Task 13232564
| Name | ParityModified-1647044630-26667-1-0_0 |
| Workunit | 10351891 |
| Created | 15 Mar 2022, 13:51:51 UTC |
| Sent | 31 Mar 2022, 10:58:40 UTC |
| Report deadline | 8 Apr 2022, 10:58:40 UTC |
| Received | 1 Apr 2022, 9:29:32 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 11005 |
| Run time | 40 min 3 sec |
| CPU time | 38 min 51 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 7,446.95 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.10 GB |
| Peak swap size | 4.36 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> : 0.030631 | Time: 1201.56 ms [2022-04-01 20:19:20 main:574] : INFO : Epoch 1551 | loss: 0.0306003 | val_loss: 0.0306146 | Time: 1250.06 ms [2022-04-01 20:19:21 main:574] : INFO : Epoch 1552 | loss: 0.0305414 | val_loss: 0.0305009 | Time: 1122.4 ms [2022-04-01 20:19:22 main:574] : INFO : Epoch 1553 | loss: 0.0304639 | val_loss: 0.0304828 | Time: 1212.8 ms [2022-04-01 20:19:23 main:574] : INFO : Epoch 1554 | loss: 0.0304529 | val_loss: 0.0304733 | Time: 1342.37 ms [2022-04-01 20:19:24 main:574] : INFO : Epoch 1555 | loss: 0.0304445 | val_loss: 0.0305015 | Time: 1232.96 ms [2022-04-01 20:19:26 main:574] : INFO : Epoch 1556 | loss: 0.0304489 | val_loss: 0.0304643 | Time: 1122.9 ms [2022-04-01 20:19:27 main:574] : INFO : Epoch 1557 | loss: 0.0304249 | val_loss: 0.0304564 | Time: 1105.73 ms [2022-04-01 20:19:28 main:574] : INFO : Epoch 1558 | loss: 0.0304206 | val_loss: 0.0304228 | Time: 1082.7 ms [2022-04-01 20:19:29 main:574] : INFO : Epoch 1559 | loss: 0.030449 | val_loss: 0.0303074 | Time: 1071.79 ms [2022-04-01 20:19:30 main:574] : INFO : Epoch 1560 | loss: 0.0312248 | val_loss: 0.03373 | Time: 1126.11 ms [2022-04-01 20:19:31 main:574] : INFO : Epoch 1561 | loss: 0.0320702 | val_loss: 0.0319035 | Time: 1203.2 ms [2022-04-01 20:19:32 main:574] : INFO : Epoch 1562 | loss: 0.0349618 | val_loss: 0.0308605 | Time: 1091.59 ms [2022-04-01 20:19:33 main:574] : INFO : Epoch 1563 | loss: 0.032053 | val_loss: 0.031319 | Time: 1129.02 ms [2022-04-01 20:19:35 main:574] : INFO : Epoch 1564 | loss: 0.030555 | val_loss: 0.0293265 | Time: 1091.84 ms [2022-04-01 20:19:36 main:574] : INFO : Epoch 1565 | loss: 0.0291593 | val_loss: 0.0283494 | Time: 1072.59 ms [2022-04-01 20:19:37 main:574] : INFO : Epoch 1566 | loss: 0.0281039 | val_loss: 0.0278608 | Time: 1073.5 ms [2022-04-01 20:19:38 main:574] : INFO : Epoch 1567 | loss: 0.0275907 | val_loss: 0.0274979 | Time: 1083.4 ms [2022-04-01 20:19:39 main:574] : INFO : Epoch 1568 | loss: 0.0273169 | val_loss: 0.0271916 | Time: 1089.67 ms [2022-04-01 20:19:40 main:574] : INFO : Epoch 1569 | loss: 0.0270357 | val_loss: 0.0267414 | Time: 1042.39 ms [2022-04-01 20:19:41 main:574] : INFO : Epoch 1570 | loss: 0.0268842 | val_loss: 0.0265749 | Time: 1198.54 ms [2022-04-01 20:19:42 main:574] : INFO : Epoch 1571 | loss: 0.026644 | val_loss: 0.0286451 | Time: 1080.97 ms [2022-04-01 20:19:43 main:574] : INFO : Epoch 1572 | loss: 0.0266597 | val_loss: 0.0255307 | Time: 1196.73 ms [2022-04-01 20:19:45 main:574] : INFO : Epoch 1573 | loss: 0.0253386 | val_loss: 0.0245198 | Time: 1517.98 ms [2022-04-01 20:19:46 main:574] : INFO : Epoch 1574 | loss: 0.0242909 | val_loss: 0.0235976 | Time: 1365.2 ms [2022-04-01 20:19:48 main:574] : INFO : Epoch 1575 | loss: 0.0233975 | val_loss: 0.0231445 | Time: 1266.06 ms [2022-04-01 20:19:49 main:574] : INFO : Epoch 1576 | loss: 0.0230434 | val_loss: 0.0229106 | Time: 1124.27 ms [2022-04-01 20:19:50 main:574] : INFO : Epoch 1577 | loss: 0.0228979 | val_loss: 0.0227498 | Time: 1218.23 ms [2022-04-01 20:19:51 main:574] : INFO : Epoch 1578 | loss: 0.0227079 | val_loss: 0.022549 | Time: 1137.3 ms [2022-04-01 20:19:52 main:574] : INFO : Epoch 1579 | loss: 0.0224958 | val_loss: 0.022394 | Time: 1277.27 ms [2022-04-01 20:19:54 main:574] : INFO : Epoch 1580 | loss: 0.0221937 | val_loss: 0.0221751 | Time: 1312.2 ms [2022-04-01 20:19:55 main:574] : INFO : Epoch 1581 | loss: 0.0218494 | val_loss: 0.0215586 | Time: 1235.21 ms [2022-04-01 20:19:56 main:574] : INFO : Epoch 1582 | loss: 0.0212694 | val_loss: 0.0210605 | Time: 1117.18 ms [2022-04-01 20:19:57 main:574] : INFO : Epoch 1583 | loss: 0.0209203 | val_loss: 0.0208036 | Time: 1294.55 ms [2022-04-01 20:19:59 main:574] : INFO : Epoch 1584 | loss: 0.0207095 | val_loss: 0.0206039 | Time: 1642.29 ms [2022-04-01 20:20:00 main:574] : INFO : Epoch 1585 | loss: 0.0204483 | val_loss: 0.0201377 | Time: 1401.48 ms [2022-04-01 20:20:02 main:574] : INFO : Epoch 1586 | loss: 0.0197853 | val_loss: 0.0194981 | Time: 1381.46 ms [2022-04-01 20:20:03 main:574] : INFO : Epoch 1587 | loss: 0.0193626 | val_loss: 0.0192383 | Time: 1046.78 ms [2022-04-01 20:20:04 main:574] : INFO : Epoch 1588 | loss: 0.0191699 | val_loss: 0.0191231 | Time: 1211.01 ms [2022-04-01 20:20:05 main:574] : INFO : Epoch 1589 | loss: 0.0190598 | val_loss: 0.0189825 | Time: 1162.59 ms [2022-04-01 20:20:06 main:574] : INFO : Epoch 1590 | loss: 0.0189472 | val_loss: 0.0189094 | Time: 1155.11 ms [2022-04-01 20:20:07 main:574] : INFO : Epoch 1591 | loss: 0.0188491 | val_loss: 0.0188277 | Time: 1083.33 ms [2022-04-01 20:20:09 main:574] : INFO : Epoch 1592 | loss: 0.0187452 | val_loss: 0.0187105 | Time: 1056.67 ms [2022-04-01 20:20:10 main:574] : INFO : Epoch 1593 | loss: 0.0186726 | val_loss: 0.0186538 | Time: 1037.63 ms [2022-04-01 20:20:11 main:574] : INFO : Epoch 1594 | loss: 0.0185503 | val_loss: 0.0182946 | Time: 1018.51 ms [2022-04-01 20:20:12 main:574] : INFO : Epoch 1595 | loss: 0.0175643 | val_loss: 0.0168402 | Time: 1523.61 ms [2022-04-01 20:20:13 main:574] : INFO : Epoch 1596 | loss: 0.0163964 | val_loss: 0.0159865 | Time: 1123.32 ms [2022-04-01 20:20:14 main:574] : INFO : Epoch 1597 | loss: 0.0159101 | val_loss: 0.0157352 | Time: 1172.54 ms [2022-04-01 20:20:16 main:574] : INFO : Epoch 1598 | loss: 0.0157418 | val_loss: 0.0156137 | Time: 1455.8 ms [2022-04-01 20:20:17 main:574] : INFO : Epoch 1599 | loss: 0.0156225 | val_loss: 0.0154981 | Time: 1258.04 ms [2022-04-01 20:20:18 main:574] : INFO : Epoch 1600 | loss: 0.0155047 | val_loss: 0.0153716 | Time: 1184.64 ms [2022-04-01 20:20:20 main:574] : INFO : Epoch 1601 | loss: 0.0153879 | val_loss: 0.01527 | Time: 1141.43 ms [2022-04-01 20:20:21 main:574] : INFO : Epoch 1602 | loss: 0.0152719 | val_loss: 0.0151299 | Time: 1184.69 ms [2022-04-01 20:20:22 main:574] : INFO : Epoch 1603 | loss: 0.0152102 | val_loss: 0.0151171 | Time: 1147.38 ms [2022-04-01 20:20:23 main:574] : INFO : Epoch 1604 | loss: 0.0151085 | val_loss: 0.0149695 | Time: 1224.41 ms [2022-04-01 20:20:24 main:574] : INFO : Epoch 1605 | loss: 0.0150043 | val_loss: 0.0148852 | Time: 1219.98 ms [2022-04-01 20:20:26 main:574] : INFO : Epoch 1606 | loss: 0.0149263 | val_loss: 0.014815 | Time: 1201.02 ms [2022-04-01 20:20:27 main:574] : INFO : Epoch 1607 | loss: 0.0148581 | val_loss: 0.0147366 | Time: 1378.89 ms [2022-04-01 20:20:28 main:574] : INFO : Epoch 1608 | loss: 0.0147768 | val_loss: 0.0146712 | Time: 1255.53 ms [2022-04-01 20:20:30 main:574] : INFO : Epoch 1609 | loss: 0.0147064 | val_loss: 0.014603 | Time: 1544.34 ms [2022-04-01 20:20:31 main:574] : INFO : Epoch 1610 | loss: 0.0146684 | val_loss: 0.0145613 | Time: 1334.46 ms [2022-04-01 20:20:32 main:574] : INFO : Epoch 1611 | loss: 0.0145742 | val_loss: 0.0144654 | Time: 1301.24 ms [2022-04-01 20:20:34 main:574] : INFO : Epoch 1612 | loss: 0.0143973 | val_loss: 0.0141588 | Time: 1161.37 ms [2022-04-01 20:20:35 main:574] : INFO : Epoch 1613 | loss: 0.0141176 | val_loss: 0.0137008 | Time: 1203.96 ms [2022-04-01 20:20:36 main:574] : INFO : Epoch 1614 | loss: 0.0132781 | val_loss: 0.0129665 | Time: 1608.47 ms [2022-04-01 20:20:38 main:574] : INFO : Epoch 1615 | loss: 0.0128865 | val_loss: 0.0127018 | Time: 1363.03 ms [2022-04-01 20:20:39 main:574] : INFO : Epoch 1616 | loss: 0.0127159 | val_loss: 0.012611 | Time: 1382.19 ms [2022-04-01 20:20:40 main:574] : INFO : Epoch 1617 | loss: 0.0126417 | val_loss: 0.0125567 | Time: 1149.35 ms [2022-04-01 20:20:42 main:574] : INFO : Epoch 1618 | loss: 0.0125468 | val_loss: 0.0124137 | Time: 1290.79 ms [2022-04-01 20:20:43 main:574] : INFO : Epoch 1619 | loss: 0.0124731 | val_loss: 0.0123546 | Time: 1193.02 ms [2022-04-01 20:20:44 main:574] : INFO : Epoch 1620 | loss: 0.0123915 | val_loss: 0.0123087 | Time: 1144.69 ms [2022-04-01 20:20:45 main:574] : INFO : Epoch 1621 | loss: 0.0123461 | val_loss: 0.0122472 | Time: 1200.41 ms [2022-04-01 20:20:46 main:574] : INFO : Epoch 1622 | loss: 0.0123062 | val_loss: 0.0122439 | Time: 1164.32 ms [2022-04-01 20:20:47 main:574] : INFO : Epoch 1623 | loss: 0.0122546 | val_loss: 0.0122105 | Time: 1134.5 ms [2022-04-01 20:20:49 main:574] : INFO : Epoch 1624 | loss: 0.0122339 | val_loss: 0.0121419 | Time: 1149.53 ms [2022-04-01 20:20:50 main:574] : INFO : Epoch 1625 | loss: 0.012204 | val_loss: 0.012134 | Time: 1067.32 ms [2022-04-01 20:20:51 main:574] : INFO : Epoch 1626 | loss: 0.0121605 | val_loss: 0.0120897 | Time: 1037.19 ms [2022-04-01 20:20:52 main:574] : INFO : Epoch 1627 | loss: 0.0121243 | val_loss: 0.0120652 | Time: 1060.89 ms [2022-04-01 20:20:53 main:574] : INFO : Epoch 1628 | loss: 0.0121358 | val_loss: 0.0121076 | Time: 1105.58 ms [2022-04-01 20:20:54 main:574] : INFO : Epoch 1629 | loss: 0.0121138 | val_loss: 0.0120193 | Time: 1184 ms [2022-04-01 20:20:55 main:574] : INFO : Epoch 1630 | loss: 0.0120643 | val_loss: 0.0120069 | Time: 1123.44 ms [2022-04-01 20:20:56 main:574] : INFO : Epoch 1631 | loss: 0.0120457 | val_loss: 0.0119826 | Time: 1130.88 ms [2022-04-01 20:20:57 main:574] : INFO : Epoch 1632 | loss: 0.0120799 | val_loss: 0.0120131 | Time: 1096.7 ms [2022-04-01 20:20:59 main:574] : INFO : Epoch 1633 | loss: 0.012034 | val_loss: 0.0119428 | Time: 1077.64 ms [2022-04-01 20:21:00 main:574] : INFO : Epoch 1634 | loss: 0.0119787 | val_loss: 0.011907 | Time: 1051.13 ms [2022-04-01 20:21:01 main:574] : INFO : Epoch 1635 | loss: 0.0120891 | val_loss: 0.011979 | Time: 1053.7 ms [2022-04-01 20:21:02 main:574] : INFO : Epoch 1636 | loss: 0.011991 | val_loss: 0.011865 | Time: 1103.84 ms [2022-04-01 20:21:03 main:574] : INFO : Epoch 1637 | loss: 0.0119056 | val_loss: 0.0118277 | Time: 1044.05 ms [2022-04-01 20:21:04 main:574] : INFO : Epoch 1638 | loss: 0.0118873 | val_loss: 0.0118263 | Time: 1172.44 ms [2022-04-01 20:21:05 main:574] : INFO : Epoch 1639 | loss: 0.0118801 | val_loss: 0.0117877 | Time: 1089.3 ms [2022-04-01 20:21:06 main:574] : INFO : Epoch 1640 | loss: 0.0118104 | val_loss: 0.0118763 | Time: 1151.44 ms [2022-04-01 20:21:07 main:574] : INFO : Epoch 1641 | loss: 0.0118214 | val_loss: 0.0117224 | Time: 1103.48 ms [2022-04-01 20:21:08 main:574] : INFO : Epoch 1642 | loss: 0.0118083 | val_loss: 0.0118135 | Time: 1072.18 ms [2022-04-01 20:21:09 main:574] : INFO : Epoch 1643 | loss: 0.0117779 | val_loss: 0.0117034 | Time: 1074.42 ms [2022-04-01 20:21:11 main:574] : INFO : Epoch 1644 | loss: 0.0117221 | val_loss: 0.0116627 | Time: 1027.12 ms [2022-04-01 20:21:12 main:574] : INFO : Epoch 1645 | loss: 0.0117116 | val_loss: 0.011633 | Time: 1192.16 ms [2022-04-01 20:21:13 main:574] : INFO : Epoch 1646 | loss: 0.0116743 | val_loss: 0.0115916 | Time: 1365.18 ms [2022-04-01 20:21:14 main:574] : INFO : Epoch 1647 | loss: 0.0117354 | val_loss: 0.0117554 | Time: 1215.6 ms [2022-04-01 20:21:16 main:574] : INFO : Epoch 1648 | loss: 0.0117582 | val_loss: 0.0116914 | Time: 1558.63 ms [2022-04-01 20:21:17 main:574] : INFO : Epoch 1649 | loss: 0.0116619 | val_loss: 0.011558 | Time: 1512.42 ms [2022-04-01 20:21:19 main:574] : INFO : Epoch 1650 | loss: 0.0115953 | val_loss: 0.0115357 | Time: 1309.7 ms [2022-04-01 20:21:20 main:574] : INFO : Epoch 1651 | loss: 0.011555 | val_loss: 0.0114819 | Time: 1277.45 ms [2022-04-01 20:21:21 main:574] : INFO : Epoch 1652 | loss: 0.0115511 | val_loss: 0.0115973 | Time: 1495.71 ms [2022-04-01 20:21:23 main:574] : INFO : Epoch 1653 | loss: 0.0115545 | val_loss: 0.0115336 | Time: 1567.85 ms [2022-04-01 20:21:24 main:574] : INFO : Epoch 1654 | loss: 0.0115136 | val_loss: 0.0114337 | Time: 1243.4 ms [2022-04-01 20:21:25 main:574] : INFO : Epoch 1655 | loss: 0.0114645 | val_loss: 0.0114008 | Time: 1020.61 ms [2022-04-01 20:21:26 main:574] : INFO : Epoch 1656 | loss: 0.0114624 | val_loss: 0.0113692 | Time: 1126.21 ms [2022-04-01 20:21:28 main:574] : INFO : Epoch 1657 | loss: 0.0114728 | val_loss: 0.0113817 | Time: 1176.58 ms [2022-04-01 20:21:29 main:574] : INFO : Epoch 1658 | loss: 0.0114069 | val_loss: 0.0113413 | Time: 1083.96 ms [2022-04-01 20:21:30 main:574] : INFO : Epoch 1659 | loss: 0.0113875 | val_loss: 0.011312 | Time: 1332.81 ms [2022-04-01 20:21:32 main:574] : INFO : Epoch 1660 | loss: 0.0114308 | val_loss: 0.0112989 | Time: 1419.84 ms [2022-04-01 20:21:33 main:574] : INFO : Epoch 1661 | loss: 0.0113718 | val_loss: 0.0112994 | Time: 1219.35 ms [2022-04-01 20:21:34 main:574] : INFO : Epoch 1662 | loss: 0.0114061 | val_loss: 0.0114456 | Time: 1302.84 ms [2022-04-01 20:21:35 main:574] : INFO : Epoch 1663 | loss: 0.0114272 | val_loss: 0.0113251 | Time: 1124.83 ms [2022-04-01 20:21:36 main:574] : INFO : Epoch 1664 | loss: 0.01135 | val_loss: 0.0113502 | Time: 1255.41 ms [2022-04-01 20:21:38 main:574] : INFO : Epoch 1665 | loss: 0.0113157 | val_loss: 0.0112342 | Time: 1358.11 ms [2022-04-01 20:21:39 main:574] : INFO : Epoch 1666 | loss: 0.0112369 | val_loss: 0.0111823 | Time: 1170.16 ms [2022-04-01 20:21:40 main:574] : INFO : Epoch 1667 | loss: 0.0112097 | val_loss: 0.0111494 | Time: 1168.78 ms [2022-04-01 20:21:41 main:574] : INFO : Epoch 1668 | loss: 0.0111809 | val_loss: 0.011154 | Time: 1093.17 ms [2022-04-01 20:21:42 main:574] : INFO : Epoch 1669 | loss: 0.011149 | val_loss: 0.0110812 | Time: 1235.13 ms [2022-04-01 20:21:44 main:574] : INFO : Epoch 1670 | loss: 0.0111133 | val_loss: 0.0110587 | Time: 1104.01 ms [2022-04-01 20:21:45 main:574] : INFO : Epoch 1671 | loss: 0.0111263 | val_loss: 0.0111306 | Time: 1052.76 ms [2022-04-01 20:21:46 main:574] : INFO : Epoch 1672 | loss: 0.011092 | val_loss: 0.0110774 | Time: 1082.1 ms [2022-04-01 20:21:47 main:574] : INFO : Epoch 1673 | loss: 0.0110643 | val_loss: 0.0109825 | Time: 1124.59 ms [2022-04-01 20:21:48 main:574] : INFO : Epoch 1674 | loss: 0.0110031 | val_loss: 0.0109805 | Time: 1103.68 ms [2022-04-01 20:21:49 main:574] : INFO : Epoch 1675 | loss: 0.0109897 | val_loss: 0.0109857 | Time: 1057.61 ms [2022-04-01 20:21:50 main:574] : INFO : Epoch 1676 | loss: 0.0109571 | val_loss: 0.0109679 | Time: 1035.54 ms [2022-04-01 20:21:51 main:574] : INFO : Epoch 1677 | loss: 0.0109567 | val_loss: 0.0109919 | Time: 1032.09 ms [2022-04-01 20:21:52 main:574] : INFO : Epoch 1678 | loss: 0.0110142 | val_loss: 0.0109643 | Time: 1124 ms [2022-04-01 20:21:53 main:574] : INFO : Epoch 1679 | loss: 0.010916 | val_loss: 0.0108683 | Time: 1106.1 ms [2022-04-01 20:21:54 main:574] : INFO : Epoch 1680 | loss: 0.0108513 | val_loss: 0.0107738 | Time: 1068.64 ms [2022-04-01 20:21:55 main:574] : INFO : Epoch 1681 | loss: 0.0108296 | val_loss: 0.0107988 | Time: 1021.77 ms [2022-04-01 20:21:56 main:574] : INFO : Epoch 1682 | loss: 0.010867 | val_loss: 0.0108281 | Time: 1022.14 ms [2022-04-01 20:21:58 main:574] : INFO : Epoch 1683 | loss: 0.0107813 | val_loss: 0.0106745 | Time: 1035.97 ms [2022-04-01 20:21:59 main:574] : INFO : Epoch 1684 | loss: 0.0106928 | val_loss: 0.0106501 | Time: 1016.84 ms [2022-04-01 20:22:00 main:574] : INFO : Epoch 1685 | loss: 0.0106751 | val_loss: 0.0105997 | Time: 1028.07 ms [2022-04-01 20:22:01 main:574] : INFO : Epoch 1686 | loss: 0.0106648 | val_loss: 0.0105778 | Time: 1044.03 ms [2022-04-01 20:22:02 main:574] : INFO : Epoch 1687 | loss: 0.0105708 | val_loss: 0.0105029 | Time: 1052.22 ms [2022-04-01 20:22:03 main:574] : INFO : Epoch 1688 | loss: 0.010557 | val_loss: 0.0104698 | Time: 1043.78 ms [2022-04-01 20:22:04 main:574] : INFO : Epoch 1689 | loss: 0.0105768 | val_loss: 0.010714 | Time: 1073.85 ms [2022-04-01 20:22:05 main:574] : INFO : Epoch 1690 | loss: 0.0105579 | val_loss: 0.0104007 | Time: 1034.01 ms [2022-04-01 20:22:06 main:574] : INFO : Epoch 1691 | loss: 0.0104461 | val_loss: 0.0103416 | Time: 1055.02 ms [2022-04-01 20:22:07 main:574] : INFO : Epoch 1692 | loss: 0.0103189 | val_loss: 0.0102285 | Time: 1064.56 ms [2022-04-01 20:22:08 main:574] : INFO : Epoch 1693 | loss: 0.0102473 | val_loss: 0.0101138 | Time: 1197.91 ms [2022-04-01 20:22:10 main:574] : INFO : Epoch 1694 | loss: 0.0096055 | val_loss: 0.00877034 | Time: 1373.89 ms [2022-04-01 20:22:11 main:574] : INFO : Epoch 1695 | loss: 0.00854335 | val_loss: 0.00829818 | Time: 1512.46 ms [2022-04-01 20:22:12 main:574] : INFO : Epoch 1696 | loss: 0.00824564 | val_loss: 0.00813826 | Time: 1391.15 ms [2022-04-01 20:22:14 main:574] : INFO : Epoch 1697 | loss: 0.00812122 | val_loss: 0.00810657 | Time: 1462.18 ms [2022-04-01 20:22:15 main:574] : INFO : Epoch 1698 | loss: 0.00801447 | val_loss: 0.00794269 | Time: 1052.25 ms [2022-04-01 20:22:16 main:574] : INFO : Epoch 1699 | loss: 0.00790734 | val_loss: 0.00785374 | Time: 1030.81 ms [2022-04-01 20:22:17 main:574] : INFO : Epoch 1700 | loss: 0.00783938 | val_loss: 0.00777467 | Time: 1062.37 ms [2022-04-01 20:22:18 main:574] : INFO : Epoch 1701 | loss: 0.00778571 | val_loss: 0.00778785 | Time: 1025.7 ms [2022-04-01 20:22:19 main:574] : INFO : Epoch 1702 | loss: 0.00774495 | val_loss: 0.00768148 | Time: 1012.98 ms [2022-04-01 20:22:20 main:574] : INFO : Epoch 1703 | loss: 0.00766955 | val_loss: 0.007632 | Time: 1049.23 ms [2022-04-01 20:22:22 main:574] : INFO : Epoch 1704 | loss: 0.00761333 | val_loss: 0.00754258 | Time: 1483.04 ms [2022-04-01 20:22:23 main:574] : INFO : Epoch 1705 | loss: 0.00754161 | val_loss: 0.0075076 | Time: 1220.55 ms [2022-04-01 20:22:24 main:574] : INFO : Epoch 1706 | loss: 0.00749532 | val_loss: 0.0074482 | Time: 1263.77 ms [2022-04-01 20:22:25 main:574] : INFO : Epoch 1707 | loss: 0.0074367 | val_loss: 0.00743746 | Time: 1073.02 ms [2022-04-01 20:22:26 main:574] : INFO : Epoch 1708 | loss: 0.00738109 | val_loss: 0.00734004 | Time: 1142.48 ms [2022-04-01 20:22:27 main:574] : INFO : Epoch 1709 | loss: 0.00736526 | val_loss: 0.00730758 | Time: 1116.87 ms [2022-04-01 20:22:29 main:574] : INFO : Epoch 1710 | loss: 0.00747373 | val_loss: 0.0073411 | Time: 1103.81 ms [2022-04-01 20:22:30 main:574] : INFO : Epoch 1711 | loss: 0.00728246 | val_loss: 0.00720967 | Time: 1315.29 ms [2022-04-01 20:22:31 main:574] : INFO : Epoch 1712 | loss: 0.00718442 | val_loss: 0.00709785 | Time: 1171.38 ms [2022-04-01 20:22:32 main:574] : INFO : Epoch 1713 | loss: 0.00703767 | val_loss: 0.00695458 | Time: 1305.62 ms [2022-04-01 20:22:34 main:574] : INFO : Epoch 1714 | loss: 0.0070072 | val_loss: 0.00697319 | Time: 1264.26 ms [2022-04-01 20:22:35 main:574] : INFO : Epoch 1715 | loss: 0.00688063 | val_loss: 0.00684728 | Time: 1463.38 ms [2022-04-01 20:22:36 main:574] : INFO : Epoch 1716 | loss: 0.00675944 | val_loss: 0.00666646 | Time: 1129.79 ms [2022-04-01 20:22:38 main:574] : INFO : Epoch 1717 | loss: 0.00665913 | val_loss: 0.00660227 | Time: 1392.32 ms [2022-04-01 20:22:39 main:574] : INFO : Epoch 1718 | loss: 0.00667913 | val_loss: 0.00653167 | Time: 1150.48 ms [2022-04-01 20:22:40 main:574] : INFO : Epoch 1719 | loss: 0.00659465 | val_loss: 0.00657158 | Time: 1061.76 ms [2022-04-01 20:22:41 main:574] : INFO : Epoch 1720 | loss: 0.00652079 | val_loss: 0.00645922 | Time: 1047.2 ms [2022-04-01 20:22:42 main:574] : INFO : Epoch 1721 | loss: 0.00643406 | val_loss: 0.00640242 | Time: 1028.23 ms [2022-04-01 20:22:43 main:574] : INFO : Epoch 1722 | loss: 0.00641282 | val_loss: 0.00634921 | Time: 1007.79 ms [2022-04-01 20:22:44 main:574] : INFO : Epoch 1723 | loss: 0.00637018 | val_loss: 0.00630777 | Time: 1074.5 ms [2022-04-01 20:22:45 main:574] : INFO : Epoch 1724 | loss: 0.00636301 | val_loss: 0.00630222 | Time: 1007.56 ms [2022-04-01 20:22:46 main:574] : INFO : Epoch 1725 | loss: 0.00629479 | val_loss: 0.00624619 | Time: 1049.07 ms [2022-04-01 20:22:47 main:574] : INFO : Epoch 1726 | loss: 0.00625329 | val_loss: 0.00621797 | Time: 1211.04 ms [2022-04-01 20:22:49 main:574] : INFO : Epoch 1727 | loss: 0.00627286 | val_loss: 0.00621359 | Time: 1595.71 ms [2022-04-01 20:22:50 main:574] : INFO : Epoch 1728 | loss: 0.00623586 | val_loss: 0.00616236 | Time: 1445.54 ms [2022-04-01 20:22:52 main:574] : INFO : Epoch 1729 | loss: 0.00621025 | val_loss: 0.00612305 | Time: 1415.36 ms [2022-04-01 20:22:53 main:574] : INFO : Epoch 1730 | loss: 0.00617241 | val_loss: 0.00610829 | Time: 1088.68 ms [2022-04-01 20:22:54 main:574] : INFO : Epoch 1731 | loss: 0.00613521 | val_loss: 0.00613867 | Time: 1283.18 ms [2022-04-01 20:22:55 main:574] : INFO : Epoch 1732 | loss: 0.00613675 | val_loss: 0.00611219 | Time: 1282.9 ms [2022-04-01 20:22:57 main:574] : INFO : Epoch 1733 | loss: 0.00610286 | val_loss: 0.0061397 | Time: 1136.28 ms [2022-04-01 20:22:58 main:574] : INFO : Epoch 1734 | loss: 0.00607348 | val_loss: 0.00601499 | Time: 1319.16 ms [2022-04-01 20:22:59 main:574] : INFO : Epoch 1735 | loss: 0.00604529 | val_loss: 0.00603828 | Time: 1151.48 ms [2022-04-01 20:23:01 main:574] : INFO : Epoch 1736 | loss: 0.00601125 | val_loss: 0.00596134 | Time: 1478.47 ms [2022-04-01 20:23:02 main:574] : INFO : Epoch 1737 | loss: 0.00598168 | val_loss: 0.00597339 | Time: 1185.01 ms [2022-04-01 20:23:03 main:574] : INFO : Epoch 1738 | loss: 0.00597272 | val_loss: 0.00590661 | Time: 1040.49 ms [2022-04-01 20:23:04 main:574] : INFO : Epoch 1739 | loss: 0.00594282 | val_loss: 0.00589601 | Time: 1068.47 ms [2022-04-01 20:23:05 main:574] : INFO : Epoch 1740 | loss: 0.00596177 | val_loss: 0.00600196 | Time: 1041.94 ms [2022-04-01 20:23:06 main:574] : INFO : Epoch 1741 | loss: 0.00590517 | val_loss: 0.00583415 | Time: 1049.14 ms [2022-04-01 20:23:07 main:574] : INFO : Epoch 1742 | loss: 0.00586411 | val_loss: 0.00581466 | Time: 1115.72 ms [2022-04-01 20:23:08 main:574] : INFO : Epoch 1743 | loss: 0.00582797 | val_loss: 0.00584277 | Time: 1181.65 ms [2022-04-01 20:23:09 main:574] : INFO : Epoch 1744 | loss: 0.0058786 | val_loss: 0.00586743 | Time: 1175.56 ms [2022-04-01 20:23:11 main:574] : INFO : Epoch 1745 | loss: 0.00580533 | val_loss: 0.00575811 | Time: 1216.72 ms [2022-04-01 20:23:12 main:574] : INFO : Epoch 1746 | loss: 0.0058031 | val_loss: 0.00574649 | Time: 1686.19 ms [2022-04-01 20:23:14 main:574] : INFO : Epoch 1747 | loss: 0.00573672 | val_loss: 0.00568022 | Time: 1198.23 ms [2022-04-01 20:23:15 main:574] : INFO : Epoch 1748 | loss: 0.00566476 | val_loss: 0.00557915 | Time: 1214.37 ms [2022-04-01 20:23:16 main:574] : INFO : Epoch 1749 | loss: 0.00549407 | val_loss: 0.00528328 | Time: 1375.8 ms [2022-04-01 20:23:17 main:574] : INFO : Epoch 1750 | loss: 0.00510388 | val_loss: 0.00486152 | Time: 1027.67 ms [2022-04-01 20:23:18 main:574] : INFO : Epoch 1751 | loss: 0.00498918 | val_loss: 0.00490517 | Time: 1157.45 ms [2022-04-01 20:23:20 main:574] : INFO : Epoch 1752 | loss: 0.00476494 | val_loss: 0.00466828 | Time: 1147.28 ms [2022-04-01 20:23:21 main:574] : INFO : Epoch 1753 | loss: 0.00451987 | val_loss: 0.00446044 | Time: 1084.38 ms [2022-04-01 20:23:22 main:574] : INFO : Epoch 1754 | loss: 0.0044105 | val_loss: 0.00440398 | Time: 1236.33 ms [2022-04-01 20:23:23 main:574] : INFO : Epoch 1755 | loss: 0.00435581 | val_loss: 0.00435067 | Time: 1128.09 ms [2022-04-01 20:23:24 main:574] : INFO : Epoch 1756 | loss: 0.00432465 | val_loss: 0.00432258 | Time: 1111.05 ms [2022-04-01 20:23:25 main:574] : INFO : Epoch 1757 | loss: 0.00428685 | val_loss: 0.00428615 | Time: 1119.01 ms [2022-04-01 20:23:26 main:574] : INFO : Epoch 1758 | loss: 0.00426279 | val_loss: 0.0042687 | Time: 1182.52 ms [2022-04-01 20:23:28 main:574] : INFO : Epoch 1759 | loss: 0.00423582 | val_loss: 0.00427482 | Time: 1120.44 ms [2022-04-01 20:23:29 main:574] : INFO : Epoch 1760 | loss: 0.00420612 | val_loss: 0.00421895 | Time: 1191.04 ms [2022-04-01 20:23:30 main:574] : INFO : Epoch 1761 | loss: 0.00417428 | val_loss: 0.0041921 | Time: 1110.96 ms [2022-04-01 20:23:31 main:574] : INFO : Epoch 1762 | loss: 0.00413849 | val_loss: 0.00414692 | Time: 1095.76 ms [2022-04-01 20:23:32 main:574] : INFO : Epoch 1763 | loss: 0.00411876 | val_loss: 0.00417736 | Time: 1148.68 ms [2022-04-01 20:23:33 main:574] : INFO : Epoch 1764 | loss: 0.00409936 | val_loss: 0.00410661 | Time: 1123.26 ms [2022-04-01 20:23:34 main:574] : INFO : Epoch 1765 | loss: 0.00408194 | val_loss: 0.00409797 | Time: 1149.29 ms [2022-04-01 20:23:36 main:574] : INFO : Epoch 1766 | loss: 0.00406272 | val_loss: 0.00408162 | Time: 1178.9 ms [2022-04-01 20:23:37 main:574] : INFO : Epoch 1767 | loss: 0.00404088 | val_loss: 0.00405428 | Time: 1208.8 ms [2022-04-01 20:23:38 main:574] : INFO : Epoch 1768 | loss: 0.00402006 | val_loss: 0.00401679 | Time: 1145.88 ms [2022-04-01 20:23:39 main:574] : INFO : Epoch 1769 | loss: 0.00398292 | val_loss: 0.00400151 | Time: 1177.4 ms [2022-04-01 20:23:40 main:574] : INFO : Epoch 1770 | loss: 0.00397984 | val_loss: 0.00401741 | Time: 1080.15 ms [2022-04-01 20:23:41 main:574] : INFO : Epoch 1771 | loss: 0.00397475 | val_loss: 0.00400649 | Time: 1091.66 ms [2022-04-01 20:23:42 main:574] : INFO : Epoch 1772 | loss: 0.00399969 | val_loss: 0.00399295 | Time: 1078.46 ms [2022-04-01 20:23:43 main:574] : INFO : Epoch 1773 | loss: 0.00400309 | val_loss: 0.00408916 | Time: 1079.52 ms [2022-04-01 20:23:45 main:574] : INFO : Epoch 1774 | loss: 0.0039354 | val_loss: 0.0039315 | Time: 1126.6 ms [2022-04-01 20:23:46 main:574] : INFO : Epoch 1775 | loss: 0.00386701 | val_loss: 0.00387323 | Time: 1079.54 ms [2022-04-01 20:23:47 main:574] : INFO : Epoch 1776 | loss: 0.00384768 | val_loss: 0.00392927 | Time: 1225.77 ms [2022-04-01 20:23:48 main:574] : INFO : Epoch 1777 | loss: 0.00382916 | val_loss: 0.00382367 | Time: 1098.62 ms [2022-04-01 20:23:49 main:574] : INFO : Epoch 1778 | loss: 0.00380964 | val_loss: 0.00384624 | Time: 1082.37 ms [2022-04-01 20:23:50 main:574] : INFO : Epoch 1779 | loss: 0.00385592 | val_loss: 0.00377595 | Time: 1087.45 ms [2022-04-01 20:23:51 main:574] : INFO : Epoch 1780 | loss: 0.0037285 | val_loss: 0.00374009 | Time: 1081.41 ms [2022-04-01 20:23:52 main:574] : INFO : Epoch 1781 | loss: 0.00367446 | val_loss: 0.00363281 | Time: 1105.77 ms [2022-04-01 20:23:54 main:574] : INFO : Epoch 1782 | loss: 0.00359214 | val_loss: 0.00351843 | Time: 1208.34 ms [2022-04-01 20:23:55 main:574] : INFO : Epoch 1783 | loss: 0.0034133 | val_loss: 0.00318777 | Time: 1288.34 ms [2022-04-01 20:23:56 main:574] : INFO : Epoch 1784 | loss: 0.00338352 | val_loss: 0.00304131 | Time: 1096.09 ms [2022-04-01 20:23:57 main:574] : INFO : Epoch 1785 | loss: 0.00316582 | val_loss: 0.0030894 | Time: 1167.03 ms [2022-04-01 20:23:58 main:574] : INFO : Epoch 1786 | loss: 0.00269151 | val_loss: 0.00244985 | Time: 1100.13 ms [2022-04-01 20:23:59 main:574] : INFO : Epoch 1787 | loss: 0.00236029 | val_loss: 0.00236664 | Time: 1141.5 ms [2022-04-01 20:24:01 main:574] : INFO : Epoch 1788 | loss: 0.00231163 | val_loss: 0.00216457 | Time: 1135.67 ms [2022-04-01 20:24:02 main:574] : INFO : Epoch 1789 | loss: 0.00212384 | val_loss: 0.00205338 | Time: 1241.79 ms [2022-04-01 20:24:03 main:574] : INFO : Epoch 1790 | loss: 0.00202357 | val_loss: 0.00196234 | Time: 1265.66 ms [2022-04-01 20:24:04 main:574] : INFO : Epoch 1791 | loss: 0.00201717 | val_loss: 0.00207635 | Time: 1214.55 ms [2022-04-01 20:24:06 main:574] : INFO : Epoch 1792 | loss: 0.00205115 | val_loss: 0.00194345 | Time: 1350.36 ms [2022-04-01 20:24:07 main:574] : INFO : Epoch 1793 | loss: 0.00188916 | val_loss: 0.00183443 | Time: 1187.64 ms [2022-04-01 20:24:08 main:574] : INFO : Epoch 1794 | loss: 0.00178763 | val_loss: 0.00173517 | Time: 1197.54 ms [2022-04-01 20:24:09 main:574] : INFO : Epoch 1795 | loss: 0.00170535 | val_loss: 0.0016805 | Time: 1339.51 ms [2022-04-01 20:24:10 main:574] : INFO : Epoch 1796 | loss: 0.00166735 | val_loss: 0.00164574 | Time: 1096.17 ms [2022-04-01 20:24:11 main:574] : INFO : Epoch 1797 | loss: 0.00162823 | val_loss: 0.0015862 | Time: 1040.31 ms [2022-04-01 20:24:13 main:574] : INFO : Epoch 1798 | loss: 0.00158888 | val_loss: 0.00157336 | Time: 1137.98 ms [2022-04-01 20:24:14 main:574] : INFO : Epoch 1799 | loss: 0.00158015 | val_loss: 0.00155907 | Time: 1168.76 ms [2022-04-01 20:24:15 main:574] : INFO : Epoch 1800 | loss: 0.001579 | val_loss: 0.00160004 | Time: 1158.37 ms [2022-04-01 20:24:16 main:574] : INFO : Epoch 1801 | loss: 0.00159347 | val_loss: 0.00150936 | Time: 1085.43 ms [2022-04-01 20:24:17 main:574] : INFO : Epoch 1802 | loss: 0.00149247 | val_loss: 0.0014496 | Time: 1111.43 ms [2022-04-01 20:24:18 main:574] : INFO : Epoch 1803 | loss: 0.0014298 | val_loss: 0.00138685 | Time: 1106.83 ms [2022-04-01 20:24:19 main:574] : INFO : Epoch 1804 | loss: 0.00140087 | val_loss: 0.00137154 | Time: 1081.91 ms [2022-04-01 20:24:20 main:574] : INFO : Epoch 1805 | loss: 0.00253614 | val_loss: 0.0115099 | Time: 1065.8 ms [2022-04-01 20:24:22 main:574] : INFO : Epoch 1806 | loss: 0.00535408 | val_loss: 0.00311665 | Time: 1415.56 ms [2022-04-01 20:24:23 main:574] : INFO : Epoch 1807 | loss: 0.00232275 | val_loss: 0.00184587 | Time: 1579.06 ms [2022-04-01 20:24:25 main:574] : INFO : Epoch 1808 | loss: 0.0017258 | val_loss: 0.00158605 | Time: 1210.03 ms [2022-04-01 20:24:26 main:574] : INFO : Epoch 1809 | loss: 0.0015466 | val_loss: 0.00147563 | Time: 1176.11 ms [2022-04-01 20:24:27 main:574] : INFO : Epoch 1810 | loss: 0.00144648 | val_loss: 0.00139998 | Time: 1184.59 ms [2022-04-01 20:24:28 main:574] : INFO : Epoch 1811 | loss: 0.00140216 | val_loss: 0.00138196 | Time: 1252.86 ms [2022-04-01 20:24:29 main:574] : INFO : Epoch 1812 | loss: 0.00134918 | val_loss: 0.00129851 | Time: 1049.53 ms [2022-04-01 20:24:31 main:574] : INFO : Epoch 1813 | loss: 0.00128707 | val_loss: 0.00125145 | Time: 1458.98 ms [2022-04-01 20:24:32 main:574] : INFO : Epoch 1814 | loss: 0.0012399 | val_loss: 0.0012269 | Time: 1337.98 ms [2022-04-01 20:24:34 main:574] : INFO : Epoch 1815 | loss: 0.00120243 | val_loss: 0.00117143 | Time: 1517.05 ms [2022-04-01 20:24:35 main:574] : INFO : Epoch 1816 | loss: 0.00116911 | val_loss: 0.00115857 | Time: 1613.15 ms [2022-04-01 20:24:37 main:574] : INFO : Epoch 1817 | loss: 0.00115293 | val_loss: 0.00113214 | Time: 1409.26 ms [2022-04-01 20:24:38 main:574] : INFO : Epoch 1818 | loss: 0.00113166 | val_loss: 0.00111753 | Time: 1456.57 ms [2022-04-01 20:24:40 main:574] : INFO : Epoch 1819 | loss: 0.00111723 | val_loss: 0.00110501 | Time: 1603.41 ms [2022-04-01 20:24:41 main:574] : INFO : Epoch 1820 | loss: 0.00109205 | val_loss: 0.00108576 | Time: 1402.3 ms [2022-04-01 20:24:43 main:574] : INFO : Epoch 1821 | loss: 0.00109585 | val_loss: 0.00111742 | Time: 1643.25 ms [2022-04-01 20:24:44 main:574] : INFO : Epoch 1822 | loss: 0.00108112 | val_loss: 0.00105737 | Time: 1202.41 ms [2022-04-01 20:24:45 main:574] : INFO : Epoch 1823 | loss: 0.00105388 | val_loss: 0.00104017 | Time: 1274.11 ms [2022-04-01 20:24:47 main:574] : INFO : Epoch 1824 | loss: 0.00103217 | val_loss: 0.00101692 | Time: 1309.33 ms [2022-04-01 20:24:48 main:574] : INFO : Epoch 1825 | loss: 0.00101925 | val_loss: 0.00102734 | Time: 1256.14 ms [2022-04-01 20:24:49 main:574] : INFO : Epoch 1826 | loss: 0.00101363 | val_loss: 0.000997351 | Time: 1359.95 ms [2022-04-01 20:24:50 main:574] : INFO : Epoch 1827 | loss: 0.000995843 | val_loss: 0.000986387 | Time: 1198.42 ms [2022-04-01 20:24:52 main:574] : INFO : Epoch 1828 | loss: 0.000984266 | val_loss: 0.000973405 | Time: 1624.63 ms [2022-04-01 20:24:53 main:574] : INFO : Epoch 1829 | loss: 0.000991169 | val_loss: 0.000989675 | Time: 1394.21 ms [2022-04-01 20:24:54 main:574] : INFO : Epoch 1830 | loss: 0.000974384 | val_loss: 0.000960083 | Time: 1058.46 ms [2022-04-01 20:24:56 main:574] : INFO : Epoch 1831 | loss: 0.000960851 | val_loss: 0.0009553 | Time: 1019.83 ms [2022-04-01 20:24:57 main:574] : INFO : Epoch 1832 | loss: 0.000951155 | val_loss: 0.000943099 | Time: 1054.32 ms [2022-04-01 20:24:58 main:574] : INFO : Epoch 1833 | loss: 0.000945877 | val_loss: 0.000962002 | Time: 1040.91 ms [2022-04-01 20:24:59 main:574] : INFO : Epoch 1834 | loss: 0.000938515 | val_loss: 0.000923096 | Time: 1242.21 ms [2022-04-01 20:25:00 main:574] : INFO : Epoch 1835 | loss: 0.000940115 | val_loss: 0.000924387 | Time: 1475.57 ms [2022-04-01 20:25:01 main:574] : INFO : Epoch 1836 | loss: 0.000947108 | val_loss: 0.000931302 | Time: 1097.89 ms [2022-04-01 20:25:03 main:574] : INFO : Epoch 1837 | loss: 0.000935514 | val_loss: 0.000923335 | Time: 1053.1 ms [2022-04-01 20:25:04 main:574] : INFO : Epoch 1838 | loss: 0.000928515 | val_loss: 0.000909309 | Time: 1112.59 ms [2022-04-01 20:25:05 main:574] : INFO : Epoch 1839 | loss: 0.000916597 | val_loss: 0.00092108 | Time: 1139.91 ms [2022-04-01 20:25:06 main:574] : INFO : Epoch 1840 | loss: 0.000913528 | val_loss: 0.000922906 | Time: 1101.49 ms [2022-04-01 20:25:07 main:574] : INFO : Epoch 1841 | loss: 0.000911385 | val_loss: 0.000898164 | Time: 1218.95 ms [2022-04-01 20:25:08 main:574] : INFO : Epoch 1842 | loss: 0.000893611 | val_loss: 0.000885689 | Time: 1209.32 ms [2022-04-01 20:25:09 main:574] : INFO : Epoch 1843 | loss: 0.000882362 | val_loss: 0.000871152 | Time: 1050.96 ms [2022-04-01 20:25:10 main:574] : INFO : Epoch 1844 | loss: 0.000883048 | val_loss: 0.000879754 | Time: 1103.59 ms [2022-04-01 20:25:12 main:574] : INFO : Epoch 1845 | loss: 0.000895996 | val_loss: 0.000960211 | Time: 1112.11 ms [2022-04-01 20:25:13 main:574] : INFO : Epoch 1846 | loss: 0.000918394 | val_loss: 0.000877398 | Time: 1253.19 ms [2022-04-01 20:25:14 main:574] : INFO : Epoch 1847 | loss: 0.000885502 | val_loss: 0.000875592 | Time: 1113.65 ms [2022-04-01 20:25:15 main:574] : INFO : Epoch 1848 | loss: 0.000866789 | val_loss: 0.000854281 | Time: 1100.43 ms [2022-04-01 20:25:16 main:574] : INFO : Epoch 1849 | loss: 0.000856323 | val_loss: 0.000847813 | Time: 1053.95 ms [2022-04-01 20:25:17 main:574] : INFO : Epoch 1850 | loss: 0.000853432 | val_loss: 0.000850899 | Time: 1094.87 ms [2022-04-01 20:25:19 main:574] : INFO : Epoch 1851 | loss: 0.000854454 | val_loss: 0.000840567 | Time: 1594.89 ms [2022-04-01 20:25:20 main:574] : INFO : Epoch 1852 | loss: 0.000867734 | val_loss: 0.000880974 | Time: 1180.87 ms [2022-04-01 20:25:21 main:574] : INFO : Epoch 1853 | loss: 0.000880469 | val_loss: 0.000856204 | Time: 1185.06 ms [2022-04-01 20:25:22 main:574] : INFO : Epoch 1854 | loss: 0.000859719 | val_loss: 0.000844172 | Time: 1215.71 ms [2022-04-01 20:25:24 main:574] : INFO : Epoch 1855 | loss: 0.000858151 | val_loss: 0.000833478 | Time: 1196.36 ms [2022-04-01 20:25:25 main:574] : INFO : Epoch 1856 | loss: 0.000834403 | val_loss: 0.00082952 | Time: 1421.5 ms [2022-04-01 20:25:26 main:574] : INFO : Epoch 1857 | loss: 0.000831985 | val_loss: 0.00085027 | Time: 1160.02 ms [2022-04-01 20:25:27 main:574] : INFO : Epoch 1858 | loss: 0.000841772 | val_loss: 0.000836749 | Time: 1119.34 ms [2022-04-01 20:25:28 main:574] : INFO : Epoch 1859 | loss: 0.000829674 | val_loss: 0.000824963 | Time: 1052.91 ms [2022-04-01 20:25:29 main:574] : INFO : Epoch 1860 | loss: 0.000822864 | val_loss: 0.000823042 | Time: 1030.65 ms [2022-04-01 20:25:30 main:574] : INFO : Epoch 1861 | loss: 0.00082589 | val_loss: 0.000847879 | Time: 1009.27 ms [2022-04-01 20:25:31 main:574] : INFO : Epoch 1862 | loss: 0.000834128 | val_loss: 0.000809084 | Time: 1022.47 ms [2022-04-01 20:25:32 main:574] : INFO : Epoch 1863 | loss: 0.000815014 | val_loss: 0.000823942 | Time: 1027.79 ms [2022-04-01 20:25:34 main:574] : INFO : Epoch 1864 | loss: 0.000823129 | val_loss: 0.000832553 | Time: 1466.62 ms [2022-04-01 20:25:35 main:574] : INFO : Epoch 1865 | loss: 0.000817876 | val_loss: 0.00080128 | Time: 1316.25 ms [2022-04-01 20:25:37 main:574] : INFO : Epoch 1866 | loss: 0.000807489 | val_loss: 0.00080092 | Time: 1444.31 ms [2022-04-01 20:25:38 main:574] : INFO : Epoch 1867 | loss: 0.000801611 | val_loss: 0.000813215 | Time: 1334.53 ms [2022-04-01 20:25:39 main:574] : INFO : Epoch 1868 | loss: 0.000797096 | val_loss: 0.000799627 | Time: 1361.86 ms [2022-04-01 20:25:41 main:574] : INFO : Epoch 1869 | loss: 0.00079816 | val_loss: 0.00079492 | Time: 1701.29 ms [2022-04-01 20:25:43 main:574] : INFO : Epoch 1870 | loss: 0.000807615 | val_loss: 0.000831197 | Time: 1496.41 ms [2022-04-01 20:25:44 main:574] : INFO : Epoch 1871 | loss: 0.000827891 | val_loss: 0.000826552 | Time: 1586.2 ms [2022-04-01 20:25:46 main:574] : INFO : Epoch 1872 | loss: 0.000830023 | val_loss: 0.000820514 | Time: 1421.08 ms [2022-04-01 20:25:47 main:574] : INFO : Epoch 1873 | loss: 0.000812542 | val_loss: 0.000799326 | Time: 1053.3 ms [2022-04-01 20:25:48 main:574] : INFO : Epoch 1874 | loss: 0.000859261 | val_loss: 0.000889019 | Time: 1511.94 ms [2022-04-01 20:25:50 main:574] : INFO : Epoch 1875 | loss: 0.00084359 | val_loss: 0.000812582 | Time: 1659.68 ms [2022-04-01 20:25:51 main:574] : INFO : Epoch 1876 | loss: 0.000807626 | val_loss: 0.000820009 | Time: 1066.13 ms [2022-04-01 20:25:52 main:574] : INFO : Epoch 1877 | loss: 0.000802935 | val_loss: 0.00080049 | Time: 1136.88 ms [2022-04-01 20:25:53 main:574] : INFO : Epoch 1878 | loss: 0.000791311 | val_loss: 0.00078006 | Time: 1189.37 ms [2022-04-01 20:25:54 main:574] : INFO : Epoch 1879 | loss: 0.000804997 | val_loss: 0.000839294 | Time: 1150.48 ms [2022-04-01 20:25:56 main:574] : INFO : Epoch 1880 | loss: 0.000815027 | val_loss: 0.000790148 | Time: 1184.91 ms [2022-04-01 20:25:57 main:574] : INFO : Epoch 1881 | loss: 0.000792412 | val_loss: 0.000799011 | Time: 1066.91 ms [2022-04-01 20:25:58 main:574] : INFO : Epoch 1882 | loss: 0.000794533 | val_loss: 0.000771597 | Time: 1232.32 ms [2022-04-01 20:25:59 main:574] : INFO : Epoch 1883 | loss: 0.000776741 | val_loss: 0.000764784 | Time: 1413.56 ms [2022-04-01 20:26:01 main:574] : INFO : Epoch 1884 | loss: 0.00078247 | val_loss: 0.00078332 | Time: 1252.08 ms [2022-04-01 20:26:02 main:574] : INFO : Epoch 1885 | loss: 0.000772854 | val_loss: 0.000757547 | Time: 1133.67 ms [2022-04-01 20:26:03 main:574] : INFO : Epoch 1886 | loss: 0.000772489 | val_loss: 0.000770535 | Time: 1038.04 ms [2022-04-01 20:26:04 main:574] : INFO : Epoch 1887 | loss: 0.000783691 | val_loss: 0.000778037 | Time: 1064.53 ms [2022-04-01 20:26:05 main:574] : INFO : Epoch 1888 | loss: 0.000766803 | val_loss: 0.000767684 | Time: 1115.2 ms [2022-04-01 20:26:06 main:574] : INFO : Epoch 1889 | loss: 0.000773158 | val_loss: 0.000758391 | Time: 1050.8 ms [2022-04-01 20:26:07 main:574] : INFO : Epoch 1890 | loss: 0.00077189 | val_loss: 0.000752337 | Time: 1013.88 ms [2022-04-01 20:26:08 main:574] : INFO : Epoch 1891 | loss: 0.000753671 | val_loss: 0.000759397 | Time: 1193.11 ms [2022-04-01 20:26:09 main:574] : INFO : Epoch 1892 | loss: 0.000751146 | val_loss: 0.000738787 | Time: 1160.75 ms [2022-04-01 20:26:11 main:574] : INFO : Epoch 1893 | loss: 0.000746982 | val_loss: 0.000743224 | Time: 1679.39 ms [2022-04-01 20:26:12 main:574] : INFO : Epoch 1894 | loss: 0.000744663 | val_loss: 0.000751399 | Time: 1224.73 ms [2022-04-01 20:26:14 main:574] : INFO : Epoch 1895 | loss: 0.000925101 | val_loss: 0.00712634 | Time: 1383.89 ms [2022-04-01 20:26:15 main:574] : INFO : Epoch 1896 | loss: 0.0169682 | val_loss: 0.0103852 | Time: 1282.07 ms [2022-04-01 20:26:16 main:574] : INFO : Epoch 1897 | loss: 0.00821853 | val_loss: 0.0051601 | Time: 1311.26 ms [2022-04-01 20:26:18 main:574] : INFO : Epoch 1898 | loss: 0.00408904 | val_loss: 0.00297506 | Time: 1914.77 ms [2022-04-01 20:26:20 main:574] : INFO : Epoch 1899 | loss: 0.00233243 | val_loss: 0.00173875 | Time: 1379.41 ms [2022-04-01 20:26:21 main:574] : INFO : Epoch 1900 | loss: 0.00147396 | val_loss: 0.00118601 | Time: 1077.7 ms [2022-04-01 20:26:22 main:574] : INFO : Epoch 1901 | loss: 0.00110921 | val_loss: 0.000989888 | Time: 1103.53 ms [2022-04-01 20:26:23 main:574] : INFO : Epoch 1902 | loss: 0.00097662 | val_loss: 0.000924114 | Time: 1069.1 ms [2022-04-01 20:26:24 main:574] : INFO : Epoch 1903 | loss: 0.000921565 | val_loss: 0.000886373 | Time: 1199.44 ms [2022-04-01 20:26:25 main:574] : INFO : Epoch 1904 | loss: 0.000899775 | val_loss: 0.000868309 | Time: 1137.25 ms [2022-04-01 20:26:26 main:574] : INFO : Epoch 1905 | loss: 0.000875063 | val_loss: 0.000850215 | Time: 1191.77 ms [2022-04-01 20:26:28 main:574] : INFO : Epoch 1906 | loss: 0.000858119 | val_loss: 0.000844328 | Time: 1137.49 ms [2022-04-01 20:26:29 main:574] : INFO : Epoch 1907 | loss: 0.000847371 | val_loss: 0.000833182 | Time: 1044.37 ms [2022-04-01 20:26:30 main:574] : INFO : Epoch 1908 | loss: 0.000837013 | val_loss: 0.000823766 | Time: 1055.29 ms [2022-04-01 20:26:31 main:574] : INFO : Epoch 1909 | loss: 0.000828517 | val_loss: 0.000820652 | Time: 1045.08 ms [2022-04-01 20:26:32 main:574] : INFO : Epoch 1910 | loss: 0.000822629 | val_loss: 0.00081408 | Time: 1046.5 ms [2022-04-01 20:26:33 main:574] : INFO : Epoch 1911 | loss: 0.000827473 | val_loss: 0.000815035 | Time: 1082.14 ms [2022-04-01 20:26:34 main:574] : INFO : Epoch 1912 | loss: 0.000815129 | val_loss: 0.000804067 | Time: 1063.72 ms [2022-04-01 20:26:35 main:574] : INFO : Epoch 1913 | loss: 0.000805928 | val_loss: 0.000805158 | Time: 1134.52 ms [2022-04-01 20:26:36 main:574] : INFO : Epoch 1914 | loss: 0.000803585 | val_loss: 0.000804869 | Time: 1408.56 ms [2022-04-01 20:26:37 main:574] : INFO : Epoch 1915 | loss: 0.000798109 | val_loss: 0.000790924 | Time: 1034.9 ms [2022-04-01 20:26:39 main:574] : INFO : Epoch 1916 | loss: 0.000793195 | val_loss: 0.000787356 | Time: 1036.26 ms [2022-04-01 20:26:40 main:574] : INFO : Epoch 1917 | loss: 0.000793761 | val_loss: 0.000789441 | Time: 1024.85 ms [2022-04-01 20:26:41 main:574] : INFO : Epoch 1918 | loss: 0.000795948 | val_loss: 0.000785795 | Time: 1013.46 ms [2022-04-01 20:26:42 main:574] : INFO : Epoch 1919 | loss: 0.000788118 | val_loss: 0.000773399 | Time: 1029.13 ms [2022-04-01 20:26:43 main:574] : INFO : Epoch 1920 | loss: 0.000782159 | val_loss: 0.000771831 | Time: 1036.69 ms [2022-04-01 20:26:44 main:574] : INFO : Epoch 1921 | loss: 0.00077304 | val_loss: 0.00076166 | Time: 1057.28 ms [2022-04-01 20:26:45 main:574] : INFO : Epoch 1922 | loss: 0.000763859 | val_loss: 0.000761832 | Time: 1016.27 ms [2022-04-01 20:26:46 main:574] : INFO : Epoch 1923 | loss: 0.00075878 | val_loss: 0.00075941 | Time: 1048.59 ms [2022-04-01 20:26:47 main:574] : INFO : Epoch 1924 | loss: 0.000756913 | val_loss: 0.000749151 | Time: 1112.5 ms [2022-04-01 20:26:48 main:574] : INFO : Epoch 1925 | loss: 0.000761875 | val_loss: 0.000759575 | Time: 1021.89 ms [2022-04-01 20:26:49 main:574] : INFO : Epoch 1926 | loss: 0.000755466 | val_loss: 0.000747518 | Time: 1057.98 ms [2022-04-01 20:26:50 main:574] : INFO : Epoch 1927 | loss: 0.000755047 | val_loss: 0.000763673 | Time: 1384.85 ms [2022-04-01 20:26:52 main:574] : INFO : Epoch 1928 | loss: 0.000754114 | val_loss: 0.000747428 | Time: 1251.44 ms [2022-04-01 20:26:53 main:574] : INFO : Epoch 1929 | loss: 0.000752324 | val_loss: 0.00073392 | Time: 1042.5 ms [2022-04-01 20:26:54 main:574] : INFO : Epoch 1930 | loss: 0.000742458 | val_loss: 0.000762416 | Time: 1234.91 ms [2022-04-01 20:26:55 main:574] : INFO : Epoch 1931 | loss: 0.000782 | val_loss: 0.000752008 | Time: 1169.78 ms [2022-04-01 20:26:56 main:574] : INFO : Epoch 1932 | loss: 0.000755384 | val_loss: 0.000737728 | Time: 1064.75 ms [2022-04-01 20:26:57 main:574] : INFO : Epoch 1933 | loss: 0.000741612 | val_loss: 0.000732719 | Time: 1060.09 ms [2022-04-01 20:26:58 main:574] : INFO : Epoch 1934 | loss: 0.000736448 | val_loss: 0.000740962 | Time: 1037.75 ms [2022-04-01 20:26:59 main:574] : INFO : Epoch 1935 | loss: 0.000736275 | val_loss: 0.000736689 | Time: 1053.01 ms [2022-04-01 20:27:00 main:574] : INFO : Epoch 1936 | loss: 0.000747785 | val_loss: 0.000742645 | Time: 1016.63 ms [2022-04-01 20:27:01 main:574] : INFO : Epoch 1937 | loss: 0.000738204 | val_loss: 0.000729637 | Time: 1050.46 ms [2022-04-01 20:27:02 main:574] : INFO : Epoch 1938 | loss: 0.000730027 | val_loss: 0.000730651 | Time: 1038.33 ms [2022-04-01 20:27:03 main:574] : INFO : Epoch 1939 | loss: 0.000733994 | val_loss: 0.000725923 | Time: 1016.2 ms [2022-04-01 20:27:04 main:574] : INFO : Epoch 1940 | loss: 0.000741776 | val_loss: 0.000732699 | Time: 1026.08 ms [2022-04-01 20:27:06 main:574] : INFO : Epoch 1941 | loss: 0.000728823 | val_loss: 0.000720148 | Time: 1062.71 ms [2022-04-01 20:27:07 main:574] : INFO : Epoch 1942 | loss: 0.000719786 | val_loss: 0.000713996 | Time: 1042.19 ms [2022-04-01 20:27:08 main:574] : INFO : Epoch 1943 | loss: 0.000725247 | val_loss: 0.000728366 | Time: 1390.73 ms [2022-04-01 20:27:09 main:574] : INFO : Epoch 1944 | loss: 0.000729785 | val_loss: 0.000729676 | Time: 1475.22 ms [2022-04-01 20:27:11 main:574] : INFO : Epoch 1945 | loss: 0.000727423 | val_loss: 0.000723173 | Time: 1427.65 ms [2022-04-01 20:27:13 main:574] : INFO : Epoch 1946 | loss: 0.000726015 | val_loss: 0.00073223 | Time: 1601.48 ms [2022-04-01 20:27:14 main:574] : INFO : Epoch 1947 | loss: 0.000733074 | val_loss: 0.000730335 | Time: 1433.61 ms [2022-04-01 20:27:15 main:574] : INFO : Epoch 1948 | loss: 0.000732245 | val_loss: 0.000727099 | Time: 1273.11 ms [2022-04-01 20:27:17 main:574] : INFO : Epoch 1949 | loss: 0.000728244 | val_loss: 0.00072268 | Time: 1374.89 ms [2022-04-01 20:27:18 main:574] : INFO : Epoch 1950 | loss: 0.000723652 | val_loss: 0.000714825 | Time: 1479.21 ms [2022-04-01 20:27:19 main:574] : INFO : Epoch 1951 | loss: 0.000718785 | val_loss: 0.000708545 | Time: 1331.77 ms [2022-04-01 20:27:21 main:574] : INFO : Epoch 1952 | loss: 0.000710732 | val_loss: 0.000719519 | Time: 1560.51 ms [2022-04-01 20:27:22 main:574] : INFO : Epoch 1953 | loss: 0.000724601 | val_loss: 0.000718326 | Time: 1324.02 ms [2022-04-01 20:27:24 main:574] : INFO : Epoch 1954 | loss: 0.000709256 | val_loss: 0.000712584 | Time: 1295.51 ms [2022-04-01 20:27:25 main:574] : INFO : Epoch 1955 | loss: 0.000717105 | val_loss: 0.000717915 | Time: 1159.66 ms [2022-04-01 20:27:26 main:574] : INFO : Epoch 1956 | loss: 0.000711073 | val_loss: 0.000703 | Time: 1301.5 ms [2022-04-01 20:27:27 main:574] : INFO : Epoch 1957 | loss: 0.000708895 | val_loss: 0.000705839 | Time: 1082.25 ms [2022-04-01 20:27:28 main:574] : INFO : Epoch 1958 | loss: 0.000702791 | val_loss: 0.000695444 | Time: 1303.96 ms [2022-04-01 20:27:30 main:574] : INFO : Epoch 1959 | loss: 0.000698563 | val_loss: 0.000691511 | Time: 1658.81 ms [2022-04-01 20:27:31 main:574] : INFO : Epoch 1960 | loss: 0.000701149 | val_loss: 0.000692712 | Time: 1189.07 ms [2022-04-01 20:27:33 main:574] : INFO : Epoch 1961 | loss: 0.000716334 | val_loss: 0.000724378 | Time: 1323.14 ms [2022-04-01 20:27:34 main:574] : INFO : Epoch 1962 | loss: 0.000711534 | val_loss: 0.00069924 | Time: 1294.34 ms [2022-04-01 20:27:36 main:574] : INFO : Epoch 1963 | loss: 0.000694314 | val_loss: 0.000691121 | Time: 1629.82 ms [2022-04-01 20:27:37 main:574] : INFO : Epoch 1964 | loss: 0.000690324 | val_loss: 0.0006786 | Time: 1229.67 ms [2022-04-01 20:27:38 main:574] : INFO : Epoch 1965 | loss: 0.000692708 | val_loss: 0.000687515 | Time: 1612.76 ms [2022-04-01 20:27:40 main:574] : INFO : Epoch 1966 | loss: 0.000690988 | val_loss: 0.00072312 | Time: 1428 ms [2022-04-01 20:27:41 main:574] : INFO : Epoch 1967 | loss: 0.000697613 | val_loss: 0.000680977 | Time: 1240.84 ms [2022-04-01 20:27:42 main:574] : INFO : Epoch 1968 | loss: 0.000683483 | val_loss: 0.000667341 | Time: 1208.41 ms [2022-04-01 20:27:44 main:574] : INFO : Epoch 1969 | loss: 0.000677617 | val_loss: 0.000669544 | Time: 1333.06 ms [2022-04-01 20:27:45 main:574] : INFO : Epoch 1970 | loss: 0.000678562 | val_loss: 0.000679858 | Time: 1255.45 ms [2022-04-01 20:27:46 main:574] : INFO : Epoch 1971 | loss: 0.000697946 | val_loss: 0.000698842 | Time: 1387.17 ms [2022-04-01 20:27:47 main:574] : INFO : Epoch 1972 | loss: 0.000689097 | val_loss: 0.000680096 | Time: 1086.28 ms [2022-04-01 20:27:49 main:574] : INFO : Epoch 1973 | loss: 0.000682107 | val_loss: 0.000666875 | Time: 1267.26 ms [2022-04-01 20:27:50 main:574] : INFO : Epoch 1974 | loss: 0.000680137 | val_loss: 0.000691362 | Time: 1400.52 ms [2022-04-01 20:27:52 main:574] : INFO : Epoch 1975 | loss: 0.000694096 | val_loss: 0.000669269 | Time: 1628.43 ms [2022-04-01 20:27:53 main:574] : INFO : Epoch 1976 | loss: 0.000685114 | val_loss: 0.000668279 | Time: 1369.98 ms [2022-04-01 20:27:54 main:574] : INFO : Epoch 1977 | loss: 0.000693181 | val_loss: 0.000701964 | Time: 1393.14 ms [2022-04-01 20:27:56 main:574] : INFO : Epoch 1978 | loss: 0.000687056 | val_loss: 0.00068671 | Time: 1157.44 ms [2022-04-01 20:27:57 main:574] : INFO : Epoch 1979 | loss: 0.000677691 | val_loss: 0.000666942 | Time: 1006.07 ms [2022-04-01 20:27:58 main:574] : INFO : Epoch 1980 | loss: 0.000681613 | val_loss: 0.00068139 | Time: 1069.03 ms [2022-04-01 20:27:59 main:574] : INFO : Epoch 1981 | loss: 0.000783819 | val_loss: 0.013012 | Time: 1036.41 ms [2022-04-01 20:28:00 main:574] : INFO : Epoch 1982 | loss: 0.0221959 | val_loss: 0.0191879 | Time: 1012.28 ms [2022-04-01 20:28:01 main:574] : INFO : Epoch 1983 | loss: 0.0166214 | val_loss: 0.0140154 | Time: 1050.65 ms [2022-04-01 20:28:02 main:574] : INFO : Epoch 1984 | loss: 0.011781 | val_loss: 0.0105676 | Time: 1030.87 ms [2022-04-01 20:28:03 main:574] : INFO : Epoch 1985 | loss: 0.0100258 | val_loss: 0.00949215 | Time: 1036.37 ms [2022-04-01 20:28:04 main:574] : INFO : Epoch 1986 | loss: 0.00911117 | val_loss: 0.00874295 | Time: 1054.72 ms [2022-04-01 20:28:05 main:574] : INFO : Epoch 1987 | loss: 0.00866533 | val_loss: 0.008491 | Time: 1046.77 ms [2022-04-01 20:28:06 main:574] : INFO : Epoch 1988 | loss: 0.00844238 | val_loss: 0.00818598 | Time: 1042.64 ms [2022-04-01 20:28:07 main:574] : INFO : Epoch 1989 | loss: 0.00805142 | val_loss: 0.00767576 | Time: 1043.91 ms [2022-04-01 20:28:08 main:574] : INFO : Epoch 1990 | loss: 0.00680624 | val_loss: 0.00539965 | Time: 1348.54 ms [2022-04-01 20:28:10 main:574] : INFO : Epoch 1991 | loss: 0.00480943 | val_loss: 0.00432209 | Time: 1047.44 ms [2022-04-01 20:28:11 main:574] : INFO : Epoch 1992 | loss: 0.00357358 | val_loss: 0.00296872 | Time: 1038.14 ms [2022-04-01 20:28:12 main:574] : INFO : Epoch 1993 | loss: 0.00280964 | val_loss: 0.00261687 | Time: 1070.08 ms [2022-04-01 20:28:13 main:574] : INFO : Epoch 1994 | loss: 0.00259706 | val_loss: 0.00245337 | Time: 1132.34 ms [2022-04-01 20:28:14 main:574] : INFO : Epoch 1995 | loss: 0.00239213 | val_loss: 0.00212763 | Time: 1131.47 ms [2022-04-01 20:28:15 main:574] : INFO : Epoch 1996 | loss: 0.0020343 | val_loss: 0.00179233 | Time: 1261.86 ms [2022-04-01 20:28:16 main:574] : INFO : Epoch 1997 | loss: 0.00175546 | val_loss: 0.0015769 | Time: 1229.48 ms [2022-04-01 20:28:18 main:574] : INFO : Epoch 1998 | loss: 0.00153599 | val_loss: 0.0014272 | Time: 1228.31 ms [2022-04-01 20:28:19 main:574] : INFO : Epoch 1999 | loss: 0.00144462 | val_loss: 0.00139425 | Time: 1315.23 ms [2022-04-01 20:28:20 main:574] : INFO : Epoch 2000 | loss: 0.00135144 | val_loss: 0.00127006 | Time: 1214.55 ms [2022-04-01 20:28:21 main:574] : INFO : Epoch 2001 | loss: 0.00123058 | val_loss: 0.00116278 | Time: 1212.2 ms [2022-04-01 20:28:22 main:574] : INFO : Epoch 2002 | loss: 0.00112375 | val_loss: 0.00105709 | Time: 1112.22 ms [2022-04-01 20:28:24 main:574] : INFO : Epoch 2003 | loss: 0.00105688 | val_loss: 0.00101788 | Time: 1170.73 ms [2022-04-01 20:28:25 main:574] : INFO : Epoch 2004 | loss: 0.00100902 | val_loss: 0.000990552 | Time: 1041.56 ms [2022-04-01 20:28:26 main:574] : INFO : Epoch 2005 | loss: 0.000987406 | val_loss: 0.000956614 | Time: 1010.53 ms [2022-04-01 20:28:27 main:574] : INFO : Epoch 2006 | loss: 0.000956838 | val_loss: 0.000927541 | Time: 1125.76 ms [2022-04-01 20:28:28 main:574] : INFO : Epoch 2007 | loss: 0.000928329 | val_loss: 0.000904974 | Time: 1053.9 ms [2022-04-01 20:28:29 main:574] : INFO : Epoch 2008 | loss: 0.000907203 | val_loss: 0.000892378 | Time: 1106.41 ms [2022-04-01 20:28:30 main:574] : INFO : Epoch 2009 | loss: 0.000892792 | val_loss: 0.000874527 | Time: 1043.6 ms [2022-04-01 20:28:31 main:574] : INFO : Epoch 2010 | loss: 0.000884481 | val_loss: 0.000874073 | Time: 1047.71 ms [2022-04-01 20:28:32 main:574] : INFO : Epoch 2011 | loss: 0.000869369 | val_loss: 0.000852495 | Time: 1024.48 ms [2022-04-01 20:28:33 main:574] : INFO : Epoch 2012 | loss: 0.000854604 | val_loss: 0.000832348 | Time: 1159.04 ms [2022-04-01 20:28:34 main:574] : INFO : Epoch 2013 | loss: 0.000838055 | val_loss: 0.000821119 | Time: 1134.36 ms [2022-04-01 20:28:36 main:574] : INFO : Epoch 2014 | loss: 0.00082857 | val_loss: 0.000814979 | Time: 1147.79 ms [2022-04-01 20:28:37 main:574] : INFO : Epoch 2015 | loss: 0.000835655 | val_loss: 0.000829951 | Time: 1090.61 ms [2022-04-01 20:28:38 main:574] : INFO : Epoch 2016 | loss: 0.000818069 | val_loss: 0.000811482 | Time: 1067.64 ms [2022-04-01 20:28:39 main:574] : INFO : Epoch 2017 | loss: 0.000808398 | val_loss: 0.000810827 | Time: 1210.16 ms [2022-04-01 20:28:40 main:574] : INFO : Epoch 2018 | loss: 0.000812503 | val_loss: 0.000798946 | Time: 1043.41 ms [2022-04-01 20:28:41 main:574] : INFO : Epoch 2019 | loss: 0.000799654 | val_loss: 0.000782998 | Time: 1025.18 ms [2022-04-01 20:28:42 main:574] : INFO : Epoch 2020 | loss: 0.000802693 | val_loss: 0.000790448 | Time: 1009.79 ms [2022-04-01 20:28:43 main:574] : INFO : Epoch 2021 | loss: 0.000788456 | val_loss: 0.000770846 | Time: 1021.72 ms [2022-04-01 20:28:44 main:574] : INFO : Epoch 2022 | loss: 0.000773686 | val_loss: 0.0007718 | Time: 1044.93 ms [2022-04-01 20:28:45 main:574] : INFO : Epoch 2023 | loss: 0.000769909 | val_loss: 0.000765126 | Time: 1016.22 ms [2022-04-01 20:28:46 main:574] : INFO : Epoch 2024 | loss: 0.000767891 | val_loss: 0.000779215 | Time: 1036.41 ms [2022-04-01 20:28:47 main:574] : INFO : Epoch 2025 | loss: 0.000788827 | val_loss: 0.0007754 | Time: 1064.14 ms [2022-04-01 20:28:48 main:574] : INFO : Epoch 2026 | loss: 0.000773949 | val_loss: 0.000753395 | Time: 1005.2 ms [2022-04-01 20:28:49 main:574] : INFO : Epoch 2027 | loss: 0.000757707 | val_loss: 0.000748548 | Time: 1002.85 ms [2022-04-01 20:28:51 main:574] : INFO : Epoch 2028 | loss: 0.000746431 | val_loss: 0.000749534 | Time: 1573.05 ms [2022-04-01 20:28:52 main:574] : INFO : Epoch 2029 | loss: 0.000745151 | val_loss: 0.000744392 | Time: 1501.6 ms [2022-04-01 20:28:54 main:574] : INFO : Epoch 2030 | loss: 0.000744766 | val_loss: 0.000737652 | Time: 1257.91 ms [2022-04-01 20:28:55 main:574] : INFO : Epoch 2031 | loss: 0.000746199 | val_loss: 0.000784009 | Time: 1056.71 ms [2022-04-01 20:28:56 main:574] : INFO : Epoch 2032 | loss: 0.000762386 | val_loss: 0.000740323 | Time: 1038.85 ms [2022-04-01 20:28:57 main:574] : INFO : Epoch 2033 | loss: 0.00072748 | val_loss: 0.000715067 | Time: 1080.86 ms [2022-04-01 20:28:58 main:574] : INFO : Epoch 2034 | loss: 0.000718565 | val_loss: 0.000707493 | Time: 1068.44 ms [2022-04-01 20:28:59 main:574] : INFO : Epoch 2035 | loss: 0.000718029 | val_loss: 0.000698665 | Time: 1034.22 ms [2022-04-01 20:29:00 main:574] : INFO : Epoch 2036 | loss: 0.000711578 | val_loss: 0.000705372 | Time: 1077.16 ms [2022-04-01 20:29:01 main:574] : INFO : Epoch 2037 | loss: 0.000714725 | val_loss: 0.00070228 | Time: 1041.8 ms [2022-04-01 20:29:02 main:574] : INFO : Epoch 2038 | loss: 0.000710878 | val_loss: 0.000703768 | Time: 1060.39 ms [2022-04-01 20:29:03 main:574] : INFO : Epoch 2039 | loss: 0.000729591 | val_loss: 0.000739514 | Time: 1047.08 ms [2022-04-01 20:29:04 main:574] : INFO : Epoch 2040 | loss: 0.000730286 | val_loss: 0.000726859 | Time: 1031.94 ms [2022-04-01 20:29:05 main:574] : INFO : Epoch 2041 | loss: 0.000723952 | val_loss: 0.00072603 | Time: 1006.57 ms [2022-04-01 20:29:06 main:574] : INFO : Epoch 2042 | loss: 0.000729074 | val_loss: 0.000709418 | Time: 1018.68 ms [2022-04-01 20:29:07 main:574] : INFO : Epoch 2043 | loss: 0.000715094 | val_loss: 0.00069446 | Time: 1039.84 ms [2022-04-01 20:29:09 main:574] : INFO : Epoch 2044 | loss: 0.000709427 | val_loss: 0.000699243 | Time: 1239.57 ms [2022-04-01 20:29:10 main:574] : INFO : Epoch 2045 | loss: 0.000696695 | val_loss: 0.00068329 | Time: 1494.12 ms [2022-04-01 20:29:11 main:574] : INFO : Epoch 2046 | loss: 0.000778356 | val_loss: 0.000752927 | Time: 1233.85 ms [2022-04-01 20:29:13 main:574] : INFO : Epoch 2047 | loss: 0.000749184 | val_loss: 0.000707877 | Time: 1671.47 ms [2022-04-01 20:29:14 main:574] : INFO : Epoch 2048 | loss: 0.000698451 | val_loss: 0.000676492 | Time: 1484.64 ms [2022-04-01 20:29:14 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.000676492 [2022-04-01 20:29:14 main:603] : INFO : Saving end state to config to file [2022-04-01 20:29:14 main:608] : INFO : Success, exiting.. 20:29:14 (28288): called boinc_finish(0) </stderr_txt> ]]>
©2022 MLC@Home Team
A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)