| Name | ParityModified-1645991806-14689-2-0_0 |
| Workunit | 9733994 |
| Created | 5 Mar 2022, 14:49:02 UTC |
| Sent | 7 Mar 2022, 10:57:04 UTC |
| Report deadline | 15 Mar 2022, 10:57:04 UTC |
| Received | 7 Mar 2022, 13:57:21 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 16635 |
| Run time | 1 hours 14 min 17 sec |
| CPU time | 1 hours 12 min 50 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 12,158.68 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.63 GB |
| Peak swap size | 3.69 GB |
| Peak disk usage | 1.54 GB |
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> Time: 2164.31 ms [2022-03-07 06:39:22 main:574] : INFO : Epoch 1557 | loss: 0.000556457 | val_loss: 0.000533308 | Time: 2166.18 ms [2022-03-07 06:39:24 main:574] : INFO : Epoch 1558 | loss: 0.000546582 | val_loss: 0.000518931 | Time: 2167.77 ms [2022-03-07 06:39:26 main:574] : INFO : Epoch 1559 | loss: 0.000535914 | val_loss: 0.000512413 | Time: 2162.2 ms [2022-03-07 06:39:28 main:574] : INFO : Epoch 1560 | loss: 0.000529778 | val_loss: 0.000505265 | Time: 2164.52 ms [2022-03-07 06:39:30 main:574] : INFO : Epoch 1561 | loss: 0.000533193 | val_loss: 0.000541904 | Time: 2163.1 ms [2022-03-07 06:39:33 main:574] : INFO : Epoch 1562 | loss: 0.000528507 | val_loss: 0.000496449 | Time: 2163.9 ms [2022-03-07 06:39:35 main:574] : INFO : Epoch 1563 | loss: 0.000520645 | val_loss: 0.000499839 | Time: 2166.78 ms [2022-03-07 06:39:37 main:574] : INFO : Epoch 1564 | loss: 0.00053212 | val_loss: 0.0005281 | Time: 2164.53 ms [2022-03-07 06:39:39 main:574] : INFO : Epoch 1565 | loss: 0.000529244 | val_loss: 0.000496761 | Time: 2165.13 ms [2022-03-07 06:39:41 main:574] : INFO : Epoch 1566 | loss: 0.000515295 | val_loss: 0.000496365 | Time: 2161.7 ms [2022-03-07 06:39:43 main:574] : INFO : Epoch 1567 | loss: 0.000511863 | val_loss: 0.000494796 | Time: 2162.71 ms [2022-03-07 06:39:46 main:574] : INFO : Epoch 1568 | loss: 0.000511135 | val_loss: 0.000499428 | Time: 2164.48 ms [2022-03-07 06:39:48 main:574] : INFO : Epoch 1569 | loss: 0.000512921 | val_loss: 0.000490604 | Time: 2166.48 ms [2022-03-07 06:39:50 main:574] : INFO : Epoch 1570 | loss: 0.000508652 | val_loss: 0.000489188 | Time: 2165.89 ms [2022-03-07 06:39:52 main:574] : INFO : Epoch 1571 | loss: 0.000511175 | val_loss: 0.000486203 | Time: 2166.13 ms [2022-03-07 06:39:54 main:574] : INFO : Epoch 1572 | loss: 0.000510305 | val_loss: 0.000524843 | Time: 2164.48 ms [2022-03-07 06:39:56 main:574] : INFO : Epoch 1573 | loss: 0.000514458 | val_loss: 0.000483388 | Time: 2166.1 ms [2022-03-07 06:39:59 main:574] : INFO : Epoch 1574 | loss: 0.000500684 | val_loss: 0.00048558 | Time: 2165 ms [2022-03-07 06:40:01 main:574] : INFO : Epoch 1575 | loss: 0.000502013 | val_loss: 0.000481076 | Time: 2168.91 ms [2022-03-07 06:40:03 main:574] : INFO : Epoch 1576 | loss: 0.000509067 | val_loss: 0.000501229 | Time: 2163.37 ms [2022-03-07 06:40:05 main:574] : INFO : Epoch 1577 | loss: 0.000504031 | val_loss: 0.000477337 | Time: 2161.51 ms [2022-03-07 06:40:07 main:574] : INFO : Epoch 1578 | loss: 0.000504495 | val_loss: 0.000484665 | Time: 2160.93 ms [2022-03-07 06:40:09 main:574] : INFO : Epoch 1579 | loss: 0.000499708 | val_loss: 0.000473551 | Time: 2163.95 ms [2022-03-07 06:40:12 main:574] : INFO : Epoch 1580 | loss: 0.000534594 | val_loss: 0.000570629 | Time: 2164.12 ms [2022-03-07 06:40:14 main:574] : INFO : Epoch 1581 | loss: 0.000523122 | val_loss: 0.000485295 | Time: 2165.36 ms [2022-03-07 06:40:16 main:574] : INFO : Epoch 1582 | loss: 0.000495199 | val_loss: 0.000473405 | Time: 2167.39 ms [2022-03-07 06:40:18 main:574] : INFO : Epoch 1583 | loss: 0.000495584 | val_loss: 0.000475892 | Time: 2162.77 ms [2022-03-07 06:40:20 main:574] : INFO : Epoch 1584 | loss: 0.000491925 | val_loss: 0.000471319 | Time: 2166.54 ms [2022-03-07 06:40:22 main:574] : INFO : Epoch 1585 | loss: 0.000495414 | val_loss: 0.000489644 | Time: 2163.88 ms [2022-03-07 06:40:25 main:574] : INFO : Epoch 1586 | loss: 0.000494675 | val_loss: 0.000485302 | Time: 2164.4 ms [2022-03-07 06:40:27 main:574] : INFO : Epoch 1587 | loss: 0.000505893 | val_loss: 0.00048231 | Time: 2167.19 ms [2022-03-07 06:40:29 main:574] : INFO : Epoch 1588 | loss: 0.000521933 | val_loss: 0.000502882 | Time: 2165.03 ms [2022-03-07 06:40:31 main:574] : INFO : Epoch 1589 | loss: 0.000514391 | val_loss: 0.000492575 | Time: 2164.76 ms [2022-03-07 06:40:33 main:574] : INFO : Epoch 1590 | loss: 0.000511171 | val_loss: 0.000529238 | Time: 2161.47 ms [2022-03-07 06:40:35 main:574] : INFO : Epoch 1591 | loss: 0.000501957 | val_loss: 0.000471118 | Time: 2164.93 ms [2022-03-07 06:40:38 main:574] : INFO : Epoch 1592 | loss: 0.000487055 | val_loss: 0.000470629 | Time: 2163.91 ms [2022-03-07 06:40:40 main:574] : INFO : Epoch 1593 | loss: 0.000490183 | val_loss: 0.000472187 | Time: 2165.94 ms [2022-03-07 06:40:42 main:574] : INFO : Epoch 1594 | loss: 0.000490146 | val_loss: 0.000469694 | Time: 2162.88 ms [2022-03-07 06:40:44 main:574] : INFO : Epoch 1595 | loss: 0.000489157 | val_loss: 0.000468026 | Time: 2160.79 ms [2022-03-07 06:40:46 main:574] : INFO : Epoch 1596 | loss: 0.000484603 | val_loss: 0.000466621 | Time: 2162.98 ms [2022-03-07 06:40:48 main:574] : INFO : Epoch 1597 | loss: 0.000483736 | val_loss: 0.000469451 | Time: 2159.73 ms [2022-03-07 06:40:51 main:574] : INFO : Epoch 1598 | loss: 0.000485294 | val_loss: 0.000483007 | Time: 2161.73 ms [2022-03-07 06:40:53 main:574] : INFO : Epoch 1599 | loss: 0.000487089 | val_loss: 0.000475049 | Time: 2163.13 ms [2022-03-07 06:40:55 main:574] : INFO : Epoch 1600 | loss: 0.000486975 | val_loss: 0.000465713 | Time: 2166.99 ms [2022-03-07 06:40:57 main:574] : INFO : Epoch 1601 | loss: 0.000482468 | val_loss: 0.000462041 | Time: 2164.8 ms [2022-03-07 06:40:59 main:574] : INFO : Epoch 1602 | loss: 0.000481468 | val_loss: 0.000466673 | Time: 2167.68 ms [2022-03-07 06:41:01 main:574] : INFO : Epoch 1603 | loss: 0.0004922 | val_loss: 0.000460565 | Time: 2166.75 ms [2022-03-07 06:41:04 main:574] : INFO : Epoch 1604 | loss: 0.000504093 | val_loss: 0.000493981 | Time: 2166.08 ms [2022-03-07 06:41:06 main:574] : INFO : Epoch 1605 | loss: 0.000575007 | val_loss: 0.000529805 | Time: 2163.8 ms [2022-03-07 06:41:08 main:574] : INFO : Epoch 1606 | loss: 0.000504726 | val_loss: 0.000469567 | Time: 2165.03 ms [2022-03-07 06:41:10 main:574] : INFO : Epoch 1607 | loss: 0.000495477 | val_loss: 0.000461219 | Time: 2163.03 ms [2022-03-07 06:41:12 main:574] : INFO : Epoch 1608 | loss: 0.000518585 | val_loss: 0.000493275 | Time: 2166.84 ms [2022-03-07 06:41:14 main:574] : INFO : Epoch 1609 | loss: 0.000509558 | val_loss: 0.000482203 | Time: 2163.56 ms [2022-03-07 06:41:17 main:574] : INFO : Epoch 1610 | loss: 0.000496611 | val_loss: 0.000461465 | Time: 2168.35 ms [2022-03-07 06:41:19 main:574] : INFO : Epoch 1611 | loss: 0.000481294 | val_loss: 0.000460077 | Time: 2168.06 ms [2022-03-07 06:41:21 main:574] : INFO : Epoch 1612 | loss: 0.000475795 | val_loss: 0.000457973 | Time: 2165.31 ms [2022-03-07 06:41:23 main:574] : INFO : Epoch 1613 | loss: 0.00047506 | val_loss: 0.000457767 | Time: 2163.66 ms [2022-03-07 06:41:25 main:574] : INFO : Epoch 1614 | loss: 0.000473825 | val_loss: 0.000465254 | Time: 2164.28 ms [2022-03-07 06:41:27 main:574] : INFO : Epoch 1615 | loss: 0.000481307 | val_loss: 0.000467055 | Time: 2164.11 ms [2022-03-07 06:41:30 main:574] : INFO : Epoch 1616 | loss: 0.000479961 | val_loss: 0.000457296 | Time: 2162.49 ms [2022-03-07 06:41:32 main:574] : INFO : Epoch 1617 | loss: 0.000477362 | val_loss: 0.00045984 | Time: 2163.25 ms [2022-03-07 06:41:34 main:574] : INFO : Epoch 1618 | loss: 0.000478454 | val_loss: 0.000454151 | Time: 2164.43 ms [2022-03-07 06:41:36 main:574] : INFO : Epoch 1619 | loss: 0.000480069 | val_loss: 0.000453811 | Time: 2165.01 ms [2022-03-07 06:41:38 main:574] : INFO : Epoch 1620 | loss: 0.000500495 | val_loss: 0.000456812 | Time: 2165.91 ms [2022-03-07 06:41:40 main:574] : INFO : Epoch 1621 | loss: 0.000482772 | val_loss: 0.000459137 | Time: 2165.36 ms [2022-03-07 06:41:43 main:574] : INFO : Epoch 1622 | loss: 0.000472536 | val_loss: 0.000462033 | Time: 2160.15 ms [2022-03-07 06:41:45 main:574] : INFO : Epoch 1623 | loss: 0.00047622 | val_loss: 0.000461589 | Time: 2163.93 ms [2022-03-07 06:41:47 main:574] : INFO : Epoch 1624 | loss: 0.000471335 | val_loss: 0.000461107 | Time: 2166.92 ms [2022-03-07 06:41:49 main:574] : INFO : Epoch 1625 | loss: 0.000474372 | val_loss: 0.000452792 | Time: 2163.68 ms [2022-03-07 06:41:51 main:574] : INFO : Epoch 1626 | loss: 0.000471757 | val_loss: 0.000458766 | Time: 2164.34 ms [2022-03-07 06:41:53 main:574] : INFO : Epoch 1627 | loss: 0.000483767 | val_loss: 0.000455542 | Time: 2161.13 ms [2022-03-07 06:41:56 main:574] : INFO : Epoch 1628 | loss: 0.000472563 | val_loss: 0.000450666 | Time: 2162.03 ms [2022-03-07 06:41:58 main:574] : INFO : Epoch 1629 | loss: 0.00046707 | val_loss: 0.000451633 | Time: 2160.49 ms [2022-03-07 06:42:00 main:574] : INFO : Epoch 1630 | loss: 0.000473628 | val_loss: 0.000480952 | Time: 2161.7 ms [2022-03-07 06:42:02 main:574] : INFO : Epoch 1631 | loss: 0.00049539 | val_loss: 0.000457045 | Time: 2161.9 ms [2022-03-07 06:42:04 main:574] : INFO : Epoch 1632 | loss: 0.000479847 | val_loss: 0.000464368 | Time: 2164.49 ms [2022-03-07 06:42:06 main:574] : INFO : Epoch 1633 | loss: 0.000483959 | val_loss: 0.000456984 | Time: 2164.94 ms [2022-03-07 06:42:09 main:574] : INFO : Epoch 1634 | loss: 0.000473812 | val_loss: 0.000454548 | Time: 2163.82 ms [2022-03-07 06:42:11 main:574] : INFO : Epoch 1635 | loss: 0.00046535 | val_loss: 0.000448131 | Time: 2161.7 ms [2022-03-07 06:42:13 main:574] : INFO : Epoch 1636 | loss: 0.000467378 | val_loss: 0.00045393 | Time: 2161.26 ms [2022-03-07 06:42:15 main:574] : INFO : Epoch 1637 | loss: 0.000474237 | val_loss: 0.000452574 | Time: 2167.17 ms [2022-03-07 06:42:17 main:574] : INFO : Epoch 1638 | loss: 0.000462047 | val_loss: 0.000446861 | Time: 2164.39 ms [2022-03-07 06:42:19 main:574] : INFO : Epoch 1639 | loss: 0.00046478 | val_loss: 0.000445103 | Time: 2164.56 ms [2022-03-07 06:42:22 main:574] : INFO : Epoch 1640 | loss: 0.000467883 | val_loss: 0.000460887 | Time: 2162.92 ms [2022-03-07 06:42:24 main:574] : INFO : Epoch 1641 | loss: 0.000498187 | val_loss: 0.000472119 | Time: 2163.8 ms [2022-03-07 06:42:26 main:574] : INFO : Epoch 1642 | loss: 0.000631746 | val_loss: 0.000643259 | Time: 2165.52 ms [2022-03-07 06:42:28 main:574] : INFO : Epoch 1643 | loss: 0.000536208 | val_loss: 0.000497083 | Time: 2163.16 ms [2022-03-07 06:42:30 main:574] : INFO : Epoch 1644 | loss: 0.000477061 | val_loss: 0.000449674 | Time: 2168.13 ms [2022-03-07 06:42:32 main:574] : INFO : Epoch 1645 | loss: 0.000463249 | val_loss: 0.000445947 | Time: 2166.97 ms [2022-03-07 06:42:35 main:574] : INFO : Epoch 1646 | loss: 0.000462844 | val_loss: 0.000455777 | Time: 2165.37 ms [2022-03-07 06:42:37 main:574] : INFO : Epoch 1647 | loss: 0.000460279 | val_loss: 0.000443562 | Time: 2161.47 ms [2022-03-07 06:42:39 main:574] : INFO : Epoch 1648 | loss: 0.000457651 | val_loss: 0.000445112 | Time: 2163.19 ms [2022-03-07 06:42:41 main:574] : INFO : Epoch 1649 | loss: 0.000458927 | val_loss: 0.000442487 | Time: 2163.29 ms [2022-03-07 06:42:43 main:574] : INFO : Epoch 1650 | loss: 0.000460841 | val_loss: 0.000459488 | Time: 2162.51 ms [2022-03-07 06:42:45 main:574] : INFO : Epoch 1651 | loss: 0.000469475 | val_loss: 0.000441081 | Time: 2176.7 ms [2022-03-07 06:42:48 main:574] : INFO : Epoch 1652 | loss: 0.000456043 | val_loss: 0.000452082 | Time: 2162.37 ms [2022-03-07 06:42:50 main:574] : INFO : Epoch 1653 | loss: 0.000457538 | val_loss: 0.000446769 | Time: 2162.33 ms [2022-03-07 06:42:52 main:574] : INFO : Epoch 1654 | loss: 0.000457783 | val_loss: 0.000439639 | Time: 2167.55 ms [2022-03-07 06:42:54 main:574] : INFO : Epoch 1655 | loss: 0.000457892 | val_loss: 0.000442765 | Time: 2165.66 ms [2022-03-07 06:42:56 main:574] : INFO : Epoch 1656 | loss: 0.000458791 | val_loss: 0.00045336 | Time: 2164.23 ms [2022-03-07 06:42:59 main:574] : INFO : Epoch 1657 | loss: 0.000460785 | val_loss: 0.000461768 | Time: 2164.65 ms [2022-03-07 06:43:01 main:574] : INFO : Epoch 1658 | loss: 0.000456342 | val_loss: 0.00043824 | Time: 2164.62 ms [2022-03-07 06:43:03 main:574] : INFO : Epoch 1659 | loss: 0.00044873 | val_loss: 0.000435064 | Time: 2167.25 ms [2022-03-07 06:43:05 main:574] : INFO : Epoch 1660 | loss: 0.000439915 | val_loss: 0.000423667 | Time: 2165.2 ms [2022-03-07 06:43:07 main:574] : INFO : Epoch 1661 | loss: 0.00043509 | val_loss: 0.000417674 | Time: 2166.74 ms [2022-03-07 06:43:09 main:574] : INFO : Epoch 1662 | loss: 0.000434785 | val_loss: 0.000413278 | Time: 2164.59 ms [2022-03-07 06:43:12 main:574] : INFO : Epoch 1663 | loss: 0.000429313 | val_loss: 0.000411822 | Time: 2161.28 ms [2022-03-07 06:43:14 main:574] : INFO : Epoch 1664 | loss: 0.000427767 | val_loss: 0.000410518 | Time: 2175.45 ms [2022-03-07 06:43:16 main:574] : INFO : Epoch 1665 | loss: 0.000428425 | val_loss: 0.00041504 | Time: 2162.35 ms [2022-03-07 06:43:18 main:574] : INFO : Epoch 1666 | loss: 0.000428677 | val_loss: 0.00041069 | Time: 2164.09 ms [2022-03-07 06:43:21 main:574] : INFO : Epoch 1667 | loss: 0.000424147 | val_loss: 0.000407722 | Time: 2164.32 ms [2022-03-07 06:43:23 main:574] : INFO : Epoch 1668 | loss: 0.000428702 | val_loss: 0.000410393 | Time: 2174.61 ms [2022-03-07 06:43:25 main:574] : INFO : Epoch 1669 | loss: 0.000432827 | val_loss: 0.000420333 | Time: 2160.7 ms [2022-03-07 06:43:27 main:574] : INFO : Epoch 1670 | loss: 0.000427843 | val_loss: 0.000415366 | Time: 2166.05 ms [2022-03-07 06:43:29 main:574] : INFO : Epoch 1671 | loss: 0.000423445 | val_loss: 0.000416447 | Time: 2164.03 ms [2022-03-07 06:43:31 main:574] : INFO : Epoch 1672 | loss: 0.000426857 | val_loss: 0.000431093 | Time: 2163.03 ms [2022-03-07 06:43:34 main:574] : INFO : Epoch 1673 | loss: 0.000424491 | val_loss: 0.000400834 | Time: 2162.9 ms [2022-03-07 06:43:36 main:574] : INFO : Epoch 1674 | loss: 0.000413297 | val_loss: 0.0004023 | Time: 2163.51 ms [2022-03-07 06:43:38 main:574] : INFO : Epoch 1675 | loss: 0.000416752 | val_loss: 0.000404117 | Time: 2164.59 ms [2022-03-07 06:43:40 main:574] : INFO : Epoch 1676 | loss: 0.000433143 | val_loss: 0.000426148 | Time: 2163.07 ms [2022-03-07 06:43:42 main:574] : INFO : Epoch 1677 | loss: 0.000425213 | val_loss: 0.000408998 | Time: 2162.94 ms [2022-03-07 06:43:44 main:574] : INFO : Epoch 1678 | loss: 0.000412171 | val_loss: 0.000401703 | Time: 2162.89 ms [2022-03-07 06:43:47 main:574] : INFO : Epoch 1679 | loss: 0.00041258 | val_loss: 0.000395107 | Time: 2166.08 ms [2022-03-07 06:43:49 main:574] : INFO : Epoch 1680 | loss: 0.00041675 | val_loss: 0.000396348 | Time: 2166.12 ms [2022-03-07 06:43:51 main:574] : INFO : Epoch 1681 | loss: 0.000406863 | val_loss: 0.00039298 | Time: 2161.86 ms [2022-03-07 06:43:53 main:574] : INFO : Epoch 1682 | loss: 0.000410604 | val_loss: 0.000413618 | Time: 2166.76 ms [2022-03-07 06:43:55 main:574] : INFO : Epoch 1683 | loss: 0.000411071 | val_loss: 0.0004126 | Time: 2167.94 ms [2022-03-07 06:43:57 main:574] : INFO : Epoch 1684 | loss: 0.000409668 | val_loss: 0.000393531 | Time: 2165.62 ms [2022-03-07 06:44:00 main:574] : INFO : Epoch 1685 | loss: 0.000405302 | val_loss: 0.000392663 | Time: 2167.94 ms [2022-03-07 06:44:02 main:574] : INFO : Epoch 1686 | loss: 0.000408626 | val_loss: 0.000428759 | Time: 2163.38 ms [2022-03-07 06:44:04 main:574] : INFO : Epoch 1687 | loss: 0.000411504 | val_loss: 0.000390659 | Time: 2161.64 ms [2022-03-07 06:44:06 main:574] : INFO : Epoch 1688 | loss: 0.000407095 | val_loss: 0.000389835 | Time: 2167 ms [2022-03-07 06:44:08 main:574] : INFO : Epoch 1689 | loss: 0.000398081 | val_loss: 0.000388321 | Time: 2163.54 ms [2022-03-07 06:44:10 main:574] : INFO : Epoch 1690 | loss: 0.000408248 | val_loss: 0.000455669 | Time: 2161.74 ms [2022-03-07 06:44:13 main:574] : INFO : Epoch 1691 | loss: 0.000447027 | val_loss: 0.000399349 | Time: 2164.04 ms [2022-03-07 06:44:15 main:574] : INFO : Epoch 1692 | loss: 0.000411483 | val_loss: 0.000394119 | Time: 2164.52 ms [2022-03-07 06:44:17 main:574] : INFO : Epoch 1693 | loss: 0.000398241 | val_loss: 0.00038796 | Time: 2163.14 ms [2022-03-07 06:44:19 main:574] : INFO : Epoch 1694 | loss: 0.000393554 | val_loss: 0.00039041 | Time: 2164.9 ms [2022-03-07 06:44:21 main:574] : INFO : Epoch 1695 | loss: 0.000395229 | val_loss: 0.000388256 | Time: 2164.45 ms [2022-03-07 06:44:23 main:574] : INFO : Epoch 1696 | loss: 0.000396377 | val_loss: 0.000389854 | Time: 2165.01 ms [2022-03-07 06:44:26 main:574] : INFO : Epoch 1697 | loss: 0.000411539 | val_loss: 0.000461839 | Time: 2166.55 ms [2022-03-07 06:44:28 main:574] : INFO : Epoch 1698 | loss: 0.000425447 | val_loss: 0.000404396 | Time: 2161.83 ms [2022-03-07 06:44:30 main:574] : INFO : Epoch 1699 | loss: 0.00635488 | val_loss: 0.0120771 | Time: 2168.29 ms [2022-03-07 06:44:32 main:574] : INFO : Epoch 1700 | loss: 0.00757283 | val_loss: 0.00611498 | Time: 2163.83 ms [2022-03-07 06:44:34 main:574] : INFO : Epoch 1701 | loss: 0.00571496 | val_loss: 0.0049619 | Time: 2161.82 ms [2022-03-07 06:44:36 main:574] : INFO : Epoch 1702 | loss: 0.00430135 | val_loss: 0.00322414 | Time: 2163.42 ms [2022-03-07 06:44:39 main:574] : INFO : Epoch 1703 | loss: 0.00295064 | val_loss: 0.00248589 | Time: 2166.06 ms [2022-03-07 06:44:41 main:574] : INFO : Epoch 1704 | loss: 0.00233424 | val_loss: 0.00210794 | Time: 2166.23 ms [2022-03-07 06:44:43 main:574] : INFO : Epoch 1705 | loss: 0.00206517 | val_loss: 0.00191912 | Time: 2167.31 ms [2022-03-07 06:44:45 main:574] : INFO : Epoch 1706 | loss: 0.00178395 | val_loss: 0.00277248 | Time: 2164.06 ms [2022-03-07 06:44:47 main:574] : INFO : Epoch 1707 | loss: 0.0022466 | val_loss: 0.00163565 | Time: 2161.17 ms [2022-03-07 06:44:49 main:574] : INFO : Epoch 1708 | loss: 0.00152319 | val_loss: 0.00150151 | Time: 2164.49 ms [2022-03-07 06:44:52 main:574] : INFO : Epoch 1709 | loss: 0.00115636 | val_loss: 0.000852571 | Time: 2160.84 ms [2022-03-07 06:44:54 main:574] : INFO : Epoch 1710 | loss: 0.00081991 | val_loss: 0.000717383 | Time: 2163.56 ms [2022-03-07 06:44:56 main:574] : INFO : Epoch 1711 | loss: 0.000713666 | val_loss: 0.000652459 | Time: 2165.29 ms [2022-03-07 06:44:58 main:574] : INFO : Epoch 1712 | loss: 0.000647522 | val_loss: 0.000598539 | Time: 2163.5 ms [2022-03-07 06:45:00 main:574] : INFO : Epoch 1713 | loss: 0.000618385 | val_loss: 0.000572145 | Time: 2161.49 ms [2022-03-07 06:45:02 main:574] : INFO : Epoch 1714 | loss: 0.000601172 | val_loss: 0.000562064 | Time: 2165.4 ms [2022-03-07 06:45:05 main:574] : INFO : Epoch 1715 | loss: 0.000580093 | val_loss: 0.000554735 | Time: 2161.17 ms [2022-03-07 06:45:07 main:574] : INFO : Epoch 1716 | loss: 0.000581503 | val_loss: 0.000555389 | Time: 2163.02 ms [2022-03-07 06:45:09 main:574] : INFO : Epoch 1717 | loss: 0.000562812 | val_loss: 0.000534238 | Time: 2162.37 ms [2022-03-07 06:45:11 main:574] : INFO : Epoch 1718 | loss: 0.000560686 | val_loss: 0.00054183 | Time: 2162.79 ms [2022-03-07 06:45:13 main:574] : INFO : Epoch 1719 | loss: 0.000545998 | val_loss: 0.000515688 | Time: 2166.47 ms [2022-03-07 06:45:15 main:574] : INFO : Epoch 1720 | loss: 0.000532255 | val_loss: 0.000505006 | Time: 2164.85 ms [2022-03-07 06:45:18 main:574] : INFO : Epoch 1721 | loss: 0.000538746 | val_loss: 0.000501776 | Time: 2164.3 ms [2022-03-07 06:45:20 main:574] : INFO : Epoch 1722 | loss: 0.000527158 | val_loss: 0.000497677 | Time: 2164.03 ms [2022-03-07 06:45:22 main:574] : INFO : Epoch 1723 | loss: 0.000522967 | val_loss: 0.00049515 | Time: 2165.82 ms [2022-03-07 06:45:24 main:574] : INFO : Epoch 1724 | loss: 0.000514311 | val_loss: 0.000483947 | Time: 2163.78 ms [2022-03-07 06:45:26 main:574] : INFO : Epoch 1725 | loss: 0.000522323 | val_loss: 0.000523258 | Time: 2163.37 ms [2022-03-07 06:45:28 main:574] : INFO : Epoch 1726 | loss: 0.000515827 | val_loss: 0.000482055 | Time: 2161.67 ms [2022-03-07 06:45:31 main:574] : INFO : Epoch 1727 | loss: 0.000500983 | val_loss: 0.000477015 | Time: 2170.06 ms [2022-03-07 06:45:33 main:574] : INFO : Epoch 1728 | loss: 0.000523348 | val_loss: 0.000492777 | Time: 2162.49 ms [2022-03-07 06:45:35 main:574] : INFO : Epoch 1729 | loss: 0.000495047 | val_loss: 0.000467838 | Time: 2165.69 ms [2022-03-07 06:45:37 main:574] : INFO : Epoch 1730 | loss: 0.000492413 | val_loss: 0.000471972 | Time: 2166.17 ms [2022-03-07 06:45:39 main:574] : INFO : Epoch 1731 | loss: 0.000482536 | val_loss: 0.000464915 | Time: 2164.57 ms [2022-03-07 06:45:41 main:574] : INFO : Epoch 1732 | loss: 0.000477605 | val_loss: 0.000454462 | Time: 2163.1 ms [2022-03-07 06:45:44 main:574] : INFO : Epoch 1733 | loss: 0.000473033 | val_loss: 0.000462935 | Time: 2165.61 ms [2022-03-07 06:45:46 main:574] : INFO : Epoch 1734 | loss: 0.00047718 | val_loss: 0.000454059 | Time: 2161.99 ms [2022-03-07 06:45:48 main:574] : INFO : Epoch 1735 | loss: 0.000467207 | val_loss: 0.000446566 | Time: 2166.93 ms [2022-03-07 06:45:50 main:574] : INFO : Epoch 1736 | loss: 0.000479927 | val_loss: 0.000461378 | Time: 2164.44 ms [2022-03-07 06:45:52 main:574] : INFO : Epoch 1737 | loss: 0.000508864 | val_loss: 0.000458116 | Time: 2163.96 ms [2022-03-07 06:45:54 main:574] : INFO : Epoch 1738 | loss: 0.000467535 | val_loss: 0.000439636 | Time: 2163.87 ms [2022-03-07 06:45:57 main:574] : INFO : Epoch 1739 | loss: 0.000457953 | val_loss: 0.000438736 | Time: 2163.87 ms [2022-03-07 06:45:59 main:574] : INFO : Epoch 1740 | loss: 0.000464087 | val_loss: 0.00050005 | Time: 2161.87 ms [2022-03-07 06:46:01 main:574] : INFO : Epoch 1741 | loss: 0.000460847 | val_loss: 0.000424106 | Time: 2163.19 ms [2022-03-07 06:46:03 main:574] : INFO : Epoch 1742 | loss: 0.000442842 | val_loss: 0.000418542 | Time: 2162.51 ms [2022-03-07 06:46:05 main:574] : INFO : Epoch 1743 | loss: 0.000445677 | val_loss: 0.00042271 | Time: 2161.07 ms [2022-03-07 06:46:07 main:574] : INFO : Epoch 1744 | loss: 0.0004622 | val_loss: 0.00051662 | Time: 2161.34 ms [2022-03-07 06:46:10 main:574] : INFO : Epoch 1745 | loss: 0.000464178 | val_loss: 0.000449108 | Time: 2160.3 ms [2022-03-07 06:46:12 main:574] : INFO : Epoch 1746 | loss: 0.000434858 | val_loss: 0.000431376 | Time: 2165.45 ms [2022-03-07 06:46:14 main:574] : INFO : Epoch 1747 | loss: 0.000429298 | val_loss: 0.000406364 | Time: 2166.54 ms [2022-03-07 06:46:16 main:574] : INFO : Epoch 1748 | loss: 0.000423292 | val_loss: 0.000407933 | Time: 2163.38 ms [2022-03-07 06:46:18 main:574] : INFO : Epoch 1749 | loss: 0.000429297 | val_loss: 0.000404274 | Time: 2161.76 ms [2022-03-07 06:46:20 main:574] : INFO : Epoch 1750 | loss: 0.000419661 | val_loss: 0.000409562 | Time: 2161.4 ms [2022-03-07 06:46:23 main:574] : INFO : Epoch 1751 | loss: 0.000415942 | val_loss: 0.000400605 | Time: 2161.79 ms [2022-03-07 06:46:25 main:574] : INFO : Epoch 1752 | loss: 0.000414797 | val_loss: 0.000396765 | Time: 2167.35 ms [2022-03-07 06:46:27 main:574] : INFO : Epoch 1753 | loss: 0.000423333 | val_loss: 0.000435894 | Time: 2166.18 ms [2022-03-07 06:46:29 main:574] : INFO : Epoch 1754 | loss: 0.000451782 | val_loss: 0.00043764 | Time: 2165.9 ms [2022-03-07 06:46:31 main:574] : INFO : Epoch 1755 | loss: 0.000437873 | val_loss: 0.000395683 | Time: 2161.69 ms [2022-03-07 06:46:33 main:574] : INFO : Epoch 1756 | loss: 0.000429915 | val_loss: 0.000400919 | Time: 2165.36 ms [2022-03-07 06:46:36 main:574] : INFO : Epoch 1757 | loss: 0.000426638 | val_loss: 0.000396485 | Time: 2163.5 ms [2022-03-07 06:46:38 main:574] : INFO : Epoch 1758 | loss: 0.00041945 | val_loss: 0.000406792 | Time: 2164.01 ms [2022-03-07 06:46:40 main:574] : INFO : Epoch 1759 | loss: 0.000428312 | val_loss: 0.000404418 | Time: 2165.18 ms [2022-03-07 06:46:42 main:574] : INFO : Epoch 1760 | loss: 0.000403349 | val_loss: 0.000389105 | Time: 2161.42 ms [2022-03-07 06:46:44 main:574] : INFO : Epoch 1761 | loss: 0.000402967 | val_loss: 0.000389342 | Time: 2164.15 ms [2022-03-07 06:46:46 main:574] : INFO : Epoch 1762 | loss: 0.000400169 | val_loss: 0.000406498 | Time: 2167.39 ms [2022-03-07 06:46:49 main:574] : INFO : Epoch 1763 | loss: 0.000408812 | val_loss: 0.000404892 | Time: 2166.4 ms [2022-03-07 06:46:51 main:574] : INFO : Epoch 1764 | loss: 0.000421696 | val_loss: 0.000387054 | Time: 2165.2 ms [2022-03-07 06:46:53 main:574] : INFO : Epoch 1765 | loss: 0.000402766 | val_loss: 0.000409577 | Time: 2164.06 ms [2022-03-07 06:46:55 main:574] : INFO : Epoch 1766 | loss: 0.000404434 | val_loss: 0.000389666 | Time: 2162.28 ms [2022-03-07 06:46:57 main:574] : INFO : Epoch 1767 | loss: 0.000401998 | val_loss: 0.000386683 | Time: 2161.41 ms [2022-03-07 06:46:59 main:574] : INFO : Epoch 1768 | loss: 0.000404235 | val_loss: 0.000413148 | Time: 2161.36 ms [2022-03-07 06:47:02 main:574] : INFO : Epoch 1769 | loss: 0.000398687 | val_loss: 0.000391142 | Time: 2162.57 ms [2022-03-07 06:47:04 main:574] : INFO : Epoch 1770 | loss: 0.0004005 | val_loss: 0.000383952 | Time: 2164.21 ms [2022-03-07 06:47:06 main:574] : INFO : Epoch 1771 | loss: 0.000395078 | val_loss: 0.000384546 | Time: 2168.4 ms [2022-03-07 06:47:08 main:574] : INFO : Epoch 1772 | loss: 0.000398717 | val_loss: 0.000382406 | Time: 2163.76 ms [2022-03-07 06:47:10 main:574] : INFO : Epoch 1773 | loss: 0.000393822 | val_loss: 0.00038325 | Time: 2164.32 ms [2022-03-07 06:47:12 main:574] : INFO : Epoch 1774 | loss: 0.000399046 | val_loss: 0.000387697 | Time: 2164.93 ms [2022-03-07 06:47:15 main:574] : INFO : Epoch 1775 | loss: 0.000395372 | val_loss: 0.000383008 | Time: 2163.33 ms [2022-03-07 06:47:17 main:574] : INFO : Epoch 1776 | loss: 0.0004002 | val_loss: 0.000380585 | Time: 2166.79 ms [2022-03-07 06:47:19 main:574] : INFO : Epoch 1777 | loss: 0.000406924 | val_loss: 0.000381565 | Time: 2162.28 ms [2022-03-07 06:47:21 main:574] : INFO : Epoch 1778 | loss: 0.000397524 | val_loss: 0.00037845 | Time: 2163.41 ms [2022-03-07 06:47:23 main:574] : INFO : Epoch 1779 | loss: 0.000400286 | val_loss: 0.000384338 | Time: 2165.28 ms [2022-03-07 06:47:25 main:574] : INFO : Epoch 1780 | loss: 0.000396298 | val_loss: 0.00039401 | Time: 2165.97 ms [2022-03-07 06:47:28 main:574] : INFO : Epoch 1781 | loss: 0.000404541 | val_loss: 0.000449066 | Time: 2163.61 ms [2022-03-07 06:47:30 main:574] : INFO : Epoch 1782 | loss: 0.000439821 | val_loss: 0.00038843 | Time: 2163.04 ms [2022-03-07 06:47:32 main:574] : INFO : Epoch 1783 | loss: 0.000400045 | val_loss: 0.000411559 | Time: 2164.1 ms [2022-03-07 06:47:34 main:574] : INFO : Epoch 1784 | loss: 0.000397917 | val_loss: 0.000390631 | Time: 2159.99 ms [2022-03-07 06:47:36 main:574] : INFO : Epoch 1785 | loss: 0.000389976 | val_loss: 0.000379732 | Time: 2160.55 ms [2022-03-07 06:47:38 main:574] : INFO : Epoch 1786 | loss: 0.00039236 | val_loss: 0.000376907 | Time: 2167.95 ms [2022-03-07 06:47:41 main:574] : INFO : Epoch 1787 | loss: 0.000391727 | val_loss: 0.000376434 | Time: 2165.65 ms [2022-03-07 06:47:43 main:574] : INFO : Epoch 1788 | loss: 0.000389305 | val_loss: 0.000383612 | Time: 2164.36 ms [2022-03-07 06:47:45 main:574] : INFO : Epoch 1789 | loss: 0.000400444 | val_loss: 0.00038288 | Time: 2167.52 ms [2022-03-07 06:47:47 main:574] : INFO : Epoch 1790 | loss: 0.000396761 | val_loss: 0.00039123 | Time: 2160.85 ms [2022-03-07 06:47:49 main:574] : INFO : Epoch 1791 | loss: 0.000395598 | val_loss: 0.000377547 | Time: 2165.37 ms [2022-03-07 06:47:51 main:574] : INFO : Epoch 1792 | loss: 0.000387487 | val_loss: 0.000375421 | Time: 2161.14 ms [2022-03-07 06:47:54 main:574] : INFO : Epoch 1793 | loss: 0.000384291 | val_loss: 0.000372277 | Time: 2163.6 ms [2022-03-07 06:47:56 main:574] : INFO : Epoch 1794 | loss: 0.000393619 | val_loss: 0.000382802 | Time: 2164.44 ms [2022-03-07 06:47:58 main:574] : INFO : Epoch 1795 | loss: 0.000415707 | val_loss: 0.000405058 | Time: 2165.09 ms [2022-03-07 06:48:00 main:574] : INFO : Epoch 1796 | loss: 0.000392579 | val_loss: 0.000374325 | Time: 2161.42 ms [2022-03-07 06:48:02 main:574] : INFO : Epoch 1797 | loss: 0.000388058 | val_loss: 0.000382184 | Time: 2166.67 ms [2022-03-07 06:48:04 main:574] : INFO : Epoch 1798 | loss: 0.000385772 | val_loss: 0.000372282 | Time: 2164.55 ms [2022-03-07 06:48:07 main:574] : INFO : Epoch 1799 | loss: 0.000387106 | val_loss: 0.000376013 | Time: 2162.8 ms [2022-03-07 06:48:09 main:574] : INFO : Epoch 1800 | loss: 0.000396214 | val_loss: 0.000443788 | Time: 2161.34 ms [2022-03-07 06:48:11 main:574] : INFO : Epoch 1801 | loss: 0.000408108 | val_loss: 0.00044049 | Time: 2161.81 ms [2022-03-07 06:48:13 main:574] : INFO : Epoch 1802 | loss: 0.000662047 | val_loss: 0.000887696 | Time: 2160.88 ms [2022-03-07 06:48:15 main:574] : INFO : Epoch 1803 | loss: 0.00415369 | val_loss: 0.00322321 | Time: 2164.7 ms [2022-03-07 06:48:17 main:574] : INFO : Epoch 1804 | loss: 0.00530887 | val_loss: 0.00572037 | Time: 2163.3 ms [2022-03-07 06:48:20 main:574] : INFO : Epoch 1805 | loss: 0.00406292 | val_loss: 0.0025494 | Time: 2162.51 ms [2022-03-07 06:48:22 main:574] : INFO : Epoch 1806 | loss: 0.00177842 | val_loss: 0.00115412 | Time: 2162.29 ms [2022-03-07 06:48:24 main:574] : INFO : Epoch 1807 | loss: 0.000982432 | val_loss: 0.00083437 | Time: 2165.54 ms [2022-03-07 06:48:26 main:574] : INFO : Epoch 1808 | loss: 0.000813793 | val_loss: 0.00073424 | Time: 2165.83 ms [2022-03-07 06:48:28 main:574] : INFO : Epoch 1809 | loss: 0.000703273 | val_loss: 0.00063953 | Time: 2164.76 ms [2022-03-07 06:48:30 main:574] : INFO : Epoch 1810 | loss: 0.000644724 | val_loss: 0.000609225 | Time: 2161.2 ms [2022-03-07 06:48:33 main:574] : INFO : Epoch 1811 | loss: 0.000620804 | val_loss: 0.000586847 | Time: 2164.16 ms [2022-03-07 06:48:35 main:574] : INFO : Epoch 1812 | loss: 0.000600854 | val_loss: 0.000578747 | Time: 2166.03 ms [2022-03-07 06:48:37 main:574] : INFO : Epoch 1813 | loss: 0.00059675 | val_loss: 0.000571401 | Time: 2163.82 ms [2022-03-07 06:48:39 main:574] : INFO : Epoch 1814 | loss: 0.000594306 | val_loss: 0.000566279 | Time: 2162.04 ms [2022-03-07 06:48:41 main:574] : INFO : Epoch 1815 | loss: 0.000577902 | val_loss: 0.000559653 | Time: 2162.67 ms [2022-03-07 06:48:43 main:574] : INFO : Epoch 1816 | loss: 0.000570248 | val_loss: 0.000554048 | Time: 2165.39 ms [2022-03-07 06:48:46 main:574] : INFO : Epoch 1817 | loss: 0.000564424 | val_loss: 0.000548196 | Time: 2166.65 ms [2022-03-07 06:48:48 main:574] : INFO : Epoch 1818 | loss: 0.000558913 | val_loss: 0.000548971 | Time: 2164.07 ms [2022-03-07 06:48:50 main:574] : INFO : Epoch 1819 | loss: 0.0005552 | val_loss: 0.000542963 | Time: 2162.6 ms [2022-03-07 06:48:52 main:574] : INFO : Epoch 1820 | loss: 0.000554088 | val_loss: 0.000548192 | Time: 2161.97 ms [2022-03-07 06:48:54 main:574] : INFO : Epoch 1821 | loss: 0.000549456 | val_loss: 0.00055562 | Time: 2168.69 ms [2022-03-07 06:48:57 main:574] : INFO : Epoch 1822 | loss: 0.00055403 | val_loss: 0.000554092 | Time: 2162.98 ms [2022-03-07 06:48:59 main:574] : INFO : Epoch 1823 | loss: 0.00055952 | val_loss: 0.000542445 | Time: 2162.46 ms [2022-03-07 06:49:01 main:574] : INFO : Epoch 1824 | loss: 0.000547197 | val_loss: 0.000531252 | Time: 2163.67 ms [2022-03-07 06:49:03 main:574] : INFO : Epoch 1825 | loss: 0.000540352 | val_loss: 0.000541816 | Time: 2164.22 ms [2022-03-07 06:49:05 main:574] : INFO : Epoch 1826 | loss: 0.000546914 | val_loss: 0.000534325 | Time: 2167.09 ms [2022-03-07 06:49:07 main:574] : INFO : Epoch 1827 | loss: 0.00054193 | val_loss: 0.000563228 | Time: 2166.22 ms [2022-03-07 06:49:10 main:574] : INFO : Epoch 1828 | loss: 0.000565612 | val_loss: 0.000555967 | Time: 2162.6 ms [2022-03-07 06:49:12 main:574] : INFO : Epoch 1829 | loss: 0.000550968 | val_loss: 0.000521592 | Time: 2161.29 ms [2022-03-07 06:49:14 main:574] : INFO : Epoch 1830 | loss: 0.000530124 | val_loss: 0.00051982 | Time: 2165.22 ms [2022-03-07 06:49:16 main:574] : INFO : Epoch 1831 | loss: 0.000527616 | val_loss: 0.000516445 | Time: 2166.3 ms [2022-03-07 06:49:18 main:574] : INFO : Epoch 1832 | loss: 0.000527087 | val_loss: 0.000522256 | Time: 2165.43 ms [2022-03-07 06:49:20 main:574] : INFO : Epoch 1833 | loss: 0.000535755 | val_loss: 0.00051497 | Time: 2168.99 ms [2022-03-07 06:49:23 main:574] : INFO : Epoch 1834 | loss: 0.000520988 | val_loss: 0.000513269 | Time: 2166.62 ms [2022-03-07 06:49:25 main:574] : INFO : Epoch 1835 | loss: 0.000542153 | val_loss: 0.000531956 | Time: 2161.93 ms [2022-03-07 06:49:27 main:574] : INFO : Epoch 1836 | loss: 0.000533189 | val_loss: 0.000540024 | Time: 2164.67 ms [2022-03-07 06:49:29 main:574] : INFO : Epoch 1837 | loss: 0.00053022 | val_loss: 0.000508649 | Time: 2163.35 ms [2022-03-07 06:49:31 main:574] : INFO : Epoch 1838 | loss: 0.000516271 | val_loss: 0.000547461 | Time: 2165.83 ms [2022-03-07 06:49:33 main:574] : INFO : Epoch 1839 | loss: 0.000570005 | val_loss: 0.000595983 | Time: 2162.22 ms [2022-03-07 06:49:36 main:574] : INFO : Epoch 1840 | loss: 0.00054172 | val_loss: 0.00052109 | Time: 2164.88 ms [2022-03-07 06:49:38 main:574] : INFO : Epoch 1841 | loss: 0.000519531 | val_loss: 0.000517832 | Time: 2162.97 ms [2022-03-07 06:49:40 main:574] : INFO : Epoch 1842 | loss: 0.000515122 | val_loss: 0.000526072 | Time: 2164.36 ms [2022-03-07 06:49:42 main:574] : INFO : Epoch 1843 | loss: 0.00053617 | val_loss: 0.000513633 | Time: 2167.88 ms [2022-03-07 06:49:44 main:574] : INFO : Epoch 1844 | loss: 0.000537638 | val_loss: 0.000510412 | Time: 2164.22 ms [2022-03-07 06:49:46 main:574] : INFO : Epoch 1845 | loss: 0.000522718 | val_loss: 0.000515438 | Time: 2165.96 ms [2022-03-07 06:49:49 main:574] : INFO : Epoch 1846 | loss: 0.000518354 | val_loss: 0.000511387 | Time: 2162.43 ms [2022-03-07 06:49:51 main:574] : INFO : Epoch 1847 | loss: 0.000545663 | val_loss: 0.000558975 | Time: 2165.06 ms [2022-03-07 06:49:53 main:574] : INFO : Epoch 1848 | loss: 0.000531215 | val_loss: 0.00054157 | Time: 2162.26 ms [2022-03-07 06:49:55 main:574] : INFO : Epoch 1849 | loss: 0.000524156 | val_loss: 0.000512919 | Time: 2160.26 ms [2022-03-07 06:49:57 main:574] : INFO : Epoch 1850 | loss: 0.000533887 | val_loss: 0.000552592 | Time: 2164.04 ms [2022-03-07 06:49:59 main:574] : INFO : Epoch 1851 | loss: 0.000607389 | val_loss: 0.000551984 | Time: 2162.55 ms [2022-03-07 06:50:02 main:574] : INFO : Epoch 1852 | loss: 0.000541188 | val_loss: 0.000514579 | Time: 2162.17 ms [2022-03-07 06:50:04 main:574] : INFO : Epoch 1853 | loss: 0.000521758 | val_loss: 0.000503267 | Time: 2162.92 ms [2022-03-07 06:50:06 main:574] : INFO : Epoch 1854 | loss: 0.000509573 | val_loss: 0.000528422 | Time: 2160.55 ms [2022-03-07 06:50:08 main:574] : INFO : Epoch 1855 | loss: 0.000527056 | val_loss: 0.000524161 | Time: 2161.76 ms [2022-03-07 06:50:10 main:574] : INFO : Epoch 1856 | loss: 0.000636229 | val_loss: 0.0006114 | Time: 2160.44 ms [2022-03-07 06:50:12 main:574] : INFO : Epoch 1857 | loss: 0.000550796 | val_loss: 0.000524861 | Time: 2160.66 ms [2022-03-07 06:50:15 main:574] : INFO : Epoch 1858 | loss: 0.000517012 | val_loss: 0.000507082 | Time: 2167.51 ms [2022-03-07 06:50:17 main:574] : INFO : Epoch 1859 | loss: 0.000520454 | val_loss: 0.00051821 | Time: 2165.93 ms [2022-03-07 06:50:19 main:574] : INFO : Epoch 1860 | loss: 0.000536948 | val_loss: 0.000573487 | Time: 2162.63 ms [2022-03-07 06:50:21 main:574] : INFO : Epoch 1861 | loss: 0.000568334 | val_loss: 0.000519833 | Time: 2161.53 ms [2022-03-07 06:50:23 main:574] : INFO : Epoch 1862 | loss: 0.000674295 | val_loss: 0.000707023 | Time: 2168.74 ms [2022-03-07 06:50:25 main:574] : INFO : Epoch 1863 | loss: 0.00061876 | val_loss: 0.000526385 | Time: 2163.23 ms [2022-03-07 06:50:28 main:574] : INFO : Epoch 1864 | loss: 0.000531216 | val_loss: 0.000510375 | Time: 2163.47 ms [2022-03-07 06:50:30 main:574] : INFO : Epoch 1865 | loss: 0.000518164 | val_loss: 0.000520172 | Time: 2161.46 ms [2022-03-07 06:50:32 main:574] : INFO : Epoch 1866 | loss: 0.000562515 | val_loss: 0.000601995 | Time: 2161.89 ms [2022-03-07 06:50:34 main:574] : INFO : Epoch 1867 | loss: 0.000537844 | val_loss: 0.000517914 | Time: 2162.89 ms [2022-03-07 06:50:36 main:574] : INFO : Epoch 1868 | loss: 0.000509609 | val_loss: 0.000501175 | Time: 2163.56 ms [2022-03-07 06:50:38 main:574] : INFO : Epoch 1869 | loss: 0.00050087 | val_loss: 0.000495936 | Time: 2165.69 ms [2022-03-07 06:50:41 main:574] : INFO : Epoch 1870 | loss: 0.000502747 | val_loss: 0.000495781 | Time: 2165.01 ms [2022-03-07 06:50:43 main:574] : INFO : Epoch 1871 | loss: 0.000501753 | val_loss: 0.00049314 | Time: 2163.22 ms [2022-03-07 06:50:45 main:574] : INFO : Epoch 1872 | loss: 0.000506336 | val_loss: 0.000495003 | Time: 2163.11 ms [2022-03-07 06:50:47 main:574] : INFO : Epoch 1873 | loss: 0.000504675 | val_loss: 0.000502648 | Time: 2161.51 ms [2022-03-07 06:50:49 main:574] : INFO : Epoch 1874 | loss: 0.000506898 | val_loss: 0.000503946 | Time: 2161.68 ms [2022-03-07 06:50:51 main:574] : INFO : Epoch 1875 | loss: 0.00049929 | val_loss: 0.000492919 | Time: 2163.58 ms [2022-03-07 06:50:54 main:574] : INFO : Epoch 1876 | loss: 0.000504611 | val_loss: 0.000494907 | Time: 2167.43 ms [2022-03-07 06:50:56 main:574] : INFO : Epoch 1877 | loss: 0.000503834 | val_loss: 0.000493861 | Time: 2166.58 ms [2022-03-07 06:50:58 main:574] : INFO : Epoch 1878 | loss: 0.000496367 | val_loss: 0.000498324 | Time: 2166.21 ms [2022-03-07 06:51:00 main:574] : INFO : Epoch 1879 | loss: 0.000506145 | val_loss: 0.000493303 | Time: 2165.46 ms [2022-03-07 06:51:02 main:574] : INFO : Epoch 1880 | loss: 0.000574006 | val_loss: 0.000598675 | Time: 2162.17 ms [2022-03-07 06:51:04 main:574] : INFO : Epoch 1881 | loss: 0.000566878 | val_loss: 0.000531527 | Time: 2163.31 ms [2022-03-07 06:51:07 main:574] : INFO : Epoch 1882 | loss: 0.000510312 | val_loss: 0.000515523 | Time: 2164.19 ms [2022-03-07 06:51:09 main:574] : INFO : Epoch 1883 | loss: 0.000532681 | val_loss: 0.000551336 | Time: 2164.65 ms [2022-03-07 06:51:11 main:574] : INFO : Epoch 1884 | loss: 0.000524445 | val_loss: 0.000507603 | Time: 2160.94 ms [2022-03-07 06:51:13 main:574] : INFO : Epoch 1885 | loss: 0.000512911 | val_loss: 0.000527278 | Time: 2163.86 ms [2022-03-07 06:51:15 main:574] : INFO : Epoch 1886 | loss: 0.00053448 | val_loss: 0.000634546 | Time: 2164.54 ms [2022-03-07 06:51:17 main:574] : INFO : Epoch 1887 | loss: 0.00131877 | val_loss: 0.00321324 | Time: 2165.35 ms [2022-03-07 06:51:20 main:574] : INFO : Epoch 1888 | loss: 0.00239614 | val_loss: 0.00158446 | Time: 2162.24 ms [2022-03-07 06:51:22 main:574] : INFO : Epoch 1889 | loss: 0.00165763 | val_loss: 0.00125944 | Time: 2164.58 ms [2022-03-07 06:51:24 main:574] : INFO : Epoch 1890 | loss: 0.00100066 | val_loss: 0.000732735 | Time: 2162.13 ms [2022-03-07 06:51:26 main:574] : INFO : Epoch 1891 | loss: 0.000738981 | val_loss: 0.000696429 | Time: 2164.4 ms [2022-03-07 06:51:28 main:574] : INFO : Epoch 1892 | loss: 0.000698172 | val_loss: 0.000674361 | Time: 2164.82 ms [2022-03-07 06:51:30 main:574] : INFO : Epoch 1893 | loss: 0.000682073 | val_loss: 0.000664971 | Time: 2162.2 ms [2022-03-07 06:51:33 main:574] : INFO : Epoch 1894 | loss: 0.000675586 | val_loss: 0.000666017 | Time: 2163.99 ms [2022-03-07 06:51:35 main:574] : INFO : Epoch 1895 | loss: 0.000675051 | val_loss: 0.00066067 | Time: 2162.87 ms [2022-03-07 06:51:37 main:574] : INFO : Epoch 1896 | loss: 0.000670515 | val_loss: 0.000657431 | Time: 2165 ms [2022-03-07 06:51:39 main:574] : INFO : Epoch 1897 | loss: 0.000668047 | val_loss: 0.000664792 | Time: 2165.26 ms [2022-03-07 06:51:41 main:574] : INFO : Epoch 1898 | loss: 0.000674821 | val_loss: 0.000657436 | Time: 2164.69 ms [2022-03-07 06:51:43 main:574] : INFO : Epoch 1899 | loss: 0.000666002 | val_loss: 0.000652182 | Time: 2161.24 ms [2022-03-07 06:51:46 main:574] : INFO : Epoch 1900 | loss: 0.000664273 | val_loss: 0.000649463 | Time: 2162.9 ms [2022-03-07 06:51:48 main:574] : INFO : Epoch 1901 | loss: 0.000666124 | val_loss: 0.000654327 | Time: 2166.89 ms [2022-03-07 06:51:50 main:574] : INFO : Epoch 1902 | loss: 0.00066966 | val_loss: 0.000655899 | Time: 2164.19 ms [2022-03-07 06:51:52 main:574] : INFO : Epoch 1903 | loss: 0.000660724 | val_loss: 0.000647941 | Time: 2166.14 ms [2022-03-07 06:51:54 main:574] : INFO : Epoch 1904 | loss: 0.000659084 | val_loss: 0.000651241 | Time: 2163.5 ms [2022-03-07 06:51:56 main:574] : INFO : Epoch 1905 | loss: 0.000659176 | val_loss: 0.00064513 | Time: 2166.38 ms [2022-03-07 06:51:59 main:574] : INFO : Epoch 1906 | loss: 0.000657575 | val_loss: 0.000644749 | Time: 2163.6 ms [2022-03-07 06:52:01 main:574] : INFO : Epoch 1907 | loss: 0.000657671 | val_loss: 0.000648804 | Time: 2165.65 ms [2022-03-07 06:52:03 main:574] : INFO : Epoch 1908 | loss: 0.000656787 | val_loss: 0.000645064 | Time: 2162.99 ms [2022-03-07 06:52:05 main:574] : INFO : Epoch 1909 | loss: 0.000657777 | val_loss: 0.000644128 | Time: 2165.21 ms [2022-03-07 06:52:07 main:574] : INFO : Epoch 1910 | loss: 0.00065393 | val_loss: 0.000641873 | Time: 2165.82 ms [2022-03-07 06:52:09 main:574] : INFO : Epoch 1911 | loss: 0.000652196 | val_loss: 0.00153241 | Time: 2168.21 ms [2022-03-07 06:52:12 main:574] : INFO : Epoch 1912 | loss: 0.00110796 | val_loss: 0.000986356 | Time: 2163.23 ms [2022-03-07 06:52:14 main:574] : INFO : Epoch 1913 | loss: 0.000853905 | val_loss: 0.000723318 | Time: 2162.61 ms [2022-03-07 06:52:16 main:574] : INFO : Epoch 1914 | loss: 0.00070898 | val_loss: 0.000662643 | Time: 2167.94 ms [2022-03-07 06:52:18 main:574] : INFO : Epoch 1915 | loss: 0.000671411 | val_loss: 0.000652559 | Time: 2161.67 ms [2022-03-07 06:52:20 main:574] : INFO : Epoch 1916 | loss: 0.000662813 | val_loss: 0.000648406 | Time: 2164.97 ms [2022-03-07 06:52:22 main:574] : INFO : Epoch 1917 | loss: 0.000660079 | val_loss: 0.000647459 | Time: 2164.37 ms [2022-03-07 06:52:25 main:574] : INFO : Epoch 1918 | loss: 0.000658541 | val_loss: 0.000646775 | Time: 2164.2 ms [2022-03-07 06:52:27 main:574] : INFO : Epoch 1919 | loss: 0.000656361 | val_loss: 0.000642824 | Time: 2164.81 ms [2022-03-07 06:52:29 main:574] : INFO : Epoch 1920 | loss: 0.000654035 | val_loss: 0.000641423 | Time: 2164.21 ms [2022-03-07 06:52:31 main:574] : INFO : Epoch 1921 | loss: 0.000652258 | val_loss: 0.000641646 | Time: 2167.26 ms [2022-03-07 06:52:33 main:574] : INFO : Epoch 1922 | loss: 0.000651782 | val_loss: 0.000642423 | Time: 2163.74 ms [2022-03-07 06:52:35 main:574] : INFO : Epoch 1923 | loss: 0.000652152 | val_loss: 0.000642205 | Time: 2164.74 ms [2022-03-07 06:52:38 main:574] : INFO : Epoch 1924 | loss: 0.000649683 | val_loss: 0.000639212 | Time: 2161.9 ms [2022-03-07 06:52:40 main:574] : INFO : Epoch 1925 | loss: 0.000648216 | val_loss: 0.000640518 | Time: 2163.84 ms [2022-03-07 06:52:42 main:574] : INFO : Epoch 1926 | loss: 0.000648486 | val_loss: 0.000640986 | Time: 2166.35 ms [2022-03-07 06:52:44 main:574] : INFO : Epoch 1927 | loss: 0.000649431 | val_loss: 0.000637963 | Time: 2163.31 ms [2022-03-07 06:52:46 main:574] : INFO : Epoch 1928 | loss: 0.000650924 | val_loss: 0.000638206 | Time: 2166.1 ms [2022-03-07 06:52:48 main:574] : INFO : Epoch 1929 | loss: 0.000648911 | val_loss: 0.000638902 | Time: 2165.68 ms [2022-03-07 06:52:51 main:574] : INFO : Epoch 1930 | loss: 0.000646588 | val_loss: 0.000636774 | Time: 2165.66 ms [2022-03-07 06:52:53 main:574] : INFO : Epoch 1931 | loss: 0.000647574 | val_loss: 0.000636291 | Time: 2167.04 ms [2022-03-07 06:52:55 main:574] : INFO : Epoch 1932 | loss: 0.000646311 | val_loss: 0.000635286 | Time: 2165.62 ms [2022-03-07 06:52:57 main:574] : INFO : Epoch 1933 | loss: 0.000644974 | val_loss: 0.000636738 | Time: 2164.04 ms [2022-03-07 06:52:59 main:574] : INFO : Epoch 1934 | loss: 0.000646892 | val_loss: 0.000635814 | Time: 2164.36 ms [2022-03-07 06:53:01 main:574] : INFO : Epoch 1935 | loss: 0.000645354 | val_loss: 0.000639117 | Time: 2163.46 ms [2022-03-07 06:53:04 main:574] : INFO : Epoch 1936 | loss: 0.00064788 | val_loss: 0.000637422 | Time: 2161.93 ms [2022-03-07 06:53:06 main:574] : INFO : Epoch 1937 | loss: 0.000646899 | val_loss: 0.000636182 | Time: 2161.95 ms [2022-03-07 06:53:08 main:574] : INFO : Epoch 1938 | loss: 0.000646384 | val_loss: 0.000636878 | Time: 2161.4 ms [2022-03-07 06:53:10 main:574] : INFO : Epoch 1939 | loss: 0.000647039 | val_loss: 0.00064086 | Time: 2160.68 ms [2022-03-07 06:53:12 main:574] : INFO : Epoch 1940 | loss: 0.000654039 | val_loss: 0.000635397 | Time: 2161.73 ms [2022-03-07 06:53:14 main:574] : INFO : Epoch 1941 | loss: 0.000647351 | val_loss: 0.000633437 | Time: 2158.75 ms [2022-03-07 06:53:17 main:574] : INFO : Epoch 1942 | loss: 0.000645961 | val_loss: 0.000648461 | Time: 2166.35 ms [2022-03-07 06:53:19 main:574] : INFO : Epoch 1943 | loss: 0.000649875 | val_loss: 0.00063609 | Time: 2162.32 ms [2022-03-07 06:53:21 main:574] : INFO : Epoch 1944 | loss: 0.000646153 | val_loss: 0.000634251 | Time: 2163.31 ms [2022-03-07 06:53:23 main:574] : INFO : Epoch 1945 | loss: 0.00064553 | val_loss: 0.000643902 | Time: 2165.18 ms [2022-03-07 06:53:25 main:574] : INFO : Epoch 1946 | loss: 0.000646242 | val_loss: 0.000632881 | Time: 2161.77 ms [2022-03-07 06:53:27 main:574] : INFO : Epoch 1947 | loss: 0.000644536 | val_loss: 0.000634217 | Time: 2166.82 ms [2022-03-07 06:53:30 main:574] : INFO : Epoch 1948 | loss: 0.00064459 | val_loss: 0.000632411 | Time: 2160.29 ms [2022-03-07 06:53:32 main:574] : INFO : Epoch 1949 | loss: 0.000647396 | val_loss: 0.000632228 | Time: 2162.25 ms [2022-03-07 06:53:34 main:574] : INFO : Epoch 1950 | loss: 0.000643802 | val_loss: 0.000641581 | Time: 2163.28 ms [2022-03-07 06:53:36 main:574] : INFO : Epoch 1951 | loss: 0.000654374 | val_loss: 0.000636 | Time: 2165.19 ms [2022-03-07 06:53:38 main:574] : INFO : Epoch 1952 | loss: 0.000650484 | val_loss: 0.000639405 | Time: 2160.92 ms [2022-03-07 06:53:40 main:574] : INFO : Epoch 1953 | loss: 0.000643789 | val_loss: 0.000630924 | Time: 2162.72 ms [2022-03-07 06:53:43 main:574] : INFO : Epoch 1954 | loss: 0.000647408 | val_loss: 0.000639684 | Time: 2162.52 ms [2022-03-07 06:53:45 main:574] : INFO : Epoch 1955 | loss: 0.000647306 | val_loss: 0.000640872 | Time: 2160.26 ms [2022-03-07 06:53:47 main:574] : INFO : Epoch 1956 | loss: 0.000644532 | val_loss: 0.000630809 | Time: 2165.53 ms [2022-03-07 06:53:49 main:574] : INFO : Epoch 1957 | loss: 0.00064244 | val_loss: 0.000631423 | Time: 2165.86 ms [2022-03-07 06:53:51 main:574] : INFO : Epoch 1958 | loss: 0.000648321 | val_loss: 0.000647027 | Time: 2162.43 ms [2022-03-07 06:53:53 main:574] : INFO : Epoch 1959 | loss: 0.000649605 | val_loss: 0.000636496 | Time: 2164.14 ms [2022-03-07 06:53:56 main:574] : INFO : Epoch 1960 | loss: 0.000643621 | val_loss: 0.000632967 | Time: 2165 ms [2022-03-07 06:53:58 main:574] : INFO : Epoch 1961 | loss: 0.000643789 | val_loss: 0.000629683 | Time: 2164.86 ms [2022-03-07 06:54:00 main:574] : INFO : Epoch 1962 | loss: 0.000642803 | val_loss: 0.000644516 | Time: 2164.24 ms [2022-03-07 06:54:02 main:574] : INFO : Epoch 1963 | loss: 0.000643589 | val_loss: 0.000630518 | Time: 2163.53 ms [2022-03-07 06:54:04 main:574] : INFO : Epoch 1964 | loss: 0.000642786 | val_loss: 0.000635214 | Time: 2163.95 ms [2022-03-07 06:54:06 main:574] : INFO : Epoch 1965 | loss: 0.000640901 | val_loss: 0.000634747 | Time: 2165.57 ms [2022-03-07 06:54:09 main:574] : INFO : Epoch 1966 | loss: 0.000645312 | val_loss: 0.000638895 | Time: 2161.83 ms [2022-03-07 06:54:11 main:574] : INFO : Epoch 1967 | loss: 0.000640145 | val_loss: 0.000628883 | Time: 2166.13 ms [2022-03-07 06:54:13 main:574] : INFO : Epoch 1968 | loss: 0.000643603 | val_loss: 0.000672527 | Time: 2162.74 ms [2022-03-07 06:54:15 main:574] : INFO : Epoch 1969 | loss: 0.00072756 | val_loss: 0.000682902 | Time: 2165.28 ms [2022-03-07 06:54:17 main:574] : INFO : Epoch 1970 | loss: 0.000663055 | val_loss: 0.000640117 | Time: 2168.61 ms [2022-03-07 06:54:19 main:574] : INFO : Epoch 1971 | loss: 0.000645529 | val_loss: 0.00063101 | Time: 2161.68 ms [2022-03-07 06:54:22 main:574] : INFO : Epoch 1972 | loss: 0.000640459 | val_loss: 0.000629305 | Time: 2162.87 ms [2022-03-07 06:54:24 main:574] : INFO : Epoch 1973 | loss: 0.000639653 | val_loss: 0.000632865 | Time: 2164.5 ms [2022-03-07 06:54:26 main:574] : INFO : Epoch 1974 | loss: 0.000638479 | val_loss: 0.000630439 | Time: 2162.69 ms [2022-03-07 06:54:28 main:574] : INFO : Epoch 1975 | loss: 0.000641606 | val_loss: 0.000653352 | Time: 2162.09 ms [2022-03-07 06:54:30 main:574] : INFO : Epoch 1976 | loss: 0.000644886 | val_loss: 0.000628319 | Time: 2166.44 ms [2022-03-07 06:54:32 main:574] : INFO : Epoch 1977 | loss: 0.000638911 | val_loss: 0.000627033 | Time: 2164.95 ms [2022-03-07 06:54:35 main:574] : INFO : Epoch 1978 | loss: 0.000646469 | val_loss: 0.000664406 | Time: 2165.33 ms [2022-03-07 06:54:37 main:574] : INFO : Epoch 1979 | loss: 0.000647704 | val_loss: 0.000632516 | Time: 2165.29 ms [2022-03-07 06:54:39 main:574] : INFO : Epoch 1980 | loss: 0.000641033 | val_loss: 0.000638988 | Time: 2167.02 ms [2022-03-07 06:54:41 main:574] : INFO : Epoch 1981 | loss: 0.000647755 | val_loss: 0.000640851 | Time: 2154.49 ms [2022-03-07 06:54:43 main:574] : INFO : Epoch 1982 | loss: 0.000648649 | val_loss: 0.000632863 | Time: 2153.86 ms [2022-03-07 06:54:45 main:574] : INFO : Epoch 1983 | loss: 0.000653417 | val_loss: 0.000648615 | Time: 2157.03 ms [2022-03-07 06:54:48 main:574] : INFO : Epoch 1984 | loss: 0.000643225 | val_loss: 0.000641687 | Time: 2156 ms [2022-03-07 06:54:51 main:574] : INFO : Epoch 1985 | loss: 0.000642103 | val_loss: 0.000626728 | Time: 2155.14 ms [2022-03-07 06:54:53 main:574] : INFO : Epoch 1986 | loss: 0.000635289 | val_loss: 0.000628529 | Time: 2155.99 ms [2022-03-07 06:54:55 main:574] : INFO : Epoch 1987 | loss: 0.000636438 | val_loss: 0.00062796 | Time: 2160.05 ms [2022-03-07 06:54:57 main:574] : INFO : Epoch 1988 | loss: 0.00063989 | val_loss: 0.000635705 | Time: 2159.99 ms [2022-03-07 06:54:59 main:574] : INFO : Epoch 1989 | loss: 0.000641689 | val_loss: 0.000628131 | Time: 2162.4 ms [2022-03-07 06:55:01 main:574] : INFO : Epoch 1990 | loss: 0.000827321 | val_loss: 0.000779964 | Time: 2162.27 ms [2022-03-07 06:55:04 main:574] : INFO : Epoch 1991 | loss: 0.000760899 | val_loss: 0.000689221 | Time: 2162.63 ms [2022-03-07 06:55:06 main:574] : INFO : Epoch 1992 | loss: 0.000669815 | val_loss: 0.000656883 | Time: 2163.32 ms [2022-03-07 06:55:08 main:574] : INFO : Epoch 1993 | loss: 0.000651494 | val_loss: 0.000634351 | Time: 2163.35 ms [2022-03-07 06:55:10 main:574] : INFO : Epoch 1994 | loss: 0.000643122 | val_loss: 0.00063506 | Time: 2163.19 ms [2022-03-07 06:55:12 main:574] : INFO : Epoch 1995 | loss: 0.000641718 | val_loss: 0.00063481 | Time: 2165.04 ms [2022-03-07 06:55:14 main:574] : INFO : Epoch 1996 | loss: 0.000639392 | val_loss: 0.000627048 | Time: 2161.66 ms [2022-03-07 06:55:17 main:574] : INFO : Epoch 1997 | loss: 0.00064143 | val_loss: 0.000634333 | Time: 2162.55 ms [2022-03-07 06:55:19 main:574] : INFO : Epoch 1998 | loss: 0.00064459 | val_loss: 0.000630111 | Time: 2160.83 ms [2022-03-07 06:55:21 main:574] : INFO : Epoch 1999 | loss: 0.000772881 | val_loss: 0.00073934 | Time: 2163.04 ms [2022-03-07 06:55:23 main:574] : INFO : Epoch 2000 | loss: 0.000703528 | val_loss: 0.000660641 | Time: 2163.41 ms [2022-03-07 06:55:25 main:574] : INFO : Epoch 2001 | loss: 0.000655896 | val_loss: 0.000638833 | Time: 2162.36 ms [2022-03-07 06:55:27 main:574] : INFO : Epoch 2002 | loss: 0.000642766 | val_loss: 0.000631187 | Time: 2161.08 ms [2022-03-07 06:55:30 main:574] : INFO : Epoch 2003 | loss: 0.000637225 | val_loss: 0.000626896 | Time: 2161.38 ms [2022-03-07 06:55:32 main:574] : INFO : Epoch 2004 | loss: 0.000637547 | val_loss: 0.000627898 | Time: 2162.72 ms [2022-03-07 06:55:34 main:574] : INFO : Epoch 2005 | loss: 0.000637666 | val_loss: 0.000627399 | Time: 2160.88 ms [2022-03-07 06:55:36 main:574] : INFO : Epoch 2006 | loss: 0.000635811 | val_loss: 0.000627633 | Time: 2160.45 ms [2022-03-07 06:55:38 main:574] : INFO : Epoch 2007 | loss: 0.000635567 | val_loss: 0.000625595 | Time: 2160.57 ms [2022-03-07 06:55:40 main:574] : INFO : Epoch 2008 | loss: 0.000634798 | val_loss: 0.000625431 | Time: 2164.68 ms [2022-03-07 06:55:43 main:574] : INFO : Epoch 2009 | loss: 0.000636626 | val_loss: 0.000628194 | Time: 2165.74 ms [2022-03-07 06:55:45 main:574] : INFO : Epoch 2010 | loss: 0.00063493 | val_loss: 0.000626374 | Time: 2160.86 ms [2022-03-07 06:55:47 main:574] : INFO : Epoch 2011 | loss: 0.00063531 | val_loss: 0.000628273 | Time: 2160.74 ms [2022-03-07 06:55:49 main:574] : INFO : Epoch 2012 | loss: 0.000641088 | val_loss: 0.000628899 | Time: 2162.14 ms [2022-03-07 06:55:51 main:574] : INFO : Epoch 2013 | loss: 0.000634477 | val_loss: 0.000626053 | Time: 2162.74 ms [2022-03-07 06:55:53 main:574] : INFO : Epoch 2014 | loss: 0.000633987 | val_loss: 0.000626141 | Time: 2163.36 ms [2022-03-07 06:55:56 main:574] : INFO : Epoch 2015 | loss: 0.000634981 | val_loss: 0.000623843 | Time: 2163.54 ms [2022-03-07 06:55:58 main:574] : INFO : Epoch 2016 | loss: 0.00063724 | val_loss: 0.000632259 | Time: 2161.75 ms [2022-03-07 06:56:00 main:574] : INFO : Epoch 2017 | loss: 0.000679273 | val_loss: 0.000709563 | Time: 2162.73 ms [2022-03-07 06:56:02 main:574] : INFO : Epoch 2018 | loss: 0.0019394 | val_loss: 0.00855847 | Time: 2163.01 ms [2022-03-07 06:56:04 main:574] : INFO : Epoch 2019 | loss: 0.00600394 | val_loss: 0.00391365 | Time: 2163.75 ms [2022-03-07 06:56:06 main:574] : INFO : Epoch 2020 | loss: 0.00377238 | val_loss: 0.00336473 | Time: 2163.85 ms [2022-03-07 06:56:09 main:574] : INFO : Epoch 2021 | loss: 0.0034384 | val_loss: 0.00322704 | Time: 2162.87 ms [2022-03-07 06:56:11 main:574] : INFO : Epoch 2022 | loss: 0.00332745 | val_loss: 0.00318727 | Time: 2160.24 ms [2022-03-07 06:56:13 main:574] : INFO : Epoch 2023 | loss: 0.00330384 | val_loss: 0.00317983 | Time: 2163.06 ms [2022-03-07 06:56:15 main:574] : INFO : Epoch 2024 | loss: 0.00329676 | val_loss: 0.00317504 | Time: 2164.26 ms [2022-03-07 06:56:17 main:574] : INFO : Epoch 2025 | loss: 0.00329395 | val_loss: 0.00317356 | Time: 2160.88 ms [2022-03-07 06:56:19 main:574] : INFO : Epoch 2026 | loss: 0.00329297 | val_loss: 0.0031721 | Time: 2161.19 ms [2022-03-07 06:56:22 main:574] : INFO : Epoch 2027 | loss: 0.00329149 | val_loss: 0.00316932 | Time: 2162.42 ms [2022-03-07 06:56:24 main:574] : INFO : Epoch 2028 | loss: 0.00328854 | val_loss: 0.00316402 | Time: 2161.88 ms [2022-03-07 06:56:26 main:574] : INFO : Epoch 2029 | loss: 0.00328286 | val_loss: 0.00315697 | Time: 2162.08 ms [2022-03-07 06:56:28 main:574] : INFO : Epoch 2030 | loss: 0.00327357 | val_loss: 0.00314421 | Time: 2161.65 ms [2022-03-07 06:56:30 main:574] : INFO : Epoch 2031 | loss: 0.00325562 | val_loss: 0.00309334 | Time: 2161.38 ms [2022-03-07 06:56:32 main:574] : INFO : Epoch 2032 | loss: 0.00329958 | val_loss: 0.00325674 | Time: 2164.41 ms [2022-03-07 06:56:35 main:574] : INFO : Epoch 2033 | loss: 0.00332613 | val_loss: 0.00317923 | Time: 2160.88 ms [2022-03-07 06:56:37 main:574] : INFO : Epoch 2034 | loss: 0.00329529 | val_loss: 0.00317073 | Time: 2161.88 ms [2022-03-07 06:56:39 main:574] : INFO : Epoch 2035 | loss: 0.00329019 | val_loss: 0.00316951 | Time: 2161.99 ms [2022-03-07 06:56:41 main:574] : INFO : Epoch 2036 | loss: 0.0032893 | val_loss: 0.00317094 | Time: 2162.11 ms [2022-03-07 06:56:43 main:574] : INFO : Epoch 2037 | loss: 0.00328848 | val_loss: 0.00316975 | Time: 2162.9 ms [2022-03-07 06:56:45 main:574] : INFO : Epoch 2038 | loss: 0.00328768 | val_loss: 0.00316813 | Time: 2160.94 ms [2022-03-07 06:56:48 main:574] : INFO : Epoch 2039 | loss: 0.00328753 | val_loss: 0.00316825 | Time: 2162.11 ms [2022-03-07 06:56:50 main:574] : INFO : Epoch 2040 | loss: 0.00328885 | val_loss: 0.00316962 | Time: 2161.91 ms [2022-03-07 06:56:52 main:574] : INFO : Epoch 2041 | loss: 0.00328761 | val_loss: 0.00316765 | Time: 2163.29 ms [2022-03-07 06:56:54 main:574] : INFO : Epoch 2042 | loss: 0.00328737 | val_loss: 0.00316859 | Time: 2163.4 ms [2022-03-07 06:56:56 main:574] : INFO : Epoch 2043 | loss: 0.00328801 | val_loss: 0.00316785 | Time: 2161.67 ms [2022-03-07 06:56:58 main:574] : INFO : Epoch 2044 | loss: 0.0032864 | val_loss: 0.00316715 | Time: 2161.11 ms [2022-03-07 06:57:01 main:574] : INFO : Epoch 2045 | loss: 0.00328641 | val_loss: 0.0031671 | Time: 2163.16 ms [2022-03-07 06:57:03 main:574] : INFO : Epoch 2046 | loss: 0.00328626 | val_loss: 0.0031675 | Time: 2162.79 ms [2022-03-07 06:57:05 main:574] : INFO : Epoch 2047 | loss: 0.0032863 | val_loss: 0.0031673 | Time: 2163.24 ms [2022-03-07 06:57:07 main:574] : INFO : Epoch 2048 | loss: 0.0032876 | val_loss: 0.00316666 | Time: 2163.6 ms [2022-03-07 06:57:07 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.00316666 [2022-03-07 06:57:07 main:603] : INFO : Saving end state to config to file [2022-03-07 06:57:07 main:608] : INFO : Success, exiting.. 06:57:07 (7604): 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)