Task 14627348
| Name | ParityModified-1647047588-31182-2-0_0 |
| Workunit | 11639857 |
| Created | 21 Apr 2022, 11:55:03 UTC |
| Sent | 21 Apr 2022, 11:55:24 UTC |
| Report deadline | 29 Apr 2022, 11:55:24 UTC |
| Received | 21 Apr 2022, 14:15:47 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 8915 |
| Run time | 59 min 43 sec |
| CPU time | 55 min 13 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 4,470.32 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.54 GB |
| Peak swap size | 3.48 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> 19 main:574] : INFO : Epoch 1550 | loss: 0.00382128 | val_loss: 0.00369538 | Time: 1692.58 ms [2022-04-21 13:59:21 main:574] : INFO : Epoch 1551 | loss: 0.00382942 | val_loss: 0.00369554 | Time: 1707.09 ms [2022-04-21 13:59:22 main:574] : INFO : Epoch 1552 | loss: 0.00382362 | val_loss: 0.00369849 | Time: 1784.41 ms [2022-04-21 13:59:24 main:574] : INFO : Epoch 1553 | loss: 0.00382656 | val_loss: 0.00369091 | Time: 1732.55 ms [2022-04-21 13:59:26 main:574] : INFO : Epoch 1554 | loss: 0.0038191 | val_loss: 0.00368786 | Time: 1701.59 ms [2022-04-21 13:59:28 main:574] : INFO : Epoch 1555 | loss: 0.00382095 | val_loss: 0.00370306 | Time: 1725.39 ms [2022-04-21 13:59:29 main:574] : INFO : Epoch 1556 | loss: 0.00381995 | val_loss: 0.00368922 | Time: 1721.56 ms [2022-04-21 13:59:31 main:574] : INFO : Epoch 1557 | loss: 0.00382811 | val_loss: 0.00369704 | Time: 1828.08 ms [2022-04-21 13:59:33 main:574] : INFO : Epoch 1558 | loss: 0.00382005 | val_loss: 0.00368823 | Time: 1795.35 ms [2022-04-21 13:59:35 main:574] : INFO : Epoch 1559 | loss: 0.0038182 | val_loss: 0.00368731 | Time: 1713.6 ms [2022-04-21 13:59:37 main:574] : INFO : Epoch 1560 | loss: 0.00381775 | val_loss: 0.00369654 | Time: 1912.42 ms [2022-04-21 13:59:39 main:574] : INFO : Epoch 1561 | loss: 0.0038177 | val_loss: 0.00369738 | Time: 1965.21 ms [2022-04-21 13:59:40 main:574] : INFO : Epoch 1562 | loss: 0.00382288 | val_loss: 0.0037054 | Time: 1755.14 ms [2022-04-21 13:59:42 main:574] : INFO : Epoch 1563 | loss: 0.00386828 | val_loss: 0.00376449 | Time: 1802.61 ms [2022-04-21 13:59:44 main:574] : INFO : Epoch 1564 | loss: 0.00385811 | val_loss: 0.00370854 | Time: 1720.43 ms [2022-04-21 13:59:46 main:574] : INFO : Epoch 1565 | loss: 0.00386695 | val_loss: 0.00372278 | Time: 1702.21 ms [2022-04-21 13:59:47 main:574] : INFO : Epoch 1566 | loss: 0.00385086 | val_loss: 0.00372826 | Time: 1702.25 ms [2022-04-21 13:59:49 main:574] : INFO : Epoch 1567 | loss: 0.00383389 | val_loss: 0.00369212 | Time: 1696.07 ms [2022-04-21 13:59:51 main:574] : INFO : Epoch 1568 | loss: 0.00382396 | val_loss: 0.00368393 | Time: 1755.76 ms [2022-04-21 13:59:53 main:574] : INFO : Epoch 1569 | loss: 0.0038232 | val_loss: 0.0036882 | Time: 1711.67 ms [2022-04-21 13:59:54 main:574] : INFO : Epoch 1570 | loss: 0.00382535 | val_loss: 0.00370101 | Time: 1728.78 ms [2022-04-21 13:59:56 main:574] : INFO : Epoch 1571 | loss: 0.00381763 | val_loss: 0.00368681 | Time: 1731.95 ms [2022-04-21 13:59:58 main:574] : INFO : Epoch 1572 | loss: 0.00381644 | val_loss: 0.00368124 | Time: 1729.86 ms [2022-04-21 13:59:59 main:574] : INFO : Epoch 1573 | loss: 0.00381299 | val_loss: 0.00367793 | Time: 1732.73 ms [2022-04-21 14:00:01 main:574] : INFO : Epoch 1574 | loss: 0.00381232 | val_loss: 0.00368293 | Time: 1738.5 ms [2022-04-21 14:00:03 main:574] : INFO : Epoch 1575 | loss: 0.00381732 | val_loss: 0.0036894 | Time: 1703.7 ms [2022-04-21 14:00:05 main:574] : INFO : Epoch 1576 | loss: 0.00381726 | val_loss: 0.0036855 | Time: 1721.82 ms [2022-04-21 14:00:06 main:574] : INFO : Epoch 1577 | loss: 0.00381658 | val_loss: 0.00367622 | Time: 1726.18 ms [2022-04-21 14:00:08 main:574] : INFO : Epoch 1578 | loss: 0.00381056 | val_loss: 0.00367683 | Time: 1729.68 ms [2022-04-21 14:00:10 main:574] : INFO : Epoch 1579 | loss: 0.0038134 | val_loss: 0.00368061 | Time: 1742.25 ms [2022-04-21 14:00:12 main:574] : INFO : Epoch 1580 | loss: 0.00381583 | val_loss: 0.0036835 | Time: 1700.06 ms [2022-04-21 14:00:13 main:574] : INFO : Epoch 1581 | loss: 0.00381826 | val_loss: 0.00368223 | Time: 1728.93 ms [2022-04-21 14:00:15 main:574] : INFO : Epoch 1582 | loss: 0.00383693 | val_loss: 0.00370324 | Time: 1711.16 ms [2022-04-21 14:00:17 main:574] : INFO : Epoch 1583 | loss: 0.00383157 | val_loss: 0.00369277 | Time: 1695.17 ms [2022-04-21 14:00:18 main:574] : INFO : Epoch 1584 | loss: 0.00382733 | val_loss: 0.00370387 | Time: 1687.34 ms [2022-04-21 14:00:20 main:574] : INFO : Epoch 1585 | loss: 0.0038364 | val_loss: 0.0037085 | Time: 1695.05 ms [2022-04-21 14:00:22 main:574] : INFO : Epoch 1586 | loss: 0.00383233 | val_loss: 0.00369321 | Time: 1683.42 ms [2022-04-21 14:00:24 main:574] : INFO : Epoch 1587 | loss: 0.00381983 | val_loss: 0.00368189 | Time: 1752.25 ms [2022-04-21 14:00:25 main:574] : INFO : Epoch 1588 | loss: 0.00381486 | val_loss: 0.00368073 | Time: 1757.37 ms [2022-04-21 14:00:27 main:574] : INFO : Epoch 1589 | loss: 0.00381594 | val_loss: 0.00367332 | Time: 1744.05 ms [2022-04-21 14:00:29 main:574] : INFO : Epoch 1590 | loss: 0.00381346 | val_loss: 0.0036719 | Time: 1714.83 ms [2022-04-21 14:00:31 main:574] : INFO : Epoch 1591 | loss: 0.00381904 | val_loss: 0.00370985 | Time: 1721.08 ms [2022-04-21 14:00:32 main:574] : INFO : Epoch 1592 | loss: 0.00383791 | val_loss: 0.00371486 | Time: 1742.81 ms [2022-04-21 14:00:34 main:574] : INFO : Epoch 1593 | loss: 0.00383489 | val_loss: 0.00367828 | Time: 1729.01 ms [2022-04-21 14:00:36 main:574] : INFO : Epoch 1594 | loss: 0.00382508 | val_loss: 0.00368578 | Time: 1733.24 ms [2022-04-21 14:00:38 main:574] : INFO : Epoch 1595 | loss: 0.00381935 | val_loss: 0.00368868 | Time: 1722.91 ms [2022-04-21 14:00:39 main:574] : INFO : Epoch 1596 | loss: 0.00382004 | val_loss: 0.00370262 | Time: 1721.27 ms [2022-04-21 14:00:41 main:574] : INFO : Epoch 1597 | loss: 0.00382383 | val_loss: 0.00368762 | Time: 1741.35 ms [2022-04-21 14:00:43 main:574] : INFO : Epoch 1598 | loss: 0.00382957 | val_loss: 0.00374004 | Time: 1699.16 ms [2022-04-21 14:00:45 main:574] : INFO : Epoch 1599 | loss: 0.00386056 | val_loss: 0.00371679 | Time: 1731.75 ms [2022-04-21 14:00:46 main:574] : INFO : Epoch 1600 | loss: 0.00386059 | val_loss: 0.00380594 | Time: 1724.59 ms [2022-04-21 14:00:48 main:574] : INFO : Epoch 1601 | loss: 0.00387324 | val_loss: 0.00372611 | Time: 1732.15 ms [2022-04-21 14:00:50 main:574] : INFO : Epoch 1602 | loss: 0.00385323 | val_loss: 0.00369695 | Time: 1829.49 ms [2022-04-21 14:00:52 main:574] : INFO : Epoch 1603 | loss: 0.00382725 | val_loss: 0.00368904 | Time: 1755.34 ms [2022-04-21 14:00:53 main:574] : INFO : Epoch 1604 | loss: 0.00381648 | val_loss: 0.00368359 | Time: 1693.82 ms [2022-04-21 14:00:55 main:574] : INFO : Epoch 1605 | loss: 0.00381622 | val_loss: 0.003684 | Time: 1722.89 ms [2022-04-21 14:00:57 main:574] : INFO : Epoch 1606 | loss: 0.0038172 | val_loss: 0.00369393 | Time: 1714.76 ms [2022-04-21 14:00:59 main:574] : INFO : Epoch 1607 | loss: 0.00382247 | val_loss: 0.00368018 | Time: 1711.09 ms [2022-04-21 14:01:00 main:574] : INFO : Epoch 1608 | loss: 0.00381636 | val_loss: 0.00367884 | Time: 1715.21 ms [2022-04-21 14:01:02 main:574] : INFO : Epoch 1609 | loss: 0.00381653 | val_loss: 0.00367844 | Time: 1785 ms [2022-04-21 14:01:04 main:574] : INFO : Epoch 1610 | loss: 0.0038085 | val_loss: 0.00367542 | Time: 2112.41 ms [2022-04-21 14:01:06 main:574] : INFO : Epoch 1611 | loss: 0.00380453 | val_loss: 0.00367308 | Time: 2273.43 ms [2022-04-21 14:01:08 main:574] : INFO : Epoch 1612 | loss: 0.00390099 | val_loss: 0.00377998 | Time: 1709.28 ms [2022-04-21 14:01:10 main:574] : INFO : Epoch 1613 | loss: 0.00386326 | val_loss: 0.00371283 | Time: 1726.37 ms [2022-04-21 14:01:12 main:574] : INFO : Epoch 1614 | loss: 0.00385159 | val_loss: 0.00369295 | Time: 1739.99 ms [2022-04-21 14:01:14 main:574] : INFO : Epoch 1615 | loss: 0.00383199 | val_loss: 0.00369623 | Time: 1814.32 ms [2022-04-21 14:01:15 main:574] : INFO : Epoch 1616 | loss: 0.00381973 | val_loss: 0.00368313 | Time: 1845.81 ms [2022-04-21 14:01:17 main:574] : INFO : Epoch 1617 | loss: 0.00381328 | val_loss: 0.00368614 | Time: 1723.03 ms [2022-04-21 14:01:19 main:574] : INFO : Epoch 1618 | loss: 0.00381503 | val_loss: 0.00367552 | Time: 1913.84 ms [2022-04-21 14:01:21 main:574] : INFO : Epoch 1619 | loss: 0.00381068 | val_loss: 0.00368543 | Time: 2159.3 ms [2022-04-21 14:01:23 main:574] : INFO : Epoch 1620 | loss: 0.00381159 | val_loss: 0.00367835 | Time: 1727.15 ms [2022-04-21 14:01:25 main:574] : INFO : Epoch 1621 | loss: 0.00381407 | val_loss: 0.00367964 | Time: 1758.66 ms [2022-04-21 14:01:26 main:574] : INFO : Epoch 1622 | loss: 0.00381471 | val_loss: 0.00368457 | Time: 1748.2 ms [2022-04-21 14:01:28 main:574] : INFO : Epoch 1623 | loss: 0.00381118 | val_loss: 0.00368065 | Time: 1739.12 ms [2022-04-21 14:01:30 main:574] : INFO : Epoch 1624 | loss: 0.00381418 | val_loss: 0.00368039 | Time: 2233.86 ms [2022-04-21 14:01:32 main:574] : INFO : Epoch 1625 | loss: 0.00381242 | val_loss: 0.00369095 | Time: 1730.11 ms [2022-04-21 14:01:34 main:574] : INFO : Epoch 1626 | loss: 0.00381265 | val_loss: 0.00367754 | Time: 1714.32 ms [2022-04-21 14:01:36 main:574] : INFO : Epoch 1627 | loss: 0.00380738 | val_loss: 0.00367341 | Time: 1736.61 ms [2022-04-21 14:01:37 main:574] : INFO : Epoch 1628 | loss: 0.00380446 | val_loss: 0.00367102 | Time: 1718.41 ms [2022-04-21 14:01:39 main:574] : INFO : Epoch 1629 | loss: 0.00380445 | val_loss: 0.00367534 | Time: 1749.73 ms [2022-04-21 14:01:41 main:574] : INFO : Epoch 1630 | loss: 0.00380722 | val_loss: 0.00367491 | Time: 1714.6 ms [2022-04-21 14:01:43 main:574] : INFO : Epoch 1631 | loss: 0.00380363 | val_loss: 0.00366951 | Time: 1700.03 ms [2022-04-21 14:01:44 main:574] : INFO : Epoch 1632 | loss: 0.00380636 | val_loss: 0.00368232 | Time: 1724.71 ms [2022-04-21 14:01:46 main:574] : INFO : Epoch 1633 | loss: 0.00383765 | val_loss: 0.00368662 | Time: 1720.29 ms [2022-04-21 14:01:48 main:574] : INFO : Epoch 1634 | loss: 0.00383819 | val_loss: 0.0036894 | Time: 1751.71 ms [2022-04-21 14:01:50 main:574] : INFO : Epoch 1635 | loss: 0.00381373 | val_loss: 0.00368389 | Time: 1720.52 ms [2022-04-21 14:01:51 main:574] : INFO : Epoch 1636 | loss: 0.00381131 | val_loss: 0.00368082 | Time: 1729.26 ms [2022-04-21 14:01:53 main:574] : INFO : Epoch 1637 | loss: 0.00380791 | val_loss: 0.00367835 | Time: 1695.85 ms [2022-04-21 14:01:55 main:574] : INFO : Epoch 1638 | loss: 0.00380954 | val_loss: 0.00367909 | Time: 1694.81 ms [2022-04-21 14:01:56 main:574] : INFO : Epoch 1639 | loss: 0.00380715 | val_loss: 0.00367336 | Time: 1734.46 ms [2022-04-21 14:01:58 main:574] : INFO : Epoch 1640 | loss: 0.0038035 | val_loss: 0.00367326 | Time: 1730.15 ms [2022-04-21 14:02:00 main:574] : INFO : Epoch 1641 | loss: 0.0038013 | val_loss: 0.00367799 | Time: 1724.05 ms [2022-04-21 14:02:02 main:574] : INFO : Epoch 1642 | loss: 0.00380861 | val_loss: 0.00368331 | Time: 1693.67 ms [2022-04-21 14:02:03 main:574] : INFO : Epoch 1643 | loss: 0.00380751 | val_loss: 0.003677 | Time: 1683.44 ms [2022-04-21 14:02:05 main:574] : INFO : Epoch 1644 | loss: 0.00380935 | val_loss: 0.00367997 | Time: 1688.34 ms [2022-04-21 14:02:07 main:574] : INFO : Epoch 1645 | loss: 0.00400439 | val_loss: 0.00616679 | Time: 1703.55 ms [2022-04-21 14:02:09 main:574] : INFO : Epoch 1646 | loss: 0.0152295 | val_loss: 0.00814904 | Time: 1733.06 ms [2022-04-21 14:02:10 main:574] : INFO : Epoch 1647 | loss: 0.00678228 | val_loss: 0.00519101 | Time: 1754.86 ms [2022-04-21 14:02:12 main:574] : INFO : Epoch 1648 | loss: 0.0048586 | val_loss: 0.00438209 | Time: 1755.5 ms [2022-04-21 14:02:14 main:574] : INFO : Epoch 1649 | loss: 0.0044396 | val_loss: 0.0042276 | Time: 1751.52 ms [2022-04-21 14:02:16 main:574] : INFO : Epoch 1650 | loss: 0.00434121 | val_loss: 0.00418378 | Time: 1731.58 ms [2022-04-21 14:02:17 main:574] : INFO : Epoch 1651 | loss: 0.00431219 | val_loss: 0.00416593 | Time: 1740.58 ms [2022-04-21 14:02:19 main:574] : INFO : Epoch 1652 | loss: 0.00429929 | val_loss: 0.00415511 | Time: 1739.31 ms [2022-04-21 14:02:21 main:574] : INFO : Epoch 1653 | loss: 0.00429234 | val_loss: 0.00414708 | Time: 1747.22 ms [2022-04-21 14:02:23 main:574] : INFO : Epoch 1654 | loss: 0.00428737 | val_loss: 0.0041435 | Time: 1706.07 ms [2022-04-21 14:02:24 main:574] : INFO : Epoch 1655 | loss: 0.00428497 | val_loss: 0.00414494 | Time: 1680.31 ms [2022-04-21 14:02:26 main:574] : INFO : Epoch 1656 | loss: 0.00428588 | val_loss: 0.00414248 | Time: 1700.26 ms [2022-04-21 14:02:28 main:574] : INFO : Epoch 1657 | loss: 0.00428438 | val_loss: 0.00413833 | Time: 1721.26 ms [2022-04-21 14:02:29 main:574] : INFO : Epoch 1658 | loss: 0.00428123 | val_loss: 0.00414007 | Time: 1719.67 ms [2022-04-21 14:02:31 main:574] : INFO : Epoch 1659 | loss: 0.00427745 | val_loss: 0.00413647 | Time: 1747.73 ms [2022-04-21 14:02:33 main:574] : INFO : Epoch 1660 | loss: 0.00427824 | val_loss: 0.00413641 | Time: 1727.46 ms [2022-04-21 14:02:35 main:574] : INFO : Epoch 1661 | loss: 0.00427579 | val_loss: 0.0041364 | Time: 1748.66 ms [2022-04-21 14:02:36 main:574] : INFO : Epoch 1662 | loss: 0.00427475 | val_loss: 0.00413331 | Time: 1733.3 ms [2022-04-21 14:02:38 main:574] : INFO : Epoch 1663 | loss: 0.00427542 | val_loss: 0.00413282 | Time: 1693.34 ms [2022-04-21 14:02:40 main:574] : INFO : Epoch 1664 | loss: 0.00427488 | val_loss: 0.00413004 | Time: 1736.16 ms [2022-04-21 14:02:42 main:574] : INFO : Epoch 1665 | loss: 0.00427573 | val_loss: 0.00412174 | Time: 1749.8 ms [2022-04-21 14:02:43 main:574] : INFO : Epoch 1666 | loss: 0.00427266 | val_loss: 0.00412128 | Time: 1772.02 ms [2022-04-21 14:02:45 main:574] : INFO : Epoch 1667 | loss: 0.00427225 | val_loss: 0.00412093 | Time: 1749.26 ms [2022-04-21 14:02:47 main:574] : INFO : Epoch 1668 | loss: 0.00427012 | val_loss: 0.00412572 | Time: 1724.23 ms [2022-04-21 14:02:49 main:574] : INFO : Epoch 1669 | loss: 0.00427154 | val_loss: 0.00412634 | Time: 1734.47 ms [2022-04-21 14:02:50 main:574] : INFO : Epoch 1670 | loss: 0.00427275 | val_loss: 0.00412486 | Time: 1732.12 ms [2022-04-21 14:02:52 main:574] : INFO : Epoch 1671 | loss: 0.00426838 | val_loss: 0.00412179 | Time: 1714.83 ms [2022-04-21 14:02:54 main:574] : INFO : Epoch 1672 | loss: 0.00427092 | val_loss: 0.00412177 | Time: 1763.99 ms [2022-04-21 14:02:56 main:574] : INFO : Epoch 1673 | loss: 0.00426999 | val_loss: 0.00412144 | Time: 1706.39 ms [2022-04-21 14:02:57 main:574] : INFO : Epoch 1674 | loss: 0.00426783 | val_loss: 0.00412123 | Time: 1710.65 ms [2022-04-21 14:02:59 main:574] : INFO : Epoch 1675 | loss: 0.00426799 | val_loss: 0.00412295 | Time: 1703.9 ms [2022-04-21 14:03:01 main:574] : INFO : Epoch 1676 | loss: 0.00426862 | val_loss: 0.00412301 | Time: 1801.09 ms [2022-04-21 14:03:03 main:574] : INFO : Epoch 1677 | loss: 0.00426849 | val_loss: 0.00412546 | Time: 1706.01 ms [2022-04-21 14:03:04 main:574] : INFO : Epoch 1678 | loss: 0.0042695 | val_loss: 0.00413234 | Time: 1703.19 ms [2022-04-21 14:03:06 main:574] : INFO : Epoch 1679 | loss: 0.00427151 | val_loss: 0.00413216 | Time: 1720.17 ms [2022-04-21 14:03:08 main:574] : INFO : Epoch 1680 | loss: 0.0042702 | val_loss: 0.0041226 | Time: 1725.58 ms [2022-04-21 14:03:09 main:574] : INFO : Epoch 1681 | loss: 0.00426756 | val_loss: 0.00412016 | Time: 1741.68 ms [2022-04-21 14:03:11 main:574] : INFO : Epoch 1682 | loss: 0.00426559 | val_loss: 0.00411877 | Time: 1770.86 ms [2022-04-21 14:03:13 main:574] : INFO : Epoch 1683 | loss: 0.00426443 | val_loss: 0.00411882 | Time: 2138.48 ms [2022-04-21 14:03:15 main:574] : INFO : Epoch 1684 | loss: 0.00426606 | val_loss: 0.00411836 | Time: 1753.11 ms [2022-04-21 14:03:17 main:574] : INFO : Epoch 1685 | loss: 0.00426664 | val_loss: 0.00412012 | Time: 1732.8 ms [2022-04-21 14:03:19 main:574] : INFO : Epoch 1686 | loss: 0.00426577 | val_loss: 0.00412113 | Time: 1708.34 ms [2022-04-21 14:03:20 main:574] : INFO : Epoch 1687 | loss: 0.00426664 | val_loss: 0.00412348 | Time: 1752.77 ms [2022-04-21 14:03:32 main:574] : INFO : Epoch 1688 | loss: 0.00427112 | val_loss: 0.00412116 | Time: 12024.3 ms [2022-04-21 14:03:34 main:574] : INFO : Epoch 1689 | loss: 0.00426626 | val_loss: 0.00412079 | Time: 1698.23 ms [2022-04-21 14:03:36 main:574] : INFO : Epoch 1690 | loss: 0.00426482 | val_loss: 0.00412192 | Time: 1715.2 ms [2022-04-21 14:03:38 main:574] : INFO : Epoch 1691 | loss: 0.00426242 | val_loss: 0.00412087 | Time: 1774.75 ms [2022-04-21 14:03:39 main:574] : INFO : Epoch 1692 | loss: 0.00426346 | val_loss: 0.00412131 | Time: 1715.87 ms [2022-04-21 14:03:41 main:574] : INFO : Epoch 1693 | loss: 0.00426447 | val_loss: 0.00412053 | Time: 1757.26 ms [2022-04-21 14:03:43 main:574] : INFO : Epoch 1694 | loss: 0.00426212 | val_loss: 0.00411915 | Time: 1720.26 ms [2022-04-21 14:03:45 main:574] : INFO : Epoch 1695 | loss: 0.00426198 | val_loss: 0.00411718 | Time: 1685.23 ms [2022-04-21 14:03:46 main:574] : INFO : Epoch 1696 | loss: 0.0042626 | val_loss: 0.00412246 | Time: 1691.8 ms [2022-04-21 14:03:48 main:574] : INFO : Epoch 1697 | loss: 0.00426168 | val_loss: 0.00412012 | Time: 1705.89 ms [2022-04-21 14:03:50 main:574] : INFO : Epoch 1698 | loss: 0.00426145 | val_loss: 0.00412272 | Time: 1816.92 ms [2022-04-21 14:03:52 main:574] : INFO : Epoch 1699 | loss: 0.00426254 | val_loss: 0.00411792 | Time: 1735.51 ms [2022-04-21 14:03:53 main:574] : INFO : Epoch 1700 | loss: 0.0042608 | val_loss: 0.0041182 | Time: 1719.03 ms [2022-04-21 14:03:55 main:574] : INFO : Epoch 1701 | loss: 0.00426485 | val_loss: 0.00412928 | Time: 1728.32 ms [2022-04-21 14:03:57 main:574] : INFO : Epoch 1702 | loss: 0.00426671 | val_loss: 0.00412284 | Time: 1788.39 ms [2022-04-21 14:03:59 main:574] : INFO : Epoch 1703 | loss: 0.00426533 | val_loss: 0.00411961 | Time: 2023.85 ms [2022-04-21 14:04:01 main:574] : INFO : Epoch 1704 | loss: 0.00426279 | val_loss: 0.00411954 | Time: 1811.16 ms [2022-04-21 14:04:13 main:574] : INFO : Epoch 1705 | loss: 0.00426085 | val_loss: 0.00411424 | Time: 11827.7 ms [2022-04-21 14:04:14 main:574] : INFO : Epoch 1706 | loss: 0.00426182 | val_loss: 0.00411554 | Time: 1713.13 ms [2022-04-21 14:04:16 main:574] : INFO : Epoch 1707 | loss: 0.00426268 | val_loss: 0.00411422 | Time: 1722.56 ms [2022-04-21 14:04:18 main:574] : INFO : Epoch 1708 | loss: 0.00425995 | val_loss: 0.00411481 | Time: 1728.96 ms [2022-04-21 14:04:19 main:574] : INFO : Epoch 1709 | loss: 0.00426121 | val_loss: 0.00411292 | Time: 1729.7 ms [2022-04-21 14:04:21 main:574] : INFO : Epoch 1710 | loss: 0.00425943 | val_loss: 0.00411314 | Time: 1729.62 ms [2022-04-21 14:04:23 main:574] : INFO : Epoch 1711 | loss: 0.00426043 | val_loss: 0.00411625 | Time: 1729.41 ms [2022-04-21 14:04:25 main:574] : INFO : Epoch 1712 | loss: 0.00425931 | val_loss: 0.00411368 | Time: 1738.88 ms [2022-04-21 14:04:26 main:574] : INFO : Epoch 1713 | loss: 0.00425973 | val_loss: 0.00411018 | Time: 1741.6 ms [2022-04-21 14:04:28 main:574] : INFO : Epoch 1714 | loss: 0.00425984 | val_loss: 0.0041116 | Time: 1753.01 ms [2022-04-21 14:04:30 main:574] : INFO : Epoch 1715 | loss: 0.00426132 | val_loss: 0.00411295 | Time: 1711.32 ms [2022-04-21 14:04:32 main:574] : INFO : Epoch 1716 | loss: 0.00426304 | val_loss: 0.00412838 | Time: 1705.5 ms [2022-04-21 14:04:33 main:574] : INFO : Epoch 1717 | loss: 0.00426123 | val_loss: 0.00411539 | Time: 1732.45 ms [2022-04-21 14:04:35 main:574] : INFO : Epoch 1718 | loss: 0.00426068 | val_loss: 0.0041152 | Time: 1768.27 ms [2022-04-21 14:04:37 main:574] : INFO : Epoch 1719 | loss: 0.00425847 | val_loss: 0.00411078 | Time: 1732.15 ms [2022-04-21 14:04:39 main:574] : INFO : Epoch 1720 | loss: 0.00425765 | val_loss: 0.00411228 | Time: 1754.25 ms [2022-04-21 14:04:40 main:574] : INFO : Epoch 1721 | loss: 0.00425938 | val_loss: 0.00411207 | Time: 1696.68 ms [2022-04-21 14:04:42 main:574] : INFO : Epoch 1722 | loss: 0.00425864 | val_loss: 0.0041141 | Time: 1720.17 ms [2022-04-21 14:04:44 main:574] : INFO : Epoch 1723 | loss: 0.00426282 | val_loss: 0.00411711 | Time: 1696.29 ms [2022-04-21 14:04:46 main:574] : INFO : Epoch 1724 | loss: 0.00426375 | val_loss: 0.00411445 | Time: 1695.09 ms [2022-04-21 14:04:47 main:574] : INFO : Epoch 1725 | loss: 0.00426284 | val_loss: 0.00411276 | Time: 1772.08 ms [2022-04-21 14:04:49 main:574] : INFO : Epoch 1726 | loss: 0.00426109 | val_loss: 0.00410935 | Time: 1770.19 ms [2022-04-21 14:04:51 main:574] : INFO : Epoch 1727 | loss: 0.00426432 | val_loss: 0.0041093 | Time: 1774.14 ms [2022-04-21 14:04:53 main:574] : INFO : Epoch 1728 | loss: 0.00425693 | val_loss: 0.00410795 | Time: 1765.8 ms [2022-04-21 14:04:54 main:574] : INFO : Epoch 1729 | loss: 0.00425715 | val_loss: 0.00411126 | Time: 1729.2 ms [2022-04-21 14:04:56 main:574] : INFO : Epoch 1730 | loss: 0.00426157 | val_loss: 0.0041203 | Time: 1700.27 ms [2022-04-21 14:04:58 main:574] : INFO : Epoch 1731 | loss: 0.00427778 | val_loss: 0.00411002 | Time: 1686.45 ms [2022-04-21 14:05:00 main:574] : INFO : Epoch 1732 | loss: 0.00482172 | val_loss: 0.00495207 | Time: 1689.74 ms [2022-04-21 14:05:01 main:574] : INFO : Epoch 1733 | loss: 0.00464415 | val_loss: 0.00425161 | Time: 1697.44 ms [2022-04-21 14:05:03 main:574] : INFO : Epoch 1734 | loss: 0.00436357 | val_loss: 0.0041927 | Time: 1719.18 ms [2022-04-21 14:05:05 main:574] : INFO : Epoch 1735 | loss: 0.00431832 | val_loss: 0.00415943 | Time: 1695.18 ms [2022-04-21 14:05:06 main:574] : INFO : Epoch 1736 | loss: 0.00429473 | val_loss: 0.00414517 | Time: 1687.3 ms [2022-04-21 14:05:08 main:574] : INFO : Epoch 1737 | loss: 0.0042813 | val_loss: 0.00414227 | Time: 1701.16 ms [2022-04-21 14:05:10 main:574] : INFO : Epoch 1738 | loss: 0.00427632 | val_loss: 0.00414154 | Time: 1754.19 ms [2022-04-21 14:05:12 main:574] : INFO : Epoch 1739 | loss: 0.00427451 | val_loss: 0.0041278 | Time: 1710.48 ms [2022-04-21 14:05:13 main:574] : INFO : Epoch 1740 | loss: 0.00427681 | val_loss: 0.00412229 | Time: 1706.37 ms [2022-04-21 14:05:15 main:574] : INFO : Epoch 1741 | loss: 0.00427595 | val_loss: 0.00412254 | Time: 1841.97 ms [2022-04-21 14:05:17 main:574] : INFO : Epoch 1742 | loss: 0.00427377 | val_loss: 0.00411642 | Time: 1760.98 ms [2022-04-21 14:05:19 main:574] : INFO : Epoch 1743 | loss: 0.00427222 | val_loss: 0.00411933 | Time: 1727.23 ms [2022-04-21 14:05:20 main:574] : INFO : Epoch 1744 | loss: 0.00427162 | val_loss: 0.00412057 | Time: 1713.67 ms [2022-04-21 14:05:22 main:574] : INFO : Epoch 1745 | loss: 0.00427245 | val_loss: 0.00411885 | Time: 1744.86 ms [2022-04-21 14:05:24 main:574] : INFO : Epoch 1746 | loss: 0.00426765 | val_loss: 0.00411556 | Time: 1735.1 ms [2022-04-21 14:05:26 main:574] : INFO : Epoch 1747 | loss: 0.0042668 | val_loss: 0.00411251 | Time: 1737.02 ms [2022-04-21 14:05:27 main:574] : INFO : Epoch 1748 | loss: 0.00426616 | val_loss: 0.00411515 | Time: 1722.85 ms [2022-04-21 14:05:29 main:574] : INFO : Epoch 1749 | loss: 0.00426505 | val_loss: 0.0041134 | Time: 1737.21 ms [2022-04-21 14:05:31 main:574] : INFO : Epoch 1750 | loss: 0.00426414 | val_loss: 0.00411119 | Time: 1695.48 ms [2022-04-21 14:05:33 main:574] : INFO : Epoch 1751 | loss: 0.00426301 | val_loss: 0.00411279 | Time: 1784.8 ms [2022-04-21 14:05:34 main:574] : INFO : Epoch 1752 | loss: 0.00426146 | val_loss: 0.00411058 | Time: 1731.43 ms [2022-04-21 14:05:36 main:574] : INFO : Epoch 1753 | loss: 0.00426592 | val_loss: 0.00411539 | Time: 1728.33 ms [2022-04-21 14:05:38 main:574] : INFO : Epoch 1754 | loss: 0.00426705 | val_loss: 0.00411311 | Time: 1734.89 ms [2022-04-21 14:05:40 main:574] : INFO : Epoch 1755 | loss: 0.00426321 | val_loss: 0.00411715 | Time: 1697.2 ms [2022-04-21 14:05:41 main:574] : INFO : Epoch 1756 | loss: 0.00426469 | val_loss: 0.00412257 | Time: 1689.64 ms [2022-04-21 14:05:43 main:574] : INFO : Epoch 1757 | loss: 0.00426617 | val_loss: 0.00411328 | Time: 1697.21 ms [2022-04-21 14:05:45 main:574] : INFO : Epoch 1758 | loss: 0.00426652 | val_loss: 0.00413141 | Time: 1802.52 ms [2022-04-21 14:05:47 main:574] : INFO : Epoch 1759 | loss: 0.00426718 | val_loss: 0.00411271 | Time: 1761.9 ms [2022-04-21 14:05:48 main:574] : INFO : Epoch 1760 | loss: 0.00426142 | val_loss: 0.00411023 | Time: 1724.99 ms [2022-04-21 14:05:50 main:574] : INFO : Epoch 1761 | loss: 0.00426164 | val_loss: 0.00411726 | Time: 1737.39 ms [2022-04-21 14:05:52 main:574] : INFO : Epoch 1762 | loss: 0.0042637 | val_loss: 0.00411519 | Time: 1688.27 ms [2022-04-21 14:05:53 main:574] : INFO : Epoch 1763 | loss: 0.00426167 | val_loss: 0.00410964 | Time: 1713.22 ms [2022-04-21 14:05:55 main:574] : INFO : Epoch 1764 | loss: 0.00426005 | val_loss: 0.00410919 | Time: 1689.79 ms [2022-04-21 14:05:57 main:574] : INFO : Epoch 1765 | loss: 0.0042601 | val_loss: 0.00411458 | Time: 1696.15 ms [2022-04-21 14:05:59 main:574] : INFO : Epoch 1766 | loss: 0.0042591 | val_loss: 0.0041074 | Time: 1797.22 ms [2022-04-21 14:06:01 main:574] : INFO : Epoch 1767 | loss: 0.00426108 | val_loss: 0.00410745 | Time: 1878.38 ms [2022-04-21 14:06:02 main:574] : INFO : Epoch 1768 | loss: 0.0042598 | val_loss: 0.0041134 | Time: 1725.11 ms [2022-04-21 14:06:04 main:574] : INFO : Epoch 1769 | loss: 0.00426547 | val_loss: 0.00411402 | Time: 1779.29 ms [2022-04-21 14:06:06 main:574] : INFO : Epoch 1770 | loss: 0.0042592 | val_loss: 0.00410925 | Time: 1860.26 ms [2022-04-21 14:06:08 main:574] : INFO : Epoch 1771 | loss: 0.0042582 | val_loss: 0.00410936 | Time: 1786.63 ms [2022-04-21 14:06:09 main:574] : INFO : Epoch 1772 | loss: 0.00426147 | val_loss: 0.00410918 | Time: 1736.09 ms [2022-04-21 14:06:11 main:574] : INFO : Epoch 1773 | loss: 0.0042569 | val_loss: 0.00411469 | Time: 1920.99 ms [2022-04-21 14:06:13 main:574] : INFO : Epoch 1774 | loss: 0.00427086 | val_loss: 0.00414363 | Time: 1760.25 ms [2022-04-21 14:06:15 main:574] : INFO : Epoch 1775 | loss: 0.00426534 | val_loss: 0.00410644 | Time: 2024.24 ms [2022-04-21 14:06:17 main:574] : INFO : Epoch 1776 | loss: 0.00425834 | val_loss: 0.00410902 | Time: 1730.96 ms [2022-04-21 14:06:19 main:574] : INFO : Epoch 1777 | loss: 0.00425832 | val_loss: 0.00410692 | Time: 1719.97 ms [2022-04-21 14:06:20 main:574] : INFO : Epoch 1778 | loss: 0.00425733 | val_loss: 0.00411267 | Time: 1710.85 ms [2022-04-21 14:06:22 main:574] : INFO : Epoch 1779 | loss: 0.00426157 | val_loss: 0.00411081 | Time: 1705.39 ms [2022-04-21 14:06:24 main:574] : INFO : Epoch 1780 | loss: 0.00425843 | val_loss: 0.00410836 | Time: 1722.21 ms [2022-04-21 14:06:26 main:574] : INFO : Epoch 1781 | loss: 0.00425724 | val_loss: 0.0041064 | Time: 1733.14 ms [2022-04-21 14:06:27 main:574] : INFO : Epoch 1782 | loss: 0.00425696 | val_loss: 0.00410578 | Time: 1733.68 ms [2022-04-21 14:06:29 main:574] : INFO : Epoch 1783 | loss: 0.00425543 | val_loss: 0.00410765 | Time: 1722.53 ms [2022-04-21 14:06:31 main:574] : INFO : Epoch 1784 | loss: 0.00425593 | val_loss: 0.00410661 | Time: 1725.35 ms [2022-04-21 14:06:33 main:574] : INFO : Epoch 1785 | loss: 0.00425614 | val_loss: 0.00410702 | Time: 1708.79 ms [2022-04-21 14:06:34 main:574] : INFO : Epoch 1786 | loss: 0.00425571 | val_loss: 0.00410413 | Time: 1764.99 ms [2022-04-21 14:06:36 main:574] : INFO : Epoch 1787 | loss: 0.00425586 | val_loss: 0.00411139 | Time: 1856.1 ms [2022-04-21 14:06:38 main:574] : INFO : Epoch 1788 | loss: 0.00425811 | val_loss: 0.00410762 | Time: 1711.13 ms [2022-04-21 14:06:40 main:574] : INFO : Epoch 1789 | loss: 0.00426068 | val_loss: 0.00410606 | Time: 1688.65 ms [2022-04-21 14:06:41 main:574] : INFO : Epoch 1790 | loss: 0.0042594 | val_loss: 0.00410483 | Time: 1736.69 ms [2022-04-21 14:06:43 main:574] : INFO : Epoch 1791 | loss: 0.00425973 | val_loss: 0.00410735 | Time: 1753.46 ms [2022-04-21 14:06:45 main:574] : INFO : Epoch 1792 | loss: 0.00426786 | val_loss: 0.00410933 | Time: 1733.19 ms [2022-04-21 14:06:47 main:574] : INFO : Epoch 1793 | loss: 0.00426392 | val_loss: 0.0041099 | Time: 1733.88 ms [2022-04-21 14:06:48 main:574] : INFO : Epoch 1794 | loss: 0.00425823 | val_loss: 0.00410635 | Time: 1709.44 ms [2022-04-21 14:06:50 main:574] : INFO : Epoch 1795 | loss: 0.0042569 | val_loss: 0.0041047 | Time: 1722.59 ms [2022-04-21 14:06:52 main:574] : INFO : Epoch 1796 | loss: 0.00425758 | val_loss: 0.00410517 | Time: 1761.08 ms [2022-04-21 14:06:54 main:574] : INFO : Epoch 1797 | loss: 0.00425538 | val_loss: 0.00410461 | Time: 1717.83 ms [2022-04-21 14:06:55 main:574] : INFO : Epoch 1798 | loss: 0.00425707 | val_loss: 0.00410639 | Time: 1699.43 ms [2022-04-21 14:06:57 main:574] : INFO : Epoch 1799 | loss: 0.0042573 | val_loss: 0.00410961 | Time: 1701.32 ms [2022-04-21 14:06:59 main:574] : INFO : Epoch 1800 | loss: 0.00426115 | val_loss: 0.00411359 | Time: 1703.28 ms [2022-04-21 14:07:00 main:574] : INFO : Epoch 1801 | loss: 0.00426762 | val_loss: 0.00411375 | Time: 1725.99 ms [2022-04-21 14:07:02 main:574] : INFO : Epoch 1802 | loss: 0.00426058 | val_loss: 0.00410872 | Time: 1730.24 ms [2022-04-21 14:07:04 main:574] : INFO : Epoch 1803 | loss: 0.00426167 | val_loss: 0.00411661 | Time: 1787.27 ms [2022-04-21 14:07:06 main:574] : INFO : Epoch 1804 | loss: 0.00426585 | val_loss: 0.00412393 | Time: 1797.55 ms [2022-04-21 14:07:08 main:574] : INFO : Epoch 1805 | loss: 0.00426172 | val_loss: 0.00410577 | Time: 1819.47 ms [2022-04-21 14:07:09 main:574] : INFO : Epoch 1806 | loss: 0.00425574 | val_loss: 0.00410991 | Time: 1770.79 ms [2022-04-21 14:07:11 main:574] : INFO : Epoch 1807 | loss: 0.00425731 | val_loss: 0.00410595 | Time: 1817.39 ms [2022-04-21 14:07:23 main:574] : INFO : Epoch 1808 | loss: 0.00425924 | val_loss: 0.00410729 | Time: 12115.4 ms [2022-04-21 14:07:25 main:574] : INFO : Epoch 1809 | loss: 0.00425479 | val_loss: 0.00410281 | Time: 1743.21 ms [2022-04-21 14:07:27 main:574] : INFO : Epoch 1810 | loss: 0.00425624 | val_loss: 0.00412769 | Time: 1717.65 ms [2022-04-21 14:07:29 main:574] : INFO : Epoch 1811 | loss: 0.00431217 | val_loss: 0.00413863 | Time: 1693.06 ms [2022-04-21 14:07:30 main:574] : INFO : Epoch 1812 | loss: 0.00432317 | val_loss: 0.00415331 | Time: 1730.03 ms [2022-04-21 14:07:32 main:574] : INFO : Epoch 1813 | loss: 0.00428248 | val_loss: 0.00412075 | Time: 1716.25 ms [2022-04-21 14:07:34 main:574] : INFO : Epoch 1814 | loss: 0.00426259 | val_loss: 0.00411582 | Time: 1699.05 ms [2022-04-21 14:07:35 main:574] : INFO : Epoch 1815 | loss: 0.00425983 | val_loss: 0.00411941 | Time: 1715.57 ms [2022-04-21 14:07:37 main:574] : INFO : Epoch 1816 | loss: 0.00426078 | val_loss: 0.00411179 | Time: 1723.28 ms [2022-04-21 14:07:39 main:574] : INFO : Epoch 1817 | loss: 0.00425733 | val_loss: 0.00411099 | Time: 1730.36 ms [2022-04-21 14:07:41 main:574] : INFO : Epoch 1818 | loss: 0.00425733 | val_loss: 0.00411106 | Time: 1733.36 ms [2022-04-21 14:07:42 main:574] : INFO : Epoch 1819 | loss: 0.00426184 | val_loss: 0.00411011 | Time: 1720.9 ms [2022-04-21 14:07:44 main:574] : INFO : Epoch 1820 | loss: 0.00426805 | val_loss: 0.00411586 | Time: 1707.94 ms [2022-04-21 14:07:46 main:574] : INFO : Epoch 1821 | loss: 0.00426882 | val_loss: 0.00413297 | Time: 1754.72 ms [2022-04-21 14:07:48 main:574] : INFO : Epoch 1822 | loss: 0.00426111 | val_loss: 0.00411869 | Time: 1700.43 ms [2022-04-21 14:07:49 main:574] : INFO : Epoch 1823 | loss: 0.00426565 | val_loss: 0.00411718 | Time: 1738.55 ms [2022-04-21 14:07:51 main:574] : INFO : Epoch 1824 | loss: 0.00425885 | val_loss: 0.00411811 | Time: 1715.1 ms [2022-04-21 14:07:53 main:574] : INFO : Epoch 1825 | loss: 0.00426011 | val_loss: 0.00411998 | Time: 1724.7 ms [2022-04-21 14:07:55 main:574] : INFO : Epoch 1826 | loss: 0.00425683 | val_loss: 0.00411058 | Time: 1764.76 ms [2022-04-21 14:07:56 main:574] : INFO : Epoch 1827 | loss: 0.00425645 | val_loss: 0.00411578 | Time: 1745.8 ms [2022-04-21 14:07:58 main:574] : INFO : Epoch 1828 | loss: 0.00426287 | val_loss: 0.00411443 | Time: 1736.7 ms [2022-04-21 14:08:00 main:574] : INFO : Epoch 1829 | loss: 0.00425913 | val_loss: 0.00410286 | Time: 1699.02 ms [2022-04-21 14:08:02 main:574] : INFO : Epoch 1830 | loss: 0.00425673 | val_loss: 0.00410466 | Time: 1742.44 ms [2022-04-21 14:08:03 main:574] : INFO : Epoch 1831 | loss: 0.00425601 | val_loss: 0.00410204 | Time: 1730.18 ms [2022-04-21 14:08:05 main:574] : INFO : Epoch 1832 | loss: 0.00425238 | val_loss: 0.00410202 | Time: 1894.38 ms [2022-04-21 14:08:07 main:574] : INFO : Epoch 1833 | loss: 0.00425234 | val_loss: 0.00410141 | Time: 1723.17 ms [2022-04-21 14:08:09 main:574] : INFO : Epoch 1834 | loss: 0.00425191 | val_loss: 0.00410135 | Time: 1712.59 ms [2022-04-21 14:08:10 main:574] : INFO : Epoch 1835 | loss: 0.00425369 | val_loss: 0.00410717 | Time: 1749.51 ms [2022-04-21 14:08:12 main:574] : INFO : Epoch 1836 | loss: 0.00426107 | val_loss: 0.00410249 | Time: 1692.08 ms [2022-04-21 14:08:14 main:574] : INFO : Epoch 1837 | loss: 0.00425603 | val_loss: 0.00411403 | Time: 1695.43 ms [2022-04-21 14:08:16 main:574] : INFO : Epoch 1838 | loss: 0.00426214 | val_loss: 0.0041133 | Time: 1700.54 ms [2022-04-21 14:08:17 main:574] : INFO : Epoch 1839 | loss: 0.00425669 | val_loss: 0.00410725 | Time: 1786.08 ms [2022-04-21 14:08:19 main:574] : INFO : Epoch 1840 | loss: 0.0042526 | val_loss: 0.00410204 | Time: 1711.94 ms [2022-04-21 14:08:21 main:574] : INFO : Epoch 1841 | loss: 0.00425473 | val_loss: 0.0041071 | Time: 1689.45 ms [2022-04-21 14:08:22 main:574] : INFO : Epoch 1842 | loss: 0.00425648 | val_loss: 0.00412814 | Time: 1700.18 ms [2022-04-21 14:08:24 main:574] : INFO : Epoch 1843 | loss: 0.00425724 | val_loss: 0.00410161 | Time: 1748.12 ms [2022-04-21 14:08:26 main:574] : INFO : Epoch 1844 | loss: 0.00425272 | val_loss: 0.00410511 | Time: 1832.07 ms [2022-04-21 14:08:28 main:574] : INFO : Epoch 1845 | loss: 0.00425294 | val_loss: 0.00409926 | Time: 1745.91 ms [2022-04-21 14:08:30 main:574] : INFO : Epoch 1846 | loss: 0.00425135 | val_loss: 0.00409896 | Time: 1749.38 ms [2022-04-21 14:08:31 main:574] : INFO : Epoch 1847 | loss: 0.00425254 | val_loss: 0.00409961 | Time: 1729.04 ms [2022-04-21 14:08:33 main:574] : INFO : Epoch 1848 | loss: 0.00425486 | val_loss: 0.00410082 | Time: 1689.62 ms [2022-04-21 14:08:35 main:574] : INFO : Epoch 1849 | loss: 0.00425786 | val_loss: 0.00410396 | Time: 1700.34 ms [2022-04-21 14:08:37 main:574] : INFO : Epoch 1850 | loss: 0.00426019 | val_loss: 0.00411678 | Time: 1778.58 ms [2022-04-21 14:08:39 main:574] : INFO : Epoch 1851 | loss: 0.00426256 | val_loss: 0.00410252 | Time: 1960.08 ms [2022-04-21 14:08:40 main:574] : INFO : Epoch 1852 | loss: 0.00425397 | val_loss: 0.00410508 | Time: 1739.77 ms [2022-04-21 14:08:42 main:574] : INFO : Epoch 1853 | loss: 0.00425205 | val_loss: 0.00410427 | Time: 1713.22 ms [2022-04-21 14:08:54 main:574] : INFO : Epoch 1854 | loss: 0.0042638 | val_loss: 0.0041043 | Time: 11933.3 ms [2022-04-21 14:08:56 main:574] : INFO : Epoch 1855 | loss: 0.00426221 | val_loss: 0.00410479 | Time: 1714.94 ms [2022-04-21 14:08:57 main:574] : INFO : Epoch 1856 | loss: 0.0042561 | val_loss: 0.00411787 | Time: 1718.19 ms [2022-04-21 14:08:59 main:574] : INFO : Epoch 1857 | loss: 0.0042586 | val_loss: 0.00410216 | Time: 1725.64 ms [2022-04-21 14:09:01 main:574] : INFO : Epoch 1858 | loss: 0.0042592 | val_loss: 0.00410565 | Time: 1756.33 ms [2022-04-21 14:09:03 main:574] : INFO : Epoch 1859 | loss: 0.00426005 | val_loss: 0.00410635 | Time: 1743.91 ms [2022-04-21 14:09:04 main:574] : INFO : Epoch 1860 | loss: 0.00425964 | val_loss: 0.00410243 | Time: 1739.56 ms [2022-04-21 14:09:06 main:574] : INFO : Epoch 1861 | loss: 0.00425381 | val_loss: 0.0041045 | Time: 1838.19 ms [2022-04-21 14:09:08 main:574] : INFO : Epoch 1862 | loss: 0.00425621 | val_loss: 0.00411111 | Time: 1724.86 ms [2022-04-21 14:09:10 main:574] : INFO : Epoch 1863 | loss: 0.00425356 | val_loss: 0.00410245 | Time: 1741.18 ms [2022-04-21 14:09:12 main:574] : INFO : Epoch 1864 | loss: 0.00425398 | val_loss: 0.00409993 | Time: 1723.48 ms [2022-04-21 14:09:13 main:574] : INFO : Epoch 1865 | loss: 0.00425499 | val_loss: 0.00410517 | Time: 1737.73 ms [2022-04-21 14:09:15 main:574] : INFO : Epoch 1866 | loss: 0.00479896 | val_loss: 0.00448242 | Time: 1738.17 ms [2022-04-21 14:09:17 main:574] : INFO : Epoch 1867 | loss: 0.00449978 | val_loss: 0.00420076 | Time: 1726.01 ms [2022-04-21 14:09:19 main:574] : INFO : Epoch 1868 | loss: 0.00431298 | val_loss: 0.00415685 | Time: 1741.84 ms [2022-04-21 14:09:20 main:574] : INFO : Epoch 1869 | loss: 0.00428199 | val_loss: 0.00413185 | Time: 1744.93 ms [2022-04-21 14:09:22 main:574] : INFO : Epoch 1870 | loss: 0.00427107 | val_loss: 0.0041261 | Time: 1689.28 ms [2022-04-21 14:09:24 main:574] : INFO : Epoch 1871 | loss: 0.00426662 | val_loss: 0.00412007 | Time: 1690.75 ms [2022-04-21 14:09:25 main:574] : INFO : Epoch 1872 | loss: 0.00426254 | val_loss: 0.00412455 | Time: 1692.55 ms [2022-04-21 14:09:27 main:574] : INFO : Epoch 1873 | loss: 0.00426003 | val_loss: 0.0041269 | Time: 1715.17 ms [2022-04-21 14:09:29 main:574] : INFO : Epoch 1874 | loss: 0.00426067 | val_loss: 0.00409514 | Time: 1710.73 ms [2022-04-21 14:09:31 main:574] : INFO : Epoch 1875 | loss: 0.00418193 | val_loss: 0.00405422 | Time: 1804.24 ms [2022-04-21 14:09:32 main:574] : INFO : Epoch 1876 | loss: 0.00409767 | val_loss: 0.00389769 | Time: 1800.71 ms [2022-04-21 14:09:34 main:574] : INFO : Epoch 1877 | loss: 0.00401262 | val_loss: 0.00402768 | Time: 1747.03 ms [2022-04-21 14:09:36 main:574] : INFO : Epoch 1878 | loss: 0.00412873 | val_loss: 0.00396179 | Time: 1727.08 ms [2022-04-21 14:09:38 main:574] : INFO : Epoch 1879 | loss: 0.003969 | val_loss: 0.00383678 | Time: 1687.84 ms [2022-04-21 14:09:39 main:574] : INFO : Epoch 1880 | loss: 0.00389367 | val_loss: 0.00373261 | Time: 1795.09 ms [2022-04-21 14:09:41 main:574] : INFO : Epoch 1881 | loss: 0.0039515 | val_loss: 0.00415241 | Time: 1695.38 ms [2022-04-21 14:09:43 main:574] : INFO : Epoch 1882 | loss: 0.00402796 | val_loss: 0.0037878 | Time: 1715.49 ms [2022-04-21 14:09:45 main:574] : INFO : Epoch 1883 | loss: 0.00390453 | val_loss: 0.00374061 | Time: 1728.43 ms [2022-04-21 14:09:46 main:574] : INFO : Epoch 1884 | loss: 0.00386506 | val_loss: 0.00372943 | Time: 1739.85 ms [2022-04-21 14:09:48 main:574] : INFO : Epoch 1885 | loss: 0.00385328 | val_loss: 0.00372122 | Time: 1728.13 ms [2022-04-21 14:09:50 main:574] : INFO : Epoch 1886 | loss: 0.00384917 | val_loss: 0.0037226 | Time: 1746.63 ms [2022-04-21 14:09:52 main:574] : INFO : Epoch 1887 | loss: 0.00383679 | val_loss: 0.00371314 | Time: 1683.99 ms [2022-04-21 14:09:53 main:574] : INFO : Epoch 1888 | loss: 0.00384226 | val_loss: 0.00371097 | Time: 1748.6 ms [2022-04-21 14:09:55 main:574] : INFO : Epoch 1889 | loss: 0.00383207 | val_loss: 0.00370946 | Time: 1713.05 ms [2022-04-21 14:09:57 main:574] : INFO : Epoch 1890 | loss: 0.00383064 | val_loss: 0.00370654 | Time: 1728.38 ms [2022-04-21 14:09:59 main:574] : INFO : Epoch 1891 | loss: 0.00382701 | val_loss: 0.0037088 | Time: 1691.09 ms [2022-04-21 14:10:00 main:574] : INFO : Epoch 1892 | loss: 0.00382798 | val_loss: 0.00370763 | Time: 1700.81 ms [2022-04-21 14:10:02 main:574] : INFO : Epoch 1893 | loss: 0.00382905 | val_loss: 0.00369871 | Time: 1682.75 ms [2022-04-21 14:10:04 main:574] : INFO : Epoch 1894 | loss: 0.00382966 | val_loss: 0.00370046 | Time: 1706.18 ms [2022-04-21 14:10:05 main:574] : INFO : Epoch 1895 | loss: 0.00382568 | val_loss: 0.00369808 | Time: 1714.57 ms [2022-04-21 14:10:07 main:574] : INFO : Epoch 1896 | loss: 0.00382292 | val_loss: 0.00369891 | Time: 1686.34 ms [2022-04-21 14:10:09 main:574] : INFO : Epoch 1897 | loss: 0.00382995 | val_loss: 0.00370703 | Time: 1694.67 ms [2022-04-21 14:10:10 main:574] : INFO : Epoch 1898 | loss: 0.00382789 | val_loss: 0.00370848 | Time: 1683.53 ms [2022-04-21 14:10:12 main:574] : INFO : Epoch 1899 | loss: 0.00383078 | val_loss: 0.00370164 | Time: 1702.18 ms [2022-04-21 14:10:14 main:574] : INFO : Epoch 1900 | loss: 0.00382785 | val_loss: 0.00370237 | Time: 1703.46 ms [2022-04-21 14:10:16 main:574] : INFO : Epoch 1901 | loss: 0.00382906 | val_loss: 0.00371113 | Time: 1732.5 ms [2022-04-21 14:10:17 main:574] : INFO : Epoch 1902 | loss: 0.00383522 | val_loss: 0.00371872 | Time: 1724.34 ms [2022-04-21 14:10:19 main:574] : INFO : Epoch 1903 | loss: 0.00383044 | val_loss: 0.00370428 | Time: 1678.44 ms [2022-04-21 14:10:21 main:574] : INFO : Epoch 1904 | loss: 0.00382206 | val_loss: 0.00369398 | Time: 1725.16 ms [2022-04-21 14:10:23 main:574] : INFO : Epoch 1905 | loss: 0.00381904 | val_loss: 0.00369379 | Time: 1705.22 ms [2022-04-21 14:10:24 main:574] : INFO : Epoch 1906 | loss: 0.00382665 | val_loss: 0.00369333 | Time: 1707.17 ms [2022-04-21 14:10:26 main:574] : INFO : Epoch 1907 | loss: 0.0038306 | val_loss: 0.00369947 | Time: 1687.13 ms [2022-04-21 14:10:28 main:574] : INFO : Epoch 1908 | loss: 0.00382399 | val_loss: 0.00370054 | Time: 1675.2 ms [2022-04-21 14:10:29 main:574] : INFO : Epoch 1909 | loss: 0.00382626 | val_loss: 0.00369889 | Time: 1683.96 ms [2022-04-21 14:10:31 main:574] : INFO : Epoch 1910 | loss: 0.00382108 | val_loss: 0.00368383 | Time: 1685.97 ms [2022-04-21 14:10:33 main:574] : INFO : Epoch 1911 | loss: 0.00382178 | val_loss: 0.00368646 | Time: 1683.03 ms [2022-04-21 14:10:34 main:574] : INFO : Epoch 1912 | loss: 0.00382838 | val_loss: 0.00370038 | Time: 1679.6 ms [2022-04-21 14:10:36 main:574] : INFO : Epoch 1913 | loss: 0.00382699 | val_loss: 0.00370435 | Time: 1682.3 ms [2022-04-21 14:10:38 main:574] : INFO : Epoch 1914 | loss: 0.00382418 | val_loss: 0.00369449 | Time: 1685.03 ms [2022-04-21 14:10:39 main:574] : INFO : Epoch 1915 | loss: 0.0038201 | val_loss: 0.00369785 | Time: 1695.62 ms [2022-04-21 14:10:41 main:574] : INFO : Epoch 1916 | loss: 0.00381822 | val_loss: 0.00368487 | Time: 1688.1 ms [2022-04-21 14:10:43 main:574] : INFO : Epoch 1917 | loss: 0.00382093 | val_loss: 0.00370876 | Time: 1680.67 ms [2022-04-21 14:10:45 main:574] : INFO : Epoch 1918 | loss: 0.00382334 | val_loss: 0.00370618 | Time: 1810.27 ms [2022-04-21 14:10:46 main:574] : INFO : Epoch 1919 | loss: 0.00382277 | val_loss: 0.00368806 | Time: 1733.39 ms [2022-04-21 14:10:48 main:574] : INFO : Epoch 1920 | loss: 0.00382192 | val_loss: 0.00369673 | Time: 1884.41 ms [2022-04-21 14:10:50 main:574] : INFO : Epoch 1921 | loss: 0.00382224 | val_loss: 0.00368955 | Time: 1748.86 ms [2022-04-21 14:10:52 main:574] : INFO : Epoch 1922 | loss: 0.00381958 | val_loss: 0.00369496 | Time: 1715.65 ms [2022-04-21 14:10:54 main:574] : INFO : Epoch 1923 | loss: 0.00382253 | val_loss: 0.00369097 | Time: 1730.42 ms [2022-04-21 14:11:05 main:574] : INFO : Epoch 1924 | loss: 0.00382157 | val_loss: 0.00368607 | Time: 11901.3 ms [2022-04-21 14:11:07 main:574] : INFO : Epoch 1925 | loss: 0.00381941 | val_loss: 0.00368377 | Time: 1718.37 ms [2022-04-21 14:11:09 main:574] : INFO : Epoch 1926 | loss: 0.00381672 | val_loss: 0.00368864 | Time: 1841.62 ms [2022-04-21 14:11:11 main:574] : INFO : Epoch 1927 | loss: 0.0038156 | val_loss: 0.00376857 | Time: 1735.91 ms [2022-04-21 14:11:13 main:574] : INFO : Epoch 1928 | loss: 0.0175054 | val_loss: 0.0240312 | Time: 1774.63 ms [2022-04-21 14:11:14 main:574] : INFO : Epoch 1929 | loss: 0.0197521 | val_loss: 0.016378 | Time: 1730.95 ms [2022-04-21 14:11:16 main:574] : INFO : Epoch 1930 | loss: 0.0158353 | val_loss: 0.0151577 | Time: 1733.11 ms [2022-04-21 14:11:18 main:574] : INFO : Epoch 1931 | loss: 0.0136059 | val_loss: 0.0134098 | Time: 1716.02 ms [2022-04-21 14:11:20 main:574] : INFO : Epoch 1932 | loss: 0.0082949 | val_loss: 0.00596821 | Time: 1698.99 ms [2022-04-21 14:11:21 main:574] : INFO : Epoch 1933 | loss: 0.00579302 | val_loss: 0.00538696 | Time: 1757.67 ms [2022-04-21 14:11:23 main:574] : INFO : Epoch 1934 | loss: 0.00550201 | val_loss: 0.00526669 | Time: 1740.92 ms [2022-04-21 14:11:25 main:574] : INFO : Epoch 1935 | loss: 0.00538638 | val_loss: 0.00514576 | Time: 1710.22 ms [2022-04-21 14:11:26 main:574] : INFO : Epoch 1936 | loss: 0.00532852 | val_loss: 0.00518373 | Time: 1733.82 ms [2022-04-21 14:11:28 main:574] : INFO : Epoch 1937 | loss: 0.00531593 | val_loss: 0.0051437 | Time: 1711.39 ms [2022-04-21 14:11:30 main:574] : INFO : Epoch 1938 | loss: 0.00528126 | val_loss: 0.00511497 | Time: 1744.86 ms [2022-04-21 14:11:32 main:574] : INFO : Epoch 1939 | loss: 0.00528497 | val_loss: 0.00511392 | Time: 1715.34 ms [2022-04-21 14:11:33 main:574] : INFO : Epoch 1940 | loss: 0.00526875 | val_loss: 0.00508017 | Time: 1717.98 ms [2022-04-21 14:11:35 main:574] : INFO : Epoch 1941 | loss: 0.00525028 | val_loss: 0.00504948 | Time: 1746.46 ms [2022-04-21 14:11:37 main:574] : INFO : Epoch 1942 | loss: 0.00522924 | val_loss: 0.00517054 | Time: 1713.09 ms [2022-04-21 14:11:39 main:574] : INFO : Epoch 1943 | loss: 0.00525574 | val_loss: 0.0050582 | Time: 1743.13 ms [2022-04-21 14:11:40 main:574] : INFO : Epoch 1944 | loss: 0.00521662 | val_loss: 0.00502298 | Time: 1704.34 ms [2022-04-21 14:11:42 main:574] : INFO : Epoch 1945 | loss: 0.00521784 | val_loss: 0.00501281 | Time: 1710.14 ms [2022-04-21 14:11:44 main:574] : INFO : Epoch 1946 | loss: 0.0051807 | val_loss: 0.00499809 | Time: 1740.31 ms [2022-04-21 14:11:46 main:574] : INFO : Epoch 1947 | loss: 0.00522984 | val_loss: 0.00516279 | Time: 1726.13 ms [2022-04-21 14:11:47 main:574] : INFO : Epoch 1948 | loss: 0.00523685 | val_loss: 0.005019 | Time: 1698.37 ms [2022-04-21 14:11:49 main:574] : INFO : Epoch 1949 | loss: 0.00516753 | val_loss: 0.00497942 | Time: 1754.1 ms [2022-04-21 14:11:51 main:574] : INFO : Epoch 1950 | loss: 0.00514484 | val_loss: 0.00497413 | Time: 1769.27 ms [2022-04-21 14:11:53 main:574] : INFO : Epoch 1951 | loss: 0.00514093 | val_loss: 0.00497931 | Time: 1754.16 ms [2022-04-21 14:11:54 main:574] : INFO : Epoch 1952 | loss: 0.00513711 | val_loss: 0.00496014 | Time: 1738.21 ms [2022-04-21 14:11:56 main:574] : INFO : Epoch 1953 | loss: 0.00513467 | val_loss: 0.00496303 | Time: 1765.54 ms [2022-04-21 14:11:58 main:574] : INFO : Epoch 1954 | loss: 0.00512504 | val_loss: 0.00495733 | Time: 1775.93 ms [2022-04-21 14:12:00 main:574] : INFO : Epoch 1955 | loss: 0.00511877 | val_loss: 0.00495142 | Time: 1748.01 ms [2022-04-21 14:12:01 main:574] : INFO : Epoch 1956 | loss: 0.00511697 | val_loss: 0.00494696 | Time: 1704.17 ms [2022-04-21 14:12:03 main:574] : INFO : Epoch 1957 | loss: 0.00511695 | val_loss: 0.00494993 | Time: 1689.54 ms [2022-04-21 14:12:05 main:574] : INFO : Epoch 1958 | loss: 0.00513575 | val_loss: 0.00497655 | Time: 1696.74 ms [2022-04-21 14:12:07 main:574] : INFO : Epoch 1959 | loss: 0.00515418 | val_loss: 0.00497481 | Time: 1687.26 ms [2022-04-21 14:12:08 main:574] : INFO : Epoch 1960 | loss: 0.00512019 | val_loss: 0.00495027 | Time: 1684.84 ms [2022-04-21 14:12:10 main:574] : INFO : Epoch 1961 | loss: 0.00515745 | val_loss: 0.00501516 | Time: 1752.45 ms [2022-04-21 14:12:12 main:574] : INFO : Epoch 1962 | loss: 0.00515864 | val_loss: 0.00496072 | Time: 1731.46 ms [2022-04-21 14:12:13 main:574] : INFO : Epoch 1963 | loss: 0.0051511 | val_loss: 0.0049532 | Time: 1687.78 ms [2022-04-21 14:12:15 main:574] : INFO : Epoch 1964 | loss: 0.00512408 | val_loss: 0.00494055 | Time: 1703.97 ms [2022-04-21 14:12:17 main:574] : INFO : Epoch 1965 | loss: 0.00511497 | val_loss: 0.00493047 | Time: 1720.6 ms [2022-04-21 14:12:19 main:574] : INFO : Epoch 1966 | loss: 0.00510256 | val_loss: 0.00494424 | Time: 1696.79 ms [2022-04-21 14:12:20 main:574] : INFO : Epoch 1967 | loss: 0.00511633 | val_loss: 0.00499503 | Time: 1687.16 ms [2022-04-21 14:12:22 main:574] : INFO : Epoch 1968 | loss: 0.00521033 | val_loss: 0.00501645 | Time: 1718.5 ms [2022-04-21 14:12:24 main:574] : INFO : Epoch 1969 | loss: 0.00519465 | val_loss: 0.00501059 | Time: 1699.79 ms [2022-04-21 14:12:25 main:574] : INFO : Epoch 1970 | loss: 0.00517371 | val_loss: 0.00497285 | Time: 1688.57 ms [2022-04-21 14:12:27 main:574] : INFO : Epoch 1971 | loss: 0.00513458 | val_loss: 0.00494706 | Time: 1731.11 ms [2022-04-21 14:12:29 main:574] : INFO : Epoch 1972 | loss: 0.00514877 | val_loss: 0.0049701 | Time: 1682.24 ms [2022-04-21 14:12:31 main:574] : INFO : Epoch 1973 | loss: 0.00513377 | val_loss: 0.00496285 | Time: 1696.76 ms [2022-04-21 14:12:32 main:574] : INFO : Epoch 1974 | loss: 0.00513364 | val_loss: 0.00495583 | Time: 1778.73 ms [2022-04-21 14:12:34 main:574] : INFO : Epoch 1975 | loss: 0.00512188 | val_loss: 0.00493808 | Time: 1722.55 ms [2022-04-21 14:12:36 main:574] : INFO : Epoch 1976 | loss: 0.00510088 | val_loss: 0.00492207 | Time: 1738.77 ms [2022-04-21 14:12:38 main:574] : INFO : Epoch 1977 | loss: 0.00509485 | val_loss: 0.00492158 | Time: 1780.4 ms [2022-04-21 14:12:39 main:574] : INFO : Epoch 1978 | loss: 0.00512358 | val_loss: 0.00498993 | Time: 1755.22 ms [2022-04-21 14:12:41 main:574] : INFO : Epoch 1979 | loss: 0.00523322 | val_loss: 0.00510987 | Time: 1759.07 ms [2022-04-21 14:12:43 main:574] : INFO : Epoch 1980 | loss: 0.00523992 | val_loss: 0.00499472 | Time: 1699.2 ms [2022-04-21 14:12:45 main:574] : INFO : Epoch 1981 | loss: 0.00516718 | val_loss: 0.00496701 | Time: 1684.71 ms [2022-04-21 14:12:46 main:574] : INFO : Epoch 1982 | loss: 0.00512507 | val_loss: 0.00495354 | Time: 1691.95 ms [2022-04-21 14:12:48 main:574] : INFO : Epoch 1983 | loss: 0.00510187 | val_loss: 0.00493281 | Time: 1735.83 ms [2022-04-21 14:12:50 main:574] : INFO : Epoch 1984 | loss: 0.00510256 | val_loss: 0.0049268 | Time: 1711.47 ms [2022-04-21 14:12:51 main:574] : INFO : Epoch 1985 | loss: 0.00510083 | val_loss: 0.004929 | Time: 1692.71 ms [2022-04-21 14:12:53 main:574] : INFO : Epoch 1986 | loss: 0.0050934 | val_loss: 0.00492739 | Time: 1689.75 ms [2022-04-21 14:12:55 main:574] : INFO : Epoch 1987 | loss: 0.00509306 | val_loss: 0.00491664 | Time: 1744.47 ms [2022-04-21 14:12:57 main:574] : INFO : Epoch 1988 | loss: 0.00508357 | val_loss: 0.00490685 | Time: 1720.24 ms [2022-04-21 14:12:58 main:574] : INFO : Epoch 1989 | loss: 0.00507998 | val_loss: 0.00490714 | Time: 1734.52 ms [2022-04-21 14:13:00 main:574] : INFO : Epoch 1990 | loss: 0.00507657 | val_loss: 0.00490277 | Time: 1697.21 ms [2022-04-21 14:13:02 main:574] : INFO : Epoch 1991 | loss: 0.00507772 | val_loss: 0.00490738 | Time: 1768.42 ms [2022-04-21 14:13:04 main:574] : INFO : Epoch 1992 | loss: 0.00507962 | val_loss: 0.00490929 | Time: 1750.78 ms [2022-04-21 14:13:05 main:574] : INFO : Epoch 1993 | loss: 0.00507486 | val_loss: 0.00490055 | Time: 1701.24 ms [2022-04-21 14:13:07 main:574] : INFO : Epoch 1994 | loss: 0.00507585 | val_loss: 0.00490604 | Time: 1740.84 ms [2022-04-21 14:13:09 main:574] : INFO : Epoch 1995 | loss: 0.00507931 | val_loss: 0.00489671 | Time: 1726.54 ms [2022-04-21 14:13:11 main:574] : INFO : Epoch 1996 | loss: 0.00507443 | val_loss: 0.00489686 | Time: 1743.82 ms [2022-04-21 14:13:12 main:574] : INFO : Epoch 1997 | loss: 0.00507301 | val_loss: 0.00489674 | Time: 1749.21 ms [2022-04-21 14:13:14 main:574] : INFO : Epoch 1998 | loss: 0.00507126 | val_loss: 0.00489458 | Time: 1713.98 ms [2022-04-21 14:13:16 main:574] : INFO : Epoch 1999 | loss: 0.00507294 | val_loss: 0.00489626 | Time: 1742.54 ms [2022-04-21 14:13:18 main:574] : INFO : Epoch 2000 | loss: 0.00507704 | val_loss: 0.00489853 | Time: 1779.61 ms [2022-04-21 14:13:19 main:574] : INFO : Epoch 2001 | loss: 0.00507434 | val_loss: 0.0048906 | Time: 1691.6 ms [2022-04-21 14:13:21 main:574] : INFO : Epoch 2002 | loss: 0.00507107 | val_loss: 0.00489019 | Time: 1769.01 ms [2022-04-21 14:13:23 main:574] : INFO : Epoch 2003 | loss: 0.00506974 | val_loss: 0.00489475 | Time: 1910.47 ms [2022-04-21 14:13:25 main:574] : INFO : Epoch 2004 | loss: 0.00507301 | val_loss: 0.00489092 | Time: 1720.77 ms [2022-04-21 14:13:37 main:574] : INFO : Epoch 2005 | loss: 0.00506924 | val_loss: 0.00488966 | Time: 12011.9 ms [2022-04-21 14:13:38 main:574] : INFO : Epoch 2006 | loss: 0.0050705 | val_loss: 0.00489057 | Time: 1702 ms [2022-04-21 14:13:40 main:574] : INFO : Epoch 2007 | loss: 0.00507083 | val_loss: 0.00489077 | Time: 1721.56 ms [2022-04-21 14:13:42 main:574] : INFO : Epoch 2008 | loss: 0.00506866 | val_loss: 0.00489109 | Time: 1723.23 ms [2022-04-21 14:13:44 main:574] : INFO : Epoch 2009 | loss: 0.0050714 | val_loss: 0.00490101 | Time: 1720.41 ms [2022-04-21 14:13:45 main:574] : INFO : Epoch 2010 | loss: 0.00507984 | val_loss: 0.00490734 | Time: 1751.95 ms [2022-04-21 14:13:47 main:574] : INFO : Epoch 2011 | loss: 0.00507243 | val_loss: 0.00488925 | Time: 1715.3 ms [2022-04-21 14:13:49 main:574] : INFO : Epoch 2012 | loss: 0.00506674 | val_loss: 0.00489268 | Time: 1774.49 ms [2022-04-21 14:13:51 main:574] : INFO : Epoch 2013 | loss: 0.00506676 | val_loss: 0.00488702 | Time: 1725.93 ms [2022-04-21 14:13:52 main:574] : INFO : Epoch 2014 | loss: 0.0050941 | val_loss: 0.00523573 | Time: 1749.79 ms [2022-04-21 14:13:54 main:574] : INFO : Epoch 2015 | loss: 0.00524129 | val_loss: 0.00503406 | Time: 1739.45 ms [2022-04-21 14:13:56 main:574] : INFO : Epoch 2016 | loss: 0.00515132 | val_loss: 0.00492546 | Time: 1698.35 ms [2022-04-21 14:13:58 main:574] : INFO : Epoch 2017 | loss: 0.00512002 | val_loss: 0.00493131 | Time: 1678.56 ms [2022-04-21 14:13:59 main:574] : INFO : Epoch 2018 | loss: 0.0050974 | val_loss: 0.00493848 | Time: 1700.74 ms [2022-04-21 14:14:01 main:574] : INFO : Epoch 2019 | loss: 0.00510399 | val_loss: 0.00493112 | Time: 1709.16 ms [2022-04-21 14:14:03 main:574] : INFO : Epoch 2020 | loss: 0.00509612 | val_loss: 0.00492861 | Time: 1702.54 ms [2022-04-21 14:14:05 main:574] : INFO : Epoch 2021 | loss: 0.00511682 | val_loss: 0.00493457 | Time: 1771.12 ms [2022-04-21 14:14:06 main:574] : INFO : Epoch 2022 | loss: 0.00509746 | val_loss: 0.00492515 | Time: 1737.89 ms [2022-04-21 14:14:08 main:574] : INFO : Epoch 2023 | loss: 0.00510076 | val_loss: 0.00491158 | Time: 1728.01 ms [2022-04-21 14:14:10 main:574] : INFO : Epoch 2024 | loss: 0.00511471 | val_loss: 0.0049714 | Time: 1697.58 ms [2022-04-21 14:14:11 main:574] : INFO : Epoch 2025 | loss: 0.0051053 | val_loss: 0.00491804 | Time: 1719.8 ms [2022-04-21 14:14:13 main:574] : INFO : Epoch 2026 | loss: 0.00508198 | val_loss: 0.00492538 | Time: 1733.71 ms [2022-04-21 14:14:15 main:574] : INFO : Epoch 2027 | loss: 0.00507959 | val_loss: 0.00489016 | Time: 1703.56 ms [2022-04-21 14:14:17 main:574] : INFO : Epoch 2028 | loss: 0.00507111 | val_loss: 0.0048954 | Time: 1762.39 ms [2022-04-21 14:14:18 main:574] : INFO : Epoch 2029 | loss: 0.00506927 | val_loss: 0.00489659 | Time: 1740.58 ms [2022-04-21 14:14:20 main:574] : INFO : Epoch 2030 | loss: 0.00507765 | val_loss: 0.00490049 | Time: 1714.18 ms [2022-04-21 14:14:22 main:574] : INFO : Epoch 2031 | loss: 0.00507541 | val_loss: 0.00489135 | Time: 1717.76 ms [2022-04-21 14:14:24 main:574] : INFO : Epoch 2032 | loss: 0.00506941 | val_loss: 0.00488559 | Time: 1763.13 ms [2022-04-21 14:14:25 main:574] : INFO : Epoch 2033 | loss: 0.00506601 | val_loss: 0.00488859 | Time: 1732.65 ms [2022-04-21 14:14:27 main:574] : INFO : Epoch 2034 | loss: 0.00506246 | val_loss: 0.00489279 | Time: 1753.23 ms [2022-04-21 14:14:29 main:574] : INFO : Epoch 2035 | loss: 0.00506539 | val_loss: 0.00488747 | Time: 1874.36 ms [2022-04-21 14:14:31 main:574] : INFO : Epoch 2036 | loss: 0.0050617 | val_loss: 0.00489448 | Time: 1744.78 ms [2022-04-21 14:14:33 main:574] : INFO : Epoch 2037 | loss: 0.00506369 | val_loss: 0.00488053 | Time: 1790.3 ms [2022-04-21 14:14:34 main:574] : INFO : Epoch 2038 | loss: 0.00506083 | val_loss: 0.00488125 | Time: 1727.37 ms [2022-04-21 14:14:36 main:574] : INFO : Epoch 2039 | loss: 0.00505861 | val_loss: 0.00488053 | Time: 1705.11 ms [2022-04-21 14:14:48 main:574] : INFO : Epoch 2040 | loss: 0.00505935 | val_loss: 0.00487926 | Time: 11902 ms [2022-04-21 14:14:50 main:574] : INFO : Epoch 2041 | loss: 0.00505894 | val_loss: 0.00487988 | Time: 1750.15 ms [2022-04-21 14:14:52 main:574] : INFO : Epoch 2042 | loss: 0.0050623 | val_loss: 0.00488432 | Time: 1734.75 ms [2022-04-21 14:14:53 main:574] : INFO : Epoch 2043 | loss: 0.00505815 | val_loss: 0.00487888 | Time: 1800.32 ms [2022-04-21 14:14:55 main:574] : INFO : Epoch 2044 | loss: 0.00505844 | val_loss: 0.0048787 | Time: 1739.19 ms [2022-04-21 14:14:57 main:574] : INFO : Epoch 2045 | loss: 0.00505965 | val_loss: 0.00488394 | Time: 1716.59 ms [2022-04-21 14:14:59 main:574] : INFO : Epoch 2046 | loss: 0.00506393 | val_loss: 0.00488554 | Time: 1728.64 ms [2022-04-21 14:15:00 main:574] : INFO : Epoch 2047 | loss: 0.0050589 | val_loss: 0.0048782 | Time: 1698.14 ms [2022-04-21 14:15:02 main:574] : INFO : Epoch 2048 | loss: 0.00505662 | val_loss: 0.0048782 | Time: 1718.34 ms [2022-04-21 14:15:02 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0048782 [2022-04-21 14:15:02 main:603] : INFO : Saving end state to config to file [2022-04-21 14:15:02 main:608] : INFO : Success, exiting.. 14:15:02 (22764): 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)