Task 9030421
| Name | ParityModified-1636179354-16286-2-0_0 |
| Workunit | 6481393 |
| Created | 18 Nov 2021, 20:08:45 UTC |
| Sent | 23 Nov 2021, 16:44:01 UTC |
| Report deadline | 1 Dec 2021, 16:44:01 UTC |
| Received | 24 Nov 2021, 0:56:19 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 16729 |
| Run time | 1 hours 10 min 45 sec |
| CPU time | 1 hours 8 min 50 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 8,141.80 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.80 (cuda10200) x86_64-pc-linux-gnu |
| Peak working set size | 2.33 GB |
| Peak swap size | 10.49 GB |
| Peak disk usage | 2.99 GB |
Stderr output
<core_client_version>7.16.14</core_client_version> <![CDATA[ <stderr_txt> n:581] : INFO : Epoch 1545 | loss: 0.0114928 | val_loss: 0.0113191 | Time: 2055.28 ms [2021-11-24 00:39:07 main:581] : INFO : Epoch 1546 | loss: 0.0115066 | val_loss: 0.0112696 | Time: 2021.33 ms [2021-11-24 00:39:09 main:581] : INFO : Epoch 1547 | loss: 0.0114567 | val_loss: 0.0112486 | Time: 2014.74 ms [2021-11-24 00:39:11 main:581] : INFO : Epoch 1548 | loss: 0.0114418 | val_loss: 0.0112546 | Time: 2027.62 ms [2021-11-24 00:39:13 main:581] : INFO : Epoch 1549 | loss: 0.0114432 | val_loss: 0.0112606 | Time: 2028.86 ms [2021-11-24 00:39:15 main:581] : INFO : Epoch 1550 | loss: 0.0115006 | val_loss: 0.0112382 | Time: 2032.28 ms [2021-11-24 00:39:17 main:581] : INFO : Epoch 1551 | loss: 0.0114211 | val_loss: 0.0112514 | Time: 2020.88 ms [2021-11-24 00:39:19 main:581] : INFO : Epoch 1552 | loss: 0.0114781 | val_loss: 0.0113113 | Time: 2005.29 ms [2021-11-24 00:39:21 main:581] : INFO : Epoch 1553 | loss: 0.011536 | val_loss: 0.0113129 | Time: 2014.88 ms [2021-11-24 00:39:23 main:581] : INFO : Epoch 1554 | loss: 0.0114792 | val_loss: 0.0112029 | Time: 2020.88 ms [2021-11-24 00:39:25 main:581] : INFO : Epoch 1555 | loss: 0.0115811 | val_loss: 0.0112961 | Time: 2031.96 ms [2021-11-24 00:39:27 main:581] : INFO : Epoch 1556 | loss: 0.0114294 | val_loss: 0.0111993 | Time: 2020.39 ms [2021-11-24 00:39:29 main:581] : INFO : Epoch 1557 | loss: 0.0113839 | val_loss: 0.0112118 | Time: 2005.86 ms [2021-11-24 00:39:31 main:581] : INFO : Epoch 1558 | loss: 0.0113759 | val_loss: 0.0111813 | Time: 2029.35 ms [2021-11-24 00:39:33 main:581] : INFO : Epoch 1559 | loss: 0.0113705 | val_loss: 0.011198 | Time: 2023.66 ms [2021-11-24 00:39:36 main:581] : INFO : Epoch 1560 | loss: 0.0113823 | val_loss: 0.011156 | Time: 2048.27 ms [2021-11-24 00:39:38 main:581] : INFO : Epoch 1561 | loss: 0.0113452 | val_loss: 0.0111466 | Time: 2065.22 ms [2021-11-24 00:39:40 main:581] : INFO : Epoch 1562 | loss: 0.0113388 | val_loss: 0.0111874 | Time: 2028.66 ms [2021-11-24 00:39:42 main:581] : INFO : Epoch 1563 | loss: 0.0113587 | val_loss: 0.0111875 | Time: 2022.24 ms [2021-11-24 00:39:44 main:581] : INFO : Epoch 1564 | loss: 0.0113525 | val_loss: 0.0111556 | Time: 2018.04 ms [2021-11-24 00:39:46 main:581] : INFO : Epoch 1565 | loss: 0.0113343 | val_loss: 0.0111572 | Time: 2043.43 ms [2021-11-24 00:39:48 main:581] : INFO : Epoch 1566 | loss: 0.0113385 | val_loss: 0.0111778 | Time: 1997.36 ms [2021-11-24 00:39:50 main:581] : INFO : Epoch 1567 | loss: 0.0113294 | val_loss: 0.011124 | Time: 2026.41 ms [2021-11-24 00:39:52 main:581] : INFO : Epoch 1568 | loss: 0.0113114 | val_loss: 0.0111441 | Time: 2035.1 ms [2021-11-24 00:39:54 main:581] : INFO : Epoch 1569 | loss: 0.0113075 | val_loss: 0.0111196 | Time: 2020.24 ms [2021-11-24 00:39:56 main:581] : INFO : Epoch 1570 | loss: 0.0113004 | val_loss: 0.0111277 | Time: 2022.6 ms [2021-11-24 00:39:58 main:581] : INFO : Epoch 1571 | loss: 0.0113304 | val_loss: 0.0111865 | Time: 2015.84 ms [2021-11-24 00:40:00 main:581] : INFO : Epoch 1572 | loss: 0.011336 | val_loss: 0.0111481 | Time: 1992.46 ms [2021-11-24 00:40:02 main:581] : INFO : Epoch 1573 | loss: 0.0112921 | val_loss: 0.011096 | Time: 2026.97 ms [2021-11-24 00:40:04 main:581] : INFO : Epoch 1574 | loss: 0.0113073 | val_loss: 0.011163 | Time: 2019.75 ms [2021-11-24 00:40:06 main:581] : INFO : Epoch 1575 | loss: 0.0112931 | val_loss: 0.011143 | Time: 2021.66 ms [2021-11-24 00:40:08 main:581] : INFO : Epoch 1576 | loss: 0.0114131 | val_loss: 0.011842 | Time: 2010.83 ms [2021-11-24 00:40:10 main:581] : INFO : Epoch 1577 | loss: 0.0116623 | val_loss: 0.0111923 | Time: 2043.17 ms [2021-11-24 00:40:12 main:581] : INFO : Epoch 1578 | loss: 0.0113895 | val_loss: 0.0111481 | Time: 2056.25 ms [2021-11-24 00:40:14 main:581] : INFO : Epoch 1579 | loss: 0.0113145 | val_loss: 0.0111553 | Time: 2019.99 ms [2021-11-24 00:40:16 main:581] : INFO : Epoch 1580 | loss: 0.0113016 | val_loss: 0.0110848 | Time: 2006.27 ms [2021-11-24 00:40:18 main:581] : INFO : Epoch 1581 | loss: 0.0112655 | val_loss: 0.0110808 | Time: 2024.72 ms [2021-11-24 00:40:20 main:581] : INFO : Epoch 1582 | loss: 0.0112778 | val_loss: 0.0110761 | Time: 2030.2 ms [2021-11-24 00:40:22 main:581] : INFO : Epoch 1583 | loss: 0.011262 | val_loss: 0.0110738 | Time: 2020.25 ms [2021-11-24 00:40:24 main:581] : INFO : Epoch 1584 | loss: 0.0112539 | val_loss: 0.0110634 | Time: 2006.4 ms [2021-11-24 00:40:26 main:581] : INFO : Epoch 1585 | loss: 0.0112546 | val_loss: 0.0110773 | Time: 2031.12 ms [2021-11-24 00:40:28 main:581] : INFO : Epoch 1586 | loss: 0.0112678 | val_loss: 0.0111243 | Time: 2028.13 ms [2021-11-24 00:40:30 main:581] : INFO : Epoch 1587 | loss: 0.011276 | val_loss: 0.0110946 | Time: 2019.33 ms [2021-11-24 00:40:32 main:581] : INFO : Epoch 1588 | loss: 0.0112777 | val_loss: 0.0110571 | Time: 2017.28 ms [2021-11-24 00:40:34 main:581] : INFO : Epoch 1589 | loss: 0.0112888 | val_loss: 0.0110979 | Time: 2020.52 ms [2021-11-24 00:40:36 main:581] : INFO : Epoch 1590 | loss: 0.0112775 | val_loss: 0.0110666 | Time: 2025.46 ms [2021-11-24 00:40:38 main:581] : INFO : Epoch 1591 | loss: 0.011258 | val_loss: 0.0110773 | Time: 2013.8 ms [2021-11-24 00:40:40 main:581] : INFO : Epoch 1592 | loss: 0.0112565 | val_loss: 0.0110524 | Time: 2034.45 ms [2021-11-24 00:40:42 main:581] : INFO : Epoch 1593 | loss: 0.0112416 | val_loss: 0.0110614 | Time: 2018.49 ms [2021-11-24 00:40:44 main:581] : INFO : Epoch 1594 | loss: 0.0112564 | val_loss: 0.0110792 | Time: 2042.33 ms [2021-11-24 00:40:46 main:581] : INFO : Epoch 1595 | loss: 0.0112578 | val_loss: 0.0110408 | Time: 2048.89 ms [2021-11-24 00:40:48 main:581] : INFO : Epoch 1596 | loss: 0.0112597 | val_loss: 0.0110587 | Time: 2046.96 ms [2021-11-24 00:40:50 main:581] : INFO : Epoch 1597 | loss: 0.011274 | val_loss: 0.0110905 | Time: 2033.55 ms [2021-11-24 00:40:53 main:581] : INFO : Epoch 1598 | loss: 0.0112617 | val_loss: 0.0110598 | Time: 2020.96 ms [2021-11-24 00:40:55 main:581] : INFO : Epoch 1599 | loss: 0.0112422 | val_loss: 0.0110873 | Time: 1998.67 ms [2021-11-24 00:40:57 main:581] : INFO : Epoch 1600 | loss: 0.0112587 | val_loss: 0.0110611 | Time: 2027.81 ms [2021-11-24 00:40:59 main:581] : INFO : Epoch 1601 | loss: 0.0112573 | val_loss: 0.0110815 | Time: 2020.15 ms [2021-11-24 00:41:01 main:581] : INFO : Epoch 1602 | loss: 0.0112558 | val_loss: 0.0111121 | Time: 2040.74 ms [2021-11-24 00:41:03 main:581] : INFO : Epoch 1603 | loss: 0.0112786 | val_loss: 0.011082 | Time: 2043.68 ms [2021-11-24 00:41:05 main:581] : INFO : Epoch 1604 | loss: 0.0112317 | val_loss: 0.0110431 | Time: 2030.32 ms [2021-11-24 00:41:07 main:581] : INFO : Epoch 1605 | loss: 0.0112372 | val_loss: 0.0110449 | Time: 2068 ms [2021-11-24 00:41:09 main:581] : INFO : Epoch 1606 | loss: 0.0112378 | val_loss: 0.0110577 | Time: 2019.73 ms [2021-11-24 00:41:11 main:581] : INFO : Epoch 1607 | loss: 0.0112344 | val_loss: 0.0110466 | Time: 2013.4 ms [2021-11-24 00:41:13 main:581] : INFO : Epoch 1608 | loss: 0.0112406 | val_loss: 0.0110244 | Time: 2021.6 ms [2021-11-24 00:41:15 main:581] : INFO : Epoch 1609 | loss: 0.0112422 | val_loss: 0.0110491 | Time: 2009.63 ms [2021-11-24 00:41:17 main:581] : INFO : Epoch 1610 | loss: 0.0112515 | val_loss: 0.011144 | Time: 2052.21 ms [2021-11-24 00:41:19 main:581] : INFO : Epoch 1611 | loss: 0.0113266 | val_loss: 0.0110449 | Time: 2030.33 ms [2021-11-24 00:41:21 main:581] : INFO : Epoch 1612 | loss: 0.0112769 | val_loss: 0.0110726 | Time: 2005.02 ms [2021-11-24 00:41:23 main:581] : INFO : Epoch 1613 | loss: 0.0112282 | val_loss: 0.0110096 | Time: 2018.81 ms [2021-11-24 00:41:25 main:581] : INFO : Epoch 1614 | loss: 0.0112244 | val_loss: 0.0111196 | Time: 2010.47 ms [2021-11-24 00:41:27 main:581] : INFO : Epoch 1615 | loss: 0.0112469 | val_loss: 0.0110416 | Time: 2025.26 ms [2021-11-24 00:41:29 main:581] : INFO : Epoch 1616 | loss: 0.0112232 | val_loss: 0.0110538 | Time: 2013.61 ms [2021-11-24 00:41:31 main:581] : INFO : Epoch 1617 | loss: 0.0112242 | val_loss: 0.0110279 | Time: 2023.06 ms [2021-11-24 00:41:33 main:581] : INFO : Epoch 1618 | loss: 0.0112062 | val_loss: 0.0110507 | Time: 2024.26 ms [2021-11-24 00:41:35 main:581] : INFO : Epoch 1619 | loss: 0.0112247 | val_loss: 0.011045 | Time: 2016.37 ms [2021-11-24 00:41:37 main:581] : INFO : Epoch 1620 | loss: 0.0112317 | val_loss: 0.0110054 | Time: 2015.94 ms [2021-11-24 00:41:39 main:581] : INFO : Epoch 1621 | loss: 0.0112665 | val_loss: 0.0111012 | Time: 2025.88 ms [2021-11-24 00:41:41 main:581] : INFO : Epoch 1622 | loss: 0.0112995 | val_loss: 0.0110363 | Time: 2021.27 ms [2021-11-24 00:41:43 main:581] : INFO : Epoch 1623 | loss: 0.0112325 | val_loss: 0.0110375 | Time: 2001.19 ms [2021-11-24 00:41:45 main:581] : INFO : Epoch 1624 | loss: 0.0112282 | val_loss: 0.011049 | Time: 2023.63 ms [2021-11-24 00:41:47 main:581] : INFO : Epoch 1625 | loss: 0.0112317 | val_loss: 0.0110591 | Time: 2025 ms [2021-11-24 00:41:49 main:581] : INFO : Epoch 1626 | loss: 0.0111984 | val_loss: 0.01101 | Time: 2055.64 ms [2021-11-24 00:41:51 main:581] : INFO : Epoch 1627 | loss: 0.0111867 | val_loss: 0.0110271 | Time: 2044.42 ms [2021-11-24 00:41:53 main:581] : INFO : Epoch 1628 | loss: 0.0111934 | val_loss: 0.0110079 | Time: 2026.41 ms [2021-11-24 00:41:55 main:581] : INFO : Epoch 1629 | loss: 0.011205 | val_loss: 0.0109912 | Time: 2022.5 ms [2021-11-24 00:41:57 main:581] : INFO : Epoch 1630 | loss: 0.0111878 | val_loss: 0.0109901 | Time: 2016.87 ms [2021-11-24 00:41:59 main:581] : INFO : Epoch 1631 | loss: 0.0111802 | val_loss: 0.0109941 | Time: 2026.99 ms [2021-11-24 00:42:01 main:581] : INFO : Epoch 1632 | loss: 0.0111911 | val_loss: 0.0110162 | Time: 2041.61 ms [2021-11-24 00:42:03 main:581] : INFO : Epoch 1633 | loss: 0.0112001 | val_loss: 0.0110064 | Time: 2016.43 ms [2021-11-24 00:42:05 main:581] : INFO : Epoch 1634 | loss: 0.0111866 | val_loss: 0.0109941 | Time: 2015.91 ms [2021-11-24 00:42:07 main:581] : INFO : Epoch 1635 | loss: 0.011182 | val_loss: 0.0110112 | Time: 2034.48 ms [2021-11-24 00:42:09 main:581] : INFO : Epoch 1636 | loss: 0.0112032 | val_loss: 0.0109791 | Time: 2016.8 ms [2021-11-24 00:42:11 main:581] : INFO : Epoch 1637 | loss: 0.0111782 | val_loss: 0.0109693 | Time: 2013.18 ms [2021-11-24 00:42:13 main:581] : INFO : Epoch 1638 | loss: 0.0111765 | val_loss: 0.0109794 | Time: 1999.32 ms [2021-11-24 00:42:16 main:581] : INFO : Epoch 1639 | loss: 0.0111892 | val_loss: 0.0110897 | Time: 2024.48 ms [2021-11-24 00:42:18 main:581] : INFO : Epoch 1640 | loss: 0.0112396 | val_loss: 0.0111276 | Time: 2014.15 ms [2021-11-24 00:42:20 main:581] : INFO : Epoch 1641 | loss: 0.0111992 | val_loss: 0.0110081 | Time: 2037.09 ms [2021-11-24 00:42:22 main:581] : INFO : Epoch 1642 | loss: 0.0111824 | val_loss: 0.0110825 | Time: 2033.91 ms [2021-11-24 00:42:24 main:581] : INFO : Epoch 1643 | loss: 0.0111906 | val_loss: 0.0109705 | Time: 2070.84 ms [2021-11-24 00:42:26 main:581] : INFO : Epoch 1644 | loss: 0.0111731 | val_loss: 0.0109885 | Time: 2035.67 ms [2021-11-24 00:42:28 main:581] : INFO : Epoch 1645 | loss: 0.0111888 | val_loss: 0.0109864 | Time: 2043.29 ms [2021-11-24 00:42:30 main:581] : INFO : Epoch 1646 | loss: 0.0112024 | val_loss: 0.0110295 | Time: 2048.12 ms [2021-11-24 00:42:32 main:581] : INFO : Epoch 1647 | loss: 0.0112444 | val_loss: 0.0110112 | Time: 2018.35 ms [2021-11-24 00:42:34 main:581] : INFO : Epoch 1648 | loss: 0.0112245 | val_loss: 0.0110078 | Time: 2023.95 ms [2021-11-24 00:42:36 main:581] : INFO : Epoch 1649 | loss: 0.0111983 | val_loss: 0.01097 | Time: 2032.42 ms [2021-11-24 00:42:38 main:581] : INFO : Epoch 1650 | loss: 0.0111727 | val_loss: 0.0109774 | Time: 2016.88 ms [2021-11-24 00:42:40 main:581] : INFO : Epoch 1651 | loss: 0.0111724 | val_loss: 0.0109543 | Time: 2017.87 ms [2021-11-24 00:42:42 main:581] : INFO : Epoch 1652 | loss: 0.0111807 | val_loss: 0.0110003 | Time: 2004.73 ms [2021-11-24 00:42:44 main:581] : INFO : Epoch 1653 | loss: 0.0111916 | val_loss: 0.0109901 | Time: 2017.39 ms [2021-11-24 00:42:46 main:581] : INFO : Epoch 1654 | loss: 0.0111819 | val_loss: 0.0109798 | Time: 2002.66 ms [2021-11-24 00:42:48 main:581] : INFO : Epoch 1655 | loss: 0.0111506 | val_loss: 0.0109559 | Time: 2012.42 ms [2021-11-24 00:42:50 main:581] : INFO : Epoch 1656 | loss: 0.0111484 | val_loss: 0.0109492 | Time: 2005.99 ms [2021-11-24 00:42:52 main:581] : INFO : Epoch 1657 | loss: 0.0111797 | val_loss: 0.0110151 | Time: 2032.15 ms [2021-11-24 00:42:54 main:581] : INFO : Epoch 1658 | loss: 0.0111759 | val_loss: 0.0109939 | Time: 2023.89 ms [2021-11-24 00:42:56 main:581] : INFO : Epoch 1659 | loss: 0.0111912 | val_loss: 0.0109765 | Time: 2042.44 ms [2021-11-24 00:42:58 main:581] : INFO : Epoch 1660 | loss: 0.0111895 | val_loss: 0.0109712 | Time: 2041.03 ms [2021-11-24 00:43:00 main:581] : INFO : Epoch 1661 | loss: 0.0111903 | val_loss: 0.0110619 | Time: 2034.46 ms [2021-11-24 00:43:02 main:581] : INFO : Epoch 1662 | loss: 0.0111732 | val_loss: 0.0109503 | Time: 2007.5 ms [2021-11-24 00:43:04 main:581] : INFO : Epoch 1663 | loss: 0.011147 | val_loss: 0.0109513 | Time: 2005.36 ms [2021-11-24 00:43:06 main:581] : INFO : Epoch 1664 | loss: 0.0111485 | val_loss: 0.0109442 | Time: 2049.05 ms [2021-11-24 00:43:08 main:581] : INFO : Epoch 1665 | loss: 0.0111482 | val_loss: 0.0110519 | Time: 2014.37 ms [2021-11-24 00:43:10 main:581] : INFO : Epoch 1666 | loss: 0.0112119 | val_loss: 0.0110665 | Time: 2003.52 ms [2021-11-24 00:43:12 main:581] : INFO : Epoch 1667 | loss: 0.0112586 | val_loss: 0.0110439 | Time: 2002.35 ms [2021-11-24 00:43:14 main:581] : INFO : Epoch 1668 | loss: 0.0111697 | val_loss: 0.0109653 | Time: 2010.71 ms [2021-11-24 00:43:16 main:581] : INFO : Epoch 1669 | loss: 0.0111466 | val_loss: 0.0109537 | Time: 2005.07 ms [2021-11-24 00:43:18 main:581] : INFO : Epoch 1670 | loss: 0.0111405 | val_loss: 0.0110029 | Time: 2016.46 ms [2021-11-24 00:43:20 main:581] : INFO : Epoch 1671 | loss: 0.0111471 | val_loss: 0.0109434 | Time: 2030.72 ms [2021-11-24 00:43:22 main:581] : INFO : Epoch 1672 | loss: 0.0111414 | val_loss: 0.0109318 | Time: 2020.12 ms [2021-11-24 00:43:24 main:581] : INFO : Epoch 1673 | loss: 0.0111532 | val_loss: 0.0109519 | Time: 2021.79 ms [2021-11-24 00:43:26 main:581] : INFO : Epoch 1674 | loss: 0.0111554 | val_loss: 0.0109417 | Time: 2024.98 ms [2021-11-24 00:43:28 main:581] : INFO : Epoch 1675 | loss: 0.0111424 | val_loss: 0.0109549 | Time: 2045.42 ms [2021-11-24 00:43:30 main:581] : INFO : Epoch 1676 | loss: 0.0111388 | val_loss: 0.0109487 | Time: 2035.83 ms [2021-11-24 00:43:32 main:581] : INFO : Epoch 1677 | loss: 0.011137 | val_loss: 0.0109625 | Time: 2026.33 ms [2021-11-24 00:43:34 main:581] : INFO : Epoch 1678 | loss: 0.0111843 | val_loss: 0.0109598 | Time: 2020.33 ms [2021-11-24 00:43:36 main:581] : INFO : Epoch 1679 | loss: 0.0111397 | val_loss: 0.0109699 | Time: 2029.71 ms [2021-11-24 00:43:39 main:581] : INFO : Epoch 1680 | loss: 0.0111402 | val_loss: 0.0109249 | Time: 2034.68 ms [2021-11-24 00:43:41 main:581] : INFO : Epoch 1681 | loss: 0.0111264 | val_loss: 0.0109318 | Time: 2018.24 ms [2021-11-24 00:43:43 main:581] : INFO : Epoch 1682 | loss: 0.0111574 | val_loss: 0.0110256 | Time: 2009.39 ms [2021-11-24 00:43:45 main:581] : INFO : Epoch 1683 | loss: 0.0111459 | val_loss: 0.0109485 | Time: 2053.1 ms [2021-11-24 00:43:47 main:581] : INFO : Epoch 1684 | loss: 0.0111278 | val_loss: 0.0109204 | Time: 2005.43 ms [2021-11-24 00:43:49 main:581] : INFO : Epoch 1685 | loss: 0.0111375 | val_loss: 0.0109496 | Time: 2042.02 ms [2021-11-24 00:43:51 main:581] : INFO : Epoch 1686 | loss: 0.0111297 | val_loss: 0.0109303 | Time: 2024.67 ms [2021-11-24 00:43:53 main:581] : INFO : Epoch 1687 | loss: 0.0111341 | val_loss: 0.0109595 | Time: 2005.32 ms [2021-11-24 00:43:55 main:581] : INFO : Epoch 1688 | loss: 0.0111279 | val_loss: 0.0109138 | Time: 2003.61 ms [2021-11-24 00:43:57 main:581] : INFO : Epoch 1689 | loss: 0.0111266 | val_loss: 0.0109322 | Time: 2050.05 ms [2021-11-24 00:43:59 main:581] : INFO : Epoch 1690 | loss: 0.0111364 | val_loss: 0.0109236 | Time: 2004.48 ms [2021-11-24 00:44:01 main:581] : INFO : Epoch 1691 | loss: 0.0111415 | val_loss: 0.0109698 | Time: 2044.95 ms [2021-11-24 00:44:03 main:581] : INFO : Epoch 1692 | loss: 0.0111381 | val_loss: 0.0110223 | Time: 2049.57 ms [2021-11-24 00:44:05 main:581] : INFO : Epoch 1693 | loss: 0.0111695 | val_loss: 0.010943 | Time: 2025.47 ms [2021-11-24 00:44:07 main:581] : INFO : Epoch 1694 | loss: 0.0111389 | val_loss: 0.0109338 | Time: 2030.09 ms [2021-11-24 00:44:09 main:581] : INFO : Epoch 1695 | loss: 0.0111275 | val_loss: 0.0109607 | Time: 2004.98 ms [2021-11-24 00:44:11 main:581] : INFO : Epoch 1696 | loss: 0.0112427 | val_loss: 0.0109566 | Time: 2024.46 ms [2021-11-24 00:44:13 main:581] : INFO : Epoch 1697 | loss: 0.0111758 | val_loss: 0.0110135 | Time: 2010.49 ms [2021-11-24 00:44:15 main:581] : INFO : Epoch 1698 | loss: 0.0111815 | val_loss: 0.0109596 | Time: 2013.32 ms [2021-11-24 00:44:17 main:581] : INFO : Epoch 1699 | loss: 0.0111794 | val_loss: 0.0109438 | Time: 2014.81 ms [2021-11-24 00:44:19 main:581] : INFO : Epoch 1700 | loss: 0.0111339 | val_loss: 0.0109475 | Time: 2014.14 ms [2021-11-24 00:44:21 main:581] : INFO : Epoch 1701 | loss: 0.0111144 | val_loss: 0.0109064 | Time: 2036.25 ms [2021-11-24 00:44:23 main:581] : INFO : Epoch 1702 | loss: 0.0110997 | val_loss: 0.0109042 | Time: 2012.62 ms [2021-11-24 00:44:25 main:581] : INFO : Epoch 1703 | loss: 0.0111084 | val_loss: 0.010935 | Time: 2007.28 ms [2021-11-24 00:44:27 main:581] : INFO : Epoch 1704 | loss: 0.011149 | val_loss: 0.010944 | Time: 2037.01 ms [2021-11-24 00:44:29 main:581] : INFO : Epoch 1705 | loss: 0.0111791 | val_loss: 0.0109766 | Time: 2030.01 ms [2021-11-24 00:44:31 main:581] : INFO : Epoch 1706 | loss: 0.0111547 | val_loss: 0.0109901 | Time: 2028.86 ms [2021-11-24 00:44:33 main:581] : INFO : Epoch 1707 | loss: 0.0111135 | val_loss: 0.0109267 | Time: 2015.41 ms [2021-11-24 00:44:35 main:581] : INFO : Epoch 1708 | loss: 0.0111 | val_loss: 0.0108956 | Time: 2059.2 ms [2021-11-24 00:44:37 main:581] : INFO : Epoch 1709 | loss: 0.0110964 | val_loss: 0.0109248 | Time: 2027 ms [2021-11-24 00:44:39 main:581] : INFO : Epoch 1710 | loss: 0.0111108 | val_loss: 0.010903 | Time: 2024.05 ms [2021-11-24 00:44:41 main:581] : INFO : Epoch 1711 | loss: 0.0111009 | val_loss: 0.0109622 | Time: 2028.69 ms [2021-11-24 00:44:43 main:581] : INFO : Epoch 1712 | loss: 0.0111438 | val_loss: 0.0109674 | Time: 2018.47 ms [2021-11-24 00:44:45 main:581] : INFO : Epoch 1713 | loss: 0.0110915 | val_loss: 0.0108938 | Time: 2031.37 ms [2021-11-24 00:44:47 main:581] : INFO : Epoch 1714 | loss: 0.0110994 | val_loss: 0.0108869 | Time: 2027.47 ms [2021-11-24 00:44:49 main:581] : INFO : Epoch 1715 | loss: 0.0110893 | val_loss: 0.0109274 | Time: 2023.38 ms [2021-11-24 00:44:51 main:581] : INFO : Epoch 1716 | loss: 0.0110882 | val_loss: 0.0108872 | Time: 2023.55 ms [2021-11-24 00:44:53 main:581] : INFO : Epoch 1717 | loss: 0.0110951 | val_loss: 0.0109603 | Time: 2013.24 ms [2021-11-24 00:44:55 main:581] : INFO : Epoch 1718 | loss: 0.0111165 | val_loss: 0.0108855 | Time: 2028.49 ms [2021-11-24 00:44:57 main:581] : INFO : Epoch 1719 | loss: 0.0110951 | val_loss: 0.010889 | Time: 2013.95 ms [2021-11-24 00:44:59 main:581] : INFO : Epoch 1720 | loss: 0.0111042 | val_loss: 0.0109156 | Time: 2021.41 ms [2021-11-24 00:45:02 main:581] : INFO : Epoch 1721 | loss: 0.0111021 | val_loss: 0.0109089 | Time: 2031.26 ms [2021-11-24 00:45:04 main:581] : INFO : Epoch 1722 | loss: 0.0111161 | val_loss: 0.0109213 | Time: 2025.62 ms [2021-11-24 00:45:06 main:581] : INFO : Epoch 1723 | loss: 0.011114 | val_loss: 0.0110579 | Time: 2037.92 ms [2021-11-24 00:45:08 main:581] : INFO : Epoch 1724 | loss: 0.0111779 | val_loss: 0.0109192 | Time: 2049.82 ms [2021-11-24 00:45:10 main:581] : INFO : Epoch 1725 | loss: 0.0111224 | val_loss: 0.0108931 | Time: 2047.63 ms [2021-11-24 00:45:12 main:581] : INFO : Epoch 1726 | loss: 0.0111039 | val_loss: 0.0108911 | Time: 2014.88 ms [2021-11-24 00:45:14 main:581] : INFO : Epoch 1727 | loss: 0.0110849 | val_loss: 0.0109476 | Time: 2020.9 ms [2021-11-24 00:45:16 main:581] : INFO : Epoch 1728 | loss: 0.011104 | val_loss: 0.0108801 | Time: 2018.69 ms [2021-11-24 00:45:18 main:581] : INFO : Epoch 1729 | loss: 0.0111333 | val_loss: 0.0109328 | Time: 2011.09 ms [2021-11-24 00:45:20 main:581] : INFO : Epoch 1730 | loss: 0.0110881 | val_loss: 0.010914 | Time: 2009.81 ms [2021-11-24 00:45:22 main:581] : INFO : Epoch 1731 | loss: 0.0110987 | val_loss: 0.0108764 | Time: 2002.94 ms [2021-11-24 00:45:24 main:581] : INFO : Epoch 1732 | loss: 0.0110925 | val_loss: 0.0109716 | Time: 1987.06 ms [2021-11-24 00:45:26 main:581] : INFO : Epoch 1733 | loss: 0.0111903 | val_loss: 0.0109678 | Time: 2019.57 ms [2021-11-24 00:45:28 main:581] : INFO : Epoch 1734 | loss: 0.011126 | val_loss: 0.0109416 | Time: 2018.55 ms [2021-11-24 00:45:30 main:581] : INFO : Epoch 1735 | loss: 0.0110888 | val_loss: 0.0108841 | Time: 2020.55 ms [2021-11-24 00:45:32 main:581] : INFO : Epoch 1736 | loss: 0.0110804 | val_loss: 0.0108741 | Time: 2023.57 ms [2021-11-24 00:45:34 main:581] : INFO : Epoch 1737 | loss: 0.0110565 | val_loss: 0.0108665 | Time: 2005.54 ms [2021-11-24 00:45:36 main:581] : INFO : Epoch 1738 | loss: 0.0110557 | val_loss: 0.0108905 | Time: 2017.56 ms [2021-11-24 00:45:38 main:581] : INFO : Epoch 1739 | loss: 0.0110883 | val_loss: 0.0109144 | Time: 2018.36 ms [2021-11-24 00:45:40 main:581] : INFO : Epoch 1740 | loss: 0.0110608 | val_loss: 0.0108618 | Time: 2016.1 ms [2021-11-24 00:45:42 main:581] : INFO : Epoch 1741 | loss: 0.0110518 | val_loss: 0.0108611 | Time: 2038.69 ms [2021-11-24 00:45:44 main:581] : INFO : Epoch 1742 | loss: 0.0110594 | val_loss: 0.010863 | Time: 2009.92 ms [2021-11-24 00:45:46 main:581] : INFO : Epoch 1743 | loss: 0.0110681 | val_loss: 0.0108643 | Time: 2008.29 ms [2021-11-24 00:45:48 main:581] : INFO : Epoch 1744 | loss: 0.0110555 | val_loss: 0.0108622 | Time: 2038.84 ms [2021-11-24 00:45:50 main:581] : INFO : Epoch 1745 | loss: 0.0110566 | val_loss: 0.0108658 | Time: 2028.42 ms [2021-11-24 00:45:52 main:581] : INFO : Epoch 1746 | loss: 0.0110495 | val_loss: 0.0108977 | Time: 2020.03 ms [2021-11-24 00:45:54 main:581] : INFO : Epoch 1747 | loss: 0.0110541 | val_loss: 0.0108611 | Time: 2011.63 ms [2021-11-24 00:45:56 main:581] : INFO : Epoch 1748 | loss: 0.011045 | val_loss: 0.0108539 | Time: 1999.75 ms [2021-11-24 00:45:58 main:581] : INFO : Epoch 1749 | loss: 0.0110585 | val_loss: 0.0109061 | Time: 2011.99 ms [2021-11-24 00:46:00 main:581] : INFO : Epoch 1750 | loss: 0.0110655 | val_loss: 0.0108622 | Time: 2024.37 ms [2021-11-24 00:46:02 main:581] : INFO : Epoch 1751 | loss: 0.0110512 | val_loss: 0.010893 | Time: 2029.65 ms [2021-11-24 00:46:04 main:581] : INFO : Epoch 1752 | loss: 0.0110755 | val_loss: 0.0108821 | Time: 2028.18 ms [2021-11-24 00:46:06 main:581] : INFO : Epoch 1753 | loss: 0.0110673 | val_loss: 0.0108692 | Time: 2020.25 ms [2021-11-24 00:46:08 main:581] : INFO : Epoch 1754 | loss: 0.0110705 | val_loss: 0.0108625 | Time: 2008.78 ms [2021-11-24 00:46:10 main:581] : INFO : Epoch 1755 | loss: 0.0110666 | val_loss: 0.010868 | Time: 2024.44 ms [2021-11-24 00:46:12 main:581] : INFO : Epoch 1756 | loss: 0.0110478 | val_loss: 0.0108718 | Time: 2011.88 ms [2021-11-24 00:46:14 main:581] : INFO : Epoch 1757 | loss: 0.0110827 | val_loss: 0.0109683 | Time: 2058.35 ms [2021-11-24 00:46:16 main:581] : INFO : Epoch 1758 | loss: 0.0111179 | val_loss: 0.0108816 | Time: 2038.43 ms [2021-11-24 00:46:18 main:581] : INFO : Epoch 1759 | loss: 0.0110487 | val_loss: 0.0108445 | Time: 2030.87 ms [2021-11-24 00:46:20 main:581] : INFO : Epoch 1760 | loss: 0.0110469 | val_loss: 0.0108601 | Time: 2027.32 ms [2021-11-24 00:46:22 main:581] : INFO : Epoch 1761 | loss: 0.0110427 | val_loss: 0.0108889 | Time: 2016.59 ms [2021-11-24 00:46:24 main:581] : INFO : Epoch 1762 | loss: 0.0110696 | val_loss: 0.010863 | Time: 2013.4 ms [2021-11-24 00:46:26 main:581] : INFO : Epoch 1763 | loss: 0.0110944 | val_loss: 0.0108825 | Time: 2026.66 ms [2021-11-24 00:46:28 main:581] : INFO : Epoch 1764 | loss: 0.0110467 | val_loss: 0.0108389 | Time: 2027.82 ms [2021-11-24 00:46:30 main:581] : INFO : Epoch 1765 | loss: 0.011036 | val_loss: 0.0108436 | Time: 2039.73 ms [2021-11-24 00:46:33 main:581] : INFO : Epoch 1766 | loss: 0.0110379 | val_loss: 0.0108418 | Time: 2027.73 ms [2021-11-24 00:46:35 main:581] : INFO : Epoch 1767 | loss: 0.0110566 | val_loss: 0.0109299 | Time: 2018.64 ms [2021-11-24 00:46:37 main:581] : INFO : Epoch 1768 | loss: 0.0110896 | val_loss: 0.0109686 | Time: 2029.73 ms [2021-11-24 00:46:39 main:581] : INFO : Epoch 1769 | loss: 0.0111117 | val_loss: 0.0109686 | Time: 2035.81 ms [2021-11-24 00:46:41 main:581] : INFO : Epoch 1770 | loss: 0.0110889 | val_loss: 0.0108668 | Time: 2017.13 ms [2021-11-24 00:46:43 main:581] : INFO : Epoch 1771 | loss: 0.0110473 | val_loss: 0.0108783 | Time: 2021.92 ms [2021-11-24 00:46:45 main:581] : INFO : Epoch 1772 | loss: 0.0110498 | val_loss: 0.0109429 | Time: 2026.73 ms [2021-11-24 00:46:47 main:581] : INFO : Epoch 1773 | loss: 0.0111225 | val_loss: 0.0108628 | Time: 2039.1 ms [2021-11-24 00:46:49 main:581] : INFO : Epoch 1774 | loss: 0.0110732 | val_loss: 0.0108731 | Time: 2022.9 ms [2021-11-24 00:46:51 main:581] : INFO : Epoch 1775 | loss: 0.0110434 | val_loss: 0.010843 | Time: 2031.51 ms [2021-11-24 00:46:53 main:581] : INFO : Epoch 1776 | loss: 0.0110561 | val_loss: 0.0108666 | Time: 2016.28 ms [2021-11-24 00:46:55 main:581] : INFO : Epoch 1777 | loss: 0.0110656 | val_loss: 0.0108416 | Time: 2023.75 ms [2021-11-24 00:46:57 main:581] : INFO : Epoch 1778 | loss: 0.0110386 | val_loss: 0.0108326 | Time: 2003.32 ms [2021-11-24 00:46:59 main:581] : INFO : Epoch 1779 | loss: 0.0122176 | val_loss: 0.0258143 | Time: 2018.08 ms [2021-11-24 00:47:01 main:581] : INFO : Epoch 1780 | loss: 0.0268103 | val_loss: 0.0242423 | Time: 2001.99 ms [2021-11-24 00:47:03 main:581] : INFO : Epoch 1781 | loss: 0.0232359 | val_loss: 0.0227502 | Time: 2011.97 ms [2021-11-24 00:47:05 main:581] : INFO : Epoch 1782 | loss: 0.0227058 | val_loss: 0.0224969 | Time: 2016.26 ms [2021-11-24 00:47:07 main:581] : INFO : Epoch 1783 | loss: 0.0226059 | val_loss: 0.0224772 | Time: 2041.42 ms [2021-11-24 00:47:09 main:581] : INFO : Epoch 1784 | loss: 0.022584 | val_loss: 0.0224486 | Time: 2027.59 ms [2021-11-24 00:47:11 main:581] : INFO : Epoch 1785 | loss: 0.0225695 | val_loss: 0.0224386 | Time: 2019.63 ms [2021-11-24 00:47:13 main:581] : INFO : Epoch 1786 | loss: 0.0225633 | val_loss: 0.0224636 | Time: 2003.11 ms [2021-11-24 00:47:15 main:581] : INFO : Epoch 1787 | loss: 0.0225666 | val_loss: 0.0224412 | Time: 2020.29 ms [2021-11-24 00:47:17 main:581] : INFO : Epoch 1788 | loss: 0.0225527 | val_loss: 0.0224245 | Time: 2013.11 ms [2021-11-24 00:47:19 main:581] : INFO : Epoch 1789 | loss: 0.0225395 | val_loss: 0.0223877 | Time: 2004.24 ms [2021-11-24 00:47:21 main:581] : INFO : Epoch 1790 | loss: 0.0225022 | val_loss: 0.0223679 | Time: 2047.06 ms [2021-11-24 00:47:23 main:581] : INFO : Epoch 1791 | loss: 0.0224868 | val_loss: 0.0223644 | Time: 2034.03 ms [2021-11-24 00:47:25 main:581] : INFO : Epoch 1792 | loss: 0.02237 | val_loss: 0.0210548 | Time: 2016.44 ms [2021-11-24 00:47:27 main:581] : INFO : Epoch 1793 | loss: 0.0184216 | val_loss: 0.013777 | Time: 2025.4 ms [2021-11-24 00:47:29 main:581] : INFO : Epoch 1794 | loss: 0.0133998 | val_loss: 0.0123733 | Time: 2015.37 ms [2021-11-24 00:47:31 main:581] : INFO : Epoch 1795 | loss: 0.0123982 | val_loss: 0.0120521 | Time: 2043.22 ms [2021-11-24 00:47:33 main:581] : INFO : Epoch 1796 | loss: 0.0121829 | val_loss: 0.0118961 | Time: 2021.83 ms [2021-11-24 00:47:35 main:581] : INFO : Epoch 1797 | loss: 0.0120624 | val_loss: 0.0117923 | Time: 2030.57 ms [2021-11-24 00:47:37 main:581] : INFO : Epoch 1798 | loss: 0.0119458 | val_loss: 0.0116 | Time: 2026.07 ms [2021-11-24 00:47:39 main:581] : INFO : Epoch 1799 | loss: 0.0118044 | val_loss: 0.0114399 | Time: 2020.46 ms [2021-11-24 00:47:41 main:581] : INFO : Epoch 1800 | loss: 0.0115971 | val_loss: 0.0108724 | Time: 2025.05 ms [2021-11-24 00:47:43 main:581] : INFO : Epoch 1801 | loss: 0.00922016 | val_loss: 0.00662115 | Time: 2014.1 ms [2021-11-24 00:47:45 main:581] : INFO : Epoch 1802 | loss: 0.00694904 | val_loss: 0.00567011 | Time: 2016.35 ms [2021-11-24 00:47:47 main:581] : INFO : Epoch 1803 | loss: 0.00472244 | val_loss: 0.00407802 | Time: 2017.68 ms [2021-11-24 00:47:49 main:581] : INFO : Epoch 1804 | loss: 0.00364163 | val_loss: 0.00326245 | Time: 2048.57 ms [2021-11-24 00:47:51 main:581] : INFO : Epoch 1805 | loss: 0.00308556 | val_loss: 0.0027992 | Time: 2042.46 ms [2021-11-24 00:47:53 main:581] : INFO : Epoch 1806 | loss: 0.00280892 | val_loss: 0.00261298 | Time: 2049.8 ms [2021-11-24 00:47:56 main:581] : INFO : Epoch 1807 | loss: 0.00269465 | val_loss: 0.00238312 | Time: 2026.17 ms [2021-11-24 00:47:58 main:581] : INFO : Epoch 1808 | loss: 0.00238209 | val_loss: 0.00222874 | Time: 2025.79 ms [2021-11-24 00:48:00 main:581] : INFO : Epoch 1809 | loss: 0.00240678 | val_loss: 0.00287997 | Time: 2015.21 ms [2021-11-24 00:48:02 main:581] : INFO : Epoch 1810 | loss: 0.00240964 | val_loss: 0.00233271 | Time: 2031.62 ms [2021-11-24 00:48:04 main:581] : INFO : Epoch 1811 | loss: 0.00175373 | val_loss: 0.00169266 | Time: 2013.26 ms [2021-11-24 00:48:06 main:581] : INFO : Epoch 1812 | loss: 0.00156741 | val_loss: 0.00141638 | Time: 2058.39 ms [2021-11-24 00:48:08 main:581] : INFO : Epoch 1813 | loss: 0.00143059 | val_loss: 0.00136117 | Time: 2011.2 ms [2021-11-24 00:48:10 main:581] : INFO : Epoch 1814 | loss: 0.0013648 | val_loss: 0.00132149 | Time: 2049.76 ms [2021-11-24 00:48:12 main:581] : INFO : Epoch 1815 | loss: 0.00133386 | val_loss: 0.00129357 | Time: 2012.37 ms [2021-11-24 00:48:14 main:581] : INFO : Epoch 1816 | loss: 0.00130681 | val_loss: 0.00127316 | Time: 2010.65 ms [2021-11-24 00:48:16 main:581] : INFO : Epoch 1817 | loss: 0.00128378 | val_loss: 0.00125963 | Time: 2009.98 ms [2021-11-24 00:48:18 main:581] : INFO : Epoch 1818 | loss: 0.00127006 | val_loss: 0.001248 | Time: 2001.76 ms [2021-11-24 00:48:20 main:581] : INFO : Epoch 1819 | loss: 0.00125862 | val_loss: 0.00124132 | Time: 2009.38 ms [2021-11-24 00:48:22 main:581] : INFO : Epoch 1820 | loss: 0.00125991 | val_loss: 0.00122771 | Time: 2009.21 ms [2021-11-24 00:48:24 main:581] : INFO : Epoch 1821 | loss: 0.0012342 | val_loss: 0.00121325 | Time: 2005.25 ms [2021-11-24 00:48:26 main:581] : INFO : Epoch 1822 | loss: 0.00123089 | val_loss: 0.00124997 | Time: 2036.82 ms [2021-11-24 00:48:28 main:581] : INFO : Epoch 1823 | loss: 0.00124725 | val_loss: 0.00124646 | Time: 2037.78 ms [2021-11-24 00:48:30 main:581] : INFO : Epoch 1824 | loss: 0.00121907 | val_loss: 0.00118264 | Time: 2029.13 ms [2021-11-24 00:48:32 main:581] : INFO : Epoch 1825 | loss: 0.00119804 | val_loss: 0.00118624 | Time: 2028.79 ms [2021-11-24 00:48:34 main:581] : INFO : Epoch 1826 | loss: 0.00119888 | val_loss: 0.00120847 | Time: 2026.38 ms [2021-11-24 00:48:36 main:581] : INFO : Epoch 1827 | loss: 0.00119831 | val_loss: 0.00116679 | Time: 2027.11 ms [2021-11-24 00:48:38 main:581] : INFO : Epoch 1828 | loss: 0.00117517 | val_loss: 0.00115481 | Time: 2031.56 ms [2021-11-24 00:48:40 main:581] : INFO : Epoch 1829 | loss: 0.00116281 | val_loss: 0.00114115 | Time: 2013 ms [2021-11-24 00:48:42 main:581] : INFO : Epoch 1830 | loss: 0.00114077 | val_loss: 0.00110322 | Time: 2012.85 ms [2021-11-24 00:48:44 main:581] : INFO : Epoch 1831 | loss: 0.00110914 | val_loss: 0.00110625 | Time: 2014.78 ms [2021-11-24 00:48:46 main:581] : INFO : Epoch 1832 | loss: 0.00109235 | val_loss: 0.00110734 | Time: 2020.63 ms [2021-11-24 00:48:48 main:581] : INFO : Epoch 1833 | loss: 0.00118517 | val_loss: 0.00104213 | Time: 2003.46 ms [2021-11-24 00:48:50 main:581] : INFO : Epoch 1834 | loss: 0.00106609 | val_loss: 0.00104063 | Time: 2031.04 ms [2021-11-24 00:48:52 main:581] : INFO : Epoch 1835 | loss: 0.00103426 | val_loss: 0.00102192 | Time: 2042.08 ms [2021-11-24 00:48:54 main:581] : INFO : Epoch 1836 | loss: 0.00104977 | val_loss: 0.00101915 | Time: 2015.76 ms [2021-11-24 00:48:56 main:581] : INFO : Epoch 1837 | loss: 0.00103363 | val_loss: 0.000993649 | Time: 2018.65 ms [2021-11-24 00:48:58 main:581] : INFO : Epoch 1838 | loss: 0.00100517 | val_loss: 0.000991071 | Time: 2037.48 ms [2021-11-24 00:49:00 main:581] : INFO : Epoch 1839 | loss: 0.00100713 | val_loss: 0.000983339 | Time: 2045.25 ms [2021-11-24 00:49:02 main:581] : INFO : Epoch 1840 | loss: 0.00100118 | val_loss: 0.00099471 | Time: 2023.56 ms [2021-11-24 00:49:04 main:581] : INFO : Epoch 1841 | loss: 0.000984597 | val_loss: 0.000981858 | Time: 2026.05 ms [2021-11-24 00:49:06 main:581] : INFO : Epoch 1842 | loss: 0.00099637 | val_loss: 0.000981675 | Time: 2049.94 ms [2021-11-24 00:49:08 main:581] : INFO : Epoch 1843 | loss: 0.000991442 | val_loss: 0.000971034 | Time: 2027.2 ms [2021-11-24 00:49:10 main:581] : INFO : Epoch 1844 | loss: 0.000983245 | val_loss: 0.00109491 | Time: 2012.79 ms [2021-11-24 00:49:12 main:581] : INFO : Epoch 1845 | loss: 0.00147405 | val_loss: 0.00115524 | Time: 2031.18 ms [2021-11-24 00:49:14 main:581] : INFO : Epoch 1846 | loss: 0.00172871 | val_loss: 0.00144208 | Time: 2013.92 ms [2021-11-24 00:49:16 main:581] : INFO : Epoch 1847 | loss: 0.00123392 | val_loss: 0.00106647 | Time: 2017.73 ms [2021-11-24 00:49:18 main:581] : INFO : Epoch 1848 | loss: 0.00103462 | val_loss: 0.000984603 | Time: 2026.74 ms [2021-11-24 00:49:21 main:581] : INFO : Epoch 1849 | loss: 0.000971651 | val_loss: 0.000953273 | Time: 2013.3 ms [2021-11-24 00:49:23 main:581] : INFO : Epoch 1850 | loss: 0.000957148 | val_loss: 0.000957103 | Time: 2003.87 ms [2021-11-24 00:49:25 main:581] : INFO : Epoch 1851 | loss: 0.000952937 | val_loss: 0.000947879 | Time: 2009.36 ms [2021-11-24 00:49:27 main:581] : INFO : Epoch 1852 | loss: 0.000946992 | val_loss: 0.000940806 | Time: 2043.56 ms [2021-11-24 00:49:29 main:581] : INFO : Epoch 1853 | loss: 0.00094059 | val_loss: 0.000930184 | Time: 2026.67 ms [2021-11-24 00:49:31 main:581] : INFO : Epoch 1854 | loss: 0.00093691 | val_loss: 0.000928597 | Time: 2005.3 ms [2021-11-24 00:49:33 main:581] : INFO : Epoch 1855 | loss: 0.000939235 | val_loss: 0.000932045 | Time: 2049.4 ms [2021-11-24 00:49:35 main:581] : INFO : Epoch 1856 | loss: 0.000937825 | val_loss: 0.000940077 | Time: 2037.23 ms [2021-11-24 00:49:37 main:581] : INFO : Epoch 1857 | loss: 0.000941352 | val_loss: 0.000920807 | Time: 2055.19 ms [2021-11-24 00:49:39 main:581] : INFO : Epoch 1858 | loss: 0.000931971 | val_loss: 0.000915223 | Time: 2033.81 ms [2021-11-24 00:49:41 main:581] : INFO : Epoch 1859 | loss: 0.000964862 | val_loss: 0.000914127 | Time: 2027.36 ms [2021-11-24 00:49:43 main:581] : INFO : Epoch 1860 | loss: 0.000924293 | val_loss: 0.00091594 | Time: 2019.39 ms [2021-11-24 00:49:45 main:581] : INFO : Epoch 1861 | loss: 0.000920264 | val_loss: 0.000906379 | Time: 2006 ms [2021-11-24 00:49:47 main:581] : INFO : Epoch 1862 | loss: 0.000918112 | val_loss: 0.000920989 | Time: 2014.83 ms [2021-11-24 00:49:49 main:581] : INFO : Epoch 1863 | loss: 0.000916396 | val_loss: 0.000925396 | Time: 2006.59 ms [2021-11-24 00:49:51 main:581] : INFO : Epoch 1864 | loss: 0.000917938 | val_loss: 0.000896833 | Time: 2010.11 ms [2021-11-24 00:49:53 main:581] : INFO : Epoch 1865 | loss: 0.000904395 | val_loss: 0.000893203 | Time: 2002.28 ms [2021-11-24 00:49:55 main:581] : INFO : Epoch 1866 | loss: 0.000904492 | val_loss: 0.00089493 | Time: 2011.33 ms [2021-11-24 00:49:57 main:581] : INFO : Epoch 1867 | loss: 0.000902277 | val_loss: 0.000889705 | Time: 1996.66 ms [2021-11-24 00:49:59 main:581] : INFO : Epoch 1868 | loss: 0.000897085 | val_loss: 0.000895803 | Time: 2020.53 ms [2021-11-24 00:50:01 main:581] : INFO : Epoch 1869 | loss: 0.000896936 | val_loss: 0.000888778 | Time: 2018.18 ms [2021-11-24 00:50:03 main:581] : INFO : Epoch 1870 | loss: 0.000895353 | val_loss: 0.000900806 | Time: 2016.85 ms [2021-11-24 00:50:05 main:581] : INFO : Epoch 1871 | loss: 0.000898052 | val_loss: 0.000884781 | Time: 2048.34 ms [2021-11-24 00:50:07 main:581] : INFO : Epoch 1872 | loss: 0.000880973 | val_loss: 0.000870795 | Time: 2046.88 ms [2021-11-24 00:50:09 main:581] : INFO : Epoch 1873 | loss: 0.000874577 | val_loss: 0.000861831 | Time: 2026.56 ms [2021-11-24 00:50:11 main:581] : INFO : Epoch 1874 | loss: 0.000856098 | val_loss: 0.00086723 | Time: 2011.96 ms [2021-11-24 00:50:13 main:581] : INFO : Epoch 1875 | loss: 0.000843051 | val_loss: 0.00083892 | Time: 2002.76 ms [2021-11-24 00:50:15 main:581] : INFO : Epoch 1876 | loss: 0.00081959 | val_loss: 0.000798669 | Time: 2037.31 ms [2021-11-24 00:50:17 main:581] : INFO : Epoch 1877 | loss: 0.000819148 | val_loss: 0.00078049 | Time: 2019.77 ms [2021-11-24 00:50:19 main:581] : INFO : Epoch 1878 | loss: 0.000776675 | val_loss: 0.000743909 | Time: 2024.87 ms [2021-11-24 00:50:21 main:581] : INFO : Epoch 1879 | loss: 0.000786924 | val_loss: 0.000759729 | Time: 2013.29 ms [2021-11-24 00:50:23 main:581] : INFO : Epoch 1880 | loss: 0.00173743 | val_loss: 0.0019156 | Time: 2016.86 ms [2021-11-24 00:50:25 main:581] : INFO : Epoch 1881 | loss: 0.00144149 | val_loss: 0.00120112 | Time: 2034.65 ms [2021-11-24 00:50:27 main:581] : INFO : Epoch 1882 | loss: 0.00128189 | val_loss: 0.000861824 | Time: 2048.51 ms [2021-11-24 00:50:29 main:581] : INFO : Epoch 1883 | loss: 0.000827909 | val_loss: 0.000766143 | Time: 2003.8 ms [2021-11-24 00:50:31 main:581] : INFO : Epoch 1884 | loss: 0.000743014 | val_loss: 0.00071288 | Time: 2028.45 ms [2021-11-24 00:50:33 main:581] : INFO : Epoch 1885 | loss: 0.000715633 | val_loss: 0.000698017 | Time: 2032.17 ms [2021-11-24 00:50:35 main:581] : INFO : Epoch 1886 | loss: 0.000704939 | val_loss: 0.000687443 | Time: 2018.04 ms [2021-11-24 00:50:37 main:581] : INFO : Epoch 1887 | loss: 0.000695894 | val_loss: 0.000683154 | Time: 2039.2 ms [2021-11-24 00:50:39 main:581] : INFO : Epoch 1888 | loss: 0.000689662 | val_loss: 0.000676995 | Time: 2037.66 ms [2021-11-24 00:50:41 main:581] : INFO : Epoch 1889 | loss: 0.000683569 | val_loss: 0.000666937 | Time: 2022.22 ms [2021-11-24 00:50:43 main:581] : INFO : Epoch 1890 | loss: 0.000676893 | val_loss: 0.000671994 | Time: 2036.39 ms [2021-11-24 00:50:45 main:581] : INFO : Epoch 1891 | loss: 0.000674619 | val_loss: 0.000656372 | Time: 2027.25 ms [2021-11-24 00:50:48 main:581] : INFO : Epoch 1892 | loss: 0.00066393 | val_loss: 0.000649511 | Time: 2008.09 ms [2021-11-24 00:50:50 main:581] : INFO : Epoch 1893 | loss: 0.000657611 | val_loss: 0.000640238 | Time: 2021.02 ms [2021-11-24 00:50:52 main:581] : INFO : Epoch 1894 | loss: 0.000646022 | val_loss: 0.000631707 | Time: 2023.53 ms [2021-11-24 00:50:54 main:581] : INFO : Epoch 1895 | loss: 0.000639884 | val_loss: 0.00062948 | Time: 1998.74 ms [2021-11-24 00:50:56 main:581] : INFO : Epoch 1896 | loss: 0.000634441 | val_loss: 0.000618496 | Time: 1992.65 ms [2021-11-24 00:50:58 main:581] : INFO : Epoch 1897 | loss: 0.000629212 | val_loss: 0.00061204 | Time: 2032.68 ms [2021-11-24 00:51:00 main:581] : INFO : Epoch 1898 | loss: 0.000629387 | val_loss: 0.000611278 | Time: 2007.06 ms [2021-11-24 00:51:02 main:581] : INFO : Epoch 1899 | loss: 0.000626902 | val_loss: 0.000618058 | Time: 2035.59 ms [2021-11-24 00:51:04 main:581] : INFO : Epoch 1900 | loss: 0.000623956 | val_loss: 0.00060192 | Time: 2012.13 ms [2021-11-24 00:51:06 main:581] : INFO : Epoch 1901 | loss: 0.000615512 | val_loss: 0.000593966 | Time: 2028.38 ms [2021-11-24 00:51:08 main:581] : INFO : Epoch 1902 | loss: 0.000606462 | val_loss: 0.000592006 | Time: 2033.23 ms [2021-11-24 00:51:10 main:581] : INFO : Epoch 1903 | loss: 0.000602933 | val_loss: 0.000589255 | Time: 2011.98 ms [2021-11-24 00:51:12 main:581] : INFO : Epoch 1904 | loss: 0.00060813 | val_loss: 0.000586646 | Time: 2061.64 ms [2021-11-24 00:51:14 main:581] : INFO : Epoch 1905 | loss: 0.00059829 | val_loss: 0.000580046 | Time: 2063.21 ms [2021-11-24 00:51:16 main:581] : INFO : Epoch 1906 | loss: 0.000588534 | val_loss: 0.000574281 | Time: 2032.64 ms [2021-11-24 00:51:18 main:581] : INFO : Epoch 1907 | loss: 0.000580972 | val_loss: 0.000572012 | Time: 2037.58 ms [2021-11-24 00:51:20 main:581] : INFO : Epoch 1908 | loss: 0.000570015 | val_loss: 0.000558865 | Time: 2032.04 ms [2021-11-24 00:51:22 main:581] : INFO : Epoch 1909 | loss: 0.00057311 | val_loss: 0.00054019 | Time: 2021.37 ms [2021-11-24 00:51:24 main:581] : INFO : Epoch 1910 | loss: 0.000547054 | val_loss: 0.0005276 | Time: 2022.47 ms [2021-11-24 00:51:26 main:581] : INFO : Epoch 1911 | loss: 0.000538024 | val_loss: 0.000524885 | Time: 2010.67 ms [2021-11-24 00:51:28 main:581] : INFO : Epoch 1912 | loss: 0.000530188 | val_loss: 0.000509212 | Time: 2018.24 ms [2021-11-24 00:51:30 main:581] : INFO : Epoch 1913 | loss: 0.000522828 | val_loss: 0.000513938 | Time: 2018.69 ms [2021-11-24 00:51:32 main:581] : INFO : Epoch 1914 | loss: 0.00052184 | val_loss: 0.000505341 | Time: 2019.07 ms [2021-11-24 00:51:34 main:581] : INFO : Epoch 1915 | loss: 0.000516224 | val_loss: 0.000496297 | Time: 2032.47 ms [2021-11-24 00:51:36 main:581] : INFO : Epoch 1916 | loss: 0.000507183 | val_loss: 0.000499133 | Time: 2041.31 ms [2021-11-24 00:51:38 main:581] : INFO : Epoch 1917 | loss: 0.000502633 | val_loss: 0.000492777 | Time: 2036.83 ms [2021-11-24 00:51:40 main:581] : INFO : Epoch 1918 | loss: 0.000498878 | val_loss: 0.000492015 | Time: 2030.91 ms [2021-11-24 00:51:42 main:581] : INFO : Epoch 1919 | loss: 0.000501492 | val_loss: 0.000488089 | Time: 2020.24 ms [2021-11-24 00:51:44 main:581] : INFO : Epoch 1920 | loss: 0.000495798 | val_loss: 0.000495221 | Time: 2054.86 ms [2021-11-24 00:51:46 main:581] : INFO : Epoch 1921 | loss: 0.00049373 | val_loss: 0.000487695 | Time: 2052.12 ms [2021-11-24 00:51:48 main:581] : INFO : Epoch 1922 | loss: 0.000486839 | val_loss: 0.000483918 | Time: 2054.15 ms [2021-11-24 00:51:50 main:581] : INFO : Epoch 1923 | loss: 0.000484196 | val_loss: 0.000471126 | Time: 2054.58 ms [2021-11-24 00:51:52 main:581] : INFO : Epoch 1924 | loss: 0.000478899 | val_loss: 0.000470464 | Time: 2036.96 ms [2021-11-24 00:51:55 main:581] : INFO : Epoch 1925 | loss: 0.000474161 | val_loss: 0.000461022 | Time: 2039.11 ms [2021-11-24 00:51:57 main:581] : INFO : Epoch 1926 | loss: 0.00047302 | val_loss: 0.000475881 | Time: 2006.23 ms [2021-11-24 00:51:59 main:581] : INFO : Epoch 1927 | loss: 0.000472794 | val_loss: 0.00046709 | Time: 2023.61 ms [2021-11-24 00:52:01 main:581] : INFO : Epoch 1928 | loss: 0.000471879 | val_loss: 0.000457128 | Time: 2012.74 ms [2021-11-24 00:52:03 main:581] : INFO : Epoch 1929 | loss: 0.000460366 | val_loss: 0.000449449 | Time: 2025.63 ms [2021-11-24 00:52:05 main:581] : INFO : Epoch 1930 | loss: 0.000459895 | val_loss: 0.000446772 | Time: 2055.65 ms [2021-11-24 00:52:07 main:581] : INFO : Epoch 1931 | loss: 0.000460682 | val_loss: 0.000451372 | Time: 2038.36 ms [2021-11-24 00:52:09 main:581] : INFO : Epoch 1932 | loss: 0.000464212 | val_loss: 0.000442152 | Time: 2013.07 ms [2021-11-24 00:52:11 main:581] : INFO : Epoch 1933 | loss: 0.000449322 | val_loss: 0.00046169 | Time: 2016.93 ms [2021-11-24 00:52:13 main:581] : INFO : Epoch 1934 | loss: 0.000456142 | val_loss: 0.000453554 | Time: 2022.94 ms [2021-11-24 00:52:15 main:581] : INFO : Epoch 1935 | loss: 0.000457761 | val_loss: 0.000439414 | Time: 2018.9 ms [2021-11-24 00:52:17 main:581] : INFO : Epoch 1936 | loss: 0.000452241 | val_loss: 0.000438712 | Time: 2058.79 ms [2021-11-24 00:52:19 main:581] : INFO : Epoch 1937 | loss: 0.000448026 | val_loss: 0.000431029 | Time: 2040.76 ms [2021-11-24 00:52:21 main:581] : INFO : Epoch 1938 | loss: 0.000438763 | val_loss: 0.000433423 | Time: 2056.96 ms [2021-11-24 00:52:23 main:581] : INFO : Epoch 1939 | loss: 0.00044196 | val_loss: 0.000451514 | Time: 2010.35 ms [2021-11-24 00:52:25 main:581] : INFO : Epoch 1940 | loss: 0.000441523 | val_loss: 0.00042916 | Time: 2021.4 ms [2021-11-24 00:52:27 main:581] : INFO : Epoch 1941 | loss: 0.000436091 | val_loss: 0.000425849 | Time: 2036.93 ms [2021-11-24 00:52:29 main:581] : INFO : Epoch 1942 | loss: 0.000437233 | val_loss: 0.00042248 | Time: 2032.31 ms [2021-11-24 00:52:31 main:581] : INFO : Epoch 1943 | loss: 0.000429549 | val_loss: 0.000420131 | Time: 2029.47 ms [2021-11-24 00:52:33 main:581] : INFO : Epoch 1944 | loss: 0.000424457 | val_loss: 0.00041362 | Time: 1994.56 ms [2021-11-24 00:52:35 main:581] : INFO : Epoch 1945 | loss: 0.000423895 | val_loss: 0.000410757 | Time: 2021.56 ms [2021-11-24 00:52:37 main:581] : INFO : Epoch 1946 | loss: 0.000424166 | val_loss: 0.000439516 | Time: 2017.15 ms [2021-11-24 00:52:39 main:581] : INFO : Epoch 1947 | loss: 0.000426497 | val_loss: 0.000419338 | Time: 2005.49 ms [2021-11-24 00:52:41 main:581] : INFO : Epoch 1948 | loss: 0.00449748 | val_loss: 0.0103234 | Time: 2029.1 ms [2021-11-24 00:52:43 main:581] : INFO : Epoch 1949 | loss: 0.00622897 | val_loss: 0.00274485 | Time: 2036.54 ms [2021-11-24 00:52:45 main:581] : INFO : Epoch 1950 | loss: 0.00232858 | val_loss: 0.00150301 | Time: 2046.45 ms [2021-11-24 00:52:47 main:581] : INFO : Epoch 1951 | loss: 0.00102042 | val_loss: 0.000727787 | Time: 2025.52 ms [2021-11-24 00:52:49 main:581] : INFO : Epoch 1952 | loss: 0.000634585 | val_loss: 0.000569103 | Time: 2039.98 ms [2021-11-24 00:52:51 main:581] : INFO : Epoch 1953 | loss: 0.00054253 | val_loss: 0.000519704 | Time: 2060.49 ms [2021-11-24 00:52:53 main:581] : INFO : Epoch 1954 | loss: 0.000504596 | val_loss: 0.000486504 | Time: 2052.54 ms [2021-11-24 00:52:55 main:581] : INFO : Epoch 1955 | loss: 0.000485858 | val_loss: 0.000474818 | Time: 2039.71 ms [2021-11-24 00:52:57 main:581] : INFO : Epoch 1956 | loss: 0.000477046 | val_loss: 0.000469739 | Time: 2021.79 ms [2021-11-24 00:52:59 main:581] : INFO : Epoch 1957 | loss: 0.000470333 | val_loss: 0.000460357 | Time: 2027.4 ms [2021-11-24 00:53:01 main:581] : INFO : Epoch 1958 | loss: 0.000462312 | val_loss: 0.000450363 | Time: 2042.04 ms [2021-11-24 00:53:04 main:581] : INFO : Epoch 1959 | loss: 0.000452978 | val_loss: 0.00043926 | Time: 2019.72 ms [2021-11-24 00:53:06 main:581] : INFO : Epoch 1960 | loss: 0.000444952 | val_loss: 0.000435242 | Time: 2067.66 ms [2021-11-24 00:53:08 main:581] : INFO : Epoch 1961 | loss: 0.000439336 | val_loss: 0.000429979 | Time: 2032.73 ms [2021-11-24 00:53:10 main:581] : INFO : Epoch 1962 | loss: 0.00043525 | val_loss: 0.000426487 | Time: 2014 ms [2021-11-24 00:53:12 main:581] : INFO : Epoch 1963 | loss: 0.000431325 | val_loss: 0.000422766 | Time: 2034.6 ms [2021-11-24 00:53:14 main:581] : INFO : Epoch 1964 | loss: 0.000428384 | val_loss: 0.000422694 | Time: 2035.29 ms [2021-11-24 00:53:16 main:581] : INFO : Epoch 1965 | loss: 0.000423625 | val_loss: 0.000416539 | Time: 2040.51 ms [2021-11-24 00:53:18 main:581] : INFO : Epoch 1966 | loss: 0.000422085 | val_loss: 0.000414782 | Time: 2015.84 ms [2021-11-24 00:53:20 main:581] : INFO : Epoch 1967 | loss: 0.000419361 | val_loss: 0.000412194 | Time: 2026.17 ms [2021-11-24 00:53:22 main:581] : INFO : Epoch 1968 | loss: 0.000414668 | val_loss: 0.000407832 | Time: 2000.7 ms [2021-11-24 00:53:24 main:581] : INFO : Epoch 1969 | loss: 0.000412707 | val_loss: 0.00040642 | Time: 2078.01 ms [2021-11-24 00:53:26 main:581] : INFO : Epoch 1970 | loss: 0.000410163 | val_loss: 0.000402709 | Time: 2025.69 ms [2021-11-24 00:53:28 main:581] : INFO : Epoch 1971 | loss: 0.00040768 | val_loss: 0.000398748 | Time: 2009.8 ms [2021-11-24 00:53:30 main:581] : INFO : Epoch 1972 | loss: 0.000402704 | val_loss: 0.000396883 | Time: 2021.41 ms [2021-11-24 00:53:32 main:581] : INFO : Epoch 1973 | loss: 0.000401381 | val_loss: 0.000397626 | Time: 2026.75 ms [2021-11-24 00:53:34 main:581] : INFO : Epoch 1974 | loss: 0.000401226 | val_loss: 0.000391633 | Time: 2021.88 ms [2021-11-24 00:53:36 main:581] : INFO : Epoch 1975 | loss: 0.000397202 | val_loss: 0.000389748 | Time: 2016.68 ms [2021-11-24 00:53:38 main:581] : INFO : Epoch 1976 | loss: 0.000395785 | val_loss: 0.000391796 | Time: 2041.87 ms [2021-11-24 00:53:40 main:581] : INFO : Epoch 1977 | loss: 0.000394 | val_loss: 0.00038938 | Time: 2019.92 ms [2021-11-24 00:53:42 main:581] : INFO : Epoch 1978 | loss: 0.000393022 | val_loss: 0.000386919 | Time: 2019.19 ms [2021-11-24 00:53:44 main:581] : INFO : Epoch 1979 | loss: 0.000392809 | val_loss: 0.000384499 | Time: 2002.84 ms [2021-11-24 00:53:46 main:581] : INFO : Epoch 1980 | loss: 0.000393175 | val_loss: 0.000387481 | Time: 2027.3 ms [2021-11-24 00:53:48 main:581] : INFO : Epoch 1981 | loss: 0.000391275 | val_loss: 0.000385166 | Time: 2041.78 ms [2021-11-24 00:53:50 main:581] : INFO : Epoch 1982 | loss: 0.000393072 | val_loss: 0.000380301 | Time: 2033.51 ms [2021-11-24 00:53:52 main:581] : INFO : Epoch 1983 | loss: 0.000387883 | val_loss: 0.000378711 | Time: 2014.28 ms [2021-11-24 00:53:54 main:581] : INFO : Epoch 1984 | loss: 0.000388678 | val_loss: 0.000380152 | Time: 2016.05 ms [2021-11-24 00:53:56 main:581] : INFO : Epoch 1985 | loss: 0.000384415 | val_loss: 0.000381052 | Time: 2054.15 ms [2021-11-24 00:53:58 main:581] : INFO : Epoch 1986 | loss: 0.000384429 | val_loss: 0.000378212 | Time: 2047.13 ms [2021-11-24 00:54:00 main:581] : INFO : Epoch 1987 | loss: 0.000382543 | val_loss: 0.000381488 | Time: 2037.89 ms [2021-11-24 00:54:02 main:581] : INFO : Epoch 1988 | loss: 0.000381619 | val_loss: 0.000377341 | Time: 2027.93 ms [2021-11-24 00:54:04 main:581] : INFO : Epoch 1989 | loss: 0.000381168 | val_loss: 0.000377926 | Time: 2023.87 ms [2021-11-24 00:54:06 main:581] : INFO : Epoch 1990 | loss: 0.000380159 | val_loss: 0.000381721 | Time: 2024.98 ms [2021-11-24 00:54:08 main:581] : INFO : Epoch 1991 | loss: 0.00038611 | val_loss: 0.000391388 | Time: 2018.04 ms [2021-11-24 00:54:10 main:581] : INFO : Epoch 1992 | loss: 0.000385592 | val_loss: 0.000395498 | Time: 2001.76 ms [2021-11-24 00:54:12 main:581] : INFO : Epoch 1993 | loss: 0.000971409 | val_loss: 0.000927179 | Time: 2004.11 ms [2021-11-24 00:54:14 main:581] : INFO : Epoch 1994 | loss: 0.00166374 | val_loss: 0.000873784 | Time: 2011.55 ms [2021-11-24 00:54:16 main:581] : INFO : Epoch 1995 | loss: 0.000717805 | val_loss: 0.000540113 | Time: 2017.82 ms [2021-11-24 00:54:18 main:581] : INFO : Epoch 1996 | loss: 0.000470575 | val_loss: 0.000429884 | Time: 2013.88 ms [2021-11-24 00:54:20 main:581] : INFO : Epoch 1997 | loss: 0.000419495 | val_loss: 0.000409195 | Time: 2005.66 ms [2021-11-24 00:54:23 main:581] : INFO : Epoch 1998 | loss: 0.000404095 | val_loss: 0.000393475 | Time: 2033.11 ms [2021-11-24 00:54:25 main:581] : INFO : Epoch 1999 | loss: 0.00039723 | val_loss: 0.000389379 | Time: 2021.86 ms [2021-11-24 00:54:27 main:581] : INFO : Epoch 2000 | loss: 0.000390165 | val_loss: 0.000376712 | Time: 2024.48 ms [2021-11-24 00:54:29 main:581] : INFO : Epoch 2001 | loss: 0.000381815 | val_loss: 0.000371156 | Time: 2049.27 ms [2021-11-24 00:54:31 main:581] : INFO : Epoch 2002 | loss: 0.00037742 | val_loss: 0.000366879 | Time: 2022.42 ms [2021-11-24 00:54:33 main:581] : INFO : Epoch 2003 | loss: 0.000373875 | val_loss: 0.000366238 | Time: 2017.69 ms [2021-11-24 00:54:35 main:581] : INFO : Epoch 2004 | loss: 0.000370975 | val_loss: 0.000361585 | Time: 2012.33 ms [2021-11-24 00:54:37 main:581] : INFO : Epoch 2005 | loss: 0.000366956 | val_loss: 0.000357516 | Time: 2019.1 ms [2021-11-24 00:54:39 main:581] : INFO : Epoch 2006 | loss: 0.000366983 | val_loss: 0.000357961 | Time: 2043.68 ms [2021-11-24 00:54:41 main:581] : INFO : Epoch 2007 | loss: 0.000365865 | val_loss: 0.000359195 | Time: 2027.68 ms [2021-11-24 00:54:43 main:581] : INFO : Epoch 2008 | loss: 0.000364974 | val_loss: 0.000357459 | Time: 2028.84 ms [2021-11-24 00:54:45 main:581] : INFO : Epoch 2009 | loss: 0.000363875 | val_loss: 0.00035765 | Time: 2031.71 ms [2021-11-24 00:54:47 main:581] : INFO : Epoch 2010 | loss: 0.000363541 | val_loss: 0.000353071 | Time: 2016.59 ms [2021-11-24 00:54:49 main:581] : INFO : Epoch 2011 | loss: 0.000360039 | val_loss: 0.000352533 | Time: 1998.86 ms [2021-11-24 00:54:51 main:581] : INFO : Epoch 2012 | loss: 0.000360273 | val_loss: 0.000355105 | Time: 2026.06 ms [2021-11-24 00:54:53 main:581] : INFO : Epoch 2013 | loss: 0.000359516 | val_loss: 0.00035829 | Time: 1990.23 ms [2021-11-24 00:54:55 main:581] : INFO : Epoch 2014 | loss: 0.000362251 | val_loss: 0.000351285 | Time: 2010.57 ms [2021-11-24 00:54:57 main:581] : INFO : Epoch 2015 | loss: 0.000361618 | val_loss: 0.00036142 | Time: 2012.16 ms [2021-11-24 00:54:59 main:581] : INFO : Epoch 2016 | loss: 0.000365285 | val_loss: 0.000349607 | Time: 2035.17 ms [2021-11-24 00:55:01 main:581] : INFO : Epoch 2017 | loss: 0.000356656 | val_loss: 0.000348633 | Time: 2026.52 ms [2021-11-24 00:55:03 main:581] : INFO : Epoch 2018 | loss: 0.000356847 | val_loss: 0.000347982 | Time: 2050.57 ms [2021-11-24 00:55:05 main:581] : INFO : Epoch 2019 | loss: 0.00035197 | val_loss: 0.000345288 | Time: 2027.87 ms [2021-11-24 00:55:07 main:581] : INFO : Epoch 2020 | loss: 0.000351363 | val_loss: 0.000346399 | Time: 2016.28 ms [2021-11-24 00:55:09 main:581] : INFO : Epoch 2021 | loss: 0.000351466 | val_loss: 0.000344604 | Time: 2015.22 ms [2021-11-24 00:55:11 main:581] : INFO : Epoch 2022 | loss: 0.000353029 | val_loss: 0.000358037 | Time: 2001.09 ms [2021-11-24 00:55:13 main:581] : INFO : Epoch 2023 | loss: 0.000353258 | val_loss: 0.000344048 | Time: 2014.94 ms [2021-11-24 00:55:15 main:581] : INFO : Epoch 2024 | loss: 0.000354444 | val_loss: 0.000347486 | Time: 2001.57 ms [2021-11-24 00:55:17 main:581] : INFO : Epoch 2025 | loss: 0.000374633 | val_loss: 0.000351331 | Time: 2006.79 ms [2021-11-24 00:55:19 main:581] : INFO : Epoch 2026 | loss: 0.000580647 | val_loss: 0.00140043 | Time: 2006.76 ms [2021-11-24 00:55:21 main:581] : INFO : Epoch 2027 | loss: 0.00117492 | val_loss: 0.000651738 | Time: 2012.27 ms [2021-11-24 00:55:23 main:581] : INFO : Epoch 2028 | loss: 0.00112574 | val_loss: 0.000954763 | Time: 2034.49 ms [2021-11-24 00:55:25 main:581] : INFO : Epoch 2029 | loss: 0.00066247 | val_loss: 0.000493503 | Time: 2023.02 ms [2021-11-24 00:55:27 main:581] : INFO : Epoch 2030 | loss: 0.000542287 | val_loss: 0.000547439 | Time: 2018.01 ms [2021-11-24 00:55:29 main:581] : INFO : Epoch 2031 | loss: 0.000552911 | val_loss: 0.000471723 | Time: 2022.95 ms [2021-11-24 00:55:31 main:581] : INFO : Epoch 2032 | loss: 0.00056544 | val_loss: 0.000441583 | Time: 2037.39 ms [2021-11-24 00:55:33 main:581] : INFO : Epoch 2033 | loss: 0.000629204 | val_loss: 0.000561447 | Time: 1994.5 ms [2021-11-24 00:55:35 main:581] : INFO : Epoch 2034 | loss: 0.000831826 | val_loss: 0.000479905 | Time: 2043.86 ms [2021-11-24 00:55:37 main:581] : INFO : Epoch 2035 | loss: 0.000934066 | val_loss: 0.000436895 | Time: 2019.4 ms [2021-11-24 00:55:39 main:581] : INFO : Epoch 2036 | loss: 0.000492776 | val_loss: 0.000393736 | Time: 2015.11 ms [2021-11-24 00:55:41 main:581] : INFO : Epoch 2037 | loss: 0.000397547 | val_loss: 0.000376526 | Time: 2012.89 ms [2021-11-24 00:55:43 main:581] : INFO : Epoch 2038 | loss: 0.000370196 | val_loss: 0.000360941 | Time: 2001.8 ms [2021-11-24 00:55:45 main:581] : INFO : Epoch 2039 | loss: 0.000359993 | val_loss: 0.000353462 | Time: 2005.38 ms [2021-11-24 00:55:47 main:581] : INFO : Epoch 2040 | loss: 0.000353481 | val_loss: 0.000350649 | Time: 2023.96 ms [2021-11-24 00:55:49 main:581] : INFO : Epoch 2041 | loss: 0.000350789 | val_loss: 0.000345002 | Time: 2019.26 ms [2021-11-24 00:55:51 main:581] : INFO : Epoch 2042 | loss: 0.000347559 | val_loss: 0.000344777 | Time: 2044.36 ms [2021-11-24 00:55:53 main:581] : INFO : Epoch 2043 | loss: 0.000346339 | val_loss: 0.000340693 | Time: 2010.15 ms [2021-11-24 00:55:55 main:581] : INFO : Epoch 2044 | loss: 0.000343803 | val_loss: 0.00033972 | Time: 2014.17 ms [2021-11-24 00:55:57 main:581] : INFO : Epoch 2045 | loss: 0.000343913 | val_loss: 0.000344365 | Time: 1999.9 ms [2021-11-24 00:55:59 main:581] : INFO : Epoch 2046 | loss: 0.000342921 | val_loss: 0.00033816 | Time: 2008.11 ms [2021-11-24 00:56:01 main:581] : INFO : Epoch 2047 | loss: 0.000341159 | val_loss: 0.000340437 | Time: 2010.15 ms [2021-11-24 00:56:03 main:581] : INFO : Epoch 2048 | loss: 0.000339555 | val_loss: 0.000334715 | Time: 1993.46 ms [2021-11-24 00:56:03 main:604] : INFO : Saving trained model to model-final.pt, val_loss 0.000334715 [2021-11-24 00:56:03 main:610] : INFO : Saving end state to config to file [2021-11-24 00:56:03 main:615] : INFO : Success, exiting.. 00:56:03 (9539): 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)