| Name | ParityModified-1639966568-13110-3-0_0 |
| Workunit | 8887909 |
| Created | 17 Feb 2022, 19:00:38 UTC |
| Sent | 26 Feb 2022, 18:26:45 UTC |
| Report deadline | 6 Mar 2022, 18:26:45 UTC |
| Received | 2 Mar 2022, 19:59:35 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 19252 |
| Run time | 50 min 52 sec |
| CPU time | 50 min 2 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 4,569.32 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.63 GB |
| Peak swap size | 3.61 GB |
| Peak disk usage | 1.54 GB |
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> 00579851 | Time: 1449.46 ms [2022-03-02 14:46:40 main:574] : INFO : Epoch 1554 | loss: 0.00585936 | val_loss: 0.00559465 | Time: 1445.19 ms [2022-03-02 14:46:42 main:574] : INFO : Epoch 1555 | loss: 0.00556432 | val_loss: 0.00536563 | Time: 1444.5 ms [2022-03-02 14:46:43 main:574] : INFO : Epoch 1556 | loss: 0.00540875 | val_loss: 0.00521984 | Time: 1457.24 ms [2022-03-02 14:46:45 main:574] : INFO : Epoch 1557 | loss: 0.00513327 | val_loss: 0.00494036 | Time: 1454.56 ms [2022-03-02 14:46:46 main:574] : INFO : Epoch 1558 | loss: 0.00505282 | val_loss: 0.00489688 | Time: 1449.6 ms [2022-03-02 14:46:47 main:574] : INFO : Epoch 1559 | loss: 0.00491 | val_loss: 0.0047909 | Time: 1452.54 ms [2022-03-02 14:46:49 main:574] : INFO : Epoch 1560 | loss: 0.00483782 | val_loss: 0.00477079 | Time: 1456.86 ms [2022-03-02 14:46:50 main:574] : INFO : Epoch 1561 | loss: 0.00480999 | val_loss: 0.00471216 | Time: 1451.78 ms [2022-03-02 14:46:52 main:574] : INFO : Epoch 1562 | loss: 0.00479524 | val_loss: 0.00474493 | Time: 1445.09 ms [2022-03-02 14:46:53 main:574] : INFO : Epoch 1563 | loss: 0.00475874 | val_loss: 0.00464358 | Time: 1453.12 ms [2022-03-02 14:46:55 main:574] : INFO : Epoch 1564 | loss: 0.00477289 | val_loss: 0.00467086 | Time: 1448.4 ms [2022-03-02 14:46:56 main:574] : INFO : Epoch 1565 | loss: 0.00492475 | val_loss: 0.00485414 | Time: 1446.8 ms [2022-03-02 14:46:58 main:574] : INFO : Epoch 1566 | loss: 0.00483001 | val_loss: 0.00466511 | Time: 1438.79 ms [2022-03-02 14:46:59 main:574] : INFO : Epoch 1567 | loss: 0.00466841 | val_loss: 0.00435631 | Time: 1450.65 ms [2022-03-02 14:47:01 main:574] : INFO : Epoch 1568 | loss: 0.00288075 | val_loss: 0.00173728 | Time: 1448.3 ms [2022-03-02 14:47:02 main:574] : INFO : Epoch 1569 | loss: 0.00143372 | val_loss: 0.00121242 | Time: 1450.05 ms [2022-03-02 14:47:03 main:574] : INFO : Epoch 1570 | loss: 0.00115359 | val_loss: 0.00109473 | Time: 1449.43 ms [2022-03-02 14:47:05 main:574] : INFO : Epoch 1571 | loss: 0.0011293 | val_loss: 0.00107238 | Time: 1444.46 ms [2022-03-02 14:47:06 main:574] : INFO : Epoch 1572 | loss: 0.00110355 | val_loss: 0.00133085 | Time: 1453.92 ms [2022-03-02 14:47:08 main:574] : INFO : Epoch 1573 | loss: 0.00119897 | val_loss: 0.0010433 | Time: 1448.01 ms [2022-03-02 14:47:09 main:574] : INFO : Epoch 1574 | loss: 0.00103263 | val_loss: 0.00100879 | Time: 1483.23 ms [2022-03-02 14:47:11 main:574] : INFO : Epoch 1575 | loss: 0.000978068 | val_loss: 0.000868791 | Time: 1440.01 ms [2022-03-02 14:47:12 main:574] : INFO : Epoch 1576 | loss: 0.00138668 | val_loss: 0.00150586 | Time: 1461.87 ms [2022-03-02 14:47:14 main:574] : INFO : Epoch 1577 | loss: 0.00122121 | val_loss: 0.00101181 | Time: 1482.82 ms [2022-03-02 14:47:15 main:574] : INFO : Epoch 1578 | loss: 0.000997498 | val_loss: 0.000943924 | Time: 1458.86 ms [2022-03-02 14:47:17 main:574] : INFO : Epoch 1579 | loss: 0.000936741 | val_loss: 0.000899863 | Time: 1470.08 ms [2022-03-02 14:47:18 main:574] : INFO : Epoch 1580 | loss: 0.000899847 | val_loss: 0.000888384 | Time: 1450.63 ms [2022-03-02 14:47:20 main:574] : INFO : Epoch 1581 | loss: 0.000884143 | val_loss: 0.000873043 | Time: 1461.99 ms [2022-03-02 14:47:21 main:574] : INFO : Epoch 1582 | loss: 0.000874699 | val_loss: 0.000855204 | Time: 1456.97 ms [2022-03-02 14:47:22 main:574] : INFO : Epoch 1583 | loss: 0.000855157 | val_loss: 0.00086674 | Time: 1468.46 ms [2022-03-02 14:47:24 main:574] : INFO : Epoch 1584 | loss: 0.00087982 | val_loss: 0.000867682 | Time: 1449.38 ms [2022-03-02 14:47:25 main:574] : INFO : Epoch 1585 | loss: 0.000859181 | val_loss: 0.000844597 | Time: 1469.04 ms [2022-03-02 14:47:27 main:574] : INFO : Epoch 1586 | loss: 0.000788498 | val_loss: 0.000869103 | Time: 1438.61 ms [2022-03-02 14:47:28 main:574] : INFO : Epoch 1587 | loss: 0.000967693 | val_loss: 0.000928177 | Time: 1450.3 ms [2022-03-02 14:47:30 main:574] : INFO : Epoch 1588 | loss: 0.000907882 | val_loss: 0.000904662 | Time: 1455.69 ms [2022-03-02 14:47:31 main:574] : INFO : Epoch 1589 | loss: 0.000876928 | val_loss: 0.000825294 | Time: 1484.8 ms [2022-03-02 14:47:33 main:574] : INFO : Epoch 1590 | loss: 0.000862136 | val_loss: 0.000861891 | Time: 1448.39 ms [2022-03-02 14:47:34 main:574] : INFO : Epoch 1591 | loss: 0.000822322 | val_loss: 0.000811476 | Time: 1463.74 ms [2022-03-02 14:47:36 main:574] : INFO : Epoch 1592 | loss: 0.000863268 | val_loss: 0.000887767 | Time: 1459.28 ms [2022-03-02 14:47:37 main:574] : INFO : Epoch 1593 | loss: 0.000831552 | val_loss: 0.000737189 | Time: 1447.68 ms [2022-03-02 14:47:39 main:574] : INFO : Epoch 1594 | loss: 0.000703136 | val_loss: 0.000866118 | Time: 1460.54 ms [2022-03-02 14:47:40 main:574] : INFO : Epoch 1595 | loss: 0.000964262 | val_loss: 0.000868836 | Time: 1440.38 ms [2022-03-02 14:47:41 main:574] : INFO : Epoch 1596 | loss: 0.000853219 | val_loss: 0.000798634 | Time: 1459.45 ms [2022-03-02 14:47:43 main:574] : INFO : Epoch 1597 | loss: 0.000846408 | val_loss: 0.000803755 | Time: 1451.03 ms [2022-03-02 14:47:44 main:574] : INFO : Epoch 1598 | loss: 0.000849157 | val_loss: 0.000858742 | Time: 1470.89 ms [2022-03-02 14:47:46 main:574] : INFO : Epoch 1599 | loss: 0.000830361 | val_loss: 0.000737703 | Time: 1449.04 ms [2022-03-02 14:47:47 main:574] : INFO : Epoch 1600 | loss: 0.000668197 | val_loss: 0.000573221 | Time: 1453.69 ms [2022-03-02 14:47:49 main:574] : INFO : Epoch 1601 | loss: 0.000703194 | val_loss: 0.00134741 | Time: 1457.34 ms [2022-03-02 14:47:50 main:574] : INFO : Epoch 1602 | loss: 0.00118633 | val_loss: 0.000915057 | Time: 1452.11 ms [2022-03-02 14:47:52 main:574] : INFO : Epoch 1603 | loss: 0.000870804 | val_loss: 0.000779452 | Time: 1445.1 ms [2022-03-02 14:47:53 main:574] : INFO : Epoch 1604 | loss: 0.000679477 | val_loss: 0.000581603 | Time: 1456.23 ms [2022-03-02 14:47:55 main:574] : INFO : Epoch 1605 | loss: 0.000968769 | val_loss: 0.000978293 | Time: 1447.85 ms [2022-03-02 14:47:56 main:574] : INFO : Epoch 1606 | loss: 0.000930247 | val_loss: 0.00082753 | Time: 1457.74 ms [2022-03-02 14:47:58 main:574] : INFO : Epoch 1607 | loss: 0.000823792 | val_loss: 0.000782576 | Time: 1474.96 ms [2022-03-02 14:47:59 main:574] : INFO : Epoch 1608 | loss: 0.000738196 | val_loss: 0.000660823 | Time: 1458.59 ms [2022-03-02 14:48:00 main:574] : INFO : Epoch 1609 | loss: 0.000875955 | val_loss: 0.000967019 | Time: 1446.59 ms [2022-03-02 14:48:02 main:574] : INFO : Epoch 1610 | loss: 0.000909431 | val_loss: 0.000824927 | Time: 1471.83 ms [2022-03-02 14:48:03 main:574] : INFO : Epoch 1611 | loss: 0.000814709 | val_loss: 0.000762118 | Time: 1470.53 ms [2022-03-02 14:48:05 main:574] : INFO : Epoch 1612 | loss: 0.000769412 | val_loss: 0.000729674 | Time: 1455.15 ms [2022-03-02 14:48:06 main:574] : INFO : Epoch 1613 | loss: 0.000637302 | val_loss: 0.000614181 | Time: 1446.67 ms [2022-03-02 14:48:08 main:574] : INFO : Epoch 1614 | loss: 0.000758763 | val_loss: 0.000931102 | Time: 1453.47 ms [2022-03-02 14:48:09 main:574] : INFO : Epoch 1615 | loss: 0.000875096 | val_loss: 0.000789343 | Time: 1446.91 ms [2022-03-02 14:48:11 main:574] : INFO : Epoch 1616 | loss: 0.000769335 | val_loss: 0.000658025 | Time: 1452.29 ms [2022-03-02 14:48:12 main:574] : INFO : Epoch 1617 | loss: 0.000678036 | val_loss: 0.000777448 | Time: 1457.46 ms [2022-03-02 14:48:14 main:574] : INFO : Epoch 1618 | loss: 0.000756064 | val_loss: 0.000553045 | Time: 1448.31 ms [2022-03-02 14:48:15 main:574] : INFO : Epoch 1619 | loss: 0.000520963 | val_loss: 0.000454365 | Time: 1462.98 ms [2022-03-02 14:48:17 main:574] : INFO : Epoch 1620 | loss: 0.000490126 | val_loss: 0.000433847 | Time: 1451.56 ms [2022-03-02 14:48:18 main:574] : INFO : Epoch 1621 | loss: 0.000433099 | val_loss: 0.000406023 | Time: 1453.88 ms [2022-03-02 14:48:19 main:574] : INFO : Epoch 1622 | loss: 0.000402602 | val_loss: 0.000396792 | Time: 1464.8 ms [2022-03-02 14:48:21 main:574] : INFO : Epoch 1623 | loss: 0.000392766 | val_loss: 0.000388897 | Time: 1451.71 ms [2022-03-02 14:48:22 main:574] : INFO : Epoch 1624 | loss: 0.000388543 | val_loss: 0.000382391 | Time: 1453.66 ms [2022-03-02 14:48:24 main:574] : INFO : Epoch 1625 | loss: 0.000382428 | val_loss: 0.000375106 | Time: 1456.25 ms [2022-03-02 14:48:25 main:574] : INFO : Epoch 1626 | loss: 0.000385111 | val_loss: 0.000453547 | Time: 1472.44 ms [2022-03-02 14:48:27 main:574] : INFO : Epoch 1627 | loss: 0.000508395 | val_loss: 0.000418981 | Time: 1452.86 ms [2022-03-02 14:48:28 main:574] : INFO : Epoch 1628 | loss: 0.000574172 | val_loss: 0.000566536 | Time: 1453.05 ms [2022-03-02 14:48:30 main:574] : INFO : Epoch 1629 | loss: 0.000673002 | val_loss: 0.000515418 | Time: 1463.91 ms [2022-03-02 14:48:31 main:574] : INFO : Epoch 1630 | loss: 0.00050446 | val_loss: 0.000616203 | Time: 1455.64 ms [2022-03-02 14:48:33 main:574] : INFO : Epoch 1631 | loss: 0.00105953 | val_loss: 0.000970799 | Time: 1476.97 ms [2022-03-02 14:48:34 main:574] : INFO : Epoch 1632 | loss: 0.000908875 | val_loss: 0.000799096 | Time: 1477.78 ms [2022-03-02 14:48:36 main:574] : INFO : Epoch 1633 | loss: 0.000651356 | val_loss: 0.000434603 | Time: 1440.39 ms [2022-03-02 14:48:37 main:574] : INFO : Epoch 1634 | loss: 0.000423237 | val_loss: 0.000448776 | Time: 1496.99 ms [2022-03-02 14:48:39 main:574] : INFO : Epoch 1635 | loss: 0.000854886 | val_loss: 0.00112662 | Time: 1442.07 ms [2022-03-02 14:48:40 main:574] : INFO : Epoch 1636 | loss: 0.00100717 | val_loss: 0.000835073 | Time: 1448.86 ms [2022-03-02 14:48:41 main:574] : INFO : Epoch 1637 | loss: 0.000806798 | val_loss: 0.000661527 | Time: 1453.49 ms [2022-03-02 14:48:43 main:574] : INFO : Epoch 1638 | loss: 0.000529524 | val_loss: 0.000412402 | Time: 1467.8 ms [2022-03-02 14:48:44 main:574] : INFO : Epoch 1639 | loss: 0.000392758 | val_loss: 0.00037455 | Time: 1464.42 ms [2022-03-02 14:48:46 main:574] : INFO : Epoch 1640 | loss: 0.000371011 | val_loss: 0.000364468 | Time: 1473.18 ms [2022-03-02 14:48:47 main:574] : INFO : Epoch 1641 | loss: 0.000364891 | val_loss: 0.000357006 | Time: 1453.92 ms [2022-03-02 14:48:49 main:574] : INFO : Epoch 1642 | loss: 0.000356476 | val_loss: 0.000351463 | Time: 1454.69 ms [2022-03-02 14:48:50 main:574] : INFO : Epoch 1643 | loss: 0.000352995 | val_loss: 0.000350983 | Time: 1468.69 ms [2022-03-02 14:48:52 main:574] : INFO : Epoch 1644 | loss: 0.000349937 | val_loss: 0.000346764 | Time: 1453.31 ms [2022-03-02 14:48:53 main:574] : INFO : Epoch 1645 | loss: 0.000349583 | val_loss: 0.000346 | Time: 1447.66 ms [2022-03-02 14:48:55 main:574] : INFO : Epoch 1646 | loss: 0.00034502 | val_loss: 0.000344598 | Time: 1451.25 ms [2022-03-02 14:48:56 main:574] : INFO : Epoch 1647 | loss: 0.000340321 | val_loss: 0.00033727 | Time: 1456.49 ms [2022-03-02 14:48:58 main:574] : INFO : Epoch 1648 | loss: 0.000343239 | val_loss: 0.000351061 | Time: 1461.97 ms [2022-03-02 14:48:59 main:574] : INFO : Epoch 1649 | loss: 0.000343724 | val_loss: 0.000348179 | Time: 1447.26 ms [2022-03-02 14:49:01 main:574] : INFO : Epoch 1650 | loss: 0.000671794 | val_loss: 0.000839934 | Time: 1471.36 ms [2022-03-02 14:49:02 main:574] : INFO : Epoch 1651 | loss: 0.000618237 | val_loss: 0.000398913 | Time: 1463.52 ms [2022-03-02 14:49:03 main:574] : INFO : Epoch 1652 | loss: 0.000374641 | val_loss: 0.000358355 | Time: 1474.87 ms [2022-03-02 14:49:05 main:574] : INFO : Epoch 1653 | loss: 0.000346767 | val_loss: 0.000337789 | Time: 1456.9 ms [2022-03-02 14:49:06 main:574] : INFO : Epoch 1654 | loss: 0.000825121 | val_loss: 0.00125675 | Time: 1474.44 ms [2022-03-02 14:49:08 main:574] : INFO : Epoch 1655 | loss: 0.00104549 | val_loss: 0.000855785 | Time: 1486.18 ms [2022-03-02 14:49:09 main:574] : INFO : Epoch 1656 | loss: 0.000809618 | val_loss: 0.000731935 | Time: 1459.14 ms [2022-03-02 14:49:11 main:574] : INFO : Epoch 1657 | loss: 0.00059818 | val_loss: 0.000408084 | Time: 1452.94 ms [2022-03-02 14:49:12 main:574] : INFO : Epoch 1658 | loss: 0.000409132 | val_loss: 0.00038175 | Time: 1447.16 ms [2022-03-02 14:49:14 main:574] : INFO : Epoch 1659 | loss: 0.000361636 | val_loss: 0.0003462 | Time: 1466.22 ms [2022-03-02 14:49:15 main:574] : INFO : Epoch 1660 | loss: 0.000342627 | val_loss: 0.00033457 | Time: 1478.17 ms [2022-03-02 14:49:17 main:574] : INFO : Epoch 1661 | loss: 0.00033574 | val_loss: 0.000328903 | Time: 1432.97 ms [2022-03-02 14:49:18 main:574] : INFO : Epoch 1662 | loss: 0.000329725 | val_loss: 0.000329388 | Time: 1449.52 ms [2022-03-02 14:49:20 main:574] : INFO : Epoch 1663 | loss: 0.00032406 | val_loss: 0.000322047 | Time: 1446.79 ms [2022-03-02 14:49:21 main:574] : INFO : Epoch 1664 | loss: 0.000321187 | val_loss: 0.000320145 | Time: 1465.44 ms [2022-03-02 14:49:23 main:574] : INFO : Epoch 1665 | loss: 0.000323658 | val_loss: 0.000324299 | Time: 1467.65 ms [2022-03-02 14:49:24 main:574] : INFO : Epoch 1666 | loss: 0.00101356 | val_loss: 0.00114368 | Time: 1448.93 ms [2022-03-02 14:49:25 main:574] : INFO : Epoch 1667 | loss: 0.00100949 | val_loss: 0.000840427 | Time: 1451.6 ms [2022-03-02 14:49:27 main:574] : INFO : Epoch 1668 | loss: 0.000787121 | val_loss: 0.00071663 | Time: 1474.34 ms [2022-03-02 14:49:28 main:574] : INFO : Epoch 1669 | loss: 0.000630447 | val_loss: 0.000483242 | Time: 1457.3 ms [2022-03-02 14:49:30 main:574] : INFO : Epoch 1670 | loss: 0.000422483 | val_loss: 0.000364982 | Time: 1454.53 ms [2022-03-02 14:49:31 main:574] : INFO : Epoch 1671 | loss: 0.00035242 | val_loss: 0.000337365 | Time: 1454.15 ms [2022-03-02 14:49:33 main:574] : INFO : Epoch 1672 | loss: 0.000334835 | val_loss: 0.000327182 | Time: 1452.89 ms [2022-03-02 14:49:34 main:574] : INFO : Epoch 1673 | loss: 0.000324378 | val_loss: 0.000322003 | Time: 1452.57 ms [2022-03-02 14:49:36 main:574] : INFO : Epoch 1674 | loss: 0.000321913 | val_loss: 0.000319874 | Time: 1455.53 ms [2022-03-02 14:49:37 main:574] : INFO : Epoch 1675 | loss: 0.000322508 | val_loss: 0.000317125 | Time: 1458.2 ms [2022-03-02 14:49:39 main:574] : INFO : Epoch 1676 | loss: 0.000322722 | val_loss: 0.000329267 | Time: 1443.65 ms [2022-03-02 14:49:40 main:574] : INFO : Epoch 1677 | loss: 0.000499692 | val_loss: 0.000859526 | Time: 1442 ms [2022-03-02 14:49:41 main:574] : INFO : Epoch 1678 | loss: 0.000759889 | val_loss: 0.000426224 | Time: 1444.72 ms [2022-03-02 14:49:43 main:574] : INFO : Epoch 1679 | loss: 0.000365532 | val_loss: 0.000336555 | Time: 1453.44 ms [2022-03-02 14:49:44 main:574] : INFO : Epoch 1680 | loss: 0.000325768 | val_loss: 0.000315602 | Time: 1446.18 ms [2022-03-02 14:49:46 main:574] : INFO : Epoch 1681 | loss: 0.000312899 | val_loss: 0.000306913 | Time: 1477.13 ms [2022-03-02 14:49:47 main:574] : INFO : Epoch 1682 | loss: 0.000310394 | val_loss: 0.000305212 | Time: 1452 ms [2022-03-02 14:49:49 main:574] : INFO : Epoch 1683 | loss: 0.000307576 | val_loss: 0.000304809 | Time: 1445.91 ms [2022-03-02 14:49:50 main:574] : INFO : Epoch 1684 | loss: 0.00030558 | val_loss: 0.000298783 | Time: 1456.13 ms [2022-03-02 14:49:52 main:574] : INFO : Epoch 1685 | loss: 0.000302261 | val_loss: 0.000300392 | Time: 1453.8 ms [2022-03-02 14:49:53 main:574] : INFO : Epoch 1686 | loss: 0.000302129 | val_loss: 0.000299331 | Time: 1442.33 ms [2022-03-02 14:49:55 main:574] : INFO : Epoch 1687 | loss: 0.000300116 | val_loss: 0.000296223 | Time: 1460.59 ms [2022-03-02 14:49:56 main:574] : INFO : Epoch 1688 | loss: 0.000297564 | val_loss: 0.000294684 | Time: 1460.43 ms [2022-03-02 14:49:58 main:574] : INFO : Epoch 1689 | loss: 0.00029893 | val_loss: 0.000402737 | Time: 1453.62 ms [2022-03-02 14:49:59 main:574] : INFO : Epoch 1690 | loss: 0.00133213 | val_loss: 0.00137503 | Time: 1447.24 ms [2022-03-02 14:50:00 main:574] : INFO : Epoch 1691 | loss: 0.00119603 | val_loss: 0.000919425 | Time: 1457.91 ms [2022-03-02 14:50:02 main:574] : INFO : Epoch 1692 | loss: 0.000855868 | val_loss: 0.000740291 | Time: 1442.7 ms [2022-03-02 14:50:03 main:574] : INFO : Epoch 1693 | loss: 0.000700254 | val_loss: 0.000594599 | Time: 1440.75 ms [2022-03-02 14:50:05 main:574] : INFO : Epoch 1694 | loss: 0.000517695 | val_loss: 0.0004117 | Time: 1457.12 ms [2022-03-02 14:50:06 main:574] : INFO : Epoch 1695 | loss: 0.000367538 | val_loss: 0.000334279 | Time: 1463.4 ms [2022-03-02 14:50:08 main:574] : INFO : Epoch 1696 | loss: 0.000750793 | val_loss: 0.000804862 | Time: 1462.63 ms [2022-03-02 14:50:09 main:574] : INFO : Epoch 1697 | loss: 0.000788125 | val_loss: 0.000701561 | Time: 1458.83 ms [2022-03-02 14:50:11 main:574] : INFO : Epoch 1698 | loss: 0.000583946 | val_loss: 0.000374819 | Time: 1448.52 ms [2022-03-02 14:50:12 main:574] : INFO : Epoch 1699 | loss: 0.000349535 | val_loss: 0.000326716 | Time: 1455.32 ms [2022-03-02 14:50:14 main:574] : INFO : Epoch 1700 | loss: 0.000317258 | val_loss: 0.000309651 | Time: 1461.46 ms [2022-03-02 14:50:15 main:574] : INFO : Epoch 1701 | loss: 0.0011371 | val_loss: 0.00115736 | Time: 1461.32 ms [2022-03-02 14:50:17 main:574] : INFO : Epoch 1702 | loss: 0.00102456 | val_loss: 0.000835462 | Time: 1468.05 ms [2022-03-02 14:50:18 main:574] : INFO : Epoch 1703 | loss: 0.000780805 | val_loss: 0.000699552 | Time: 1455.04 ms [2022-03-02 14:50:19 main:574] : INFO : Epoch 1704 | loss: 0.000708571 | val_loss: 0.000698372 | Time: 1454.65 ms [2022-03-02 14:50:21 main:574] : INFO : Epoch 1705 | loss: 0.000695749 | val_loss: 0.00066551 | Time: 1453.53 ms [2022-03-02 14:50:22 main:574] : INFO : Epoch 1706 | loss: 0.000672648 | val_loss: 0.00065056 | Time: 1475.47 ms [2022-03-02 14:50:24 main:574] : INFO : Epoch 1707 | loss: 0.000666208 | val_loss: 0.000648769 | Time: 1453.91 ms [2022-03-02 14:50:25 main:574] : INFO : Epoch 1708 | loss: 0.000659258 | val_loss: 0.000640438 | Time: 1459.32 ms [2022-03-02 14:50:27 main:574] : INFO : Epoch 1709 | loss: 0.000654097 | val_loss: 0.000640098 | Time: 1462.47 ms [2022-03-02 14:50:28 main:574] : INFO : Epoch 1710 | loss: 0.000652824 | val_loss: 0.000636192 | Time: 1456.9 ms [2022-03-02 14:50:30 main:574] : INFO : Epoch 1711 | loss: 0.00063628 | val_loss: 0.000543869 | Time: 1448.62 ms [2022-03-02 14:50:31 main:574] : INFO : Epoch 1712 | loss: 0.00060869 | val_loss: 0.000611085 | Time: 1451.13 ms [2022-03-02 14:50:33 main:574] : INFO : Epoch 1713 | loss: 0.000569496 | val_loss: 0.000351619 | Time: 1469.46 ms [2022-03-02 14:50:34 main:574] : INFO : Epoch 1714 | loss: 0.000323859 | val_loss: 0.000306759 | Time: 1453.7 ms [2022-03-02 14:50:36 main:574] : INFO : Epoch 1715 | loss: 0.00030768 | val_loss: 0.000297296 | Time: 1466.13 ms [2022-03-02 14:50:37 main:574] : INFO : Epoch 1716 | loss: 0.000301379 | val_loss: 0.000289043 | Time: 1487.31 ms [2022-03-02 14:50:38 main:574] : INFO : Epoch 1717 | loss: 0.000292134 | val_loss: 0.000282799 | Time: 1448.13 ms [2022-03-02 14:50:40 main:574] : INFO : Epoch 1718 | loss: 0.000295065 | val_loss: 0.000285928 | Time: 1448.18 ms [2022-03-02 14:50:41 main:574] : INFO : Epoch 1719 | loss: 0.000289046 | val_loss: 0.00028034 | Time: 1449.8 ms [2022-03-02 14:50:43 main:574] : INFO : Epoch 1720 | loss: 0.000283043 | val_loss: 0.000281275 | Time: 1446.62 ms [2022-03-02 14:50:44 main:574] : INFO : Epoch 1721 | loss: 0.000284969 | val_loss: 0.000283545 | Time: 1456.73 ms [2022-03-02 14:50:46 main:574] : INFO : Epoch 1722 | loss: 0.000282378 | val_loss: 0.000277606 | Time: 1460.57 ms [2022-03-02 14:50:47 main:574] : INFO : Epoch 1723 | loss: 0.000279799 | val_loss: 0.000275738 | Time: 1465.66 ms [2022-03-02 14:50:49 main:574] : INFO : Epoch 1724 | loss: 0.000277432 | val_loss: 0.000274054 | Time: 1453.35 ms [2022-03-02 14:50:50 main:574] : INFO : Epoch 1725 | loss: 0.000276411 | val_loss: 0.000274139 | Time: 1455.83 ms [2022-03-02 14:50:52 main:574] : INFO : Epoch 1726 | loss: 0.000276281 | val_loss: 0.000272597 | Time: 1456.28 ms [2022-03-02 14:50:53 main:574] : INFO : Epoch 1727 | loss: 0.00027423 | val_loss: 0.000271576 | Time: 1448.56 ms [2022-03-02 14:50:55 main:574] : INFO : Epoch 1728 | loss: 0.000271956 | val_loss: 0.000268915 | Time: 1454.08 ms [2022-03-02 14:50:56 main:574] : INFO : Epoch 1729 | loss: 0.000273348 | val_loss: 0.000279914 | Time: 1456.16 ms [2022-03-02 14:50:57 main:574] : INFO : Epoch 1730 | loss: 0.000277459 | val_loss: 0.000273893 | Time: 1461.45 ms [2022-03-02 14:50:59 main:574] : INFO : Epoch 1731 | loss: 0.000275692 | val_loss: 0.00027262 | Time: 1466.95 ms [2022-03-02 14:51:00 main:574] : INFO : Epoch 1732 | loss: 0.000285761 | val_loss: 0.000286614 | Time: 1448.49 ms [2022-03-02 14:51:02 main:574] : INFO : Epoch 1733 | loss: 0.000283991 | val_loss: 0.000279965 | Time: 1445.88 ms [2022-03-02 14:51:03 main:574] : INFO : Epoch 1734 | loss: 0.000276331 | val_loss: 0.000345811 | Time: 1447.22 ms [2022-03-02 14:51:05 main:574] : INFO : Epoch 1735 | loss: 0.000657465 | val_loss: 0.000419535 | Time: 1461.3 ms [2022-03-02 14:51:06 main:574] : INFO : Epoch 1736 | loss: 0.000424154 | val_loss: 0.00037547 | Time: 1469.85 ms [2022-03-02 14:51:08 main:574] : INFO : Epoch 1737 | loss: 0.000519502 | val_loss: 0.000416526 | Time: 1453.67 ms [2022-03-02 14:51:09 main:574] : INFO : Epoch 1738 | loss: 0.000334565 | val_loss: 0.000292793 | Time: 1471.33 ms [2022-03-02 14:51:11 main:574] : INFO : Epoch 1739 | loss: 0.000292683 | val_loss: 0.000277781 | Time: 1440.66 ms [2022-03-02 14:51:12 main:574] : INFO : Epoch 1740 | loss: 0.00027838 | val_loss: 0.000269815 | Time: 1466.79 ms [2022-03-02 14:51:14 main:574] : INFO : Epoch 1741 | loss: 0.00027281 | val_loss: 0.000268079 | Time: 1468.15 ms [2022-03-02 14:51:15 main:574] : INFO : Epoch 1742 | loss: 0.000272341 | val_loss: 0.000268618 | Time: 1450.3 ms [2022-03-02 14:51:17 main:574] : INFO : Epoch 1743 | loss: 0.000270354 | val_loss: 0.000267113 | Time: 1461.5 ms [2022-03-02 14:51:18 main:574] : INFO : Epoch 1744 | loss: 0.000268243 | val_loss: 0.000263509 | Time: 1452.63 ms [2022-03-02 14:51:19 main:574] : INFO : Epoch 1745 | loss: 0.000267068 | val_loss: 0.000263927 | Time: 1445.72 ms [2022-03-02 14:51:21 main:574] : INFO : Epoch 1746 | loss: 0.000267081 | val_loss: 0.000262878 | Time: 1445.46 ms [2022-03-02 14:51:22 main:574] : INFO : Epoch 1747 | loss: 0.000272926 | val_loss: 0.000266548 | Time: 1465.85 ms [2022-03-02 14:51:24 main:574] : INFO : Epoch 1748 | loss: 0.000271423 | val_loss: 0.000269047 | Time: 1457.2 ms [2022-03-02 14:51:25 main:574] : INFO : Epoch 1749 | loss: 0.000270033 | val_loss: 0.000264492 | Time: 1454.83 ms [2022-03-02 14:51:27 main:574] : INFO : Epoch 1750 | loss: 0.000269866 | val_loss: 0.000301652 | Time: 1456.35 ms [2022-03-02 14:51:28 main:574] : INFO : Epoch 1751 | loss: 0.000274931 | val_loss: 0.00026454 | Time: 1455.06 ms [2022-03-02 14:51:30 main:574] : INFO : Epoch 1752 | loss: 0.000266656 | val_loss: 0.000263757 | Time: 1442.02 ms [2022-03-02 14:51:31 main:574] : INFO : Epoch 1753 | loss: 0.000263468 | val_loss: 0.000262308 | Time: 1454.83 ms [2022-03-02 14:51:33 main:574] : INFO : Epoch 1754 | loss: 0.000260784 | val_loss: 0.000257807 | Time: 1445.87 ms [2022-03-02 14:51:34 main:574] : INFO : Epoch 1755 | loss: 0.000260697 | val_loss: 0.000257678 | Time: 1448.92 ms [2022-03-02 14:51:35 main:574] : INFO : Epoch 1756 | loss: 0.000260767 | val_loss: 0.000258999 | Time: 1456.85 ms [2022-03-02 14:51:37 main:574] : INFO : Epoch 1757 | loss: 0.000260582 | val_loss: 0.000259735 | Time: 1461.42 ms [2022-03-02 14:51:38 main:574] : INFO : Epoch 1758 | loss: 0.000263008 | val_loss: 0.000259106 | Time: 1465.56 ms [2022-03-02 14:51:40 main:574] : INFO : Epoch 1759 | loss: 0.000259115 | val_loss: 0.000257363 | Time: 1467.46 ms [2022-03-02 14:51:41 main:574] : INFO : Epoch 1760 | loss: 0.000257394 | val_loss: 0.000256807 | Time: 1449.36 ms [2022-03-02 14:51:43 main:574] : INFO : Epoch 1761 | loss: 0.000256878 | val_loss: 0.000254762 | Time: 1434.46 ms [2022-03-02 14:51:44 main:574] : INFO : Epoch 1762 | loss: 0.000256722 | val_loss: 0.000253049 | Time: 1457.2 ms [2022-03-02 14:51:46 main:574] : INFO : Epoch 1763 | loss: 0.00025635 | val_loss: 0.0002561 | Time: 1444.86 ms [2022-03-02 14:51:47 main:574] : INFO : Epoch 1764 | loss: 0.000257263 | val_loss: 0.000254393 | Time: 1453.25 ms [2022-03-02 14:51:49 main:574] : INFO : Epoch 1765 | loss: 0.000256038 | val_loss: 0.000255603 | Time: 1442.23 ms [2022-03-02 14:51:50 main:574] : INFO : Epoch 1766 | loss: 0.00025808 | val_loss: 0.000254463 | Time: 1457.72 ms [2022-03-02 14:51:52 main:574] : INFO : Epoch 1767 | loss: 0.000257827 | val_loss: 0.000257118 | Time: 1464.96 ms [2022-03-02 14:51:53 main:574] : INFO : Epoch 1768 | loss: 0.000256975 | val_loss: 0.000253179 | Time: 1461.99 ms [2022-03-02 14:51:54 main:574] : INFO : Epoch 1769 | loss: 0.000255429 | val_loss: 0.000253392 | Time: 1449.76 ms [2022-03-02 14:51:56 main:574] : INFO : Epoch 1770 | loss: 0.000284906 | val_loss: 0.000278156 | Time: 1452.08 ms [2022-03-02 14:51:57 main:574] : INFO : Epoch 1771 | loss: 0.000269817 | val_loss: 0.000259263 | Time: 1458.2 ms [2022-03-02 14:51:59 main:574] : INFO : Epoch 1772 | loss: 0.000258796 | val_loss: 0.000254629 | Time: 1454.32 ms [2022-03-02 14:52:00 main:574] : INFO : Epoch 1773 | loss: 0.000255626 | val_loss: 0.00025259 | Time: 1466.31 ms [2022-03-02 14:52:02 main:574] : INFO : Epoch 1774 | loss: 0.000253769 | val_loss: 0.000254048 | Time: 1447.93 ms [2022-03-02 14:52:03 main:574] : INFO : Epoch 1775 | loss: 0.000255711 | val_loss: 0.000252299 | Time: 1456.88 ms [2022-03-02 14:52:05 main:574] : INFO : Epoch 1776 | loss: 0.000254635 | val_loss: 0.000253736 | Time: 1447.42 ms [2022-03-02 14:52:06 main:574] : INFO : Epoch 1777 | loss: 0.000254587 | val_loss: 0.000253276 | Time: 1453.4 ms [2022-03-02 14:52:08 main:574] : INFO : Epoch 1778 | loss: 0.000253727 | val_loss: 0.000250026 | Time: 1438.4 ms [2022-03-02 14:52:09 main:574] : INFO : Epoch 1779 | loss: 0.000252895 | val_loss: 0.000253814 | Time: 1456.86 ms [2022-03-02 14:52:10 main:574] : INFO : Epoch 1780 | loss: 0.000252166 | val_loss: 0.000253142 | Time: 1436.81 ms [2022-03-02 14:52:12 main:574] : INFO : Epoch 1781 | loss: 0.000254046 | val_loss: 0.000250365 | Time: 1442.75 ms [2022-03-02 14:52:13 main:574] : INFO : Epoch 1782 | loss: 0.000253412 | val_loss: 0.000252134 | Time: 1447.11 ms [2022-03-02 14:52:15 main:574] : INFO : Epoch 1783 | loss: 0.000252234 | val_loss: 0.000252234 | Time: 1456.6 ms [2022-03-02 14:52:16 main:574] : INFO : Epoch 1784 | loss: 0.000252187 | val_loss: 0.000250972 | Time: 1465.11 ms [2022-03-02 14:52:18 main:574] : INFO : Epoch 1785 | loss: 0.000251346 | val_loss: 0.000253176 | Time: 1454.15 ms [2022-03-02 14:52:19 main:574] : INFO : Epoch 1786 | loss: 0.000251645 | val_loss: 0.000249182 | Time: 1461.49 ms [2022-03-02 14:52:21 main:574] : INFO : Epoch 1787 | loss: 0.00025141 | val_loss: 0.000249942 | Time: 1449.07 ms [2022-03-02 14:52:22 main:574] : INFO : Epoch 1788 | loss: 0.000249861 | val_loss: 0.000250356 | Time: 1458.1 ms [2022-03-02 14:52:24 main:574] : INFO : Epoch 1789 | loss: 0.000251176 | val_loss: 0.000249964 | Time: 1461.78 ms [2022-03-02 14:52:25 main:574] : INFO : Epoch 1790 | loss: 0.000249512 | val_loss: 0.000248648 | Time: 1454.37 ms [2022-03-02 14:52:27 main:574] : INFO : Epoch 1791 | loss: 0.00025011 | val_loss: 0.000249697 | Time: 1468.13 ms [2022-03-02 14:52:28 main:574] : INFO : Epoch 1792 | loss: 0.000249287 | val_loss: 0.000248772 | Time: 1448.5 ms [2022-03-02 14:52:29 main:574] : INFO : Epoch 1793 | loss: 0.00065779 | val_loss: 0.00339991 | Time: 1458.95 ms [2022-03-02 14:52:31 main:574] : INFO : Epoch 1794 | loss: 0.00455274 | val_loss: 0.00235376 | Time: 1458.2 ms [2022-03-02 14:52:32 main:574] : INFO : Epoch 1795 | loss: 0.00253024 | val_loss: 0.00113199 | Time: 1465.13 ms [2022-03-02 14:52:34 main:574] : INFO : Epoch 1796 | loss: 0.00101956 | val_loss: 0.000798305 | Time: 1460.11 ms [2022-03-02 14:52:35 main:574] : INFO : Epoch 1797 | loss: 0.000734211 | val_loss: 0.000539184 | Time: 1457.45 ms [2022-03-02 14:52:37 main:574] : INFO : Epoch 1798 | loss: 0.000572158 | val_loss: 0.000674711 | Time: 1502.81 ms [2022-03-02 14:52:38 main:574] : INFO : Epoch 1799 | loss: 0.000878434 | val_loss: 0.00077857 | Time: 1443.43 ms [2022-03-02 14:52:40 main:574] : INFO : Epoch 1800 | loss: 0.000771237 | val_loss: 0.000647474 | Time: 1454.35 ms [2022-03-02 14:52:41 main:574] : INFO : Epoch 1801 | loss: 0.000555157 | val_loss: 0.000406264 | Time: 1462.05 ms [2022-03-02 14:52:43 main:574] : INFO : Epoch 1802 | loss: 0.000366245 | val_loss: 0.000313886 | Time: 1461.49 ms [2022-03-02 14:52:44 main:574] : INFO : Epoch 1803 | loss: 0.000296748 | val_loss: 0.000282231 | Time: 1457.88 ms [2022-03-02 14:52:46 main:574] : INFO : Epoch 1804 | loss: 0.000275602 | val_loss: 0.000266615 | Time: 1466.98 ms [2022-03-02 14:52:47 main:574] : INFO : Epoch 1805 | loss: 0.000268045 | val_loss: 0.000263706 | Time: 1468.32 ms [2022-03-02 14:52:49 main:574] : INFO : Epoch 1806 | loss: 0.000265679 | val_loss: 0.00025757 | Time: 1460.97 ms [2022-03-02 14:52:50 main:574] : INFO : Epoch 1807 | loss: 0.000261091 | val_loss: 0.000253943 | Time: 1456.45 ms [2022-03-02 14:52:51 main:574] : INFO : Epoch 1808 | loss: 0.000256741 | val_loss: 0.000252108 | Time: 1454.61 ms [2022-03-02 14:52:53 main:574] : INFO : Epoch 1809 | loss: 0.000258776 | val_loss: 0.000256986 | Time: 1437.33 ms [2022-03-02 14:52:54 main:574] : INFO : Epoch 1810 | loss: 0.000256648 | val_loss: 0.000254701 | Time: 1449.12 ms [2022-03-02 14:52:56 main:574] : INFO : Epoch 1811 | loss: 0.000252702 | val_loss: 0.000250893 | Time: 1454.15 ms [2022-03-02 14:52:57 main:574] : INFO : Epoch 1812 | loss: 0.000250601 | val_loss: 0.000247835 | Time: 1462.54 ms [2022-03-02 14:52:59 main:574] : INFO : Epoch 1813 | loss: 0.000248648 | val_loss: 0.000246244 | Time: 1451.71 ms [2022-03-02 14:53:00 main:574] : INFO : Epoch 1814 | loss: 0.000247916 | val_loss: 0.000247275 | Time: 1459.31 ms [2022-03-02 14:53:02 main:574] : INFO : Epoch 1815 | loss: 0.000248127 | val_loss: 0.000244052 | Time: 1458.95 ms [2022-03-02 14:53:03 main:574] : INFO : Epoch 1816 | loss: 0.000246966 | val_loss: 0.000243377 | Time: 1460.37 ms [2022-03-02 14:53:05 main:574] : INFO : Epoch 1817 | loss: 0.000246815 | val_loss: 0.000245387 | Time: 1463.41 ms [2022-03-02 14:53:06 main:574] : INFO : Epoch 1818 | loss: 0.000248003 | val_loss: 0.000241788 | Time: 1457.36 ms [2022-03-02 14:53:08 main:574] : INFO : Epoch 1819 | loss: 0.000246331 | val_loss: 0.000242487 | Time: 1462.55 ms [2022-03-02 14:53:09 main:574] : INFO : Epoch 1820 | loss: 0.000244914 | val_loss: 0.00024293 | Time: 1458.9 ms [2022-03-02 14:53:10 main:574] : INFO : Epoch 1821 | loss: 0.000246988 | val_loss: 0.000243409 | Time: 1447.28 ms [2022-03-02 14:53:12 main:574] : INFO : Epoch 1822 | loss: 0.000245062 | val_loss: 0.000242686 | Time: 1466.59 ms [2022-03-02 14:53:13 main:574] : INFO : Epoch 1823 | loss: 0.000243529 | val_loss: 0.000240644 | Time: 1453.28 ms [2022-03-02 14:53:15 main:574] : INFO : Epoch 1824 | loss: 0.000243305 | val_loss: 0.000242976 | Time: 1457.56 ms [2022-03-02 14:53:16 main:574] : INFO : Epoch 1825 | loss: 0.000242575 | val_loss: 0.000239466 | Time: 1450.14 ms [2022-03-02 14:53:18 main:574] : INFO : Epoch 1826 | loss: 0.000243199 | val_loss: 0.000240041 | Time: 1449.62 ms [2022-03-02 14:53:19 main:574] : INFO : Epoch 1827 | loss: 0.000242296 | val_loss: 0.000243728 | Time: 1450.88 ms [2022-03-02 14:53:21 main:574] : INFO : Epoch 1828 | loss: 0.000501625 | val_loss: 0.00114244 | Time: 1481.72 ms [2022-03-02 14:53:22 main:574] : INFO : Epoch 1829 | loss: 0.00110564 | val_loss: 0.000934087 | Time: 1444.58 ms [2022-03-02 14:53:24 main:574] : INFO : Epoch 1830 | loss: 0.000808038 | val_loss: 0.00066579 | Time: 1445.22 ms [2022-03-02 14:53:25 main:574] : INFO : Epoch 1831 | loss: 0.000573839 | val_loss: 0.000373082 | Time: 1456.1 ms [2022-03-02 14:53:27 main:574] : INFO : Epoch 1832 | loss: 0.000348177 | val_loss: 0.000295409 | Time: 1464.6 ms [2022-03-02 14:53:28 main:574] : INFO : Epoch 1833 | loss: 0.000384817 | val_loss: 0.000388367 | Time: 1453.96 ms [2022-03-02 14:53:30 main:574] : INFO : Epoch 1834 | loss: 0.000315168 | val_loss: 0.000273394 | Time: 1455.29 ms [2022-03-02 14:53:31 main:574] : INFO : Epoch 1835 | loss: 0.000269191 | val_loss: 0.000258927 | Time: 1460.28 ms [2022-03-02 14:53:32 main:574] : INFO : Epoch 1836 | loss: 0.000260399 | val_loss: 0.000255584 | Time: 1454.27 ms [2022-03-02 14:53:34 main:574] : INFO : Epoch 1837 | loss: 0.000257212 | val_loss: 0.000252581 | Time: 1448.04 ms [2022-03-02 14:53:35 main:574] : INFO : Epoch 1838 | loss: 0.000255233 | val_loss: 0.000249884 | Time: 1446.74 ms [2022-03-02 14:53:37 main:574] : INFO : Epoch 1839 | loss: 0.000251647 | val_loss: 0.000249755 | Time: 1442.72 ms [2022-03-02 14:53:38 main:574] : INFO : Epoch 1840 | loss: 0.000250951 | val_loss: 0.000247007 | Time: 1467.77 ms [2022-03-02 14:53:40 main:574] : INFO : Epoch 1841 | loss: 0.000250253 | val_loss: 0.000247488 | Time: 1441.45 ms [2022-03-02 14:53:41 main:574] : INFO : Epoch 1842 | loss: 0.000249729 | val_loss: 0.000246171 | Time: 1456.75 ms [2022-03-02 14:53:43 main:574] : INFO : Epoch 1843 | loss: 0.000253299 | val_loss: 0.000248156 | Time: 1456.86 ms [2022-03-02 14:53:44 main:574] : INFO : Epoch 1844 | loss: 0.00025565 | val_loss: 0.000248121 | Time: 1439.33 ms [2022-03-02 14:53:46 main:574] : INFO : Epoch 1845 | loss: 0.000249054 | val_loss: 0.000244702 | Time: 1457.01 ms [2022-03-02 14:53:47 main:574] : INFO : Epoch 1846 | loss: 0.000246461 | val_loss: 0.000242844 | Time: 1452.62 ms [2022-03-02 14:53:48 main:574] : INFO : Epoch 1847 | loss: 0.00024543 | val_loss: 0.000287104 | Time: 1468.75 ms [2022-03-02 14:53:50 main:574] : INFO : Epoch 1848 | loss: 0.00132315 | val_loss: 0.00117852 | Time: 1467.97 ms [2022-03-02 14:53:51 main:574] : INFO : Epoch 1849 | loss: 0.000858373 | val_loss: 0.000493552 | Time: 1453.72 ms [2022-03-02 14:53:53 main:574] : INFO : Epoch 1850 | loss: 0.00043438 | val_loss: 0.000355425 | Time: 1456.4 ms [2022-03-02 14:53:54 main:574] : INFO : Epoch 1851 | loss: 0.000333328 | val_loss: 0.000303391 | Time: 1447.35 ms [2022-03-02 14:53:56 main:574] : INFO : Epoch 1852 | loss: 0.00027643 | val_loss: 0.000258778 | Time: 1461.9 ms [2022-03-02 14:53:57 main:574] : INFO : Epoch 1853 | loss: 0.000258335 | val_loss: 0.000255443 | Time: 1481.16 ms [2022-03-02 14:53:59 main:574] : INFO : Epoch 1854 | loss: 0.000248162 | val_loss: 0.000237849 | Time: 1452.06 ms [2022-03-02 14:54:00 main:574] : INFO : Epoch 1855 | loss: 0.000235095 | val_loss: 0.00023041 | Time: 1439.36 ms [2022-03-02 14:54:02 main:574] : INFO : Epoch 1856 | loss: 0.000227741 | val_loss: 0.000223918 | Time: 1456.42 ms [2022-03-02 14:54:03 main:574] : INFO : Epoch 1857 | loss: 0.000226584 | val_loss: 0.000226652 | Time: 1454.97 ms [2022-03-02 14:54:05 main:574] : INFO : Epoch 1858 | loss: 0.000218877 | val_loss: 0.000215441 | Time: 1448.28 ms [2022-03-02 14:54:06 main:574] : INFO : Epoch 1859 | loss: 0.000214117 | val_loss: 0.000211445 | Time: 1447.66 ms [2022-03-02 14:54:07 main:574] : INFO : Epoch 1860 | loss: 0.000193493 | val_loss: 0.000161288 | Time: 1475.2 ms [2022-03-02 14:54:09 main:574] : INFO : Epoch 1861 | loss: 0.000145172 | val_loss: 0.000132033 | Time: 1444.37 ms [2022-03-02 14:54:10 main:574] : INFO : Epoch 1862 | loss: 0.000128061 | val_loss: 0.000116563 | Time: 1450.37 ms [2022-03-02 14:54:12 main:574] : INFO : Epoch 1863 | loss: 0.000117248 | val_loss: 0.000103408 | Time: 1444.95 ms [2022-03-02 14:54:13 main:574] : INFO : Epoch 1864 | loss: 0.000104907 | val_loss: 9.52828e-05 | Time: 1456.98 ms [2022-03-02 14:54:15 main:574] : INFO : Epoch 1865 | loss: 0.000101382 | val_loss: 9.13277e-05 | Time: 1460.91 ms [2022-03-02 14:54:16 main:574] : INFO : Epoch 1866 | loss: 9.99033e-05 | val_loss: 9.10696e-05 | Time: 1455.59 ms [2022-03-02 14:54:18 main:574] : INFO : Epoch 1867 | loss: 9.98581e-05 | val_loss: 9.0167e-05 | Time: 1443.77 ms [2022-03-02 14:54:19 main:574] : INFO : Epoch 1868 | loss: 9.92373e-05 | val_loss: 9.01089e-05 | Time: 1456.2 ms [2022-03-02 14:54:21 main:574] : INFO : Epoch 1869 | loss: 0.000101061 | val_loss: 9.1812e-05 | Time: 1448.57 ms [2022-03-02 14:54:22 main:574] : INFO : Epoch 1870 | loss: 0.000100539 | val_loss: 9.1494e-05 | Time: 1464.35 ms [2022-03-02 14:54:24 main:574] : INFO : Epoch 1871 | loss: 9.89984e-05 | val_loss: 9.18192e-05 | Time: 1444.05 ms [2022-03-02 14:54:25 main:574] : INFO : Epoch 1872 | loss: 0.00010221 | val_loss: 9.06997e-05 | Time: 1448.17 ms [2022-03-02 14:54:26 main:574] : INFO : Epoch 1873 | loss: 9.78298e-05 | val_loss: 8.92153e-05 | Time: 1458.38 ms [2022-03-02 14:54:28 main:574] : INFO : Epoch 1874 | loss: 9.63289e-05 | val_loss: 8.99593e-05 | Time: 1452.8 ms [2022-03-02 14:54:29 main:574] : INFO : Epoch 1875 | loss: 9.82476e-05 | val_loss: 9.42928e-05 | Time: 1447.74 ms [2022-03-02 14:54:31 main:574] : INFO : Epoch 1876 | loss: 0.000102863 | val_loss: 8.94193e-05 | Time: 1474.54 ms [2022-03-02 14:54:32 main:574] : INFO : Epoch 1877 | loss: 9.74656e-05 | val_loss: 8.63266e-05 | Time: 1460.15 ms [2022-03-02 14:54:34 main:574] : INFO : Epoch 1878 | loss: 9.55773e-05 | val_loss: 8.55841e-05 | Time: 1450.65 ms [2022-03-02 14:54:35 main:574] : INFO : Epoch 1879 | loss: 9.47183e-05 | val_loss: 8.53303e-05 | Time: 1442.03 ms [2022-03-02 14:54:37 main:574] : INFO : Epoch 1880 | loss: 9.30082e-05 | val_loss: 8.54339e-05 | Time: 1510.19 ms [2022-03-02 14:54:38 main:574] : INFO : Epoch 1881 | loss: 9.28183e-05 | val_loss: 8.41978e-05 | Time: 1447.67 ms [2022-03-02 14:54:40 main:574] : INFO : Epoch 1882 | loss: 9.18073e-05 | val_loss: 8.44097e-05 | Time: 1468.68 ms [2022-03-02 14:54:41 main:574] : INFO : Epoch 1883 | loss: 9.14921e-05 | val_loss: 8.39657e-05 | Time: 1462.64 ms [2022-03-02 14:54:43 main:574] : INFO : Epoch 1884 | loss: 9.15715e-05 | val_loss: 8.61538e-05 | Time: 1458.04 ms [2022-03-02 14:54:44 main:574] : INFO : Epoch 1885 | loss: 9.28076e-05 | val_loss: 8.49277e-05 | Time: 1456.82 ms [2022-03-02 14:54:45 main:574] : INFO : Epoch 1886 | loss: 9.18423e-05 | val_loss: 8.39658e-05 | Time: 1451.79 ms [2022-03-02 14:54:47 main:574] : INFO : Epoch 1887 | loss: 0.000207408 | val_loss: 0.000946558 | Time: 1453.73 ms [2022-03-02 14:54:48 main:574] : INFO : Epoch 1888 | loss: 0.00100482 | val_loss: 0.000709083 | Time: 1458.25 ms [2022-03-02 14:54:50 main:574] : INFO : Epoch 1889 | loss: 0.000642991 | val_loss: 0.000448904 | Time: 1447.8 ms [2022-03-02 14:54:51 main:574] : INFO : Epoch 1890 | loss: 0.00035024 | val_loss: 0.000167412 | Time: 1451.96 ms [2022-03-02 14:54:53 main:574] : INFO : Epoch 1891 | loss: 0.000132479 | val_loss: 0.000104488 | Time: 1454.33 ms [2022-03-02 14:54:54 main:574] : INFO : Epoch 1892 | loss: 0.000524392 | val_loss: 0.000667748 | Time: 1457.21 ms [2022-03-02 14:54:56 main:574] : INFO : Epoch 1893 | loss: 0.000657951 | val_loss: 0.00058088 | Time: 1457.14 ms [2022-03-02 14:54:57 main:574] : INFO : Epoch 1894 | loss: 0.000554372 | val_loss: 0.000455917 | Time: 1465.46 ms [2022-03-02 14:54:59 main:574] : INFO : Epoch 1895 | loss: 0.000301504 | val_loss: 0.00012676 | Time: 1455.49 ms [2022-03-02 14:55:00 main:574] : INFO : Epoch 1896 | loss: 0.000116963 | val_loss: 9.30483e-05 | Time: 1438.02 ms [2022-03-02 14:55:02 main:574] : INFO : Epoch 1897 | loss: 0.000105694 | val_loss: 9.47268e-05 | Time: 1445.66 ms [2022-03-02 14:55:03 main:574] : INFO : Epoch 1898 | loss: 9.83255e-05 | val_loss: 8.70393e-05 | Time: 1456.37 ms [2022-03-02 14:55:04 main:574] : INFO : Epoch 1899 | loss: 9.50209e-05 | val_loss: 8.58888e-05 | Time: 1454.16 ms [2022-03-02 14:55:06 main:574] : INFO : Epoch 1900 | loss: 9.29513e-05 | val_loss: 8.41389e-05 | Time: 1467.67 ms [2022-03-02 14:55:07 main:574] : INFO : Epoch 1901 | loss: 9.23183e-05 | val_loss: 8.39295e-05 | Time: 1452.49 ms [2022-03-02 14:55:09 main:574] : INFO : Epoch 1902 | loss: 9.23292e-05 | val_loss: 8.42672e-05 | Time: 1478.6 ms [2022-03-02 14:55:10 main:574] : INFO : Epoch 1903 | loss: 9.15165e-05 | val_loss: 8.29269e-05 | Time: 1441.68 ms [2022-03-02 14:55:12 main:574] : INFO : Epoch 1904 | loss: 0.000123809 | val_loss: 0.000104251 | Time: 1472.4 ms [2022-03-02 14:55:13 main:574] : INFO : Epoch 1905 | loss: 0.000107505 | val_loss: 8.97171e-05 | Time: 1447.17 ms [2022-03-02 14:55:15 main:574] : INFO : Epoch 1906 | loss: 9.59691e-05 | val_loss: 8.44478e-05 | Time: 1452.16 ms [2022-03-02 14:55:16 main:574] : INFO : Epoch 1907 | loss: 9.29432e-05 | val_loss: 8.3405e-05 | Time: 1463.27 ms [2022-03-02 14:55:18 main:574] : INFO : Epoch 1908 | loss: 9.12303e-05 | val_loss: 8.19151e-05 | Time: 1447.33 ms [2022-03-02 14:55:19 main:574] : INFO : Epoch 1909 | loss: 9.03338e-05 | val_loss: 8.15599e-05 | Time: 1464.07 ms [2022-03-02 14:55:21 main:574] : INFO : Epoch 1910 | loss: 9.00487e-05 | val_loss: 8.17222e-05 | Time: 1450.74 ms [2022-03-02 14:55:22 main:574] : INFO : Epoch 1911 | loss: 0.000109713 | val_loss: 0.000626851 | Time: 1448.98 ms [2022-03-02 14:55:23 main:574] : INFO : Epoch 1912 | loss: 0.000851159 | val_loss: 0.000734776 | Time: 1472.92 ms [2022-03-02 14:55:25 main:574] : INFO : Epoch 1913 | loss: 0.00062935 | val_loss: 0.000372384 | Time: 1462.86 ms [2022-03-02 14:55:26 main:574] : INFO : Epoch 1914 | loss: 0.000237424 | val_loss: 0.000126916 | Time: 1462.55 ms [2022-03-02 14:55:28 main:574] : INFO : Epoch 1915 | loss: 0.000125773 | val_loss: 9.71541e-05 | Time: 1454.19 ms [2022-03-02 14:55:29 main:574] : INFO : Epoch 1916 | loss: 0.000107541 | val_loss: 9.09768e-05 | Time: 1451.65 ms [2022-03-02 14:55:31 main:574] : INFO : Epoch 1917 | loss: 9.72494e-05 | val_loss: 8.69421e-05 | Time: 1457.32 ms [2022-03-02 14:55:32 main:574] : INFO : Epoch 1918 | loss: 9.58801e-05 | val_loss: 9.0502e-05 | Time: 1474.46 ms [2022-03-02 14:55:34 main:574] : INFO : Epoch 1919 | loss: 9.83316e-05 | val_loss: 8.8711e-05 | Time: 1452.6 ms [2022-03-02 14:55:35 main:574] : INFO : Epoch 1920 | loss: 9.37498e-05 | val_loss: 8.55422e-05 | Time: 1443.31 ms [2022-03-02 14:55:37 main:574] : INFO : Epoch 1921 | loss: 9.37933e-05 | val_loss: 8.48023e-05 | Time: 1461.54 ms [2022-03-02 14:55:38 main:574] : INFO : Epoch 1922 | loss: 9.61845e-05 | val_loss: 0.000117447 | Time: 1447.27 ms [2022-03-02 14:55:40 main:574] : INFO : Epoch 1923 | loss: 0.000155818 | val_loss: 0.00195167 | Time: 1466.95 ms [2022-03-02 14:55:41 main:574] : INFO : Epoch 1924 | loss: 0.0154171 | val_loss: 0.0314803 | Time: 1455.91 ms [2022-03-02 14:55:42 main:574] : INFO : Epoch 1925 | loss: 0.0306135 | val_loss: 0.0291675 | Time: 1462.99 ms [2022-03-02 14:55:44 main:574] : INFO : Epoch 1926 | loss: 0.0252845 | val_loss: 0.0227183 | Time: 1459.19 ms [2022-03-02 14:55:45 main:574] : INFO : Epoch 1927 | loss: 0.0218212 | val_loss: 0.0212997 | Time: 1464.33 ms [2022-03-02 14:55:47 main:574] : INFO : Epoch 1928 | loss: 0.0211959 | val_loss: 0.0210506 | Time: 1486.92 ms [2022-03-02 14:55:48 main:574] : INFO : Epoch 1929 | loss: 0.020974 | val_loss: 0.0208861 | Time: 1462.96 ms [2022-03-02 14:55:50 main:574] : INFO : Epoch 1930 | loss: 0.020829 | val_loss: 0.0207674 | Time: 1457.63 ms [2022-03-02 14:55:51 main:574] : INFO : Epoch 1931 | loss: 0.0208774 | val_loss: 0.0208657 | Time: 1452.36 ms [2022-03-02 14:55:53 main:574] : INFO : Epoch 1932 | loss: 0.0207321 | val_loss: 0.0206376 | Time: 1463.28 ms [2022-03-02 14:55:54 main:574] : INFO : Epoch 1933 | loss: 0.0206521 | val_loss: 0.0206786 | Time: 1460.76 ms [2022-03-02 14:55:56 main:574] : INFO : Epoch 1934 | loss: 0.0206954 | val_loss: 0.0206583 | Time: 1457.21 ms [2022-03-02 14:55:57 main:574] : INFO : Epoch 1935 | loss: 0.0205951 | val_loss: 0.0203755 | Time: 1470.01 ms [2022-03-02 14:55:59 main:574] : INFO : Epoch 1936 | loss: 0.0203468 | val_loss: 0.0202714 | Time: 1460.94 ms [2022-03-02 14:56:00 main:574] : INFO : Epoch 1937 | loss: 0.0202792 | val_loss: 0.0202287 | Time: 1482.3 ms [2022-03-02 14:56:02 main:574] : INFO : Epoch 1938 | loss: 0.0202382 | val_loss: 0.0201827 | Time: 1449.73 ms [2022-03-02 14:56:03 main:574] : INFO : Epoch 1939 | loss: 0.0201952 | val_loss: 0.0201649 | Time: 1441.46 ms [2022-03-02 14:56:04 main:574] : INFO : Epoch 1940 | loss: 0.0201738 | val_loss: 0.0201454 | Time: 1459.5 ms [2022-03-02 14:56:06 main:574] : INFO : Epoch 1941 | loss: 0.0201586 | val_loss: 0.0201328 | Time: 1450.95 ms [2022-03-02 14:56:07 main:574] : INFO : Epoch 1942 | loss: 0.0201492 | val_loss: 0.0201305 | Time: 1452.55 ms [2022-03-02 14:56:09 main:574] : INFO : Epoch 1943 | loss: 0.0201217 | val_loss: 0.0200863 | Time: 1473.15 ms [2022-03-02 14:56:10 main:574] : INFO : Epoch 1944 | loss: 0.0200983 | val_loss: 0.0200775 | Time: 1450.23 ms [2022-03-02 14:56:12 main:574] : INFO : Epoch 1945 | loss: 0.0200957 | val_loss: 0.0200745 | Time: 1455.99 ms [2022-03-02 14:56:13 main:574] : INFO : Epoch 1946 | loss: 0.0200846 | val_loss: 0.0200477 | Time: 1452.9 ms [2022-03-02 14:56:15 main:574] : INFO : Epoch 1947 | loss: 0.0194456 | val_loss: 0.0191139 | Time: 1441.37 ms [2022-03-02 14:56:16 main:574] : INFO : Epoch 1948 | loss: 0.0190443 | val_loss: 0.0190221 | Time: 1447.22 ms [2022-03-02 14:56:18 main:574] : INFO : Epoch 1949 | loss: 0.0189934 | val_loss: 0.0189832 | Time: 1462.6 ms [2022-03-02 14:56:19 main:574] : INFO : Epoch 1950 | loss: 0.0189658 | val_loss: 0.0189708 | Time: 1466.09 ms [2022-03-02 14:56:21 main:574] : INFO : Epoch 1951 | loss: 0.0189529 | val_loss: 0.0189584 | Time: 1453.58 ms [2022-03-02 14:56:22 main:574] : INFO : Epoch 1952 | loss: 0.0189373 | val_loss: 0.0189633 | Time: 1456.32 ms [2022-03-02 14:56:23 main:574] : INFO : Epoch 1953 | loss: 0.0189451 | val_loss: 0.0189406 | Time: 1460.82 ms [2022-03-02 14:56:25 main:574] : INFO : Epoch 1954 | loss: 0.0189292 | val_loss: 0.0189301 | Time: 1455.78 ms [2022-03-02 14:56:26 main:574] : INFO : Epoch 1955 | loss: 0.0189332 | val_loss: 0.0189413 | Time: 1444.01 ms [2022-03-02 14:56:28 main:574] : INFO : Epoch 1956 | loss: 0.0189223 | val_loss: 0.0189239 | Time: 1460.35 ms [2022-03-02 14:56:29 main:574] : INFO : Epoch 1957 | loss: 0.0189172 | val_loss: 0.0189316 | Time: 1458.13 ms [2022-03-02 14:56:31 main:574] : INFO : Epoch 1958 | loss: 0.0189118 | val_loss: 0.0189196 | Time: 1437.19 ms [2022-03-02 14:56:32 main:574] : INFO : Epoch 1959 | loss: 0.0189071 | val_loss: 0.0189135 | Time: 1448.54 ms [2022-03-02 14:56:34 main:574] : INFO : Epoch 1960 | loss: 0.0189122 | val_loss: 0.0189103 | Time: 1450.6 ms [2022-03-02 14:56:35 main:574] : INFO : Epoch 1961 | loss: 0.0188955 | val_loss: 0.0189079 | Time: 1447.16 ms [2022-03-02 14:56:37 main:574] : INFO : Epoch 1962 | loss: 0.0188927 | val_loss: 0.018915 | Time: 1512.43 ms [2022-03-02 14:56:38 main:574] : INFO : Epoch 1963 | loss: 0.0188954 | val_loss: 0.0188938 | Time: 1445.01 ms [2022-03-02 14:56:40 main:574] : INFO : Epoch 1964 | loss: 0.0188829 | val_loss: 0.0188955 | Time: 1465.91 ms [2022-03-02 14:56:41 main:574] : INFO : Epoch 1965 | loss: 0.0188827 | val_loss: 0.0189007 | Time: 1455.75 ms [2022-03-02 14:56:42 main:574] : INFO : Epoch 1966 | loss: 0.0188794 | val_loss: 0.0188873 | Time: 1461.91 ms [2022-03-02 14:56:44 main:574] : INFO : Epoch 1967 | loss: 0.018875 | val_loss: 0.0188842 | Time: 1455.46 ms [2022-03-02 14:56:45 main:574] : INFO : Epoch 1968 | loss: 0.0188834 | val_loss: 0.0189032 | Time: 1459.38 ms [2022-03-02 14:56:47 main:574] : INFO : Epoch 1969 | loss: 0.0188842 | val_loss: 0.0188998 | Time: 1455.73 ms [2022-03-02 14:56:48 main:574] : INFO : Epoch 1970 | loss: 0.0188749 | val_loss: 0.0188812 | Time: 1440.87 ms [2022-03-02 14:56:50 main:574] : INFO : Epoch 1971 | loss: 0.0188716 | val_loss: 0.0188802 | Time: 1451.03 ms [2022-03-02 14:56:51 main:574] : INFO : Epoch 1972 | loss: 0.0188727 | val_loss: 0.0188806 | Time: 1457.25 ms [2022-03-02 14:56:53 main:574] : INFO : Epoch 1973 | loss: 0.0188725 | val_loss: 0.0188837 | Time: 1463.79 ms [2022-03-02 14:56:54 main:574] : INFO : Epoch 1974 | loss: 0.0188688 | val_loss: 0.0188736 | Time: 1463.92 ms [2022-03-02 14:56:56 main:574] : INFO : Epoch 1975 | loss: 0.018865 | val_loss: 0.0188762 | Time: 1449.38 ms [2022-03-02 14:56:57 main:574] : INFO : Epoch 1976 | loss: 0.0188612 | val_loss: 0.0188734 | Time: 1469.16 ms [2022-03-02 14:56:59 main:574] : INFO : Epoch 1977 | loss: 0.0188603 | val_loss: 0.0188747 | Time: 1442.14 ms [2022-03-02 14:57:00 main:574] : INFO : Epoch 1978 | loss: 0.0188604 | val_loss: 0.0188713 | Time: 1459.5 ms [2022-03-02 14:57:01 main:574] : INFO : Epoch 1979 | loss: 0.0188581 | val_loss: 0.0188745 | Time: 1456.25 ms [2022-03-02 14:57:03 main:574] : INFO : Epoch 1980 | loss: 0.0188543 | val_loss: 0.018818 | Time: 1450.62 ms [2022-03-02 14:57:04 main:574] : INFO : Epoch 1981 | loss: 0.018848 | val_loss: 0.0188432 | Time: 1460.01 ms [2022-03-02 14:57:06 main:574] : INFO : Epoch 1982 | loss: 0.0187969 | val_loss: 0.018776 | Time: 1452.03 ms [2022-03-02 14:57:07 main:574] : INFO : Epoch 1983 | loss: 0.0187404 | val_loss: 0.018624 | Time: 1423.86 ms [2022-03-02 14:57:09 main:574] : INFO : Epoch 1984 | loss: 0.0181631 | val_loss: 0.0169818 | Time: 1485.42 ms [2022-03-02 14:57:10 main:574] : INFO : Epoch 1985 | loss: 0.0167044 | val_loss: 0.016503 | Time: 1445.91 ms [2022-03-02 14:57:12 main:574] : INFO : Epoch 1986 | loss: 0.0163292 | val_loss: 0.0162916 | Time: 1462.06 ms [2022-03-02 14:57:13 main:574] : INFO : Epoch 1987 | loss: 0.0161402 | val_loss: 0.016115 | Time: 1476.62 ms [2022-03-02 14:57:15 main:574] : INFO : Epoch 1988 | loss: 0.0160449 | val_loss: 0.0160712 | Time: 1449.85 ms [2022-03-02 14:57:16 main:574] : INFO : Epoch 1989 | loss: 0.0160191 | val_loss: 0.0160592 | Time: 1460.88 ms [2022-03-02 14:57:18 main:574] : INFO : Epoch 1990 | loss: 0.0160067 | val_loss: 0.0160489 | Time: 1473.27 ms [2022-03-02 14:57:19 main:574] : INFO : Epoch 1991 | loss: 0.0160062 | val_loss: 0.0160615 | Time: 1466.38 ms [2022-03-02 14:57:21 main:574] : INFO : Epoch 1992 | loss: 0.0160045 | val_loss: 0.016043 | Time: 1475.97 ms [2022-03-02 14:57:22 main:574] : INFO : Epoch 1993 | loss: 0.0160014 | val_loss: 0.0160576 | Time: 1441.91 ms [2022-03-02 14:57:23 main:574] : INFO : Epoch 1994 | loss: 0.0159979 | val_loss: 0.0160472 | Time: 1459.95 ms [2022-03-02 14:57:25 main:574] : INFO : Epoch 1995 | loss: 0.015989 | val_loss: 0.0160343 | Time: 1451.96 ms [2022-03-02 14:57:26 main:574] : INFO : Epoch 1996 | loss: 0.015988 | val_loss: 0.0160623 | Time: 1471.54 ms [2022-03-02 14:57:28 main:574] : INFO : Epoch 1997 | loss: 0.0159893 | val_loss: 0.016031 | Time: 1457.46 ms [2022-03-02 14:57:29 main:574] : INFO : Epoch 1998 | loss: 0.0159813 | val_loss: 0.016036 | Time: 1488.99 ms [2022-03-02 14:57:31 main:574] : INFO : Epoch 1999 | loss: 0.0159815 | val_loss: 0.0160286 | Time: 1456.23 ms [2022-03-02 14:57:32 main:574] : INFO : Epoch 2000 | loss: 0.0159823 | val_loss: 0.0160288 | Time: 1458.33 ms [2022-03-02 14:57:34 main:574] : INFO : Epoch 2001 | loss: 0.0159782 | val_loss: 0.0160292 | Time: 1461.95 ms [2022-03-02 14:57:35 main:574] : INFO : Epoch 2002 | loss: 0.015976 | val_loss: 0.0160241 | Time: 1453.06 ms [2022-03-02 14:57:37 main:574] : INFO : Epoch 2003 | loss: 0.015974 | val_loss: 0.016025 | Time: 1462.85 ms [2022-03-02 14:57:38 main:574] : INFO : Epoch 2004 | loss: 0.0159712 | val_loss: 0.0160274 | Time: 1443.58 ms [2022-03-02 14:57:40 main:574] : INFO : Epoch 2005 | loss: 0.0159704 | val_loss: 0.0160236 | Time: 1459.76 ms [2022-03-02 14:57:41 main:574] : INFO : Epoch 2006 | loss: 0.0159704 | val_loss: 0.0160216 | Time: 1469.1 ms [2022-03-02 14:57:42 main:574] : INFO : Epoch 2007 | loss: 0.0159688 | val_loss: 0.0160275 | Time: 1454.91 ms [2022-03-02 14:57:44 main:574] : INFO : Epoch 2008 | loss: 0.0159706 | val_loss: 0.0160163 | Time: 1449.65 ms [2022-03-02 14:57:45 main:574] : INFO : Epoch 2009 | loss: 0.0159654 | val_loss: 0.0160302 | Time: 1480.3 ms [2022-03-02 14:57:47 main:574] : INFO : Epoch 2010 | loss: 0.0159695 | val_loss: 0.0160309 | Time: 1438.85 ms [2022-03-02 14:57:48 main:574] : INFO : Epoch 2011 | loss: 0.0159727 | val_loss: 0.0160131 | Time: 1466.59 ms [2022-03-02 14:57:50 main:574] : INFO : Epoch 2012 | loss: 0.0159634 | val_loss: 0.0160186 | Time: 1474.61 ms [2022-03-02 14:57:51 main:574] : INFO : Epoch 2013 | loss: 0.0159618 | val_loss: 0.0160131 | Time: 1453.04 ms [2022-03-02 14:57:53 main:574] : INFO : Epoch 2014 | loss: 0.0159609 | val_loss: 0.0160121 | Time: 1450.09 ms [2022-03-02 14:57:54 main:574] : INFO : Epoch 2015 | loss: 0.0159587 | val_loss: 0.0160093 | Time: 1461.62 ms [2022-03-02 14:57:56 main:574] : INFO : Epoch 2016 | loss: 0.0159571 | val_loss: 0.0160127 | Time: 1445.64 ms [2022-03-02 14:57:57 main:574] : INFO : Epoch 2017 | loss: 0.0159568 | val_loss: 0.0160078 | Time: 1453.88 ms [2022-03-02 14:57:59 main:574] : INFO : Epoch 2018 | loss: 0.0159523 | val_loss: 0.0160058 | Time: 1461.8 ms [2022-03-02 14:58:00 main:574] : INFO : Epoch 2019 | loss: 0.0159481 | val_loss: 0.0159986 | Time: 1450.53 ms [2022-03-02 14:58:01 main:574] : INFO : Epoch 2020 | loss: 0.0159494 | val_loss: 0.0160018 | Time: 1444.1 ms [2022-03-02 14:58:03 main:574] : INFO : Epoch 2021 | loss: 0.0159318 | val_loss: 0.0159238 | Time: 1450.52 ms [2022-03-02 14:58:04 main:574] : INFO : Epoch 2022 | loss: 0.0177597 | val_loss: 0.0207666 | Time: 1457.8 ms [2022-03-02 14:58:06 main:574] : INFO : Epoch 2023 | loss: 0.0184529 | val_loss: 0.017355 | Time: 1449.43 ms [2022-03-02 14:58:07 main:574] : INFO : Epoch 2024 | loss: 0.016431 | val_loss: 0.0153336 | Time: 1455.14 ms [2022-03-02 14:58:09 main:574] : INFO : Epoch 2025 | loss: 0.014922 | val_loss: 0.0146664 | Time: 1453.73 ms [2022-03-02 14:58:10 main:574] : INFO : Epoch 2026 | loss: 0.0145859 | val_loss: 0.0143874 | Time: 1457.44 ms [2022-03-02 14:58:12 main:574] : INFO : Epoch 2027 | loss: 0.0143703 | val_loss: 0.0142852 | Time: 1461.55 ms [2022-03-02 14:58:13 main:574] : INFO : Epoch 2028 | loss: 0.0142773 | val_loss: 0.0141785 | Time: 1460.02 ms [2022-03-02 14:58:15 main:574] : INFO : Epoch 2029 | loss: 0.0141724 | val_loss: 0.0140524 | Time: 1426.93 ms [2022-03-02 14:58:16 main:574] : INFO : Epoch 2030 | loss: 0.0136569 | val_loss: 0.0126232 | Time: 1469.46 ms [2022-03-02 14:58:18 main:574] : INFO : Epoch 2031 | loss: 0.0121238 | val_loss: 0.00953342 | Time: 1452.78 ms [2022-03-02 14:58:19 main:574] : INFO : Epoch 2032 | loss: 0.00708608 | val_loss: 0.00352306 | Time: 1442.2 ms [2022-03-02 14:58:20 main:574] : INFO : Epoch 2033 | loss: 0.00290225 | val_loss: 0.00239019 | Time: 1458.86 ms [2022-03-02 14:58:22 main:574] : INFO : Epoch 2034 | loss: 0.00216262 | val_loss: 0.00198591 | Time: 1449.61 ms [2022-03-02 14:58:23 main:574] : INFO : Epoch 2035 | loss: 0.00188952 | val_loss: 0.00178409 | Time: 1455.71 ms [2022-03-02 14:58:25 main:574] : INFO : Epoch 2036 | loss: 0.00165829 | val_loss: 0.00155578 | Time: 1456.78 ms [2022-03-02 14:58:26 main:574] : INFO : Epoch 2037 | loss: 0.00146215 | val_loss: 0.00130399 | Time: 1456.63 ms [2022-03-02 14:58:28 main:574] : INFO : Epoch 2038 | loss: 0.00126446 | val_loss: 0.00121675 | Time: 1443.73 ms [2022-03-02 14:58:29 main:574] : INFO : Epoch 2039 | loss: 0.00120051 | val_loss: 0.00118624 | Time: 1461.06 ms [2022-03-02 14:58:31 main:574] : INFO : Epoch 2040 | loss: 0.00116777 | val_loss: 0.00118757 | Time: 1464.25 ms [2022-03-02 14:58:32 main:574] : INFO : Epoch 2041 | loss: 0.00115631 | val_loss: 0.00111369 | Time: 1450.43 ms [2022-03-02 14:58:34 main:574] : INFO : Epoch 2042 | loss: 0.00110076 | val_loss: 0.00107601 | Time: 1449.54 ms [2022-03-02 14:58:35 main:574] : INFO : Epoch 2043 | loss: 0.00106645 | val_loss: 0.00104477 | Time: 1457.65 ms [2022-03-02 14:58:37 main:574] : INFO : Epoch 2044 | loss: 0.0010383 | val_loss: 0.00102181 | Time: 1506.64 ms [2022-03-02 14:58:38 main:574] : INFO : Epoch 2045 | loss: 0.00101354 | val_loss: 0.000991999 | Time: 1455.5 ms [2022-03-02 14:58:39 main:574] : INFO : Epoch 2046 | loss: 0.000982329 | val_loss: 0.00096122 | Time: 1440.34 ms [2022-03-02 14:58:41 main:574] : INFO : Epoch 2047 | loss: 0.000948627 | val_loss: 0.000924678 | Time: 1447.23 ms [2022-03-02 14:58:42 main:574] : INFO : Epoch 2048 | loss: 0.000910256 | val_loss: 0.000891072 | Time: 1453.06 ms [2022-03-02 14:58:42 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.000891072 [2022-03-02 14:58:42 main:603] : INFO : Saving end state to config to file [2022-03-02 14:58:42 main:608] : INFO : Success, exiting.. 14:58:42 (9496): 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)