- lr: 0.001 train loss: 0.4128 val loss: 0.1159 Epoch 519/1000 ---------- lr: 0.001 train loss: 0.4124 val loss: 0.1133 Epoch 520/1000 ---------- lr: 0.001 train loss: 0.4116 val loss: 0.0964 Epoch 521/1000 ---------- lr: 0.001 train loss: 0.4119 val loss: 0.1214 Epoch 522/1000 ---------- lr: 0.001 train loss: 0.4115 val loss: 0.1116 Epoch 523/1000 ---------- lr: 0.001 train loss: 0.4216 val loss: 0.1125 Epoch 524/1000 ---------- lr: 0.001 train loss: 0.4121 val loss: 0.0946 Epoch 525/1000 ---------- lr: 0.001 train loss: 0.4104 val loss: 0.0998 Epoch 526/1000 ---------- lr: 0.001 train loss: 0.4102 val loss: 0.0970 Epoch 527/1000 ---------- lr: 0.001 train loss: 0.4117 val loss: 0.0957 Epoch 528/1000 ---------- lr: 0.001 train loss: 0.4108 val loss: 0.0958 Epoch 529/1000 ---------- lr: 0.001 train loss: 0.4125 val loss: 0.0968 Epoch 530/1000 ---------- lr: 0.001 train loss: 0.4129 val loss: 0.1061 Epoch 531/1000 ---------- lr: 0.001 train loss: 0.4129 val loss: 0.1034 Epoch 532/1000 ---------- lr: 0.001 train loss: 0.4143 val loss: 0.0971 Epoch 533/1000 ---------- lr: 0.001 train loss: 0.4311 val loss: 0.1211 Epoch 534/1000 ---------- lr: 0.001 train loss: 0.4159 val loss: 0.0943 Epoch 535/1000 ---------- lr: 0.001 train loss: 0.4113 val loss: 0.1049 Epoch 536/1000 ---------- lr: 0.001 train loss: 0.4125 val loss: 0.1034 Epoch 537/1000 ---------- lr: 0.001 train loss: 0.4292 val loss: 0.0984 Epoch 538/1000 ---------- lr: 0.001 train loss: 0.4123 val loss: 0.1013 Epoch 539/1000 ---------- lr: 0.001 train loss: 0.4142 val loss: 0.0945 Epoch 540/1000 ---------- lr: 0.001 train loss: 0.4188 val loss: 0.1052 Epoch 541/1000 ---------- lr: 0.001 train loss: 0.4112 val loss: 0.0963 Epoch 542/1000 ---------- lr: 0.001 train loss: 0.4144 val loss: 0.1094 Epoch 543/1000 ---------- lr: 0.001 train loss: 0.4121 val loss: 0.0927 Epoch 544/1000 ---------- lr: 0.001 train loss: 0.4117 val loss: 0.1032 Epoch 545/1000 ---------- lr: 0.001 train loss: 0.4111 val loss: 0.1101 Epoch 546/1000 ---------- lr: 0.001 train loss: 0.4113 val loss: 0.1071 Epoch 547/1000 ---------- lr: 0.001 train loss: 0.4130 val loss: 0.0966 Epoch 548/1000 ---------- lr: 0.001 train loss: 0.4109 val loss: 0.0952 Epoch 549/1000 ---------- lr: 0.001 train loss: 0.4119 val loss: 0.1042 Epoch 550/1000 ---------- lr: 0.001 train loss: 0.4129 val loss: 0.1040 Epoch 551/1000 ---------- lr: 0.001 train loss: 0.4127 val loss: 0.1004 Epoch 552/1000 ---------- lr: 0.001 train loss: 0.4195 val loss: 0.1156 Epoch 553/1000 ---------- lr: 0.001 train loss: 0.4141 val loss: 0.1017 Epoch 554/1000 ---------- lr: 0.001 train loss: 0.4134 val loss: 0.0970 Epoch 555/1000 ---------- lr: 0.001 train loss: 0.4126 val loss: 0.0952 Epoch 556/1000 ---------- lr: 0.001 train loss: 0.4191 val loss: 0.1168 Epoch 557/1000 ---------- lr: 0.001 train loss: 0.4166 val loss: 0.0938 Epoch 558/1000 ---------- lr: 0.001 train loss: 0.4102 val loss: 0.0939 Epoch 559/1000 ---------- lr: 0.001 train loss: 0.4158 val loss: 0.0941 Epoch 560/1000 ---------- lr: 0.001 train loss: 0.4300 val loss: 0.1174 Epoch 561/1000 ---------- lr: 0.001 train loss: 0.4215 val loss: 0.1090 Epoch 562/1000 ---------- lr: 0.001 train loss: 0.4122 val loss: 0.0990 Epoch 563/1000 ---------- lr: 0.001 train loss: 0.4100 val loss: 0.1016 Epoch 564/1000 ---------- lr: 0.001 train loss: 0.4105 val loss: 0.1102 Epoch 565/1000 ---------- lr: 0.001 train loss: 0.4130 val loss: 0.1048 Epoch 566/1000 ---------- lr: 0.001 train loss: 0.4119 val loss: 0.1016 Epoch 567/1000 ---------- lr: 0.001 train loss: 0.4109 val loss: 0.0951 Epoch 568/1000 ---------- lr: 0.001 train loss: 0.4104 val loss: 0.1001 Epoch 569/1000 ---------- lr: 0.001 train loss: 0.4102 val loss: 0.1002 Epoch 570/1000 ---------- lr: 0.001 train loss: 0.4125 val loss: 0.1054 Epoch 571/1000 ---------- lr: 0.001 train loss: 0.4115 val loss: 0.1138 Epoch 572/1000 ---------- lr: 0.001 train loss: 0.4098 val loss: 0.0967 Epoch 573/1000 ---------- lr: 0.001 train loss: 0.4263 val loss: 0.1489 Epoch 574/1000 ---------- lr: 0.001 train loss: 0.4271 val loss: 0.1123 Epoch 575/1000 ---------- lr: 0.001 train loss: 0.4165 val loss: 0.1003 Epoch 576/1000 ---------- lr: 0.001 train loss: 0.4100 val loss: 0.1197 Epoch 577/1000 ---------- lr: 0.001 train loss: 0.4096 val loss: 0.0988 Epoch 578/1000 ---------- lr: 0.001 train loss: 0.4111 val loss: 0.0990 Epoch 579/1000 ---------- lr: 0.001 train loss: 0.4106 val loss: 0.0961 Epoch 580/1000 ---------- lr: 0.001 train loss: 0.4157 val loss: 0.1130 Epoch 581/1000 ---------- lr: 0.001 train loss: 0.4155 val loss: 0.1129 Epoch 582/1000 ---------- lr: 0.001 train loss: 0.4123 val loss: 0.0979 Epoch 583/1000 ---------- lr: 0.001 train loss: 0.4092 val loss: 0.0992 Epoch 584/1000 ---------- lr: 0.001 train loss: 0.4093 val loss: 0.1180 Epoch 585/1000 ---------- lr: 0.001 train loss: 0.4119 val loss: 0.0994 Epoch 586/1000 ---------- lr: 0.001 train loss: 0.4086 val loss: 0.1046 Epoch 587/1000 ---------- lr: 0.001 train loss: 0.4164 val loss: 0.1108 Epoch 588/1000 ---------- lr: 0.001 train loss: 0.4105 val loss: 0.1100 Epoch 589/1000 ---------- lr: 0.001 train loss: 0.4122 val loss: 0.1096 Epoch 590/1000 ---------- lr: 0.001 train loss: 0.4124 val loss: 0.1048 Epoch 591/1000 ---------- lr: 0.001 train loss: 0.4132 val loss: 0.1115 Epoch 592/1000 ---------- lr: 0.001 train loss: 0.4122 val loss: 0.1007 Epoch 593/1000 ---------- lr: 0.001 train loss: 0.4104 val loss: 0.1683 Epoch 594/1000 ---------- lr: 0.001 train loss: 0.4126 val loss: 0.1778 Epoch 595/1000 ---------- lr: 0.001 train loss: 0.4098 val loss: 0.1105 Epoch 596/1000 ---------- lr: 0.001 train loss: 0.4073 val loss: 0.0957 Epoch 597/1000 ---------- lr: 0.001 train loss: 0.4093 val loss: 0.1083 Epoch 598/1000 ---------- lr: 0.001 train loss: 0.4137 val loss: 0.1035 Epoch 599/1000 ---------- lr: 0.001 train loss: 0.4118 val loss: 0.1029 Epoch 600/1000 ---------- lr: 0.001 train loss: 0.4114 val loss: 0.1115 Epoch 601/1000 ---------- lr: 0.001 train loss: 0.4112 val loss: 0.1052 Epoch 602/1000 ---------- lr: 0.001 train loss: 0.4103 val loss: 0.1080 Epoch 603/1000 ---------- lr: 0.001 train loss: 0.4124 val loss: 0.1130 Epoch 604/1000 ---------- lr: 0.001 train loss: 0.4108 val loss: 0.1012 Epoch 605/1000 ---------- lr: 0.001 train loss: 0.4216 val loss: 0.1104 Epoch 606/1000 ---------- lr: 0.001 train loss: 0.4112 val loss: 0.1002 Epoch 607/1000 ---------- lr: 0.001 train loss: 0.4083 val loss: 0.1033 Epoch 608/1000 ---------- lr: 0.001 train loss: 0.4120 val loss: 0.1057 Epoch 609/1000 ---------- lr: 0.001 train loss: 0.4084 val loss: 0.1019 Epoch 610/1000 ---------- lr: 0.001 train loss: 0.4155 val loss: 0.1065 Epoch 611/1000 ---------- lr: 0.001 train loss: 0.4090 val loss: 0.1014 Epoch 612/1000 ---------- lr: 0.001 train loss: 0.4120 val loss: 0.1058 Epoch 613/1000 ---------- lr: 0.001 train loss: 0.4063 val loss: 0.1128 Epoch 614/1000 ---------- lr: 0.001 train loss: 0.4095 val loss: 0.1108 Epoch 615/1000 ---------- lr: 0.001 train loss: 0.4081 val loss: 0.2191 Epoch 616/1000 ---------- lr: 0.001 train loss: 0.4110 val loss: 0.1080 Epoch 617/1000 ---------- lr: 0.001 train loss: 0.4100 val loss: 0.1091 Epoch 618/1000 ---------- lr: 0.001 train loss: 0.4122 val loss: 0.1022 Epoch 619/1000 ---------- lr: 0.001 train loss: 0.4154 val loss: 0.1010 Epoch 620/1000 ---------- lr: 0.001 train loss: 0.4126 val loss: 0.0963 Epoch 621/1000 ---------- lr: 0.001 train loss: 0.4209 val loss: 0.1952 Epoch 622/1000 ---------- lr: 0.001 train loss: 0.4165 val loss: 0.1035 Epoch 623/1000 ---------- lr: 0.001 train loss: 0.4080 val loss: 0.1045 Epoch 624/1000 ---------- lr: 0.001 train loss: 0.4096 val loss: 0.1041 Epoch 625/1000 ---------- lr: 0.001 train loss: 0.4081 val loss: 0.1033 Epoch 626/1000 ---------- lr: 0.001 train loss: 0.4060 val loss: 0.1103 Epoch 627/1000 ---------- lr: 0.001 train loss: 0.4084 val loss: 0.1084 Epoch 628/1000 ---------- lr: 0.001 train loss: 0.4088 val loss: 0.1106 Epoch 629/1000 ---------- lr: 0.001 train loss: 0.4192 val loss: 0.1111 Epoch 630/1000 ---------- lr: 0.001 train loss: 0.4082 val loss: 0.1062 Epoch 631/1000 ---------- lr: 0.001 train loss: 0.4066 val loss: 0.1056 Epoch 632/1000 ---------- lr: 0.001 train loss: 0.4070 val loss: 0.1024 Epoch 633/1000 ---------- lr: 0.001 train loss: 0.4096 val loss: 0.1157 Epoch 634/1000 ---------- lr: 0.001 train loss: 0.4100 val loss: 0.1086 Epoch 635/1000 ---------- lr: 0.001 train loss: 0.4082 val loss: 0.1046 Epoch 636/1000 ---------- lr: 0.001 train loss: 0.4081 val loss: 0.1111 Epoch 637/1000 ---------- lr: 0.001 train loss: 0.4155 val loss: 0.1388 Epoch 638/1000 ---------- lr: 0.001 train loss: 0.4226 val loss: 0.1157 Epoch 639/1000 ---------- lr: 0.001 train loss: 0.4108 val loss: 0.0938 Epoch 640/1000 ---------- lr: 0.001 train loss: 0.4078 val loss: 0.0894 Epoch 641/1000 ---------- lr: 0.001 train loss: 0.4084 val loss: 0.0960 Epoch 642/1000 ---------- lr: 0.001 train loss: 0.4071 val loss: 0.2380 Epoch 643/1000 ---------- lr: 0.001 train loss: 0.4112 val loss: 0.1143 Epoch 644/1000 ---------- lr: 0.001 train loss: 0.4098 val loss: 0.0968 Epoch 645/1000 ---------- lr: 0.001 train loss: 0.4076 val loss: 0.1249 Epoch 646/1000 ---------- lr: 0.001 train loss: 0.4105 val loss: 0.2458 Epoch 647/1000 ---------- lr: 0.001 train loss: 0.4118 val loss: 0.1103 Epoch 648/1000 ---------- lr: 0.001 train loss: 0.4300 val loss: 0.1050 Epoch 649/1000 ---------- lr: 0.001 train loss: 0.4116 val loss: 0.0910 Epoch 650/1000 ---------- lr: 0.001 train loss: 0.4087 val loss: 0.0963 Epoch 651/1000 ---------- lr: 0.001 train loss: 0.4104 val loss: 0.0912 Epoch 652/1000 ---------- lr: 0.001 train loss: 0.4078 val loss: 0.2216 Epoch 653/1000 ---------- lr: 0.001 train loss: 0.4066 val loss: 0.2096 Epoch 654/1000 ---------- lr: 0.001 train loss: 0.4084 val loss: 0.0937 Epoch 655/1000 ---------- lr: 0.001 train loss: 0.4092 val loss: 0.0976 Epoch 656/1000 ---------- lr: 0.001 train loss: 0.4137 val loss: 0.0948 Epoch 657/1000 ---------- lr: 0.001 train loss: 0.4068 val loss: 0.0905 Epoch 658/1000 ---------- lr: 0.001 train loss: 0.4217 val loss: 0.1028 Epoch 659/1000 ---------- lr: 0.001 train loss: 0.4114 val loss: 0.1193 Epoch 660/1000 ---------- lr: 0.001 train loss: 0.4082 val loss: 0.2198 Epoch 661/1000 ---------- lr: 0.001 train loss: 0.4082 val loss: 0.2269 Epoch 662/1000 ---------- lr: 0.001 train loss: 0.4157 val loss: 0.1138 Epoch 663/1000 ---------- lr: 0.001 train loss: 0.4068 val loss: 0.1030 Epoch 664/1000 ---------- lr: 0.001 train loss: 0.4079 val loss: 0.0995 Epoch 665/1000 ---------- lr: 0.001 train loss: 0.4082 val loss: 0.1124 Epoch 666/1000 ---------- lr: 0.001 train loss: 0.4100 val loss: 0.2178 Epoch 667/1000 ---------- lr: 0.001 train loss: 0.4082 val loss: 0.1065 Epoch 668/1000 ---------- lr: 0.001 train loss: 0.4083 val loss: 0.1025 Epoch 669/1000 ---------- lr: 0.001 train loss: 0.4089 val loss: 0.2200 Epoch 670/1000 ---------- lr: 0.001 train loss: 0.4086 val loss: 0.2180 Epoch 671/1000 ---------- lr: 0.001 train loss: 0.4287 val loss: 0.1159 Epoch 672/1000 ---------- lr: 0.001 train loss: 0.4103 val loss: 0.1067 Epoch 673/1000 ---------- lr: 0.001 train loss: 0.4071 val loss: 0.1036 Epoch 674/1000 ---------- lr: 0.001 train loss: 0.4057 val loss: 0.0999 Epoch 675/1000 ---------- lr: 0.001 train loss: 0.4056 val loss: 0.1215 Epoch 676/1000 ---------- lr: 0.001 train loss: 0.4055 val loss: 0.1113 Epoch 677/1000 ---------- lr: 0.001 train loss: 0.4066 val loss: 0.1035 Epoch 678/1000 ---------- lr: 0.001 train loss: 0.4078 val loss: 0.1091 Epoch 679/1000 ---------- lr: 0.001 train loss: 0.4068 val loss: 0.0996 Epoch 680/1000 ---------- lr: 0.001 train loss: 0.4061 val loss: 0.2155 Epoch 681/1000 ---------- lr: 0.001 train loss: 0.4086 val loss: 0.1050 Epoch 682/1000 ---------- lr: 0.001 train loss: 0.4094 val loss: 0.1024 Epoch 683/1000 ---------- lr: 0.001 train loss: 0.4060 val loss: 0.1100 Epoch 684/1000 ---------- lr: 0.001 train loss: 0.4064 val loss: 0.0961 Epoch 685/1000 ---------- lr: 0.001 train loss: 0.4093 val loss: 0.2207 Epoch 686/1000 ---------- lr: 0.001 train loss: 0.4130 val loss: 0.2379 Epoch 687/1000 ---------- lr: 0.001 train loss: 0.4118 val loss: 0.2158 Epoch 688/1000 ---------- lr: 0.001 train loss: 0.4134 val loss: 0.1028 Epoch 689/1000 ---------- lr: 0.001 train loss: 0.4081 val loss: 0.1041 Epoch 690/1000 ---------- lr: 0.001 train loss: 0.4083 val loss: 0.1044 Epoch 691/1000 ---------- lr: 0.001 train loss: 0.4050 val loss: 0.1023 Epoch 692/1000 ---------- lr: 0.001 train loss: 0.4048 val loss: 0.0914 Epoch 693/1000 ---------- lr: 0.001 train loss: 0.4058 val loss: 0.1088 Epoch 694/1000 ---------- lr: 0.001 train loss: 0.4085 val loss: 0.1078 Epoch 695/1000 ---------- lr: 0.001 train loss: 0.4136 val loss: 0.1136 Epoch 696/1000 ---------- lr: 0.001 train loss: 0.4068 val loss: 0.1178 Epoch 697/1000 ---------- lr: 0.001 train loss: 0.4075 val loss: 0.0955 Epoch 698/1000 ---------- lr: 0.001 train loss: 0.4062 val loss: 0.1244 Epoch 699/1000 ---------- lr: 0.001 train loss: 0.4052 val loss: 0.2197 Epoch 700/1000 ---------- lr: 0.001 train loss: 0.4075 val loss: 0.2477 Epoch 701/1000 ---------- lr: 0.001 train loss: 0.4078 val loss: 0.2183 Epoch 702/1000 ---------- lr: 0.001 train loss: 0.4068 val loss: 0.0966 Epoch 703/1000 ---------- lr: 0.001 train loss: 0.4086 val loss: 0.1041 Epoch 704/1000 ---------- lr: 0.001 train loss: 0.4083 val loss: 0.0977 Epoch 705/1000 ---------- lr: 0.001 train loss: 0.4062 val loss: 0.1097 Epoch 706/1000 ---------- lr: 0.001 train loss: 0.4068 val loss: 0.1081 Epoch 707/1000 ---------- lr: 0.001 train loss: 0.4075 val loss: 0.1201 Epoch 708/1000 ---------- lr: 0.001 train loss: 0.4081 val loss: 0.1300 Epoch 709/1000 ---------- lr: 0.001 train loss: 0.4106 val loss: 0.1113 Epoch 710/1000 ---------- lr: 0.001 train loss: 0.4093 val loss: 0.0997 Epoch 711/1000 ---------- lr: 0.001 train loss: 0.4062 val loss: 0.1074 Epoch 712/1000 ---------- lr: 0.001 train loss: 0.4060 val loss: 0.1091 Epoch 713/1000 ---------- lr: 0.001 train loss: 0.4068 val loss: 0.1019 Epoch 714/1000 ---------- lr: 0.001 train loss: 0.4071 val loss: 0.1101 Epoch 715/1000 ---------- lr: 0.001 train loss: 0.4075 val loss: 0.0967 Epoch 716/1000 ---------- lr: 0.001 train loss: 0.4074 val loss: 0.1092 Epoch 717/1000 ---------- lr: 0.001 train loss: 0.4227 val loss: 0.0985 Epoch 718/1000 ---------- lr: 0.001 train loss: 0.4077 val loss: 0.1011 Epoch 719/1000 ---------- lr: 0.001 train loss: 0.4053 val loss: 0.1072 Epoch 720/1000 ---------- lr: 0.001 train loss: 0.4091 val loss: 0.0990 Epoch 721/1000 ---------- lr: 0.001 train loss: 0.4065 val loss: 0.2236 Epoch 722/1000 ---------- lr: 0.001 train loss: 0.4051 val loss: 0.1074 Epoch 723/1000 ---------- lr: 0.001 train loss: 0.4065 val loss: 0.2270 Epoch 724/1000 ---------- lr: 0.001 train loss: 0.4110 val loss: 0.1108 Epoch 725/1000 ---------- lr: 0.001 train loss: 0.4069 val loss: 0.2217 Epoch 726/1000 ---------- lr: 0.001 train loss: 0.4070 val loss: 0.0995 Epoch 727/1000 ---------- lr: 0.001 train loss: 0.4068 val loss: 0.2241 Epoch 728/1000 ---------- lr: 0.001 train loss: 0.4086 val loss: 0.2264 Epoch 729/1000 ---------- lr: 0.001 train loss: 0.4072 val loss: 0.1076 Epoch 730/1000 ---------- lr: 0.001 train loss: 0.4076 val loss: 0.1011 Epoch 731/1000 ---------- lr: 0.001 train loss: 0.4061 val loss: 0.1157 Epoch 732/1000 ---------- lr: 0.001 train loss: 0.4083 val loss: 0.1145 Epoch 733/1000 ---------- lr: 0.001 train loss: 0.4087 val loss: 0.2290 Epoch 734/1000 ---------- lr: 0.001 train loss: 0.4071 val loss: 0.1057 Epoch 735/1000 ---------- lr: 0.001 train loss: 0.4270 val loss: 0.2398 Epoch 736/1000 ---------- lr: 0.001 train loss: 0.4109 val loss: 0.1048 Epoch 737/1000 ---------- lr: 0.001 train loss: 0.4029 val loss: 0.2221 Epoch 738/1000 ---------- lr: 0.001 train loss: 0.4058 val loss: 0.2226 Epoch 739/1000 ---------- lr: 0.001 train loss: 0.4051 val loss: 0.2238 Epoch 740/1000 ---------- lr: 0.001 train loss: 0.4045 val loss: 0.1131 Epoch 741/1000 ---------- lr: 0.001 train loss: 0.4056 val loss: 0.2259 Epoch 742/1000 ---------- lr: 0.001 train loss: 0.4050 val loss: 0.1074 Epoch 743/1000 ---------- lr: 0.001 train loss: 0.4060 val loss: 0.1065 Epoch 744/1000 ---------- lr: 0.001 train loss: 0.4059 val loss: 0.1039 Epoch 745/1000 ---------- lr: 0.001 train loss: 0.4071 val loss: 0.1184 Epoch 746/1000 ---------- lr: 0.001 train loss: 0.4053 val loss: 0.1076 Epoch 747/1000 ---------- lr: 0.001 train loss: 0.4068 val loss: 0.1337 Epoch 748/1000 ---------- lr: 0.001 train loss: 0.4064 val loss: 0.1091 Epoch 749/1000 ---------- lr: 0.001 train loss: 0.4082 val loss: 0.1196 Epoch 750/1000 ---------- lr: 0.001 train loss: 0.4124 val loss: 0.1047 Epoch 751/1000 ---------- lr: 0.001 train loss: 0.4220 val loss: 0.1336 Epoch 752/1000 ---------- lr: 0.001 train loss: 0.4127 val loss: 0.2227 Epoch 753/1000 ---------- lr: 0.001 train loss: 0.4063 val loss: 0.2239 Epoch 754/1000 ---------- lr: 0.001 train loss: 0.4053 val loss: 0.1074 Epoch 755/1000 ---------- lr: 0.001 train loss: 0.4049 val loss: 0.1086 Epoch 756/1000 ---------- lr: 0.001 train loss: 0.4045 val loss: 0.1164 Epoch 757/1000 ---------- lr: 0.001 train loss: 0.4055 val loss: 0.1289 Epoch 758/1000 ---------- lr: 0.001 train loss: 0.4094 val loss: 0.1159 Epoch 759/1000 ---------- lr: 0.001 train loss: 0.4059 val loss: 0.2254 Epoch 760/1000 ---------- lr: 0.001 train loss: 0.4086 val loss: 0.2330 Epoch 761/1000 ---------- lr: 0.001 train loss: 0.4045 val loss: 0.2274 Epoch 762/1000 ---------- lr: 0.001 train loss: 0.4081 val loss: 0.2167 Epoch 763/1000 ---------- lr: 0.001 train loss: 0.4045 val loss: 0.2367 Epoch 764/1000 ---------- lr: 0.001 train loss: 0.4097 val loss: 0.1076 Epoch 765/1000 ---------- lr: 0.001 train loss: 0.4114 val loss: 0.2289 Epoch 766/1000 ---------- lr: 0.001 train loss: 0.4245 val loss: 0.1128 Epoch 767/1000 ---------- lr: 0.001 train loss: 0.4066 val loss: 0.1132 Epoch 768/1000 ---------- lr: 0.001 train loss: 0.4056 val loss: 0.2239 Epoch 769/1000 ---------- lr: 0.001 train loss: 0.4067 val loss: 0.2306 Epoch 770/1000 ---------- lr: 0.001 train loss: 0.4047 val loss: 0.2215 Epoch 771/1000 ---------- lr: 0.001 train loss: 0.4038 val loss: 0.2161 Epoch 772/1000 ---------- lr: 0.001 train loss: 0.4040 val loss: 0.2294 Epoch 773/1000 ---------- lr: 0.001 train loss: 0.4085 val loss: 0.1054 Epoch 774/1000 ---------- lr: 0.001 train loss: 0.4057 val loss: 0.1040 Epoch 775/1000 ---------- lr: 0.001 train loss: 0.4059 val loss: 0.1039 Epoch 776/1000 ---------- lr: 0.001 train loss: 0.4048 val loss: 0.2195 Epoch 777/1000 ---------- lr: 0.001 train loss: 0.4061 val loss: 0.1083 Epoch 778/1000 ---------- lr: 0.001 train loss: 0.4068 val loss: 0.1039 Epoch 779/1000 ---------- lr: 0.001 train loss: 0.4074 val loss: 0.1074 Epoch 780/1000 ---------- lr: 0.001 train loss: 0.4053 val loss: 0.2237 Epoch 781/1000 ---------- lr: 0.001 train loss: 0.4084 val loss: 0.2297 Epoch 782/1000 ---------- lr: 0.001 train loss: 0.4366 val loss: 0.1190 Epoch 783/1000 ---------- lr: 0.001 train loss: 0.4067 val loss: 0.1048 Epoch 784/1000 ---------- lr: 0.001 train loss: 0.4039 val loss: 0.1183 Epoch 785/1000 ---------- lr: 0.001 train loss: 0.4048 val loss: 0.2233 Epoch 786/1000 ---------- lr: 0.001 train loss: 0.4048 val loss: 0.2232 Epoch 787/1000 ---------- lr: 0.001 train loss: 0.4050 val loss: 0.0940 Epoch 788/1000 ---------- lr: 0.001 train loss: 0.4036 val loss: 0.1010 Epoch 789/1000 ---------- lr: 0.001 train loss: 0.4043 val loss: 0.1042 Epoch 790/1000 ---------- lr: 0.001 train loss: 0.4053 val loss: 0.1000 Epoch 791/1000 ---------- lr: 0.001 train loss: 0.4074 val loss: 0.1085 Epoch 792/1000 ---------- lr: 0.001 train loss: 0.4080 val loss: 0.2302 Epoch 793/1000 ---------- lr: 0.001 train loss: 0.4165 val loss: 0.0985 Epoch 794/1000 ---------- lr: 0.001 train loss: 0.4047 val loss: 0.0930 Epoch 795/1000 ---------- lr: 0.001 train loss: 0.4042 val loss: 0.0996 Epoch 796/1000 ---------- lr: 0.001 train loss: 0.4038 val loss: 0.0942 Epoch 797/1000 ---------- lr: 0.001 train loss: 0.4062 val loss: 0.0866 Epoch 798/1000 ---------- lr: 0.001 train loss: 0.4031 val loss: 0.0975 Epoch 799/1000 ---------- lr: 0.001 train loss: 0.4050 val loss: 0.1070 Epoch 800/1000 ---------- lr: 0.001 train loss: 0.4042 val loss: 0.0914 Epoch 801/1000 ---------- lr: 0.001 train loss: 0.4075 val loss: 0.1045 Epoch 802/1000 ---------- lr: 0.001 train loss: 0.4045 val loss: 0.1083 Epoch 803/1000 ---------- lr: 0.001 train loss: 0.4039 val loss: 0.1147 Epoch 804/1000 ---------- lr: 0.001 train loss: 0.4053 val loss: 0.2229 Epoch 805/1000 ---------- lr: 0.001 train loss: 0.4093 val loss: 0.2312 Epoch 806/1000 ---------- lr: 0.001 train loss: 0.4085 val loss: 0.2217 Epoch 807/1000 ---------- lr: 0.001 train loss: 0.4028 val loss: 0.2219 Epoch 808/1000 ---------- lr: 0.001 train loss: 0.4039 val loss: 0.0913 Epoch 809/1000 ---------- lr: 0.001 train loss: 0.4043 val loss: 0.2271 Epoch 810/1000 ---------- lr: 0.001 train loss: 0.4069 val loss: 0.2228 Epoch 811/1000 ---------- lr: 0.001 train loss: 0.4081 val loss: 0.2197 Epoch 812/1000 ---------- lr: 0.001 train loss: 0.4072 val loss: 0.1328 Epoch 813/1000 ---------- lr: 0.001 train loss: 0.4017 val loss: 0.2206 Epoch 814/1000 ---------- lr: 0.001 train loss: 0.4066 val loss: 0.1135 Epoch 815/1000 ---------- lr: 0.001 train loss: 0.4028 val loss: 0.2224 Epoch 816/1000 ---------- lr: 0.001 train loss: 0.4072 val loss: 0.2257 Epoch 817/1000 ---------- lr: 0.001 train loss: 0.4044 val loss: 0.2506 Epoch 818/1000 ---------- lr: 0.001 train loss: 0.4055 val loss: 0.1165 Epoch 819/1000 ---------- lr: 0.001 train loss: 0.4044 val loss: 0.1103 Epoch 820/1000 ---------- lr: 0.001 train loss: 0.4066 val loss: 0.1075 Epoch 821/1000 ---------- lr: 0.001 train loss: 0.4131 val loss: 0.1026 Epoch 822/1000 ---------- lr: 0.001 train loss: 0.4078 val loss: 0.1057 Epoch 823/1000 ---------- lr: 0.001 train loss: 0.4059 val loss: 0.2241 Epoch 824/1000 ---------- lr: 0.001 train loss: 0.4053 val loss: 0.1087 Epoch 825/1000 ---------- lr: 0.001 train loss: 0.4047 val loss: 0.1075 Epoch 826/1000 ---------- lr: 0.001 train loss: 0.4024 val loss: 0.1008 Epoch 827/1000 ---------- lr: 0.001 train loss: 0.4051 val loss: 0.1056 Epoch 828/1000 ---------- lr: 0.001 train loss: 0.4232 val loss: 0.1062 Epoch 829/1000 ---------- lr: 0.001 train loss: 0.4067 val loss: 0.1115 Epoch 830/1000 ---------- lr: 0.001 train loss: 0.4081 val loss: 0.1038 Epoch 831/1000 ---------- lr: 0.001 train loss: 0.4055 val loss: 0.1078 Epoch 832/1000 ---------- lr: 0.001 train loss: 0.4072 val loss: 0.1019 Epoch 833/1000 ---------- lr: 0.001 train loss: 0.4037 val loss: 0.2102 Epoch 834/1000 ---------- lr: 0.001 train loss: 0.4012 val loss: 0.2188 Epoch 835/1000 ---------- lr: 0.001 train loss: 0.4040 val loss: 0.0978 Epoch 836/1000 ---------- lr: 0.001 train loss: 0.4030 val loss: 0.1027 Epoch 837/1000 ---------- lr: 0.001 train loss: 0.4051 val loss: 0.1044 Epoch 838/1000 ---------- lr: 0.001 train loss: 0.4172 val loss: 0.1149 Epoch 839/1000 ---------- lr: 0.001 train loss: 0.4305 val loss: 0.1217 Epoch 840/1000 ---------- lr: 0.001 train loss: 0.4122 val loss: 0.1134 Epoch 841/1000 ---------- lr: 0.001 train loss: 0.4090 val loss: 0.1109 Epoch 842/1000 ---------- lr: 0.001 train loss: 0.4058 val loss: 0.1158 Epoch 843/1000 ---------- lr: 0.001 train loss: 0.4064 val loss: 0.1097 Epoch 844/1000 ---------- lr: 0.001 train loss: 0.4090 val loss: 0.1479 Epoch 845/1000 ---------- lr: 0.001 train loss: 0.4050 val loss: 0.1141 Epoch 846/1000 ---------- lr: 0.001 train loss: 0.4051 val loss: 0.1153 Epoch 847/1000 ---------- lr: 0.001 train loss: 0.4029 val loss: 0.1126 Epoch 848/1000 ---------- lr: 0.001 train loss: 0.4034 val loss: 0.1045 Epoch 849/1000 ---------- lr: 0.001 train loss: 0.4029 val loss: 0.1046 Epoch 850/1000 ---------- lr: 0.001 train loss: 0.4034 val loss: 0.1066 Epoch 851/1000 ---------- lr: 0.001 train loss: 0.4048 val loss: 0.1024 Epoch 852/1000 ---------- lr: 0.001 train loss: 0.4112 val loss: 0.1108 Epoch 853/1000 ---------- lr: 0.001 train loss: 0.4076 val loss: 0.1047 Epoch 854/1000 ---------- lr: 0.001 train loss: 0.4050 val loss: 0.1065 Epoch 855/1000 ---------- lr: 0.001 train loss: 0.4046 val loss: 0.1073 Epoch 856/1000 ---------- lr: 0.001 train loss: 0.4061 val loss: 0.1067 Epoch 857/1000 ---------- lr: 0.001 train loss: 0.4053 val loss: 0.1038 Epoch 858/1000 ---------- lr: 0.001 train loss: 0.4016 val loss: 0.1089 Epoch 859/1000 ---------- lr: 0.001 train loss: 0.4037 val loss: 0.1084 Epoch 860/1000 ---------- lr: 0.001 train loss: 0.4128 val loss: 0.1119 Epoch 861/1000 ---------- lr: 0.001 train loss: 0.4117 val loss: 0.1145 Epoch 862/1000 ---------- lr: 0.001 train loss: 0.4064 val loss: 0.1062 Epoch 863/1000 ---------- lr: 0.001 train loss: 0.4052 val loss: 0.1060 Epoch 864/1000 ---------- lr: 0.001 train loss: 0.4024 val loss: 0.1046 Epoch 865/1000 ---------- lr: 0.001 train loss: 0.4049 val loss: 0.1084 Epoch 866/1000 ---------- lr: 0.001 train loss: 0.4031 val loss: 0.2225 Epoch 867/1000 ---------- lr: 0.001 train loss: 0.4023 val loss: 0.2154 Epoch 868/1000 ---------- lr: 0.001 train loss: 0.4031 val loss: 0.1032 Epoch 869/1000 ---------- lr: 0.001 train loss: 0.4066 val loss: 0.1025 Epoch 870/1000 ---------- lr: 0.001 train loss: 0.4036 val loss: 0.1003 Epoch 871/1000 ---------- lr: 0.001 train loss: 0.4036 val loss: 0.1056 Epoch 872/1000 ---------- lr: 0.001 train loss: 0.4062 val loss: 0.2209 Epoch 873/1000 ---------- lr: 0.001 train loss: 0.4116 val loss: 0.2257 Epoch 874/1000 ---------- lr: 0.001 train loss: 0.4075 val loss: 0.2163 Epoch 875/1000 ---------- lr: 0.001 train loss: 0.4041 val loss: 0.2247 Epoch 876/1000 ---------- lr: 0.001 train loss: 0.4065 val loss: 0.1113 Epoch 877/1000 ---------- lr: 0.001 train loss: 0.4030 val loss: 0.0970 Epoch 878/1000 ---------- lr: 0.001 train loss: 0.4018 val loss: 0.2211 Epoch 879/1000 ---------- lr: 0.001 train loss: 0.4045 val loss: 0.2227 Epoch 880/1000 ---------- lr: 0.001 train loss: 0.4051 val loss: 0.2196 Epoch 881/1000 ---------- lr: 0.001 train loss: 0.4039 val loss: 0.1045 Epoch 882/1000 ---------- lr: 0.001 train loss: 0.4035 val loss: 0.1053 Epoch 883/1000 ---------- lr: 0.001 train loss: 0.4054 val loss: 0.1147 Epoch 884/1000 ---------- lr: 0.001 train loss: 0.4079 val loss: 0.2255 Epoch 885/1000 ---------- lr: 0.001 train loss: 0.4025 val loss: 0.2198 Epoch 886/1000 ---------- lr: 0.001 train loss: 0.4061 val loss: 0.2201 Epoch 887/1000 ---------- lr: 0.001 train loss: 0.4062 val loss: 0.2232 Epoch 888/1000 ---------- lr: 0.001 train loss: 0.4040 val loss: 0.2233 Epoch 889/1000 ---------- lr: 0.001 train loss: 0.4047 val loss: 0.1062 Epoch 890/1000 ---------- lr: 0.001 train loss: 0.4059 val loss: 0.2223 Epoch 891/1000 ---------- lr: 0.001 train loss: 0.4035 val loss: 0.2169 Epoch 892/1000 ---------- lr: 0.001 train loss: 0.4062 val loss: 0.2266 Epoch 893/1000 ---------- lr: 0.001 train loss: 0.4178 val loss: 0.2306 Epoch 894/1000 ---------- lr: 0.001 train loss: 0.4057 val loss: 0.2202 Epoch 895/1000 ---------- lr: 0.001 train loss: 0.4044 val loss: 0.2244 Epoch 896/1000 ---------- lr: 0.001 train loss: 0.4075 val loss: 0.2345 Epoch 897/1000 ---------- lr: 0.001 train loss: 0.4078 val loss: 0.2136 Epoch 898/1000 ---------- lr: 0.001 train loss: 0.4037 val loss: 0.2216 Epoch 899/1000 ---------- lr: 0.001 train loss: 0.4050 val loss: 0.2139 Epoch 900/1000 ---------- lr: 0.001 train loss: 0.4046 val loss: 0.2120 Epoch 901/1000 ---------- lr: 0.001 train loss: 0.4040 val loss: 0.2123 Epoch 902/1000 ---------- lr: 0.001 train loss: 0.4027 val loss: 0.2181 Epoch 903/1000 ---------- lr: 0.001 train loss: 0.4385 val loss: 0.1056 Epoch 904/1000 ---------- lr: 0.001 train loss: 0.4299 val loss: 0.1313 Epoch 905/1000 ---------- lr: 0.001 train loss: 0.4173 val loss: 0.0990 Epoch 906/1000 ---------- lr: 0.001 train loss: 0.4097 val loss: 0.1002 Epoch 907/1000 ---------- lr: 0.001 train loss: 0.4139 val loss: 0.1073 Epoch 908/1000 ---------- lr: 0.001 train loss: 0.4788 val loss: 0.1325 Epoch 909/1000 ---------- lr: 0.001 train loss: 0.4291 val loss: 0.1169 Epoch 910/1000 ---------- lr: 0.001 train loss: 0.4198 val loss: 0.1249 Epoch 911/1000 ---------- lr: 0.001 train loss: 0.4229 val loss: 0.2569 Epoch 912/1000 ---------- lr: 0.001 train loss: 0.4348 val loss: 0.1213 Epoch 913/1000 ---------- lr: 0.001 train loss: 0.4164 val loss: 0.2378 Epoch 914/1000 ---------- lr: 0.001 train loss: 0.4142 val loss: 0.2370 Epoch 915/1000 ---------- lr: 0.001 train loss: 0.4125 val loss: 0.2356 Epoch 916/1000 ---------- lr: 0.001 train loss: 0.5880 val loss: 1.3145 Epoch 917/1000 ---------- lr: 0.001 train loss: 1.5867 val loss: 0.8960 Epoch 918/1000 ---------- lr: 0.001 train loss: 1.8770 val loss: 1.7655 Epoch 919/1000 ---------- lr: 0.001 train loss: 1.5019 val loss: 0.8747 Epoch 920/1000 ---------- lr: 0.001 train loss: 1.1539 val loss: 0.8260 Epoch 921/1000 ---------- lr: 0.001 train loss: 1.1361 val loss: 0.7230 Epoch 922/1000 ---------- lr: 0.001 train loss: 1.0429 val loss: 0.6852 Epoch 923/1000 ---------- lr: 0.001 train loss: 1.0036 val loss: 0.6545 Epoch 924/1000 ---------- lr: 0.001 train loss: 0.9411 val loss: 0.6499 Epoch 925/1000 ---------- lr: 0.001 train loss: 0.9012 val loss: 0.5879 Epoch 926/1000 ---------- lr: 0.001 train loss: 0.9015 val loss: 0.5140 Epoch 927/1000 ---------- lr: 0.001 train loss: 0.8962 val loss: 0.5934 Epoch 928/1000 ---------- lr: 0.001 train loss: 0.9547 val loss: 0.6176 Epoch 929/1000 ---------- lr: 0.001 train loss: 0.9602 val loss: 0.5871 Epoch 930/1000 ---------- lr: 0.001 train loss: 0.8115 val loss: 0.4857 Epoch 931/1000 ---------- lr: 0.001 train loss: 0.7736 val loss: 0.4025 Epoch 932/1000 ---------- lr: 0.001 train loss: 0.7414 val loss: 0.4407 Epoch 933/1000 ---------- lr: 0.001 train loss: 0.7205 val loss: 0.3745 Epoch 934/1000 ---------- lr: 0.001 train loss: 0.7740 val loss: 0.4237 Epoch 935/1000 ---------- lr: 0.001 train loss: 0.8379 val loss: 0.5148 Epoch 936/1000 ---------- lr: 0.001 train loss: 0.7294 val loss: 0.3749 Epoch 937/1000 ---------- lr: 0.001 train loss: 0.6833 val loss: 0.3319 Epoch 938/1000 ---------- lr: 0.001 train loss: 0.6322 val loss: 0.3137 Epoch 939/1000 ---------- lr: 0.001 train loss: 0.6102 val loss: 0.2830 Epoch 940/1000 ---------- lr: 0.001 train loss: 0.5872 val loss: 0.3835 Epoch 941/1000 ---------- lr: 0.001 train loss: 0.5725 val loss: 0.2700 Epoch 942/1000 ---------- lr: 0.001 train loss: 0.5657 val loss: 0.2544 Epoch 943/1000 ---------- lr: 0.001 train loss: 0.5455 val loss: 0.2445 Epoch 944/1000 ---------- lr: 0.001 train loss: 0.5406 val loss: 0.2187 Epoch 945/1000 ---------- lr: 0.001 train loss: 0.5312 val loss: 0.2364 Epoch 946/1000 ---------- lr: 0.001 train loss: 0.5323 val loss: 0.2159 Epoch 947/1000 ---------- lr: 0.001 train loss: 0.5356 val loss: 0.2060 Epoch 948/1000 ---------- lr: 0.001 train loss: 0.5387 val loss: 0.2045 Epoch 949/1000 ---------- lr: 0.001 train loss: 0.5242 val loss: 0.2163 Epoch 950/1000 ---------- lr: 0.001 train loss: 0.5191 val loss: 0.2051 Epoch 951/1000 ---------- lr: 0.001 train loss: 0.5159 val loss: 0.1955 Epoch 952/1000 ---------- lr: 0.001 train loss: 0.5090 val loss: 0.1952 Epoch 953/1000 ---------- lr: 0.001 train loss: 0.4983 val loss: 0.1934 Epoch 954/1000 ---------- lr: 0.001 train loss: 0.4962 val loss: 0.1912 Epoch 955/1000 ---------- lr: 0.001 train loss: 0.5095 val loss: 0.3634 Epoch 956/1000 ---------- lr: 0.001 train loss: 0.5186 val loss: 0.1901 Epoch 957/1000 ---------- lr: 0.001 train loss: 0.5029 val loss: 0.1947 Epoch 958/1000 ---------- lr: 0.001 train loss: 0.4922 val loss: 0.1894 Epoch 959/1000 ---------- lr: 0.001 train loss: 0.4884 val loss: 0.1747 Epoch 960/1000 ---------- lr: 0.001 train loss: 0.4838 val loss: 0.1636 Epoch 961/1000 ---------- lr: 0.001 train loss: 0.4755 val loss: 0.1720 Epoch 962/1000 ---------- lr: 0.001 train loss: 0.4724 val loss: 0.1645 Epoch 963/1000 ---------- lr: 0.001 train loss: 0.4750 val loss: 0.1757 Epoch 964/1000 ---------- lr: 0.001 train loss: 0.4665 val loss: 0.1676 Epoch 965/1000 ---------- lr: 0.001 train loss: 0.4637 val loss: 0.1559 Epoch 966/1000 ---------- lr: 0.001 train loss: 0.4591 val loss: 0.1610 Epoch 967/1000 ---------- lr: 0.001 train loss: 0.4734 val loss: 0.1760 Epoch 968/1000 ---------- lr: 0.001 train loss: 0.4684 val loss: 0.1588 Epoch 969/1000 ---------- lr: 0.001 train loss: 0.4599 val loss: 0.1515 Epoch 970/1000 ---------- lr: 0.001 train loss: 0.4547 val loss: 0.1397 Epoch 971/1000 ---------- lr: 0.001 train loss: 0.4905 val loss: 0.1515 Epoch 972/1000 ---------- lr: 0.001 train loss: 0.4571 val loss: 0.1532 Epoch 973/1000 ---------- lr: 0.001 train loss: 0.4524 val loss: 0.1450 Epoch 974/1000 ---------- lr: 0.001 train loss: 0.4508 val loss: 0.1362 Epoch 975/1000 ---------- lr: 0.001 train loss: 0.4472 val loss: 0.1429 Epoch 976/1000 ---------- lr: 0.001 train loss: 0.4435 val loss: 0.1468 Epoch 977/1000 ---------- lr: 0.001 train loss: 0.4713 val loss: 0.2438 Epoch 978/1000 ---------- lr: 0.001 train loss: 0.4615 val loss: 0.2614 Epoch 979/1000 ---------- lr: 0.001 train loss: 0.4501 val loss: 0.2349 Epoch 980/1000 ---------- lr: 0.001 train loss: 0.4538 val loss: 0.1414 Epoch 981/1000 ---------- lr: 0.001 train loss: 0.4549 val loss: 0.2633 Epoch 982/1000 ---------- lr: 0.001 train loss: 0.4441 val loss: 0.2403 Epoch 983/1000 ---------- lr: 0.001 train loss: 0.4603 val loss: 0.1402 Epoch 984/1000 ---------- lr: 0.001 train loss: 0.4519 val loss: 0.2460 Epoch 985/1000 ---------- lr: 0.001 train loss: 0.4409 val loss: 0.2383 Epoch 986/1000 ---------- lr: 0.001 train loss: 0.4521 val loss: 0.2627 Epoch 987/1000 ---------- lr: 0.001 train loss: 0.4390 val loss: 0.2494 Epoch 988/1000 ---------- lr: 0.001 train loss: 0.4404 val loss: 0.2515 Epoch 989/1000 ---------- lr: 0.001 train loss: 0.4341 val loss: 0.2366 Epoch 990/1000 ---------- lr: 0.001 train loss: 0.4312 val loss: 0.1343 Epoch 991/1000 ---------- lr: 0.001 train loss: 0.4243 val loss: 0.3063 Epoch 992/1000 ---------- lr: 0.001 train loss: 0.4235 val loss: 0.1242 Epoch 993/1000 ---------- lr: 0.001 train loss: 0.4215 val loss: 0.1186 Epoch 994/1000 ---------- lr: 0.001 train loss: 0.4354 val loss: 0.1313 Epoch 995/1000 ---------- lr: 0.001 train loss: 0.4219 val loss: 0.2045 Epoch 996/1000 ---------- lr: 0.001 train loss: 0.4194 val loss: 0.1301 Epoch 997/1000 ---------- lr: 0.001 train loss: 0.4289 val loss: 0.2056 Epoch 998/1000 ---------- lr: 0.001 train loss: 0.4203 val loss: 0.1556 Epoch 999/1000 ---------- lr: 0.0005 train loss: 0.4136 val loss: 0.1903 Epoch 1000/1000 ---------- lr: 0.0005 train loss: 0.4115 val loss: 0.1630 Training complete in 238m 18s Best val loss: 0.0866 at epoch 797 Val MSE at best epoch: 0.0360