Task 9575725
| Name | ParityModified-1638630124-24517-1-0_0 |
| Workunit | 6984537 |
| Created | 7 Dec 2021, 23:50:49 UTC |
| Sent | 15 Dec 2021, 15:58:43 UTC |
| Report deadline | 23 Dec 2021, 15:58:43 UTC |
| Received | 16 Dec 2021, 10:01:37 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 8915 |
| Run time | 1 hours 1 min 11 sec |
| CPU time | 55 min 23 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> 696.09 ms [2021-12-16 09:47:01 main:574] : INFO : Epoch 1552 | loss: 0.0308316 | val_loss: 0.0308636 | Time: 1713.9 ms [2021-12-16 09:47:02 main:574] : INFO : Epoch 1553 | loss: 0.0308082 | val_loss: 0.0308599 | Time: 1697.03 ms [2021-12-16 09:47:04 main:574] : INFO : Epoch 1554 | loss: 0.0308031 | val_loss: 0.0308596 | Time: 1740.75 ms [2021-12-16 09:47:06 main:574] : INFO : Epoch 1555 | loss: 0.0308068 | val_loss: 0.0308647 | Time: 1754.72 ms [2021-12-16 09:47:08 main:574] : INFO : Epoch 1556 | loss: 0.030815 | val_loss: 0.0308875 | Time: 1881.91 ms [2021-12-16 09:47:09 main:574] : INFO : Epoch 1557 | loss: 0.0308531 | val_loss: 0.0309031 | Time: 1752.97 ms [2021-12-16 09:47:11 main:574] : INFO : Epoch 1558 | loss: 0.0308302 | val_loss: 0.030875 | Time: 1743.91 ms [2021-12-16 09:47:13 main:574] : INFO : Epoch 1559 | loss: 0.030841 | val_loss: 0.030886 | Time: 1714.62 ms [2021-12-16 09:47:15 main:574] : INFO : Epoch 1560 | loss: 0.0308225 | val_loss: 0.0308709 | Time: 1810.19 ms [2021-12-16 09:47:17 main:574] : INFO : Epoch 1561 | loss: 0.0308116 | val_loss: 0.0308671 | Time: 1838.63 ms [2021-12-16 09:47:19 main:574] : INFO : Epoch 1562 | loss: 0.0308074 | val_loss: 0.0308722 | Time: 1990.81 ms [2021-12-16 09:47:20 main:574] : INFO : Epoch 1563 | loss: 0.030817 | val_loss: 0.0308447 | Time: 1732.15 ms [2021-12-16 09:47:22 main:574] : INFO : Epoch 1564 | loss: 0.030794 | val_loss: 0.0308502 | Time: 1744.97 ms [2021-12-16 09:47:24 main:574] : INFO : Epoch 1565 | loss: 0.0308155 | val_loss: 0.0309341 | Time: 1807.59 ms [2021-12-16 09:47:26 main:574] : INFO : Epoch 1566 | loss: 0.0309696 | val_loss: 0.0309152 | Time: 1750.63 ms [2021-12-16 09:47:27 main:574] : INFO : Epoch 1567 | loss: 0.0309 | val_loss: 0.0308977 | Time: 1767.05 ms [2021-12-16 09:47:29 main:574] : INFO : Epoch 1568 | loss: 0.0308722 | val_loss: 0.0308912 | Time: 1742.86 ms [2021-12-16 09:47:31 main:574] : INFO : Epoch 1569 | loss: 0.0308579 | val_loss: 0.0308725 | Time: 1717.08 ms [2021-12-16 09:47:33 main:574] : INFO : Epoch 1570 | loss: 0.0308456 | val_loss: 0.0308816 | Time: 1722.88 ms [2021-12-16 09:47:34 main:574] : INFO : Epoch 1571 | loss: 0.0308244 | val_loss: 0.0308609 | Time: 1736.17 ms [2021-12-16 09:47:36 main:574] : INFO : Epoch 1572 | loss: 0.0308248 | val_loss: 0.0308553 | Time: 1746.56 ms [2021-12-16 09:47:38 main:574] : INFO : Epoch 1573 | loss: 0.0308321 | val_loss: 0.0308717 | Time: 1729.59 ms [2021-12-16 09:47:40 main:574] : INFO : Epoch 1574 | loss: 0.0308148 | val_loss: 0.0308494 | Time: 1774.71 ms [2021-12-16 09:47:41 main:574] : INFO : Epoch 1575 | loss: 0.0307893 | val_loss: 0.0308542 | Time: 1746.57 ms [2021-12-16 09:47:43 main:574] : INFO : Epoch 1576 | loss: 0.0307842 | val_loss: 0.0308369 | Time: 1718.63 ms [2021-12-16 09:47:45 main:574] : INFO : Epoch 1577 | loss: 0.0308494 | val_loss: 0.0309522 | Time: 1756.47 ms [2021-12-16 09:47:47 main:574] : INFO : Epoch 1578 | loss: 0.0308351 | val_loss: 0.0308775 | Time: 1732.27 ms [2021-12-16 09:47:48 main:574] : INFO : Epoch 1579 | loss: 0.0307814 | val_loss: 0.0308282 | Time: 1718.84 ms [2021-12-16 09:47:50 main:574] : INFO : Epoch 1580 | loss: 0.0307667 | val_loss: 0.0308026 | Time: 1743.62 ms [2021-12-16 09:47:52 main:574] : INFO : Epoch 1581 | loss: 0.0307372 | val_loss: 0.030751 | Time: 1733.92 ms [2021-12-16 09:47:54 main:574] : INFO : Epoch 1582 | loss: 0.0306529 | val_loss: 0.0306179 | Time: 1744.38 ms [2021-12-16 09:47:55 main:574] : INFO : Epoch 1583 | loss: 0.0302582 | val_loss: 0.0296147 | Time: 1721.18 ms [2021-12-16 09:47:57 main:574] : INFO : Epoch 1584 | loss: 0.0295933 | val_loss: 0.0298333 | Time: 1715.88 ms [2021-12-16 09:47:59 main:574] : INFO : Epoch 1585 | loss: 0.0314621 | val_loss: 0.0291201 | Time: 1704.74 ms [2021-12-16 09:48:01 main:574] : INFO : Epoch 1586 | loss: 0.0333407 | val_loss: 0.0317896 | Time: 1719.61 ms [2021-12-16 09:48:02 main:574] : INFO : Epoch 1587 | loss: 0.0314135 | val_loss: 0.0288631 | Time: 1697.04 ms [2021-12-16 09:48:04 main:574] : INFO : Epoch 1588 | loss: 0.0250447 | val_loss: 0.0209619 | Time: 1734.69 ms [2021-12-16 09:48:06 main:574] : INFO : Epoch 1589 | loss: 0.0208533 | val_loss: 0.0168973 | Time: 1749.82 ms [2021-12-16 09:48:08 main:574] : INFO : Epoch 1590 | loss: 0.0141557 | val_loss: 0.0118422 | Time: 1912.77 ms [2021-12-16 09:48:10 main:574] : INFO : Epoch 1591 | loss: 0.0105302 | val_loss: 0.00907112 | Time: 1862.54 ms [2021-12-16 09:48:11 main:574] : INFO : Epoch 1592 | loss: 0.00817724 | val_loss: 0.00736748 | Time: 1906.19 ms [2021-12-16 09:48:13 main:574] : INFO : Epoch 1593 | loss: 0.00700646 | val_loss: 0.00668601 | Time: 1799.11 ms [2021-12-16 09:48:15 main:574] : INFO : Epoch 1594 | loss: 0.00641367 | val_loss: 0.00610322 | Time: 1743.86 ms [2021-12-16 09:48:17 main:574] : INFO : Epoch 1595 | loss: 0.00591362 | val_loss: 0.00566074 | Time: 1752.74 ms [2021-12-16 09:48:19 main:574] : INFO : Epoch 1596 | loss: 0.00555297 | val_loss: 0.00533642 | Time: 1737.78 ms [2021-12-16 09:48:20 main:574] : INFO : Epoch 1597 | loss: 0.00527141 | val_loss: 0.00504829 | Time: 1732.13 ms [2021-12-16 09:48:22 main:574] : INFO : Epoch 1598 | loss: 0.00492872 | val_loss: 0.00474767 | Time: 1732.49 ms [2021-12-16 09:48:24 main:574] : INFO : Epoch 1599 | loss: 0.00469893 | val_loss: 0.00445979 | Time: 1734.74 ms [2021-12-16 09:48:26 main:574] : INFO : Epoch 1600 | loss: 0.00440192 | val_loss: 0.00421862 | Time: 1724.61 ms [2021-12-16 09:48:27 main:574] : INFO : Epoch 1601 | loss: 0.00415692 | val_loss: 0.00398746 | Time: 1731.63 ms [2021-12-16 09:48:29 main:574] : INFO : Epoch 1602 | loss: 0.00391789 | val_loss: 0.00372706 | Time: 1829.23 ms [2021-12-16 09:48:31 main:574] : INFO : Epoch 1603 | loss: 0.00368407 | val_loss: 0.00353525 | Time: 1756.62 ms [2021-12-16 09:48:33 main:574] : INFO : Epoch 1604 | loss: 0.00349248 | val_loss: 0.00338052 | Time: 1717.97 ms [2021-12-16 09:48:34 main:574] : INFO : Epoch 1605 | loss: 0.0033258 | val_loss: 0.00320233 | Time: 1732.45 ms [2021-12-16 09:48:36 main:574] : INFO : Epoch 1606 | loss: 0.00317602 | val_loss: 0.0030534 | Time: 1751.33 ms [2021-12-16 09:48:38 main:574] : INFO : Epoch 1607 | loss: 0.00303873 | val_loss: 0.0029479 | Time: 1742.74 ms [2021-12-16 09:48:40 main:574] : INFO : Epoch 1608 | loss: 0.00294489 | val_loss: 0.00284457 | Time: 1740.64 ms [2021-12-16 09:48:41 main:574] : INFO : Epoch 1609 | loss: 0.00282375 | val_loss: 0.00274012 | Time: 1716.13 ms [2021-12-16 09:48:43 main:574] : INFO : Epoch 1610 | loss: 0.00278821 | val_loss: 0.00273681 | Time: 1697.9 ms [2021-12-16 09:48:45 main:574] : INFO : Epoch 1611 | loss: 0.00265099 | val_loss: 0.00259974 | Time: 1716.33 ms [2021-12-16 09:48:47 main:574] : INFO : Epoch 1612 | loss: 0.00258978 | val_loss: 0.00245136 | Time: 1743.42 ms [2021-12-16 09:48:48 main:574] : INFO : Epoch 1613 | loss: 0.00245124 | val_loss: 0.00235877 | Time: 1739.84 ms [2021-12-16 09:48:50 main:574] : INFO : Epoch 1614 | loss: 0.00236544 | val_loss: 0.00230025 | Time: 1754.76 ms [2021-12-16 09:48:52 main:574] : INFO : Epoch 1615 | loss: 0.00224403 | val_loss: 0.00217311 | Time: 1708.19 ms [2021-12-16 09:48:53 main:574] : INFO : Epoch 1616 | loss: 0.00215525 | val_loss: 0.00207955 | Time: 1719.9 ms [2021-12-16 09:48:55 main:574] : INFO : Epoch 1617 | loss: 0.00209007 | val_loss: 0.00213981 | Time: 1735.03 ms [2021-12-16 09:48:57 main:574] : INFO : Epoch 1618 | loss: 0.00205779 | val_loss: 0.00201299 | Time: 1735.84 ms [2021-12-16 09:48:59 main:574] : INFO : Epoch 1619 | loss: 0.00192912 | val_loss: 0.00186076 | Time: 1748.25 ms [2021-12-16 09:49:00 main:574] : INFO : Epoch 1620 | loss: 0.00183053 | val_loss: 0.00181238 | Time: 1745.93 ms [2021-12-16 09:49:02 main:574] : INFO : Epoch 1621 | loss: 0.001771 | val_loss: 0.00188971 | Time: 1730.88 ms [2021-12-16 09:49:04 main:574] : INFO : Epoch 1622 | loss: 0.00180195 | val_loss: 0.00162262 | Time: 1713.16 ms [2021-12-16 09:49:06 main:574] : INFO : Epoch 1623 | loss: 0.00164781 | val_loss: 0.00161713 | Time: 1751.3 ms [2021-12-16 09:49:07 main:574] : INFO : Epoch 1624 | loss: 0.00157421 | val_loss: 0.00172804 | Time: 1744.46 ms [2021-12-16 09:49:09 main:574] : INFO : Epoch 1625 | loss: 0.00149788 | val_loss: 0.00141701 | Time: 1724.83 ms [2021-12-16 09:49:11 main:574] : INFO : Epoch 1626 | loss: 0.00140495 | val_loss: 0.00136262 | Time: 1722.17 ms [2021-12-16 09:49:13 main:574] : INFO : Epoch 1627 | loss: 0.00139464 | val_loss: 0.00136493 | Time: 1730.48 ms [2021-12-16 09:49:14 main:574] : INFO : Epoch 1628 | loss: 0.00132973 | val_loss: 0.00128886 | Time: 1722.47 ms [2021-12-16 09:49:16 main:574] : INFO : Epoch 1629 | loss: 0.00131565 | val_loss: 0.00135149 | Time: 1729.57 ms [2021-12-16 09:49:18 main:574] : INFO : Epoch 1630 | loss: 0.00127926 | val_loss: 0.00123165 | Time: 1736.29 ms [2021-12-16 09:49:20 main:574] : INFO : Epoch 1631 | loss: 0.00122555 | val_loss: 0.00116982 | Time: 1735.83 ms [2021-12-16 09:49:22 main:574] : INFO : Epoch 1632 | loss: 0.00116164 | val_loss: 0.00111879 | Time: 1841.65 ms [2021-12-16 09:49:23 main:574] : INFO : Epoch 1633 | loss: 0.00116848 | val_loss: 0.00114386 | Time: 1713.65 ms [2021-12-16 09:49:25 main:574] : INFO : Epoch 1634 | loss: 0.00111245 | val_loss: 0.00105097 | Time: 1756.85 ms [2021-12-16 09:49:27 main:574] : INFO : Epoch 1635 | loss: 0.00114866 | val_loss: 0.00123287 | Time: 1729.31 ms [2021-12-16 09:49:28 main:574] : INFO : Epoch 1636 | loss: 0.00121528 | val_loss: 0.00114528 | Time: 1732.52 ms [2021-12-16 09:49:30 main:574] : INFO : Epoch 1637 | loss: 0.00108591 | val_loss: 0.000996256 | Time: 1790.95 ms [2021-12-16 09:49:32 main:574] : INFO : Epoch 1638 | loss: 0.00102241 | val_loss: 0.00101427 | Time: 1770.1 ms [2021-12-16 09:49:34 main:574] : INFO : Epoch 1639 | loss: 0.000967589 | val_loss: 0.000946434 | Time: 1736.87 ms [2021-12-16 09:49:36 main:574] : INFO : Epoch 1640 | loss: 0.000950637 | val_loss: 0.000971482 | Time: 1714.61 ms [2021-12-16 09:49:37 main:574] : INFO : Epoch 1641 | loss: 0.00112631 | val_loss: 0.00138683 | Time: 1756 ms [2021-12-16 09:49:39 main:574] : INFO : Epoch 1642 | loss: 0.00151228 | val_loss: 0.00146157 | Time: 1758.15 ms [2021-12-16 09:49:41 main:574] : INFO : Epoch 1643 | loss: 0.00146248 | val_loss: 0.00114053 | Time: 1732.92 ms [2021-12-16 09:49:43 main:574] : INFO : Epoch 1644 | loss: 0.00097753 | val_loss: 0.000865175 | Time: 1715.06 ms [2021-12-16 09:49:44 main:574] : INFO : Epoch 1645 | loss: 0.00084751 | val_loss: 0.000810053 | Time: 1699.53 ms [2021-12-16 09:49:46 main:574] : INFO : Epoch 1646 | loss: 0.000794239 | val_loss: 0.000769784 | Time: 1695.59 ms [2021-12-16 09:49:48 main:574] : INFO : Epoch 1647 | loss: 0.000768095 | val_loss: 0.000750907 | Time: 1716.36 ms [2021-12-16 09:49:50 main:574] : INFO : Epoch 1648 | loss: 0.000756018 | val_loss: 0.000788591 | Time: 1821.31 ms [2021-12-16 09:49:51 main:574] : INFO : Epoch 1649 | loss: 0.000752125 | val_loss: 0.000713696 | Time: 1796.92 ms [2021-12-16 09:49:53 main:574] : INFO : Epoch 1650 | loss: 0.00070716 | val_loss: 0.000695672 | Time: 1791.32 ms [2021-12-16 09:49:55 main:574] : INFO : Epoch 1651 | loss: 0.000685966 | val_loss: 0.0006712 | Time: 1850.03 ms [2021-12-16 09:49:57 main:574] : INFO : Epoch 1652 | loss: 0.00102975 | val_loss: 0.00132333 | Time: 1711.72 ms [2021-12-16 09:49:58 main:574] : INFO : Epoch 1653 | loss: 0.00103708 | val_loss: 0.000767757 | Time: 1696.56 ms [2021-12-16 09:50:00 main:574] : INFO : Epoch 1654 | loss: 0.000723452 | val_loss: 0.000682325 | Time: 1718.73 ms [2021-12-16 09:50:02 main:574] : INFO : Epoch 1655 | loss: 0.000645807 | val_loss: 0.000616285 | Time: 1708.62 ms [2021-12-16 09:50:04 main:574] : INFO : Epoch 1656 | loss: 0.000607077 | val_loss: 0.000593141 | Time: 1678.1 ms [2021-12-16 09:50:05 main:574] : INFO : Epoch 1657 | loss: 0.000584195 | val_loss: 0.000578922 | Time: 1710.31 ms [2021-12-16 09:50:07 main:574] : INFO : Epoch 1658 | loss: 0.000566883 | val_loss: 0.000562804 | Time: 1715.25 ms [2021-12-16 09:50:09 main:574] : INFO : Epoch 1659 | loss: 0.000556846 | val_loss: 0.000543088 | Time: 1756.87 ms [2021-12-16 09:50:10 main:574] : INFO : Epoch 1660 | loss: 0.000542267 | val_loss: 0.000532515 | Time: 1709.41 ms [2021-12-16 09:50:12 main:574] : INFO : Epoch 1661 | loss: 0.00054165 | val_loss: 0.000519173 | Time: 1708.86 ms [2021-12-16 09:50:14 main:574] : INFO : Epoch 1662 | loss: 0.000512508 | val_loss: 0.000514202 | Time: 1717.41 ms [2021-12-16 09:50:16 main:574] : INFO : Epoch 1663 | loss: 0.000594855 | val_loss: 0.000545267 | Time: 1715.49 ms [2021-12-16 09:50:17 main:574] : INFO : Epoch 1664 | loss: 0.000536214 | val_loss: 0.000555301 | Time: 1733.4 ms [2021-12-16 09:50:19 main:574] : INFO : Epoch 1665 | loss: 0.000493526 | val_loss: 0.000473392 | Time: 1744.39 ms [2021-12-16 09:50:21 main:574] : INFO : Epoch 1666 | loss: 0.000458925 | val_loss: 0.000447571 | Time: 1747.29 ms [2021-12-16 09:50:23 main:574] : INFO : Epoch 1667 | loss: 0.000443328 | val_loss: 0.000431696 | Time: 1731.02 ms [2021-12-16 09:50:24 main:574] : INFO : Epoch 1668 | loss: 0.000425597 | val_loss: 0.000422791 | Time: 1743.37 ms [2021-12-16 09:50:26 main:574] : INFO : Epoch 1669 | loss: 0.000413185 | val_loss: 0.00041306 | Time: 1757.45 ms [2021-12-16 09:50:28 main:574] : INFO : Epoch 1670 | loss: 0.00100996 | val_loss: 0.00218376 | Time: 1750.34 ms [2021-12-16 09:50:30 main:574] : INFO : Epoch 1671 | loss: 0.0022657 | val_loss: 0.00142667 | Time: 1755.66 ms [2021-12-16 09:50:31 main:574] : INFO : Epoch 1672 | loss: 0.00115355 | val_loss: 0.000899952 | Time: 1751.53 ms [2021-12-16 09:50:33 main:574] : INFO : Epoch 1673 | loss: 0.000856126 | val_loss: 0.000753103 | Time: 1734.64 ms [2021-12-16 09:50:35 main:574] : INFO : Epoch 1674 | loss: 0.000731309 | val_loss: 0.000666549 | Time: 1719.85 ms [2021-12-16 09:50:37 main:574] : INFO : Epoch 1675 | loss: 0.000640598 | val_loss: 0.000590283 | Time: 1724.1 ms [2021-12-16 09:50:38 main:574] : INFO : Epoch 1676 | loss: 0.000588627 | val_loss: 0.000548282 | Time: 1737.92 ms [2021-12-16 09:50:40 main:574] : INFO : Epoch 1677 | loss: 0.00054878 | val_loss: 0.000523321 | Time: 1717.6 ms [2021-12-16 09:50:42 main:574] : INFO : Epoch 1678 | loss: 0.000532156 | val_loss: 0.000504769 | Time: 1720.45 ms [2021-12-16 09:50:44 main:574] : INFO : Epoch 1679 | loss: 0.000503261 | val_loss: 0.000480768 | Time: 1738.22 ms [2021-12-16 09:50:45 main:574] : INFO : Epoch 1680 | loss: 0.000486081 | val_loss: 0.000466799 | Time: 1737.27 ms [2021-12-16 09:50:47 main:574] : INFO : Epoch 1681 | loss: 0.000493063 | val_loss: 0.000473787 | Time: 1722.88 ms [2021-12-16 09:50:49 main:574] : INFO : Epoch 1682 | loss: 0.000466671 | val_loss: 0.000450669 | Time: 1739.42 ms [2021-12-16 09:50:51 main:574] : INFO : Epoch 1683 | loss: 0.000450339 | val_loss: 0.000436833 | Time: 1730.69 ms [2021-12-16 09:50:52 main:574] : INFO : Epoch 1684 | loss: 0.000449289 | val_loss: 0.000484223 | Time: 1713.25 ms [2021-12-16 09:50:54 main:574] : INFO : Epoch 1685 | loss: 0.000479028 | val_loss: 0.000472227 | Time: 1726.11 ms [2021-12-16 09:50:56 main:574] : INFO : Epoch 1686 | loss: 0.000435738 | val_loss: 0.000407189 | Time: 1764.36 ms [2021-12-16 09:50:58 main:574] : INFO : Epoch 1687 | loss: 0.00041217 | val_loss: 0.000395605 | Time: 1758.49 ms [2021-12-16 09:50:59 main:574] : INFO : Epoch 1688 | loss: 0.000404267 | val_loss: 0.000400675 | Time: 1747.23 ms [2021-12-16 09:51:01 main:574] : INFO : Epoch 1689 | loss: 0.00041464 | val_loss: 0.000413664 | Time: 1821.48 ms [2021-12-16 09:51:03 main:574] : INFO : Epoch 1690 | loss: 0.000407427 | val_loss: 0.000398198 | Time: 1707.51 ms [2021-12-16 09:51:05 main:574] : INFO : Epoch 1691 | loss: 0.000390183 | val_loss: 0.000368663 | Time: 1727.77 ms [2021-12-16 09:51:06 main:574] : INFO : Epoch 1692 | loss: 0.000375774 | val_loss: 0.000364412 | Time: 1743.57 ms [2021-12-16 09:51:08 main:574] : INFO : Epoch 1693 | loss: 0.000368009 | val_loss: 0.000368478 | Time: 1725.3 ms [2021-12-16 09:51:10 main:574] : INFO : Epoch 1694 | loss: 0.000369553 | val_loss: 0.00036736 | Time: 1722.88 ms [2021-12-16 09:51:12 main:574] : INFO : Epoch 1695 | loss: 0.000359829 | val_loss: 0.000345709 | Time: 1752.17 ms [2021-12-16 09:51:13 main:574] : INFO : Epoch 1696 | loss: 0.00034271 | val_loss: 0.000311695 | Time: 1744.71 ms [2021-12-16 09:51:15 main:574] : INFO : Epoch 1697 | loss: 0.000288571 | val_loss: 0.000248095 | Time: 1749.46 ms [2021-12-16 09:51:17 main:574] : INFO : Epoch 1698 | loss: 0.000257612 | val_loss: 0.00023053 | Time: 1729.33 ms [2021-12-16 09:51:19 main:574] : INFO : Epoch 1699 | loss: 0.000231426 | val_loss: 0.000242424 | Time: 1741.85 ms [2021-12-16 09:51:20 main:574] : INFO : Epoch 1700 | loss: 0.000229286 | val_loss: 0.000229701 | Time: 1779.84 ms [2021-12-16 09:51:22 main:574] : INFO : Epoch 1701 | loss: 0.000229099 | val_loss: 0.0002188 | Time: 1745.49 ms [2021-12-16 09:51:24 main:574] : INFO : Epoch 1702 | loss: 0.00021287 | val_loss: 0.000203245 | Time: 1735.98 ms [2021-12-16 09:51:26 main:574] : INFO : Epoch 1703 | loss: 0.00020366 | val_loss: 0.000192394 | Time: 1709.34 ms [2021-12-16 09:51:27 main:574] : INFO : Epoch 1704 | loss: 0.000193494 | val_loss: 0.000187716 | Time: 1779.81 ms [2021-12-16 09:51:29 main:574] : INFO : Epoch 1705 | loss: 0.000189034 | val_loss: 0.000181895 | Time: 1787.7 ms [2021-12-16 09:51:31 main:574] : INFO : Epoch 1706 | loss: 0.000185709 | val_loss: 0.000177024 | Time: 1737.59 ms [2021-12-16 09:51:43 main:574] : INFO : Epoch 1707 | loss: 0.00018224 | val_loss: 0.000180268 | Time: 11882.3 ms [2021-12-16 09:51:45 main:574] : INFO : Epoch 1708 | loss: 0.000176988 | val_loss: 0.000176543 | Time: 1717.11 ms [2021-12-16 09:51:46 main:574] : INFO : Epoch 1709 | loss: 0.000176345 | val_loss: 0.000195891 | Time: 1705.09 ms [2021-12-16 09:51:48 main:574] : INFO : Epoch 1710 | loss: 0.000172565 | val_loss: 0.000164647 | Time: 1736.74 ms [2021-12-16 09:51:50 main:574] : INFO : Epoch 1711 | loss: 0.000165184 | val_loss: 0.000159539 | Time: 1743.6 ms [2021-12-16 09:51:52 main:574] : INFO : Epoch 1712 | loss: 0.000162365 | val_loss: 0.000159644 | Time: 1748.08 ms [2021-12-16 09:51:53 main:574] : INFO : Epoch 1713 | loss: 0.000158765 | val_loss: 0.00016045 | Time: 1749.15 ms [2021-12-16 09:51:55 main:574] : INFO : Epoch 1714 | loss: 0.000156751 | val_loss: 0.000152464 | Time: 1826.54 ms [2021-12-16 09:51:57 main:574] : INFO : Epoch 1715 | loss: 0.000151281 | val_loss: 0.000146695 | Time: 1763.67 ms [2021-12-16 09:51:59 main:574] : INFO : Epoch 1716 | loss: 0.000148549 | val_loss: 0.000144288 | Time: 1724.27 ms [2021-12-16 09:52:00 main:574] : INFO : Epoch 1717 | loss: 0.000145534 | val_loss: 0.000142553 | Time: 1720.49 ms [2021-12-16 09:52:02 main:574] : INFO : Epoch 1718 | loss: 0.000147972 | val_loss: 0.000184081 | Time: 1713.34 ms [2021-12-16 09:52:04 main:574] : INFO : Epoch 1719 | loss: 0.0016675 | val_loss: 0.0370419 | Time: 1742.11 ms [2021-12-16 09:52:06 main:574] : INFO : Epoch 1720 | loss: 0.0319834 | val_loss: 0.0313896 | Time: 1738.14 ms [2021-12-16 09:52:07 main:574] : INFO : Epoch 1721 | loss: 0.030898 | val_loss: 0.0294633 | Time: 1760.21 ms [2021-12-16 09:52:09 main:574] : INFO : Epoch 1722 | loss: 0.0297072 | val_loss: 0.0199712 | Time: 1727.01 ms [2021-12-16 09:52:11 main:574] : INFO : Epoch 1723 | loss: 0.0292828 | val_loss: 0.0316931 | Time: 1729.57 ms [2021-12-16 09:52:13 main:574] : INFO : Epoch 1724 | loss: 0.0314374 | val_loss: 0.0313109 | Time: 1709.35 ms [2021-12-16 09:52:14 main:574] : INFO : Epoch 1725 | loss: 0.031251 | val_loss: 0.0312094 | Time: 1741.74 ms [2021-12-16 09:52:16 main:574] : INFO : Epoch 1726 | loss: 0.0311594 | val_loss: 0.0310677 | Time: 1734.8 ms [2021-12-16 09:52:18 main:574] : INFO : Epoch 1727 | loss: 0.030896 | val_loss: 0.0305792 | Time: 1733.83 ms [2021-12-16 09:52:20 main:574] : INFO : Epoch 1728 | loss: 0.0298753 | val_loss: 0.0287596 | Time: 1734.95 ms [2021-12-16 09:52:21 main:574] : INFO : Epoch 1729 | loss: 0.0286331 | val_loss: 0.0265073 | Time: 1731.31 ms [2021-12-16 09:52:23 main:574] : INFO : Epoch 1730 | loss: 0.0248925 | val_loss: 0.0238885 | Time: 1761.54 ms [2021-12-16 09:52:25 main:574] : INFO : Epoch 1731 | loss: 0.02369 | val_loss: 0.0232996 | Time: 1717.65 ms [2021-12-16 09:52:27 main:574] : INFO : Epoch 1732 | loss: 0.0233361 | val_loss: 0.0230772 | Time: 1719.06 ms [2021-12-16 09:52:28 main:574] : INFO : Epoch 1733 | loss: 0.0231697 | val_loss: 0.022945 | Time: 1716.66 ms [2021-12-16 09:52:30 main:574] : INFO : Epoch 1734 | loss: 0.0230374 | val_loss: 0.0228121 | Time: 1722.44 ms [2021-12-16 09:52:32 main:574] : INFO : Epoch 1735 | loss: 0.0228827 | val_loss: 0.0226148 | Time: 1733.29 ms [2021-12-16 09:52:34 main:574] : INFO : Epoch 1736 | loss: 0.0225754 | val_loss: 0.0219733 | Time: 1730.31 ms [2021-12-16 09:52:35 main:574] : INFO : Epoch 1737 | loss: 0.0202041 | val_loss: 0.01928 | Time: 1725.82 ms [2021-12-16 09:52:37 main:574] : INFO : Epoch 1738 | loss: 0.0190972 | val_loss: 0.0184941 | Time: 1741.72 ms [2021-12-16 09:52:39 main:574] : INFO : Epoch 1739 | loss: 0.015863 | val_loss: 0.0128787 | Time: 1728.86 ms [2021-12-16 09:52:41 main:574] : INFO : Epoch 1740 | loss: 0.0120325 | val_loss: 0.0110327 | Time: 1770.28 ms [2021-12-16 09:52:42 main:574] : INFO : Epoch 1741 | loss: 0.010898 | val_loss: 0.0104783 | Time: 1758.73 ms [2021-12-16 09:52:44 main:574] : INFO : Epoch 1742 | loss: 0.0105701 | val_loss: 0.0102597 | Time: 1727.94 ms [2021-12-16 09:52:46 main:574] : INFO : Epoch 1743 | loss: 0.0103812 | val_loss: 0.0101001 | Time: 1754.28 ms [2021-12-16 09:52:48 main:574] : INFO : Epoch 1744 | loss: 0.0102261 | val_loss: 0.00996406 | Time: 1759.58 ms [2021-12-16 09:52:49 main:574] : INFO : Epoch 1745 | loss: 0.0101012 | val_loss: 0.009872 | Time: 1724.83 ms [2021-12-16 09:52:51 main:574] : INFO : Epoch 1746 | loss: 0.010052 | val_loss: 0.00978579 | Time: 1736.87 ms [2021-12-16 09:52:53 main:574] : INFO : Epoch 1747 | loss: 0.00993982 | val_loss: 0.00972933 | Time: 1737.22 ms [2021-12-16 09:52:55 main:574] : INFO : Epoch 1748 | loss: 0.00987598 | val_loss: 0.00963065 | Time: 1746.82 ms [2021-12-16 09:52:56 main:574] : INFO : Epoch 1749 | loss: 0.00978351 | val_loss: 0.00956318 | Time: 1763.35 ms [2021-12-16 09:52:58 main:574] : INFO : Epoch 1750 | loss: 0.00970333 | val_loss: 0.00951804 | Time: 1721.73 ms [2021-12-16 09:53:00 main:574] : INFO : Epoch 1751 | loss: 0.00962586 | val_loss: 0.00941002 | Time: 1721.66 ms [2021-12-16 09:53:02 main:574] : INFO : Epoch 1752 | loss: 0.00955307 | val_loss: 0.00935506 | Time: 1707.59 ms [2021-12-16 09:53:03 main:574] : INFO : Epoch 1753 | loss: 0.00948937 | val_loss: 0.00928333 | Time: 1732.15 ms [2021-12-16 09:53:05 main:574] : INFO : Epoch 1754 | loss: 0.00942439 | val_loss: 0.00923797 | Time: 1720.94 ms [2021-12-16 09:53:07 main:574] : INFO : Epoch 1755 | loss: 0.00937072 | val_loss: 0.00918298 | Time: 1735.39 ms [2021-12-16 09:53:09 main:574] : INFO : Epoch 1756 | loss: 0.00932294 | val_loss: 0.00913689 | Time: 1749.05 ms [2021-12-16 09:53:10 main:574] : INFO : Epoch 1757 | loss: 0.00928399 | val_loss: 0.00914067 | Time: 1739.36 ms [2021-12-16 09:53:12 main:574] : INFO : Epoch 1758 | loss: 0.0092593 | val_loss: 0.00906449 | Time: 1750.79 ms [2021-12-16 09:53:14 main:574] : INFO : Epoch 1759 | loss: 0.0092155 | val_loss: 0.00901933 | Time: 1749.32 ms [2021-12-16 09:53:16 main:574] : INFO : Epoch 1760 | loss: 0.00916289 | val_loss: 0.00898211 | Time: 1721.85 ms [2021-12-16 09:53:17 main:574] : INFO : Epoch 1761 | loss: 0.00912408 | val_loss: 0.00895729 | Time: 1712.09 ms [2021-12-16 09:53:19 main:574] : INFO : Epoch 1762 | loss: 0.00909223 | val_loss: 0.0089116 | Time: 1719.27 ms [2021-12-16 09:53:21 main:574] : INFO : Epoch 1763 | loss: 0.00904225 | val_loss: 0.00886436 | Time: 1710.91 ms [2021-12-16 09:53:22 main:574] : INFO : Epoch 1764 | loss: 0.0090196 | val_loss: 0.00889871 | Time: 1714.83 ms [2021-12-16 09:53:24 main:574] : INFO : Epoch 1765 | loss: 0.00900006 | val_loss: 0.00885488 | Time: 1719.65 ms [2021-12-16 09:53:26 main:574] : INFO : Epoch 1766 | loss: 0.0089495 | val_loss: 0.00876948 | Time: 1700 ms [2021-12-16 09:53:28 main:574] : INFO : Epoch 1767 | loss: 0.00890048 | val_loss: 0.00873214 | Time: 1727.47 ms [2021-12-16 09:53:29 main:574] : INFO : Epoch 1768 | loss: 0.00886251 | val_loss: 0.00869376 | Time: 1723.83 ms [2021-12-16 09:53:31 main:574] : INFO : Epoch 1769 | loss: 0.00883668 | val_loss: 0.00866929 | Time: 1713.19 ms [2021-12-16 09:53:33 main:574] : INFO : Epoch 1770 | loss: 0.00879885 | val_loss: 0.00862024 | Time: 1761.47 ms [2021-12-16 09:53:35 main:574] : INFO : Epoch 1771 | loss: 0.00874062 | val_loss: 0.00856616 | Time: 1727.76 ms [2021-12-16 09:53:36 main:574] : INFO : Epoch 1772 | loss: 0.00865745 | val_loss: 0.00844059 | Time: 1761.43 ms [2021-12-16 09:53:38 main:574] : INFO : Epoch 1773 | loss: 0.00850254 | val_loss: 0.00822961 | Time: 1723.22 ms [2021-12-16 09:53:40 main:574] : INFO : Epoch 1774 | loss: 0.00817788 | val_loss: 0.00769269 | Time: 1709.48 ms [2021-12-16 09:53:42 main:574] : INFO : Epoch 1775 | loss: 0.00932698 | val_loss: 0.0109127 | Time: 1727.97 ms [2021-12-16 09:53:43 main:574] : INFO : Epoch 1776 | loss: 0.00804378 | val_loss: 0.00610659 | Time: 1717.99 ms [2021-12-16 09:53:45 main:574] : INFO : Epoch 1777 | loss: 0.0052713 | val_loss: 0.00458837 | Time: 1728.95 ms [2021-12-16 09:53:47 main:574] : INFO : Epoch 1778 | loss: 0.00452796 | val_loss: 0.0042184 | Time: 1742.24 ms [2021-12-16 09:53:49 main:574] : INFO : Epoch 1779 | loss: 0.0041701 | val_loss: 0.00393839 | Time: 1742.95 ms [2021-12-16 09:53:50 main:574] : INFO : Epoch 1780 | loss: 0.00401153 | val_loss: 0.00383901 | Time: 1728.68 ms [2021-12-16 09:53:52 main:574] : INFO : Epoch 1781 | loss: 0.00392028 | val_loss: 0.00379228 | Time: 1731.37 ms [2021-12-16 09:53:54 main:574] : INFO : Epoch 1782 | loss: 0.00385772 | val_loss: 0.00373369 | Time: 1733.52 ms [2021-12-16 09:53:55 main:574] : INFO : Epoch 1783 | loss: 0.00381415 | val_loss: 0.0037 | Time: 1729.5 ms [2021-12-16 09:53:57 main:574] : INFO : Epoch 1784 | loss: 0.00378765 | val_loss: 0.00365459 | Time: 1736.85 ms [2021-12-16 09:53:59 main:574] : INFO : Epoch 1785 | loss: 0.00374457 | val_loss: 0.00364153 | Time: 1712.12 ms [2021-12-16 09:54:01 main:574] : INFO : Epoch 1786 | loss: 0.00371521 | val_loss: 0.00359751 | Time: 1754.42 ms [2021-12-16 09:54:02 main:574] : INFO : Epoch 1787 | loss: 0.00368628 | val_loss: 0.00357347 | Time: 1717.46 ms [2021-12-16 09:54:04 main:574] : INFO : Epoch 1788 | loss: 0.00366936 | val_loss: 0.00354724 | Time: 1741.37 ms [2021-12-16 09:54:06 main:574] : INFO : Epoch 1789 | loss: 0.00365288 | val_loss: 0.00356112 | Time: 1720.06 ms [2021-12-16 09:54:08 main:574] : INFO : Epoch 1790 | loss: 0.00362805 | val_loss: 0.00350392 | Time: 1747.66 ms [2021-12-16 09:54:09 main:574] : INFO : Epoch 1791 | loss: 0.00358971 | val_loss: 0.00347669 | Time: 1760.7 ms [2021-12-16 09:54:11 main:574] : INFO : Epoch 1792 | loss: 0.00356453 | val_loss: 0.00344889 | Time: 1730.17 ms [2021-12-16 09:54:13 main:574] : INFO : Epoch 1793 | loss: 0.00353161 | val_loss: 0.00342333 | Time: 1756.36 ms [2021-12-16 09:54:15 main:574] : INFO : Epoch 1794 | loss: 0.00350655 | val_loss: 0.00339473 | Time: 1723.85 ms [2021-12-16 09:54:16 main:574] : INFO : Epoch 1795 | loss: 0.0034761 | val_loss: 0.0033494 | Time: 1738.37 ms [2021-12-16 09:54:18 main:574] : INFO : Epoch 1796 | loss: 0.00342536 | val_loss: 0.003278 | Time: 1711.78 ms [2021-12-16 09:54:20 main:574] : INFO : Epoch 1797 | loss: 0.00333638 | val_loss: 0.00317814 | Time: 1725.37 ms [2021-12-16 09:54:22 main:574] : INFO : Epoch 1798 | loss: 0.00323519 | val_loss: 0.00307804 | Time: 1745.2 ms [2021-12-16 09:54:23 main:574] : INFO : Epoch 1799 | loss: 0.00316511 | val_loss: 0.00303116 | Time: 1724.73 ms [2021-12-16 09:54:25 main:574] : INFO : Epoch 1800 | loss: 0.00312257 | val_loss: 0.00299279 | Time: 1733.01 ms [2021-12-16 09:54:27 main:574] : INFO : Epoch 1801 | loss: 0.00308397 | val_loss: 0.00296669 | Time: 1767.09 ms [2021-12-16 09:54:29 main:574] : INFO : Epoch 1802 | loss: 0.00305921 | val_loss: 0.00294347 | Time: 1729.33 ms [2021-12-16 09:54:30 main:574] : INFO : Epoch 1803 | loss: 0.00303942 | val_loss: 0.00292122 | Time: 1727.97 ms [2021-12-16 09:54:32 main:574] : INFO : Epoch 1804 | loss: 0.00302742 | val_loss: 0.00290618 | Time: 1734.61 ms [2021-12-16 09:54:34 main:574] : INFO : Epoch 1805 | loss: 0.00300929 | val_loss: 0.00289327 | Time: 1741.71 ms [2021-12-16 09:54:36 main:574] : INFO : Epoch 1806 | loss: 0.00299754 | val_loss: 0.00287857 | Time: 1731.3 ms [2021-12-16 09:54:37 main:574] : INFO : Epoch 1807 | loss: 0.00298202 | val_loss: 0.00287487 | Time: 1744.53 ms [2021-12-16 09:54:39 main:574] : INFO : Epoch 1808 | loss: 0.00297316 | val_loss: 0.00286699 | Time: 1735.85 ms [2021-12-16 09:54:41 main:574] : INFO : Epoch 1809 | loss: 0.00296182 | val_loss: 0.00285247 | Time: 1747.69 ms [2021-12-16 09:54:43 main:574] : INFO : Epoch 1810 | loss: 0.00294958 | val_loss: 0.00283557 | Time: 1751.07 ms [2021-12-16 09:54:44 main:574] : INFO : Epoch 1811 | loss: 0.00293788 | val_loss: 0.00282495 | Time: 1724.81 ms [2021-12-16 09:54:46 main:574] : INFO : Epoch 1812 | loss: 0.0029247 | val_loss: 0.00280999 | Time: 1717.54 ms [2021-12-16 09:54:48 main:574] : INFO : Epoch 1813 | loss: 0.00291397 | val_loss: 0.00279968 | Time: 1736.3 ms [2021-12-16 09:54:50 main:574] : INFO : Epoch 1814 | loss: 0.00290256 | val_loss: 0.00278826 | Time: 1735.88 ms [2021-12-16 09:54:51 main:574] : INFO : Epoch 1815 | loss: 0.00289315 | val_loss: 0.00278318 | Time: 1734.92 ms [2021-12-16 09:54:53 main:574] : INFO : Epoch 1816 | loss: 0.00287997 | val_loss: 0.00276765 | Time: 1711.45 ms [2021-12-16 09:54:55 main:574] : INFO : Epoch 1817 | loss: 0.00286773 | val_loss: 0.00275239 | Time: 1716.35 ms [2021-12-16 09:54:57 main:574] : INFO : Epoch 1818 | loss: 0.00285476 | val_loss: 0.00274199 | Time: 1719.48 ms [2021-12-16 09:54:58 main:574] : INFO : Epoch 1819 | loss: 0.00284659 | val_loss: 0.00274258 | Time: 1738.08 ms [2021-12-16 09:55:00 main:574] : INFO : Epoch 1820 | loss: 0.0028423 | val_loss: 0.00273153 | Time: 1733.2 ms [2021-12-16 09:55:02 main:574] : INFO : Epoch 1821 | loss: 0.00282929 | val_loss: 0.00271648 | Time: 1708.64 ms [2021-12-16 09:55:04 main:574] : INFO : Epoch 1822 | loss: 0.0028155 | val_loss: 0.00270101 | Time: 1741.81 ms [2021-12-16 09:55:05 main:574] : INFO : Epoch 1823 | loss: 0.00280335 | val_loss: 0.00268969 | Time: 1769.15 ms [2021-12-16 09:55:07 main:574] : INFO : Epoch 1824 | loss: 0.00279012 | val_loss: 0.00267532 | Time: 1750.79 ms [2021-12-16 09:55:09 main:574] : INFO : Epoch 1825 | loss: 0.0027762 | val_loss: 0.00266405 | Time: 1711.2 ms [2021-12-16 09:55:10 main:574] : INFO : Epoch 1826 | loss: 0.00276795 | val_loss: 0.00265215 | Time: 1697.59 ms [2021-12-16 09:55:12 main:574] : INFO : Epoch 1827 | loss: 0.00275802 | val_loss: 0.00264509 | Time: 1707.83 ms [2021-12-16 09:55:14 main:574] : INFO : Epoch 1828 | loss: 0.00275145 | val_loss: 0.00264932 | Time: 1729.82 ms [2021-12-16 09:55:16 main:574] : INFO : Epoch 1829 | loss: 0.00274593 | val_loss: 0.00264092 | Time: 1746.84 ms [2021-12-16 09:55:17 main:574] : INFO : Epoch 1830 | loss: 0.00273615 | val_loss: 0.00262067 | Time: 1727.45 ms [2021-12-16 09:55:19 main:574] : INFO : Epoch 1831 | loss: 0.00272836 | val_loss: 0.00261616 | Time: 1742.33 ms [2021-12-16 09:55:21 main:574] : INFO : Epoch 1832 | loss: 0.00272211 | val_loss: 0.002612 | Time: 1759.98 ms [2021-12-16 09:55:23 main:574] : INFO : Epoch 1833 | loss: 0.00271852 | val_loss: 0.00261152 | Time: 1734.69 ms [2021-12-16 09:55:24 main:574] : INFO : Epoch 1834 | loss: 0.00271702 | val_loss: 0.00259933 | Time: 1713.9 ms [2021-12-16 09:55:26 main:574] : INFO : Epoch 1835 | loss: 0.00271813 | val_loss: 0.00260177 | Time: 1716.85 ms [2021-12-16 09:55:28 main:574] : INFO : Epoch 1836 | loss: 0.00270263 | val_loss: 0.00258242 | Time: 1744.41 ms [2021-12-16 09:55:30 main:574] : INFO : Epoch 1837 | loss: 0.00269229 | val_loss: 0.0025765 | Time: 1722.84 ms [2021-12-16 09:55:31 main:574] : INFO : Epoch 1838 | loss: 0.00268326 | val_loss: 0.00257151 | Time: 1714.81 ms [2021-12-16 09:55:33 main:574] : INFO : Epoch 1839 | loss: 0.00267665 | val_loss: 0.00256377 | Time: 1740.36 ms [2021-12-16 09:55:35 main:574] : INFO : Epoch 1840 | loss: 0.00267148 | val_loss: 0.00256272 | Time: 1762.18 ms [2021-12-16 09:55:37 main:574] : INFO : Epoch 1841 | loss: 0.002668 | val_loss: 0.00255383 | Time: 1751.1 ms [2021-12-16 09:55:38 main:574] : INFO : Epoch 1842 | loss: 0.00266206 | val_loss: 0.00255035 | Time: 1731.46 ms [2021-12-16 09:55:40 main:574] : INFO : Epoch 1843 | loss: 0.00266013 | val_loss: 0.00254378 | Time: 1727.9 ms [2021-12-16 09:55:42 main:574] : INFO : Epoch 1844 | loss: 0.00265132 | val_loss: 0.00253675 | Time: 1732.52 ms [2021-12-16 09:55:44 main:574] : INFO : Epoch 1845 | loss: 0.00264652 | val_loss: 0.00253614 | Time: 1744.52 ms [2021-12-16 09:55:45 main:574] : INFO : Epoch 1846 | loss: 0.00264219 | val_loss: 0.00252924 | Time: 1700.99 ms [2021-12-16 09:55:47 main:574] : INFO : Epoch 1847 | loss: 0.00264253 | val_loss: 0.00252913 | Time: 1721 ms [2021-12-16 09:55:49 main:574] : INFO : Epoch 1848 | loss: 0.00263414 | val_loss: 0.00251852 | Time: 1738.64 ms [2021-12-16 09:55:51 main:574] : INFO : Epoch 1849 | loss: 0.0026295 | val_loss: 0.00251946 | Time: 1732.88 ms [2021-12-16 09:55:52 main:574] : INFO : Epoch 1850 | loss: 0.00262632 | val_loss: 0.00252369 | Time: 1708.31 ms [2021-12-16 09:55:54 main:574] : INFO : Epoch 1851 | loss: 0.00262177 | val_loss: 0.00251326 | Time: 1724.07 ms [2021-12-16 09:55:56 main:574] : INFO : Epoch 1852 | loss: 0.00262182 | val_loss: 0.00250907 | Time: 1839.37 ms [2021-12-16 09:55:58 main:574] : INFO : Epoch 1853 | loss: 0.00261612 | val_loss: 0.00249776 | Time: 1745.86 ms [2021-12-16 09:55:59 main:574] : INFO : Epoch 1854 | loss: 0.00261169 | val_loss: 0.00249511 | Time: 1723.2 ms [2021-12-16 09:56:01 main:574] : INFO : Epoch 1855 | loss: 0.00260726 | val_loss: 0.002496 | Time: 1735.44 ms [2021-12-16 09:56:03 main:574] : INFO : Epoch 1856 | loss: 0.00260216 | val_loss: 0.00248992 | Time: 1714.5 ms [2021-12-16 09:56:05 main:574] : INFO : Epoch 1857 | loss: 0.00259815 | val_loss: 0.0024825 | Time: 1740.33 ms [2021-12-16 09:56:06 main:574] : INFO : Epoch 1858 | loss: 0.00259191 | val_loss: 0.00248365 | Time: 1726.63 ms [2021-12-16 09:56:08 main:574] : INFO : Epoch 1859 | loss: 0.0025908 | val_loss: 0.00247333 | Time: 1845.19 ms [2021-12-16 09:56:10 main:574] : INFO : Epoch 1860 | loss: 0.00258409 | val_loss: 0.00246926 | Time: 1745.88 ms [2021-12-16 09:56:12 main:574] : INFO : Epoch 1861 | loss: 0.00258225 | val_loss: 0.00246559 | Time: 1718.07 ms [2021-12-16 09:56:13 main:574] : INFO : Epoch 1862 | loss: 0.0025742 | val_loss: 0.0024602 | Time: 1731.03 ms [2021-12-16 09:56:15 main:574] : INFO : Epoch 1863 | loss: 0.0025481 | val_loss: 0.00240273 | Time: 1757.46 ms [2021-12-16 09:56:17 main:574] : INFO : Epoch 1864 | loss: 0.00540794 | val_loss: 0.0205089 | Time: 1737.97 ms [2021-12-16 09:56:19 main:574] : INFO : Epoch 1865 | loss: 0.0264527 | val_loss: 0.0216733 | Time: 1752.55 ms [2021-12-16 09:56:20 main:574] : INFO : Epoch 1866 | loss: 0.0186961 | val_loss: 0.0167425 | Time: 1744.18 ms [2021-12-16 09:56:22 main:574] : INFO : Epoch 1867 | loss: 0.0167095 | val_loss: 0.016236 | Time: 1764.04 ms [2021-12-16 09:56:24 main:574] : INFO : Epoch 1868 | loss: 0.0160802 | val_loss: 0.0154246 | Time: 1775.65 ms [2021-12-16 09:56:26 main:574] : INFO : Epoch 1869 | loss: 0.0144182 | val_loss: 0.0133502 | Time: 1738.74 ms [2021-12-16 09:56:27 main:574] : INFO : Epoch 1870 | loss: 0.0122187 | val_loss: 0.0094683 | Time: 1741.69 ms [2021-12-16 09:56:29 main:574] : INFO : Epoch 1871 | loss: 0.00783204 | val_loss: 0.0064713 | Time: 1732.32 ms [2021-12-16 09:56:31 main:574] : INFO : Epoch 1872 | loss: 0.00593191 | val_loss: 0.00524269 | Time: 1741.38 ms [2021-12-16 09:56:33 main:574] : INFO : Epoch 1873 | loss: 0.00500248 | val_loss: 0.00462274 | Time: 1719.61 ms [2021-12-16 09:56:34 main:574] : INFO : Epoch 1874 | loss: 0.00455786 | val_loss: 0.00432091 | Time: 1716.8 ms [2021-12-16 09:56:36 main:574] : INFO : Epoch 1875 | loss: 0.00432298 | val_loss: 0.00406486 | Time: 1759.68 ms [2021-12-16 09:56:38 main:574] : INFO : Epoch 1876 | loss: 0.00410285 | val_loss: 0.00390607 | Time: 1736.44 ms [2021-12-16 09:56:40 main:574] : INFO : Epoch 1877 | loss: 0.00396012 | val_loss: 0.00377844 | Time: 1758.23 ms [2021-12-16 09:56:41 main:574] : INFO : Epoch 1878 | loss: 0.00385594 | val_loss: 0.00370091 | Time: 1741.68 ms [2021-12-16 09:56:43 main:574] : INFO : Epoch 1879 | loss: 0.00377069 | val_loss: 0.0036301 | Time: 1734.29 ms [2021-12-16 09:56:45 main:574] : INFO : Epoch 1880 | loss: 0.00370944 | val_loss: 0.00356046 | Time: 1722.92 ms [2021-12-16 09:56:47 main:574] : INFO : Epoch 1881 | loss: 0.00365422 | val_loss: 0.0035116 | Time: 1711.65 ms [2021-12-16 09:56:48 main:574] : INFO : Epoch 1882 | loss: 0.00361801 | val_loss: 0.00347896 | Time: 1741.67 ms [2021-12-16 09:56:50 main:574] : INFO : Epoch 1883 | loss: 0.00356701 | val_loss: 0.00342199 | Time: 1809.66 ms [2021-12-16 09:56:52 main:574] : INFO : Epoch 1884 | loss: 0.0035242 | val_loss: 0.00339021 | Time: 1726.75 ms [2021-12-16 09:56:54 main:574] : INFO : Epoch 1885 | loss: 0.0034996 | val_loss: 0.00334865 | Time: 1748.08 ms [2021-12-16 09:56:56 main:574] : INFO : Epoch 1886 | loss: 0.00345811 | val_loss: 0.00330703 | Time: 1732.24 ms [2021-12-16 09:56:57 main:574] : INFO : Epoch 1887 | loss: 0.00350029 | val_loss: 0.00338945 | Time: 1729.51 ms [2021-12-16 09:56:59 main:574] : INFO : Epoch 1888 | loss: 0.00344743 | val_loss: 0.00327816 | Time: 1741.64 ms [2021-12-16 09:57:01 main:574] : INFO : Epoch 1889 | loss: 0.00336142 | val_loss: 0.00323253 | Time: 1717.83 ms [2021-12-16 09:57:03 main:574] : INFO : Epoch 1890 | loss: 0.00332093 | val_loss: 0.00320245 | Time: 1763.05 ms [2021-12-16 09:57:04 main:574] : INFO : Epoch 1891 | loss: 0.00328389 | val_loss: 0.00314559 | Time: 1727.33 ms [2021-12-16 09:57:06 main:574] : INFO : Epoch 1892 | loss: 0.00323835 | val_loss: 0.00312628 | Time: 1733.98 ms [2021-12-16 09:57:08 main:574] : INFO : Epoch 1893 | loss: 0.00321314 | val_loss: 0.00309121 | Time: 1771.05 ms [2021-12-16 09:57:10 main:574] : INFO : Epoch 1894 | loss: 0.00318275 | val_loss: 0.003043 | Time: 1802.79 ms [2021-12-16 09:57:11 main:574] : INFO : Epoch 1895 | loss: 0.0031456 | val_loss: 0.00301439 | Time: 1719.45 ms [2021-12-16 09:57:13 main:574] : INFO : Epoch 1896 | loss: 0.0031134 | val_loss: 0.00297805 | Time: 1731.57 ms [2021-12-16 09:57:15 main:574] : INFO : Epoch 1897 | loss: 0.00307976 | val_loss: 0.00294374 | Time: 1699.52 ms [2021-12-16 09:57:17 main:574] : INFO : Epoch 1898 | loss: 0.003056 | val_loss: 0.00290659 | Time: 1800.01 ms [2021-12-16 09:57:18 main:574] : INFO : Epoch 1899 | loss: 0.00300282 | val_loss: 0.00285196 | Time: 1731.7 ms [2021-12-16 09:57:20 main:574] : INFO : Epoch 1900 | loss: 0.00292278 | val_loss: 0.00276858 | Time: 1719.51 ms [2021-12-16 09:57:22 main:574] : INFO : Epoch 1901 | loss: 0.00281864 | val_loss: 0.00267213 | Time: 1741.59 ms [2021-12-16 09:57:24 main:574] : INFO : Epoch 1902 | loss: 0.00266972 | val_loss: 0.00247306 | Time: 1729.32 ms [2021-12-16 09:57:25 main:574] : INFO : Epoch 1903 | loss: 0.00244802 | val_loss: 0.0022463 | Time: 1738.62 ms [2021-12-16 09:57:27 main:574] : INFO : Epoch 1904 | loss: 0.00224214 | val_loss: 0.00214974 | Time: 1728.46 ms [2021-12-16 09:57:29 main:574] : INFO : Epoch 1905 | loss: 0.00205614 | val_loss: 0.0018801 | Time: 1739.41 ms [2021-12-16 09:57:31 main:574] : INFO : Epoch 1906 | loss: 0.00185068 | val_loss: 0.00171498 | Time: 1740.06 ms [2021-12-16 09:57:32 main:574] : INFO : Epoch 1907 | loss: 0.00171463 | val_loss: 0.00161987 | Time: 1735.99 ms [2021-12-16 09:57:34 main:574] : INFO : Epoch 1908 | loss: 0.00160613 | val_loss: 0.00152851 | Time: 1759.05 ms [2021-12-16 09:57:36 main:574] : INFO : Epoch 1909 | loss: 0.00152929 | val_loss: 0.00149432 | Time: 1730.63 ms [2021-12-16 09:57:38 main:574] : INFO : Epoch 1910 | loss: 0.00146258 | val_loss: 0.00145765 | Time: 1724.68 ms [2021-12-16 09:57:39 main:574] : INFO : Epoch 1911 | loss: 0.00143861 | val_loss: 0.0014446 | Time: 1710.87 ms [2021-12-16 09:57:41 main:574] : INFO : Epoch 1912 | loss: 0.00139256 | val_loss: 0.00134021 | Time: 1713.22 ms [2021-12-16 09:57:43 main:574] : INFO : Epoch 1913 | loss: 0.00131846 | val_loss: 0.00126154 | Time: 1725.05 ms [2021-12-16 09:57:44 main:574] : INFO : Epoch 1914 | loss: 0.00123556 | val_loss: 0.00116542 | Time: 1729.99 ms [2021-12-16 09:57:46 main:574] : INFO : Epoch 1915 | loss: 0.00113547 | val_loss: 0.00107962 | Time: 1694.63 ms [2021-12-16 09:57:48 main:574] : INFO : Epoch 1916 | loss: 0.00105335 | val_loss: 0.00100781 | Time: 1879.7 ms [2021-12-16 09:57:50 main:574] : INFO : Epoch 1917 | loss: 0.00100285 | val_loss: 0.00097282 | Time: 1717.95 ms [2021-12-16 09:57:52 main:574] : INFO : Epoch 1918 | loss: 0.00096129 | val_loss: 0.000938285 | Time: 1745.01 ms [2021-12-16 09:57:53 main:574] : INFO : Epoch 1919 | loss: 0.000913606 | val_loss: 0.000887081 | Time: 1755.89 ms [2021-12-16 09:57:55 main:574] : INFO : Epoch 1920 | loss: 0.000884314 | val_loss: 0.000856861 | Time: 1802.37 ms [2021-12-16 09:57:57 main:574] : INFO : Epoch 1921 | loss: 0.000855753 | val_loss: 0.00083373 | Time: 1834.52 ms [2021-12-16 09:57:59 main:574] : INFO : Epoch 1922 | loss: 0.000836207 | val_loss: 0.000817809 | Time: 1775.56 ms [2021-12-16 09:58:01 main:574] : INFO : Epoch 1923 | loss: 0.000823967 | val_loss: 0.000812661 | Time: 1769.67 ms [2021-12-16 09:58:02 main:574] : INFO : Epoch 1924 | loss: 0.000807113 | val_loss: 0.000781632 | Time: 1744.28 ms [2021-12-16 09:58:04 main:574] : INFO : Epoch 1925 | loss: 0.000789903 | val_loss: 0.000785899 | Time: 1749.93 ms [2021-12-16 09:58:06 main:574] : INFO : Epoch 1926 | loss: 0.00078319 | val_loss: 0.000771527 | Time: 1736.93 ms [2021-12-16 09:58:08 main:574] : INFO : Epoch 1927 | loss: 0.000769132 | val_loss: 0.000741707 | Time: 1732.21 ms [2021-12-16 09:58:09 main:574] : INFO : Epoch 1928 | loss: 0.000751691 | val_loss: 0.000740754 | Time: 1896.43 ms [2021-12-16 09:58:11 main:574] : INFO : Epoch 1929 | loss: 0.000742391 | val_loss: 0.000728812 | Time: 1717.12 ms [2021-12-16 09:58:13 main:574] : INFO : Epoch 1930 | loss: 0.000730245 | val_loss: 0.000713662 | Time: 1747.97 ms [2021-12-16 09:58:15 main:574] : INFO : Epoch 1931 | loss: 0.000721412 | val_loss: 0.000703954 | Time: 1750.57 ms [2021-12-16 09:58:16 main:574] : INFO : Epoch 1932 | loss: 0.000711759 | val_loss: 0.000694396 | Time: 1744.63 ms [2021-12-16 09:58:18 main:574] : INFO : Epoch 1933 | loss: 0.000700755 | val_loss: 0.000685722 | Time: 1952.96 ms [2021-12-16 09:58:20 main:574] : INFO : Epoch 1934 | loss: 0.000696748 | val_loss: 0.000681177 | Time: 1752.49 ms [2021-12-16 09:58:22 main:574] : INFO : Epoch 1935 | loss: 0.000691848 | val_loss: 0.000687015 | Time: 1723.34 ms [2021-12-16 09:58:24 main:574] : INFO : Epoch 1936 | loss: 0.000684545 | val_loss: 0.000672348 | Time: 1718.67 ms [2021-12-16 09:58:25 main:574] : INFO : Epoch 1937 | loss: 0.000671596 | val_loss: 0.000652157 | Time: 1783.18 ms [2021-12-16 09:58:27 main:574] : INFO : Epoch 1938 | loss: 0.000663857 | val_loss: 0.000651444 | Time: 1779.36 ms [2021-12-16 09:58:29 main:574] : INFO : Epoch 1939 | loss: 0.000658338 | val_loss: 0.000642245 | Time: 1790.58 ms [2021-12-16 09:58:31 main:574] : INFO : Epoch 1940 | loss: 0.000647366 | val_loss: 0.000632994 | Time: 1783.21 ms [2021-12-16 09:58:33 main:574] : INFO : Epoch 1941 | loss: 0.00064073 | val_loss: 0.000624959 | Time: 1733.49 ms [2021-12-16 09:58:34 main:574] : INFO : Epoch 1942 | loss: 0.000635211 | val_loss: 0.000617939 | Time: 1748.84 ms [2021-12-16 09:58:36 main:574] : INFO : Epoch 1943 | loss: 0.00062388 | val_loss: 0.000604888 | Time: 1747.78 ms [2021-12-16 09:58:38 main:574] : INFO : Epoch 1944 | loss: 0.00061442 | val_loss: 0.000597794 | Time: 1797.22 ms [2021-12-16 09:58:40 main:574] : INFO : Epoch 1945 | loss: 0.000603355 | val_loss: 0.000587185 | Time: 1754.25 ms [2021-12-16 09:58:41 main:574] : INFO : Epoch 1946 | loss: 0.000593563 | val_loss: 0.000573666 | Time: 1734.87 ms [2021-12-16 09:58:43 main:574] : INFO : Epoch 1947 | loss: 0.000582938 | val_loss: 0.000573199 | Time: 1764.8 ms [2021-12-16 09:58:45 main:574] : INFO : Epoch 1948 | loss: 0.00057157 | val_loss: 0.000552027 | Time: 1729.66 ms [2021-12-16 09:58:47 main:574] : INFO : Epoch 1949 | loss: 0.00055543 | val_loss: 0.000536902 | Time: 1738.25 ms [2021-12-16 09:58:48 main:574] : INFO : Epoch 1950 | loss: 0.000543317 | val_loss: 0.000528808 | Time: 1749.33 ms [2021-12-16 09:58:50 main:574] : INFO : Epoch 1951 | loss: 0.000534108 | val_loss: 0.000520299 | Time: 1730.41 ms [2021-12-16 09:58:52 main:574] : INFO : Epoch 1952 | loss: 0.000528119 | val_loss: 0.000515026 | Time: 1722.68 ms [2021-12-16 09:58:54 main:574] : INFO : Epoch 1953 | loss: 0.000523668 | val_loss: 0.000510754 | Time: 1714.89 ms [2021-12-16 09:58:55 main:574] : INFO : Epoch 1954 | loss: 0.000522169 | val_loss: 0.000509598 | Time: 1743.18 ms [2021-12-16 09:58:57 main:574] : INFO : Epoch 1955 | loss: 0.000517869 | val_loss: 0.00050731 | Time: 1744.19 ms [2021-12-16 09:58:59 main:574] : INFO : Epoch 1956 | loss: 0.000514836 | val_loss: 0.000502609 | Time: 1715.32 ms [2021-12-16 09:59:01 main:574] : INFO : Epoch 1957 | loss: 0.000511932 | val_loss: 0.000500354 | Time: 1737.3 ms [2021-12-16 09:59:02 main:574] : INFO : Epoch 1958 | loss: 0.000509355 | val_loss: 0.000497377 | Time: 1731.7 ms [2021-12-16 09:59:04 main:574] : INFO : Epoch 1959 | loss: 0.000510395 | val_loss: 0.000497346 | Time: 1731.88 ms [2021-12-16 09:59:06 main:574] : INFO : Epoch 1960 | loss: 0.000506651 | val_loss: 0.000494559 | Time: 1735.11 ms [2021-12-16 09:59:08 main:574] : INFO : Epoch 1961 | loss: 0.000504216 | val_loss: 0.000492216 | Time: 1735.19 ms [2021-12-16 09:59:09 main:574] : INFO : Epoch 1962 | loss: 0.000502293 | val_loss: 0.000490639 | Time: 1728.12 ms [2021-12-16 09:59:11 main:574] : INFO : Epoch 1963 | loss: 0.000501011 | val_loss: 0.000489101 | Time: 1720.32 ms [2021-12-16 09:59:13 main:574] : INFO : Epoch 1964 | loss: 0.00049951 | val_loss: 0.000487473 | Time: 1724.21 ms [2021-12-16 09:59:15 main:574] : INFO : Epoch 1965 | loss: 0.000498207 | val_loss: 0.000486608 | Time: 1728.27 ms [2021-12-16 09:59:16 main:574] : INFO : Epoch 1966 | loss: 0.000497887 | val_loss: 0.000489146 | Time: 1739.7 ms [2021-12-16 09:59:18 main:574] : INFO : Epoch 1967 | loss: 0.000498172 | val_loss: 0.000484563 | Time: 1730.05 ms [2021-12-16 09:59:20 main:574] : INFO : Epoch 1968 | loss: 0.000495341 | val_loss: 0.000483351 | Time: 1728.73 ms [2021-12-16 09:59:21 main:574] : INFO : Epoch 1969 | loss: 0.000493752 | val_loss: 0.000482093 | Time: 1722.4 ms [2021-12-16 09:59:23 main:574] : INFO : Epoch 1970 | loss: 0.00049273 | val_loss: 0.00048164 | Time: 1789.82 ms [2021-12-16 09:59:25 main:574] : INFO : Epoch 1971 | loss: 0.000491727 | val_loss: 0.000479755 | Time: 1889.73 ms [2021-12-16 09:59:27 main:574] : INFO : Epoch 1972 | loss: 0.000490366 | val_loss: 0.000478009 | Time: 1739.77 ms [2021-12-16 09:59:29 main:574] : INFO : Epoch 1973 | loss: 0.000488556 | val_loss: 0.000476656 | Time: 1848.02 ms [2021-12-16 09:59:31 main:574] : INFO : Epoch 1974 | loss: 0.000486648 | val_loss: 0.00047405 | Time: 1783.64 ms [2021-12-16 09:59:32 main:574] : INFO : Epoch 1975 | loss: 0.000484793 | val_loss: 0.000476523 | Time: 1736.33 ms [2021-12-16 09:59:34 main:574] : INFO : Epoch 1976 | loss: 0.000481403 | val_loss: 0.000467467 | Time: 1738.32 ms [2021-12-16 09:59:36 main:574] : INFO : Epoch 1977 | loss: 0.000473723 | val_loss: 0.00045923 | Time: 1731.32 ms [2021-12-16 09:59:38 main:574] : INFO : Epoch 1978 | loss: 0.000464965 | val_loss: 0.000447637 | Time: 1734.39 ms [2021-12-16 09:59:39 main:574] : INFO : Epoch 1979 | loss: 0.000452758 | val_loss: 0.00043224 | Time: 1753.07 ms [2021-12-16 09:59:41 main:574] : INFO : Epoch 1980 | loss: 0.000430791 | val_loss: 0.000404896 | Time: 1757.45 ms [2021-12-16 09:59:43 main:574] : INFO : Epoch 1981 | loss: 0.000499747 | val_loss: 0.00044975 | Time: 1737.13 ms [2021-12-16 09:59:45 main:574] : INFO : Epoch 1982 | loss: 0.000388202 | val_loss: 0.000333797 | Time: 1730.57 ms [2021-12-16 09:59:46 main:574] : INFO : Epoch 1983 | loss: 0.000411191 | val_loss: 0.000476018 | Time: 1774.04 ms [2021-12-16 09:59:48 main:574] : INFO : Epoch 1984 | loss: 0.0254261 | val_loss: 0.0221904 | Time: 1740.39 ms [2021-12-16 09:59:50 main:574] : INFO : Epoch 1985 | loss: 0.0170533 | val_loss: 0.0150181 | Time: 1729.12 ms [2021-12-16 09:59:52 main:574] : INFO : Epoch 1986 | loss: 0.0150466 | val_loss: 0.0128075 | Time: 1727.7 ms [2021-12-16 09:59:53 main:574] : INFO : Epoch 1987 | loss: 0.0120214 | val_loss: 0.0119001 | Time: 1738.54 ms [2021-12-16 09:59:55 main:574] : INFO : Epoch 1988 | loss: 0.00994244 | val_loss: 0.00660348 | Time: 1737.69 ms [2021-12-16 09:59:57 main:574] : INFO : Epoch 1989 | loss: 0.00405466 | val_loss: 0.00205704 | Time: 1756.79 ms [2021-12-16 09:59:59 main:574] : INFO : Epoch 1990 | loss: 0.002328 | val_loss: 0.00171564 | Time: 1744.56 ms [2021-12-16 10:00:00 main:574] : INFO : Epoch 1991 | loss: 0.00123413 | val_loss: 0.000982184 | Time: 1761.05 ms [2021-12-16 10:00:02 main:574] : INFO : Epoch 1992 | loss: 0.0008785 | val_loss: 0.000752416 | Time: 1743.07 ms [2021-12-16 10:00:04 main:574] : INFO : Epoch 1993 | loss: 0.000732177 | val_loss: 0.00067467 | Time: 1740.04 ms [2021-12-16 10:00:06 main:574] : INFO : Epoch 1994 | loss: 0.000654069 | val_loss: 0.000606668 | Time: 1729.61 ms [2021-12-16 10:00:07 main:574] : INFO : Epoch 1995 | loss: 0.00060457 | val_loss: 0.000570753 | Time: 1742.26 ms [2021-12-16 10:00:09 main:574] : INFO : Epoch 1996 | loss: 0.000565466 | val_loss: 0.000532558 | Time: 1737.53 ms [2021-12-16 10:00:11 main:574] : INFO : Epoch 1997 | loss: 0.000526342 | val_loss: 0.000494288 | Time: 1738.85 ms [2021-12-16 10:00:13 main:574] : INFO : Epoch 1998 | loss: 0.000487204 | val_loss: 0.000455383 | Time: 1714.54 ms [2021-12-16 10:00:14 main:574] : INFO : Epoch 1999 | loss: 0.000475005 | val_loss: 0.00125403 | Time: 1698.38 ms [2021-12-16 10:00:16 main:574] : INFO : Epoch 2000 | loss: 0.000781344 | val_loss: 0.000525976 | Time: 1727.67 ms [2021-12-16 10:00:18 main:574] : INFO : Epoch 2001 | loss: 0.000482491 | val_loss: 0.000431765 | Time: 1830.44 ms [2021-12-16 10:00:20 main:574] : INFO : Epoch 2002 | loss: 0.000419489 | val_loss: 0.000383573 | Time: 1759.05 ms [2021-12-16 10:00:21 main:574] : INFO : Epoch 2003 | loss: 0.000366762 | val_loss: 0.000329294 | Time: 1755.74 ms [2021-12-16 10:00:23 main:574] : INFO : Epoch 2004 | loss: 0.000316007 | val_loss: 0.000286293 | Time: 1738.74 ms [2021-12-16 10:00:25 main:574] : INFO : Epoch 2005 | loss: 0.000274603 | val_loss: 0.000251887 | Time: 1732.6 ms [2021-12-16 10:00:27 main:574] : INFO : Epoch 2006 | loss: 0.000604661 | val_loss: 0.000364909 | Time: 1727.09 ms [2021-12-16 10:00:28 main:574] : INFO : Epoch 2007 | loss: 0.000425188 | val_loss: 0.00035866 | Time: 1749.95 ms [2021-12-16 10:00:30 main:574] : INFO : Epoch 2008 | loss: 0.000307184 | val_loss: 0.000270953 | Time: 1764.64 ms [2021-12-16 10:00:32 main:574] : INFO : Epoch 2009 | loss: 0.000249553 | val_loss: 0.000220924 | Time: 1747.29 ms [2021-12-16 10:00:34 main:574] : INFO : Epoch 2010 | loss: 0.000207271 | val_loss: 0.000187735 | Time: 1758.11 ms [2021-12-16 10:00:35 main:574] : INFO : Epoch 2011 | loss: 0.000180653 | val_loss: 0.000169203 | Time: 1748.83 ms [2021-12-16 10:00:37 main:574] : INFO : Epoch 2012 | loss: 0.00016406 | val_loss: 0.000158318 | Time: 1722.48 ms [2021-12-16 10:00:39 main:574] : INFO : Epoch 2013 | loss: 0.000152928 | val_loss: 0.000146444 | Time: 1704.57 ms [2021-12-16 10:00:41 main:574] : INFO : Epoch 2014 | loss: 0.000143972 | val_loss: 0.000139456 | Time: 1723.93 ms [2021-12-16 10:00:42 main:574] : INFO : Epoch 2015 | loss: 0.000137222 | val_loss: 0.000131984 | Time: 1707.77 ms [2021-12-16 10:00:44 main:574] : INFO : Epoch 2016 | loss: 0.00012941 | val_loss: 0.000124785 | Time: 1698.2 ms [2021-12-16 10:00:46 main:574] : INFO : Epoch 2017 | loss: 0.000123301 | val_loss: 0.00012 | Time: 1717.89 ms [2021-12-16 10:00:48 main:574] : INFO : Epoch 2018 | loss: 0.000118792 | val_loss: 0.000114765 | Time: 1716 ms [2021-12-16 10:00:49 main:574] : INFO : Epoch 2019 | loss: 0.000114249 | val_loss: 0.000124073 | Time: 1718.21 ms [2021-12-16 10:00:51 main:574] : INFO : Epoch 2020 | loss: 0.000158024 | val_loss: 0.000117654 | Time: 1731.33 ms [2021-12-16 10:00:53 main:574] : INFO : Epoch 2021 | loss: 0.000113529 | val_loss: 0.000105823 | Time: 1724.95 ms [2021-12-16 10:00:54 main:574] : INFO : Epoch 2022 | loss: 0.00010435 | val_loss: 0.000100326 | Time: 1719.97 ms [2021-12-16 10:00:56 main:574] : INFO : Epoch 2023 | loss: 9.98781e-05 | val_loss: 9.73388e-05 | Time: 1708.88 ms [2021-12-16 10:00:58 main:574] : INFO : Epoch 2024 | loss: 9.65171e-05 | val_loss: 9.48982e-05 | Time: 1714.91 ms [2021-12-16 10:01:00 main:574] : INFO : Epoch 2025 | loss: 9.29025e-05 | val_loss: 9.17958e-05 | Time: 1809.68 ms [2021-12-16 10:01:02 main:574] : INFO : Epoch 2026 | loss: 9.05719e-05 | val_loss: 8.92088e-05 | Time: 1745.03 ms [2021-12-16 10:01:03 main:574] : INFO : Epoch 2027 | loss: 9.00831e-05 | val_loss: 8.80834e-05 | Time: 1772.58 ms [2021-12-16 10:01:05 main:574] : INFO : Epoch 2028 | loss: 8.83635e-05 | val_loss: 9.07004e-05 | Time: 1777.65 ms [2021-12-16 10:01:07 main:574] : INFO : Epoch 2029 | loss: 8.4961e-05 | val_loss: 8.21796e-05 | Time: 1834.89 ms [2021-12-16 10:01:09 main:574] : INFO : Epoch 2030 | loss: 8.11866e-05 | val_loss: 7.94031e-05 | Time: 1814.02 ms [2021-12-16 10:01:11 main:574] : INFO : Epoch 2031 | loss: 0.000113022 | val_loss: 8.10647e-05 | Time: 1825.75 ms [2021-12-16 10:01:12 main:574] : INFO : Epoch 2032 | loss: 8.65612e-05 | val_loss: 8.20332e-05 | Time: 1721.61 ms [2021-12-16 10:01:14 main:574] : INFO : Epoch 2033 | loss: 7.67127e-05 | val_loss: 7.61194e-05 | Time: 1754.43 ms [2021-12-16 10:01:16 main:574] : INFO : Epoch 2034 | loss: 7.39061e-05 | val_loss: 7.31309e-05 | Time: 1780.65 ms [2021-12-16 10:01:18 main:574] : INFO : Epoch 2035 | loss: 7.25354e-05 | val_loss: 7.27251e-05 | Time: 1885.91 ms [2021-12-16 10:01:20 main:574] : INFO : Epoch 2036 | loss: 7.03834e-05 | val_loss: 6.9387e-05 | Time: 1721.18 ms [2021-12-16 10:01:21 main:574] : INFO : Epoch 2037 | loss: 6.84194e-05 | val_loss: 6.84742e-05 | Time: 1758.34 ms [2021-12-16 10:01:23 main:574] : INFO : Epoch 2038 | loss: 6.79175e-05 | val_loss: 6.72791e-05 | Time: 1801.31 ms [2021-12-16 10:01:25 main:574] : INFO : Epoch 2039 | loss: 6.64434e-05 | val_loss: 6.65569e-05 | Time: 1738.23 ms [2021-12-16 10:01:27 main:574] : INFO : Epoch 2040 | loss: 6.60526e-05 | val_loss: 6.60518e-05 | Time: 1768.84 ms [2021-12-16 10:01:28 main:574] : INFO : Epoch 2041 | loss: 6.38483e-05 | val_loss: 6.31447e-05 | Time: 1725.2 ms [2021-12-16 10:01:30 main:574] : INFO : Epoch 2042 | loss: 6.31177e-05 | val_loss: 6.26142e-05 | Time: 1753.89 ms [2021-12-16 10:01:32 main:574] : INFO : Epoch 2043 | loss: 6.24985e-05 | val_loss: 6.43036e-05 | Time: 1725.36 ms [2021-12-16 10:01:34 main:574] : INFO : Epoch 2044 | loss: 6.11818e-05 | val_loss: 6.25112e-05 | Time: 1707.55 ms [2021-12-16 10:01:35 main:574] : INFO : Epoch 2045 | loss: 6.00848e-05 | val_loss: 6.11617e-05 | Time: 1735.47 ms [2021-12-16 10:01:37 main:574] : INFO : Epoch 2046 | loss: 6.13321e-05 | val_loss: 6.98476e-05 | Time: 1723.19 ms [2021-12-16 10:01:39 main:574] : INFO : Epoch 2047 | loss: 6.28515e-05 | val_loss: 5.78864e-05 | Time: 1713.68 ms [2021-12-16 10:01:41 main:574] : INFO : Epoch 2048 | loss: 5.703e-05 | val_loss: 5.71329e-05 | Time: 1727.07 ms [2021-12-16 10:01:41 main:597] : INFO : Saving trained model to model-final.pt, val_loss 5.71329e-05 [2021-12-16 10:01:41 main:603] : INFO : Saving end state to config to file [2021-12-16 10:01:41 main:608] : INFO : Success, exiting.. 10:01:41 (21436): 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)