| Name | ParityMachine-1612384643-533-5_1 |
| Workunit | 2445964 |
| Created | 23 Mar 2021, 5:58:47 UTC |
| Sent | 23 Mar 2021, 7:54:57 UTC |
| Report deadline | 30 Mar 2021, 7:54:57 UTC |
| Received | 23 Mar 2021, 10:21:36 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 4668 |
| Run time | 49 min 21 sec |
| CPU time | 48 min 31 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 4,497.36 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.10 GB |
| Peak swap size | 4.33 GB |
| Peak disk usage | 1.54 GB |
<core_client_version>7.16.11</core_client_version> <![CDATA[ <stderr_txt> loss: 0.000150672 | val_loss: 0.000175764 | Time: 1412.18 ms [2021-03-23 11:09:29 main:574] : INFO : Epoch 1558 | loss: 0.000150533 | val_loss: 0.000175849 | Time: 1401.6 ms [2021-03-23 11:09:30 main:574] : INFO : Epoch 1559 | loss: 0.000150444 | val_loss: 0.000175736 | Time: 1404.42 ms [2021-03-23 11:09:32 main:574] : INFO : Epoch 1560 | loss: 0.00015042 | val_loss: 0.000176015 | Time: 1417.51 ms [2021-03-23 11:09:33 main:574] : INFO : Epoch 1561 | loss: 0.000150263 | val_loss: 0.000176176 | Time: 1409.09 ms [2021-03-23 11:09:34 main:574] : INFO : Epoch 1562 | loss: 0.00015042 | val_loss: 0.000176674 | Time: 1424.9 ms [2021-03-23 11:09:36 main:574] : INFO : Epoch 1563 | loss: 0.000150406 | val_loss: 0.000175925 | Time: 1408.69 ms [2021-03-23 11:09:37 main:574] : INFO : Epoch 1564 | loss: 0.000156716 | val_loss: 0.000185023 | Time: 1412.59 ms [2021-03-23 11:09:39 main:574] : INFO : Epoch 1565 | loss: 0.000155348 | val_loss: 0.00018378 | Time: 1400.26 ms [2021-03-23 11:09:40 main:574] : INFO : Epoch 1566 | loss: 0.000153411 | val_loss: 0.000184682 | Time: 1404.34 ms [2021-03-23 11:09:42 main:574] : INFO : Epoch 1567 | loss: 0.000157617 | val_loss: 0.000222386 | Time: 1412.53 ms [2021-03-23 11:09:43 main:574] : INFO : Epoch 1568 | loss: 0.000170322 | val_loss: 0.000191931 | Time: 1409.76 ms [2021-03-23 11:09:45 main:574] : INFO : Epoch 1569 | loss: 0.000167221 | val_loss: 0.000189213 | Time: 1404.71 ms [2021-03-23 11:09:46 main:574] : INFO : Epoch 1570 | loss: 0.000164471 | val_loss: 0.000192504 | Time: 1408.77 ms [2021-03-23 11:09:47 main:574] : INFO : Epoch 1571 | loss: 0.000162957 | val_loss: 0.000190321 | Time: 1406.65 ms [2021-03-23 11:09:49 main:574] : INFO : Epoch 1572 | loss: 0.000160568 | val_loss: 0.000187433 | Time: 1405.37 ms [2021-03-23 11:09:50 main:574] : INFO : Epoch 1573 | loss: 0.000159094 | val_loss: 0.000184436 | Time: 1399.98 ms [2021-03-23 11:09:52 main:574] : INFO : Epoch 1574 | loss: 0.000158868 | val_loss: 0.000185701 | Time: 1405.5 ms [2021-03-23 11:09:53 main:574] : INFO : Epoch 1575 | loss: 0.000161076 | val_loss: 0.000182119 | Time: 1412.65 ms [2021-03-23 11:09:55 main:574] : INFO : Epoch 1576 | loss: 0.000159183 | val_loss: 0.000182255 | Time: 1414.24 ms [2021-03-23 11:09:56 main:574] : INFO : Epoch 1577 | loss: 0.000157375 | val_loss: 0.00017957 | Time: 1403.7 ms [2021-03-23 11:09:57 main:574] : INFO : Epoch 1578 | loss: 0.000154679 | val_loss: 0.000178709 | Time: 1412.68 ms [2021-03-23 11:09:59 main:574] : INFO : Epoch 1579 | loss: 0.000153352 | val_loss: 0.000177928 | Time: 1410.14 ms [2021-03-23 11:10:00 main:574] : INFO : Epoch 1580 | loss: 0.000151821 | val_loss: 0.000178028 | Time: 1409.13 ms [2021-03-23 11:10:02 main:574] : INFO : Epoch 1581 | loss: 0.000154465 | val_loss: 0.00018092 | Time: 1406.22 ms [2021-03-23 11:10:03 main:574] : INFO : Epoch 1582 | loss: 0.000153422 | val_loss: 0.000181871 | Time: 1409.83 ms [2021-03-23 11:10:05 main:574] : INFO : Epoch 1583 | loss: 0.000153341 | val_loss: 0.000179168 | Time: 1414.05 ms [2021-03-23 11:10:06 main:574] : INFO : Epoch 1584 | loss: 0.000152674 | val_loss: 0.00017892 | Time: 1408.21 ms [2021-03-23 11:10:08 main:574] : INFO : Epoch 1585 | loss: 0.000152292 | val_loss: 0.000179473 | Time: 1401.73 ms [2021-03-23 11:10:09 main:574] : INFO : Epoch 1586 | loss: 0.000151644 | val_loss: 0.00017899 | Time: 1411.34 ms [2021-03-23 11:10:10 main:574] : INFO : Epoch 1587 | loss: 0.000151287 | val_loss: 0.000176755 | Time: 1410.6 ms [2021-03-23 11:10:12 main:574] : INFO : Epoch 1588 | loss: 0.000151112 | val_loss: 0.000177302 | Time: 1408.72 ms [2021-03-23 11:10:13 main:574] : INFO : Epoch 1589 | loss: 0.00015145 | val_loss: 0.000177459 | Time: 1403.07 ms [2021-03-23 11:10:15 main:574] : INFO : Epoch 1590 | loss: 0.000151408 | val_loss: 0.000177362 | Time: 1415.63 ms [2021-03-23 11:10:16 main:574] : INFO : Epoch 1591 | loss: 0.000151653 | val_loss: 0.000177413 | Time: 1403.97 ms [2021-03-23 11:10:18 main:574] : INFO : Epoch 1592 | loss: 0.000152268 | val_loss: 0.000188133 | Time: 1408.72 ms [2021-03-23 11:10:19 main:574] : INFO : Epoch 1593 | loss: 0.000153949 | val_loss: 0.000177644 | Time: 1408.79 ms [2021-03-23 11:10:21 main:574] : INFO : Epoch 1594 | loss: 0.000150947 | val_loss: 0.000177424 | Time: 1402.1 ms [2021-03-23 11:10:22 main:574] : INFO : Epoch 1595 | loss: 0.000150386 | val_loss: 0.000178222 | Time: 1421.24 ms [2021-03-23 11:10:23 main:574] : INFO : Epoch 1596 | loss: 0.000150281 | val_loss: 0.000177543 | Time: 1405.41 ms [2021-03-23 11:10:25 main:574] : INFO : Epoch 1597 | loss: 0.000149712 | val_loss: 0.00017723 | Time: 1423.44 ms [2021-03-23 11:10:26 main:574] : INFO : Epoch 1598 | loss: 0.000149643 | val_loss: 0.000177458 | Time: 1404.2 ms [2021-03-23 11:10:28 main:574] : INFO : Epoch 1599 | loss: 0.000151944 | val_loss: 0.000177813 | Time: 1415.11 ms [2021-03-23 11:10:29 main:574] : INFO : Epoch 1600 | loss: 0.000151126 | val_loss: 0.000177508 | Time: 1402.5 ms [2021-03-23 11:10:31 main:574] : INFO : Epoch 1601 | loss: 0.000150703 | val_loss: 0.000177137 | Time: 1410.64 ms [2021-03-23 11:10:32 main:574] : INFO : Epoch 1602 | loss: 0.000149779 | val_loss: 0.000175868 | Time: 1405.02 ms [2021-03-23 11:10:33 main:574] : INFO : Epoch 1603 | loss: 0.000149142 | val_loss: 0.000176309 | Time: 1404.01 ms [2021-03-23 11:10:35 main:574] : INFO : Epoch 1604 | loss: 0.000148904 | val_loss: 0.000177536 | Time: 1401.2 ms [2021-03-23 11:10:36 main:574] : INFO : Epoch 1605 | loss: 0.00014886 | val_loss: 0.000175714 | Time: 1401.61 ms [2021-03-23 11:10:38 main:574] : INFO : Epoch 1606 | loss: 0.000148545 | val_loss: 0.000175157 | Time: 1409.48 ms [2021-03-23 11:10:39 main:574] : INFO : Epoch 1607 | loss: 0.000148298 | val_loss: 0.000175155 | Time: 1400.21 ms [2021-03-23 11:10:41 main:574] : INFO : Epoch 1608 | loss: 0.000148333 | val_loss: 0.00017608 | Time: 1420.52 ms [2021-03-23 11:10:42 main:574] : INFO : Epoch 1609 | loss: 0.000148599 | val_loss: 0.000175042 | Time: 1405.06 ms [2021-03-23 11:10:43 main:574] : INFO : Epoch 1610 | loss: 0.000148221 | val_loss: 0.000175522 | Time: 1399.36 ms [2021-03-23 11:10:45 main:574] : INFO : Epoch 1611 | loss: 0.000148322 | val_loss: 0.000175109 | Time: 1404.28 ms [2021-03-23 11:10:46 main:574] : INFO : Epoch 1612 | loss: 0.000147998 | val_loss: 0.000174384 | Time: 1411.9 ms [2021-03-23 11:10:48 main:574] : INFO : Epoch 1613 | loss: 0.000147999 | val_loss: 0.000175297 | Time: 1409.95 ms [2021-03-23 11:10:49 main:574] : INFO : Epoch 1614 | loss: 0.000148375 | val_loss: 0.000175618 | Time: 1433.09 ms [2021-03-23 11:10:51 main:574] : INFO : Epoch 1615 | loss: 0.000148333 | val_loss: 0.000174257 | Time: 1403.79 ms [2021-03-23 11:10:52 main:574] : INFO : Epoch 1616 | loss: 0.000148315 | val_loss: 0.000175506 | Time: 1403.81 ms [2021-03-23 11:10:53 main:574] : INFO : Epoch 1617 | loss: 0.000149067 | val_loss: 0.000175219 | Time: 1403.95 ms [2021-03-23 11:10:55 main:574] : INFO : Epoch 1618 | loss: 0.000148853 | val_loss: 0.000176829 | Time: 1409.59 ms [2021-03-23 11:10:56 main:574] : INFO : Epoch 1619 | loss: 0.000149181 | val_loss: 0.000174834 | Time: 1412.37 ms [2021-03-23 11:10:58 main:574] : INFO : Epoch 1620 | loss: 0.000148277 | val_loss: 0.000174046 | Time: 1400.53 ms [2021-03-23 11:10:59 main:574] : INFO : Epoch 1621 | loss: 0.000148059 | val_loss: 0.000174329 | Time: 1412.93 ms [2021-03-23 11:11:01 main:574] : INFO : Epoch 1622 | loss: 0.000148194 | val_loss: 0.000176167 | Time: 1408.31 ms [2021-03-23 11:11:02 main:574] : INFO : Epoch 1623 | loss: 0.000148638 | val_loss: 0.000175909 | Time: 1408.41 ms [2021-03-23 11:11:03 main:574] : INFO : Epoch 1624 | loss: 0.000147771 | val_loss: 0.000173766 | Time: 1406.68 ms [2021-03-23 11:11:05 main:574] : INFO : Epoch 1625 | loss: 0.000147873 | val_loss: 0.000173815 | Time: 1411.9 ms [2021-03-23 11:11:06 main:574] : INFO : Epoch 1626 | loss: 0.000147335 | val_loss: 0.000173542 | Time: 1407.95 ms [2021-03-23 11:11:08 main:574] : INFO : Epoch 1627 | loss: 0.000147526 | val_loss: 0.000173719 | Time: 1407.7 ms [2021-03-23 11:11:09 main:574] : INFO : Epoch 1628 | loss: 0.000147725 | val_loss: 0.00017452 | Time: 1401.72 ms [2021-03-23 11:11:11 main:574] : INFO : Epoch 1629 | loss: 0.000147613 | val_loss: 0.000174803 | Time: 1401.61 ms [2021-03-23 11:11:12 main:574] : INFO : Epoch 1630 | loss: 0.000147588 | val_loss: 0.000173075 | Time: 1400.23 ms [2021-03-23 11:11:14 main:574] : INFO : Epoch 1631 | loss: 0.000147654 | val_loss: 0.000173941 | Time: 1402.83 ms [2021-03-23 11:11:15 main:574] : INFO : Epoch 1632 | loss: 0.000148031 | val_loss: 0.000174912 | Time: 1407.74 ms [2021-03-23 11:11:16 main:574] : INFO : Epoch 1633 | loss: 0.000147409 | val_loss: 0.000173046 | Time: 1404.74 ms [2021-03-23 11:11:18 main:574] : INFO : Epoch 1634 | loss: 0.000147517 | val_loss: 0.000173505 | Time: 1404.4 ms [2021-03-23 11:11:19 main:574] : INFO : Epoch 1635 | loss: 0.00014708 | val_loss: 0.000173128 | Time: 1402 ms [2021-03-23 11:11:21 main:574] : INFO : Epoch 1636 | loss: 0.00014697 | val_loss: 0.000172841 | Time: 1405.2 ms [2021-03-23 11:11:22 main:574] : INFO : Epoch 1637 | loss: 0.000147113 | val_loss: 0.00017317 | Time: 1403.53 ms [2021-03-23 11:11:24 main:574] : INFO : Epoch 1638 | loss: 0.000146788 | val_loss: 0.000173016 | Time: 1399.53 ms [2021-03-23 11:11:25 main:574] : INFO : Epoch 1639 | loss: 0.000147316 | val_loss: 0.00017338 | Time: 1424.52 ms [2021-03-23 11:11:26 main:574] : INFO : Epoch 1640 | loss: 0.00014695 | val_loss: 0.00017244 | Time: 1402.97 ms [2021-03-23 11:11:28 main:574] : INFO : Epoch 1641 | loss: 0.000147117 | val_loss: 0.000172107 | Time: 1412.87 ms [2021-03-23 11:11:29 main:574] : INFO : Epoch 1642 | loss: 0.000147513 | val_loss: 0.000174027 | Time: 1413.24 ms [2021-03-23 11:11:31 main:574] : INFO : Epoch 1643 | loss: 0.000146579 | val_loss: 0.000172384 | Time: 1403.78 ms [2021-03-23 11:11:32 main:574] : INFO : Epoch 1644 | loss: 0.000147055 | val_loss: 0.000172306 | Time: 1411.95 ms [2021-03-23 11:11:34 main:574] : INFO : Epoch 1645 | loss: 0.000147016 | val_loss: 0.00017309 | Time: 1405.17 ms [2021-03-23 11:11:35 main:574] : INFO : Epoch 1646 | loss: 0.000147427 | val_loss: 0.000173597 | Time: 1402.09 ms [2021-03-23 11:11:36 main:574] : INFO : Epoch 1647 | loss: 0.000147711 | val_loss: 0.00017439 | Time: 1407.21 ms [2021-03-23 11:11:38 main:574] : INFO : Epoch 1648 | loss: 0.000147454 | val_loss: 0.000171912 | Time: 1415.54 ms [2021-03-23 11:11:39 main:574] : INFO : Epoch 1649 | loss: 0.000147781 | val_loss: 0.000175338 | Time: 1414.05 ms [2021-03-23 11:11:41 main:574] : INFO : Epoch 1650 | loss: 0.000148409 | val_loss: 0.000173056 | Time: 1405.32 ms [2021-03-23 11:11:42 main:574] : INFO : Epoch 1651 | loss: 0.000147352 | val_loss: 0.000175164 | Time: 1406.66 ms [2021-03-23 11:11:44 main:574] : INFO : Epoch 1652 | loss: 0.000147245 | val_loss: 0.000175415 | Time: 1420.37 ms [2021-03-23 11:11:45 main:574] : INFO : Epoch 1653 | loss: 0.000147489 | val_loss: 0.000175934 | Time: 1408.6 ms [2021-03-23 11:11:46 main:574] : INFO : Epoch 1654 | loss: 0.000151504 | val_loss: 0.00018431 | Time: 1416.74 ms [2021-03-23 11:11:48 main:574] : INFO : Epoch 1655 | loss: 0.000153496 | val_loss: 0.000173239 | Time: 1414.08 ms [2021-03-23 11:11:49 main:574] : INFO : Epoch 1656 | loss: 0.000150709 | val_loss: 0.00017697 | Time: 1408.66 ms [2021-03-23 11:11:51 main:574] : INFO : Epoch 1657 | loss: 0.000152359 | val_loss: 0.000180472 | Time: 1410.98 ms [2021-03-23 11:11:52 main:574] : INFO : Epoch 1658 | loss: 0.000150458 | val_loss: 0.000174793 | Time: 1409.58 ms [2021-03-23 11:11:54 main:574] : INFO : Epoch 1659 | loss: 0.000149064 | val_loss: 0.000316289 | Time: 1407.49 ms [2021-03-23 11:11:55 main:574] : INFO : Epoch 1660 | loss: 0.000261403 | val_loss: 0.000271464 | Time: 1417.48 ms [2021-03-23 11:11:56 main:574] : INFO : Epoch 1661 | loss: 0.000204762 | val_loss: 0.000204266 | Time: 1410.86 ms [2021-03-23 11:11:58 main:574] : INFO : Epoch 1662 | loss: 0.000172339 | val_loss: 0.000187541 | Time: 1416.89 ms [2021-03-23 11:11:59 main:574] : INFO : Epoch 1663 | loss: 0.00015993 | val_loss: 0.000186617 | Time: 1409.57 ms [2021-03-23 11:12:01 main:574] : INFO : Epoch 1664 | loss: 0.000182401 | val_loss: 0.000197142 | Time: 1413.09 ms [2021-03-23 11:12:02 main:574] : INFO : Epoch 1665 | loss: 0.00017103 | val_loss: 0.000186555 | Time: 1415.57 ms [2021-03-23 11:12:04 main:574] : INFO : Epoch 1666 | loss: 0.00023538 | val_loss: 0.000313737 | Time: 1412.48 ms [2021-03-23 11:12:05 main:574] : INFO : Epoch 1667 | loss: 0.000238896 | val_loss: 0.000235951 | Time: 1408.36 ms [2021-03-23 11:12:06 main:574] : INFO : Epoch 1668 | loss: 0.000192119 | val_loss: 0.00029823 | Time: 1425.36 ms [2021-03-23 11:12:08 main:574] : INFO : Epoch 1669 | loss: 0.000239299 | val_loss: 0.000388195 | Time: 1418.69 ms [2021-03-23 11:12:09 main:574] : INFO : Epoch 1670 | loss: 0.000719838 | val_loss: 0.000551952 | Time: 1425.56 ms [2021-03-23 11:12:11 main:574] : INFO : Epoch 1671 | loss: 0.000530328 | val_loss: 0.000383582 | Time: 1457.52 ms [2021-03-23 11:12:12 main:574] : INFO : Epoch 1672 | loss: 0.000293342 | val_loss: 0.00024496 | Time: 1403.27 ms [2021-03-23 11:12:14 main:574] : INFO : Epoch 1673 | loss: 0.000200647 | val_loss: 0.00019364 | Time: 1409.5 ms [2021-03-23 11:12:15 main:574] : INFO : Epoch 1674 | loss: 0.000165517 | val_loss: 0.000171289 | Time: 1416.4 ms [2021-03-23 11:12:17 main:574] : INFO : Epoch 1675 | loss: 0.000152353 | val_loss: 0.000168236 | Time: 1412.88 ms [2021-03-23 11:12:18 main:574] : INFO : Epoch 1676 | loss: 0.000149423 | val_loss: 0.000166083 | Time: 1413.18 ms [2021-03-23 11:12:20 main:574] : INFO : Epoch 1677 | loss: 0.000148694 | val_loss: 0.000165352 | Time: 1419.33 ms [2021-03-23 11:12:21 main:574] : INFO : Epoch 1678 | loss: 0.00014824 | val_loss: 0.000164759 | Time: 1426.27 ms [2021-03-23 11:12:22 main:574] : INFO : Epoch 1679 | loss: 0.000148498 | val_loss: 0.000164558 | Time: 1410.53 ms [2021-03-23 11:12:24 main:574] : INFO : Epoch 1680 | loss: 0.000147494 | val_loss: 0.000164676 | Time: 1417.82 ms [2021-03-23 11:12:25 main:574] : INFO : Epoch 1681 | loss: 0.000147004 | val_loss: 0.0001653 | Time: 1423.62 ms [2021-03-23 11:12:27 main:574] : INFO : Epoch 1682 | loss: 0.00014719 | val_loss: 0.000164722 | Time: 1408.96 ms [2021-03-23 11:12:28 main:574] : INFO : Epoch 1683 | loss: 0.000147489 | val_loss: 0.000164239 | Time: 1413.35 ms [2021-03-23 11:12:30 main:574] : INFO : Epoch 1684 | loss: 0.000147284 | val_loss: 0.000164711 | Time: 1433.14 ms [2021-03-23 11:12:31 main:574] : INFO : Epoch 1685 | loss: 0.000146977 | val_loss: 0.000164182 | Time: 1454.43 ms [2021-03-23 11:12:33 main:574] : INFO : Epoch 1686 | loss: 0.000146253 | val_loss: 0.000164356 | Time: 1440.41 ms [2021-03-23 11:12:34 main:574] : INFO : Epoch 1687 | loss: 0.000146214 | val_loss: 0.000163592 | Time: 1452.6 ms [2021-03-23 11:12:36 main:574] : INFO : Epoch 1688 | loss: 0.000145964 | val_loss: 0.000162935 | Time: 1465.92 ms [2021-03-23 11:12:37 main:574] : INFO : Epoch 1689 | loss: 0.000145795 | val_loss: 0.000163049 | Time: 1474.82 ms [2021-03-23 11:12:39 main:574] : INFO : Epoch 1690 | loss: 0.000145577 | val_loss: 0.00016281 | Time: 1470.63 ms [2021-03-23 11:12:40 main:574] : INFO : Epoch 1691 | loss: 0.000145452 | val_loss: 0.000162414 | Time: 1448.12 ms [2021-03-23 11:12:42 main:574] : INFO : Epoch 1692 | loss: 0.000145758 | val_loss: 0.000162409 | Time: 1450.49 ms [2021-03-23 11:12:43 main:574] : INFO : Epoch 1693 | loss: 0.000145456 | val_loss: 0.000161782 | Time: 1443.2 ms [2021-03-23 11:12:44 main:574] : INFO : Epoch 1694 | loss: 0.000145267 | val_loss: 0.000161378 | Time: 1433.58 ms [2021-03-23 11:12:46 main:574] : INFO : Epoch 1695 | loss: 0.000145095 | val_loss: 0.000161298 | Time: 1434.29 ms [2021-03-23 11:12:47 main:574] : INFO : Epoch 1696 | loss: 0.000146444 | val_loss: 0.000162074 | Time: 1461.41 ms [2021-03-23 11:12:49 main:574] : INFO : Epoch 1697 | loss: 0.000146304 | val_loss: 0.000162396 | Time: 1466.08 ms [2021-03-23 11:12:50 main:574] : INFO : Epoch 1698 | loss: 0.000146338 | val_loss: 0.000161988 | Time: 1463.68 ms [2021-03-23 11:12:52 main:574] : INFO : Epoch 1699 | loss: 0.000145768 | val_loss: 0.000161503 | Time: 1455.77 ms [2021-03-23 11:12:53 main:574] : INFO : Epoch 1700 | loss: 0.000145288 | val_loss: 0.000162032 | Time: 1487.89 ms [2021-03-23 11:12:55 main:574] : INFO : Epoch 1701 | loss: 0.000144861 | val_loss: 0.000161927 | Time: 1440.89 ms [2021-03-23 11:12:56 main:574] : INFO : Epoch 1702 | loss: 0.000145153 | val_loss: 0.0001628 | Time: 1558.05 ms [2021-03-23 11:12:58 main:574] : INFO : Epoch 1703 | loss: 0.000145023 | val_loss: 0.000161909 | Time: 1427.61 ms [2021-03-23 11:12:59 main:574] : INFO : Epoch 1704 | loss: 0.000144829 | val_loss: 0.000161807 | Time: 1436.14 ms [2021-03-23 11:13:01 main:574] : INFO : Epoch 1705 | loss: 0.000144656 | val_loss: 0.00016178 | Time: 1466.02 ms [2021-03-23 11:13:02 main:574] : INFO : Epoch 1706 | loss: 0.000144866 | val_loss: 0.000161822 | Time: 1452.14 ms [2021-03-23 11:13:04 main:574] : INFO : Epoch 1707 | loss: 0.000144703 | val_loss: 0.000161503 | Time: 1461.92 ms [2021-03-23 11:13:05 main:574] : INFO : Epoch 1708 | loss: 0.000144509 | val_loss: 0.000161717 | Time: 1450.48 ms [2021-03-23 11:13:07 main:574] : INFO : Epoch 1709 | loss: 0.000144519 | val_loss: 0.00016175 | Time: 1456 ms [2021-03-23 11:13:08 main:574] : INFO : Epoch 1710 | loss: 0.000144569 | val_loss: 0.000162149 | Time: 1451.67 ms [2021-03-23 11:13:10 main:574] : INFO : Epoch 1711 | loss: 0.000144554 | val_loss: 0.000161533 | Time: 1453.37 ms [2021-03-23 11:13:11 main:574] : INFO : Epoch 1712 | loss: 0.000144763 | val_loss: 0.000160459 | Time: 1445.19 ms [2021-03-23 11:13:13 main:574] : INFO : Epoch 1713 | loss: 0.000144859 | val_loss: 0.000160428 | Time: 1449.12 ms [2021-03-23 11:13:14 main:574] : INFO : Epoch 1714 | loss: 0.000144546 | val_loss: 0.000160312 | Time: 1437.85 ms [2021-03-23 11:13:16 main:574] : INFO : Epoch 1715 | loss: 0.000144445 | val_loss: 0.000160395 | Time: 1441.95 ms [2021-03-23 11:13:17 main:574] : INFO : Epoch 1716 | loss: 0.000144775 | val_loss: 0.000161195 | Time: 1462.87 ms [2021-03-23 11:13:19 main:574] : INFO : Epoch 1717 | loss: 0.000144732 | val_loss: 0.000160702 | Time: 1449.21 ms [2021-03-23 11:13:20 main:574] : INFO : Epoch 1718 | loss: 0.000144435 | val_loss: 0.000160227 | Time: 1433.51 ms [2021-03-23 11:13:22 main:574] : INFO : Epoch 1719 | loss: 0.00014408 | val_loss: 0.00016025 | Time: 1442.62 ms [2021-03-23 11:13:23 main:574] : INFO : Epoch 1720 | loss: 0.000144072 | val_loss: 0.000160181 | Time: 1468.09 ms [2021-03-23 11:13:25 main:574] : INFO : Epoch 1721 | loss: 0.000144357 | val_loss: 0.000160318 | Time: 1438.26 ms [2021-03-23 11:13:26 main:574] : INFO : Epoch 1722 | loss: 0.000144627 | val_loss: 0.000160519 | Time: 1443.49 ms [2021-03-23 11:13:28 main:574] : INFO : Epoch 1723 | loss: 0.000144443 | val_loss: 0.000160214 | Time: 1440.22 ms [2021-03-23 11:13:29 main:574] : INFO : Epoch 1724 | loss: 0.000144317 | val_loss: 0.000161557 | Time: 1442.63 ms [2021-03-23 11:13:30 main:574] : INFO : Epoch 1725 | loss: 0.000144585 | val_loss: 0.000161922 | Time: 1441.03 ms [2021-03-23 11:13:32 main:574] : INFO : Epoch 1726 | loss: 0.000144279 | val_loss: 0.000161859 | Time: 1454.64 ms [2021-03-23 11:13:33 main:574] : INFO : Epoch 1727 | loss: 0.000144082 | val_loss: 0.000161498 | Time: 1445.29 ms [2021-03-23 11:13:35 main:574] : INFO : Epoch 1728 | loss: 0.000143956 | val_loss: 0.00016145 | Time: 1442.81 ms [2021-03-23 11:13:36 main:574] : INFO : Epoch 1729 | loss: 0.000144009 | val_loss: 0.000161249 | Time: 1463.66 ms [2021-03-23 11:13:38 main:574] : INFO : Epoch 1730 | loss: 0.00014432 | val_loss: 0.000161654 | Time: 1427.41 ms [2021-03-23 11:13:39 main:574] : INFO : Epoch 1731 | loss: 0.000144615 | val_loss: 0.000162393 | Time: 1430.27 ms [2021-03-23 11:13:41 main:574] : INFO : Epoch 1732 | loss: 0.000144348 | val_loss: 0.00016132 | Time: 1459.5 ms [2021-03-23 11:13:42 main:574] : INFO : Epoch 1733 | loss: 0.000143701 | val_loss: 0.000161294 | Time: 1427.83 ms [2021-03-23 11:13:44 main:574] : INFO : Epoch 1734 | loss: 0.000144246 | val_loss: 0.000161075 | Time: 1407.22 ms [2021-03-23 11:13:45 main:574] : INFO : Epoch 1735 | loss: 0.000144253 | val_loss: 0.000160988 | Time: 1422.9 ms [2021-03-23 11:13:46 main:574] : INFO : Epoch 1736 | loss: 0.000144455 | val_loss: 0.000164045 | Time: 1399.63 ms [2021-03-23 11:13:48 main:574] : INFO : Epoch 1737 | loss: 0.000145094 | val_loss: 0.000160872 | Time: 1390.75 ms [2021-03-23 11:13:49 main:574] : INFO : Epoch 1738 | loss: 0.00014382 | val_loss: 0.000161208 | Time: 1419.93 ms [2021-03-23 11:13:51 main:574] : INFO : Epoch 1739 | loss: 0.000143958 | val_loss: 0.000160927 | Time: 1414.44 ms [2021-03-23 11:13:52 main:574] : INFO : Epoch 1740 | loss: 0.000143588 | val_loss: 0.00016107 | Time: 1403.76 ms [2021-03-23 11:13:54 main:574] : INFO : Epoch 1741 | loss: 0.00014513 | val_loss: 0.00016104 | Time: 1406.51 ms [2021-03-23 11:13:55 main:574] : INFO : Epoch 1742 | loss: 0.000144294 | val_loss: 0.000161374 | Time: 1423.14 ms [2021-03-23 11:13:56 main:574] : INFO : Epoch 1743 | loss: 0.000144566 | val_loss: 0.000160739 | Time: 1433.5 ms [2021-03-23 11:13:58 main:574] : INFO : Epoch 1744 | loss: 0.000143623 | val_loss: 0.000160577 | Time: 1429.26 ms [2021-03-23 11:13:59 main:574] : INFO : Epoch 1745 | loss: 0.000143813 | val_loss: 0.000161027 | Time: 1400.3 ms [2021-03-23 11:14:01 main:574] : INFO : Epoch 1746 | loss: 0.000144518 | val_loss: 0.00016076 | Time: 1428.14 ms [2021-03-23 11:14:02 main:574] : INFO : Epoch 1747 | loss: 0.000144128 | val_loss: 0.00016247 | Time: 1420.27 ms [2021-03-23 11:14:04 main:574] : INFO : Epoch 1748 | loss: 0.000144455 | val_loss: 0.000161764 | Time: 1432.46 ms [2021-03-23 11:14:05 main:574] : INFO : Epoch 1749 | loss: 0.000144076 | val_loss: 0.000160598 | Time: 1424.14 ms [2021-03-23 11:14:07 main:574] : INFO : Epoch 1750 | loss: 0.000144301 | val_loss: 0.000162529 | Time: 1426.22 ms [2021-03-23 11:14:08 main:574] : INFO : Epoch 1751 | loss: 0.000143737 | val_loss: 0.000161014 | Time: 1423.01 ms [2021-03-23 11:14:10 main:574] : INFO : Epoch 1752 | loss: 0.00014376 | val_loss: 0.00016054 | Time: 1419.77 ms [2021-03-23 11:14:11 main:574] : INFO : Epoch 1753 | loss: 0.000143787 | val_loss: 0.000162223 | Time: 1435.96 ms [2021-03-23 11:14:12 main:574] : INFO : Epoch 1754 | loss: 0.000145358 | val_loss: 0.000162052 | Time: 1434.98 ms [2021-03-23 11:14:14 main:574] : INFO : Epoch 1755 | loss: 0.000144709 | val_loss: 0.000160303 | Time: 1421.64 ms [2021-03-23 11:14:15 main:574] : INFO : Epoch 1756 | loss: 0.000143539 | val_loss: 0.000160532 | Time: 1404.32 ms [2021-03-23 11:14:17 main:574] : INFO : Epoch 1757 | loss: 0.000143553 | val_loss: 0.000160608 | Time: 1409.56 ms [2021-03-23 11:14:18 main:574] : INFO : Epoch 1758 | loss: 0.000143338 | val_loss: 0.000162137 | Time: 1467.18 ms [2021-03-23 11:14:20 main:574] : INFO : Epoch 1759 | loss: 0.000143964 | val_loss: 0.000160415 | Time: 1436.52 ms [2021-03-23 11:14:21 main:574] : INFO : Epoch 1760 | loss: 0.000144535 | val_loss: 0.000160423 | Time: 1412.03 ms [2021-03-23 11:14:22 main:574] : INFO : Epoch 1761 | loss: 0.000144218 | val_loss: 0.000160328 | Time: 1411.67 ms [2021-03-23 11:14:24 main:574] : INFO : Epoch 1762 | loss: 0.000143664 | val_loss: 0.000160658 | Time: 1410.72 ms [2021-03-23 11:14:25 main:574] : INFO : Epoch 1763 | loss: 0.000143447 | val_loss: 0.0001616 | Time: 1424.82 ms [2021-03-23 11:14:27 main:574] : INFO : Epoch 1764 | loss: 0.000144288 | val_loss: 0.000162073 | Time: 1423.57 ms [2021-03-23 11:14:28 main:574] : INFO : Epoch 1765 | loss: 0.000143691 | val_loss: 0.000161124 | Time: 1401.55 ms [2021-03-23 11:14:30 main:574] : INFO : Epoch 1766 | loss: 0.000144658 | val_loss: 0.000161958 | Time: 1467.93 ms [2021-03-23 11:14:31 main:574] : INFO : Epoch 1767 | loss: 0.00014464 | val_loss: 0.000161478 | Time: 1426.46 ms [2021-03-23 11:14:33 main:574] : INFO : Epoch 1768 | loss: 0.000143587 | val_loss: 0.00016055 | Time: 1411.45 ms [2021-03-23 11:14:34 main:574] : INFO : Epoch 1769 | loss: 0.0001434 | val_loss: 0.000160296 | Time: 1435.57 ms [2021-03-23 11:14:36 main:574] : INFO : Epoch 1770 | loss: 0.000143965 | val_loss: 0.0001603 | Time: 1410.22 ms [2021-03-23 11:14:37 main:574] : INFO : Epoch 1771 | loss: 0.000143223 | val_loss: 0.000160215 | Time: 1431.82 ms [2021-03-23 11:14:38 main:574] : INFO : Epoch 1772 | loss: 0.000143364 | val_loss: 0.000160409 | Time: 1397.55 ms [2021-03-23 11:14:40 main:574] : INFO : Epoch 1773 | loss: 0.000143148 | val_loss: 0.000161945 | Time: 1397.74 ms [2021-03-23 11:14:41 main:574] : INFO : Epoch 1774 | loss: 0.000145579 | val_loss: 0.000160639 | Time: 1397.23 ms [2021-03-23 11:14:43 main:574] : INFO : Epoch 1775 | loss: 0.000143457 | val_loss: 0.00016169 | Time: 1389.71 ms [2021-03-23 11:14:44 main:574] : INFO : Epoch 1776 | loss: 0.000143547 | val_loss: 0.00016122 | Time: 1404.16 ms [2021-03-23 11:14:45 main:574] : INFO : Epoch 1777 | loss: 0.000143733 | val_loss: 0.000160788 | Time: 1402.36 ms [2021-03-23 11:14:47 main:574] : INFO : Epoch 1778 | loss: 0.000145524 | val_loss: 0.000160715 | Time: 1389.69 ms [2021-03-23 11:14:48 main:574] : INFO : Epoch 1779 | loss: 0.000145067 | val_loss: 0.000160343 | Time: 1409.69 ms [2021-03-23 11:14:50 main:574] : INFO : Epoch 1780 | loss: 0.000142406 | val_loss: 0.000161379 | Time: 1441.27 ms [2021-03-23 11:14:51 main:574] : INFO : Epoch 1781 | loss: 0.000142983 | val_loss: 0.000159934 | Time: 1409.91 ms [2021-03-23 11:14:53 main:574] : INFO : Epoch 1782 | loss: 0.000143017 | val_loss: 0.000160554 | Time: 1416.67 ms [2021-03-23 11:14:54 main:574] : INFO : Epoch 1783 | loss: 0.000144196 | val_loss: 0.000157902 | Time: 1409.01 ms [2021-03-23 11:14:56 main:574] : INFO : Epoch 1784 | loss: 0.000143328 | val_loss: 0.000160091 | Time: 1400.07 ms [2021-03-23 11:14:57 main:574] : INFO : Epoch 1785 | loss: 0.000142496 | val_loss: 0.000158759 | Time: 1404.57 ms [2021-03-23 11:14:58 main:574] : INFO : Epoch 1786 | loss: 0.000142156 | val_loss: 0.000159143 | Time: 1390.98 ms [2021-03-23 11:15:00 main:574] : INFO : Epoch 1787 | loss: 0.000142613 | val_loss: 0.000158187 | Time: 1416.31 ms [2021-03-23 11:15:01 main:574] : INFO : Epoch 1788 | loss: 0.000142561 | val_loss: 0.000158779 | Time: 1444.28 ms [2021-03-23 11:15:03 main:574] : INFO : Epoch 1789 | loss: 0.000144187 | val_loss: 0.000159985 | Time: 1391.35 ms [2021-03-23 11:15:04 main:574] : INFO : Epoch 1790 | loss: 0.000143268 | val_loss: 0.000160078 | Time: 1400.16 ms [2021-03-23 11:15:06 main:574] : INFO : Epoch 1791 | loss: 0.000142224 | val_loss: 0.000158102 | Time: 1393.65 ms [2021-03-23 11:15:07 main:574] : INFO : Epoch 1792 | loss: 0.000142014 | val_loss: 0.000157714 | Time: 1391.07 ms [2021-03-23 11:15:08 main:574] : INFO : Epoch 1793 | loss: 0.00014233 | val_loss: 0.000157274 | Time: 1393.37 ms [2021-03-23 11:15:10 main:574] : INFO : Epoch 1794 | loss: 0.00014253 | val_loss: 0.000158285 | Time: 1397.72 ms [2021-03-23 11:15:11 main:574] : INFO : Epoch 1795 | loss: 0.00014269 | val_loss: 0.000158467 | Time: 1403.91 ms [2021-03-23 11:15:13 main:574] : INFO : Epoch 1796 | loss: 0.000142187 | val_loss: 0.000158482 | Time: 1393.91 ms [2021-03-23 11:15:14 main:574] : INFO : Epoch 1797 | loss: 0.000141989 | val_loss: 0.000157426 | Time: 1405.35 ms [2021-03-23 11:15:16 main:574] : INFO : Epoch 1798 | loss: 0.000142121 | val_loss: 0.000157529 | Time: 1397.37 ms [2021-03-23 11:15:17 main:574] : INFO : Epoch 1799 | loss: 0.000142432 | val_loss: 0.000157303 | Time: 1401.13 ms [2021-03-23 11:15:18 main:574] : INFO : Epoch 1800 | loss: 0.000142163 | val_loss: 0.000157458 | Time: 1390.45 ms [2021-03-23 11:15:20 main:574] : INFO : Epoch 1801 | loss: 0.000142141 | val_loss: 0.000158218 | Time: 1391.74 ms [2021-03-23 11:15:21 main:574] : INFO : Epoch 1802 | loss: 0.000141516 | val_loss: 0.000157055 | Time: 1406.12 ms [2021-03-23 11:15:23 main:574] : INFO : Epoch 1803 | loss: 0.00014204 | val_loss: 0.000157838 | Time: 1395.71 ms [2021-03-23 11:15:24 main:574] : INFO : Epoch 1804 | loss: 0.000143061 | val_loss: 0.000161095 | Time: 1398.34 ms [2021-03-23 11:15:25 main:574] : INFO : Epoch 1805 | loss: 0.000142167 | val_loss: 0.000157374 | Time: 1389.71 ms [2021-03-23 11:15:27 main:574] : INFO : Epoch 1806 | loss: 0.000142024 | val_loss: 0.000157313 | Time: 1395.07 ms [2021-03-23 11:15:28 main:574] : INFO : Epoch 1807 | loss: 0.000141643 | val_loss: 0.000158616 | Time: 1397.48 ms [2021-03-23 11:15:30 main:574] : INFO : Epoch 1808 | loss: 0.000142467 | val_loss: 0.000160895 | Time: 1398.44 ms [2021-03-23 11:15:31 main:574] : INFO : Epoch 1809 | loss: 0.000142348 | val_loss: 0.000162019 | Time: 1398.67 ms [2021-03-23 11:15:33 main:574] : INFO : Epoch 1810 | loss: 0.000142961 | val_loss: 0.000160897 | Time: 1388.12 ms [2021-03-23 11:15:34 main:574] : INFO : Epoch 1811 | loss: 0.000142115 | val_loss: 0.000157873 | Time: 1392.54 ms [2021-03-23 11:15:35 main:574] : INFO : Epoch 1812 | loss: 0.000142343 | val_loss: 0.000157782 | Time: 1403.96 ms [2021-03-23 11:15:37 main:574] : INFO : Epoch 1813 | loss: 0.000141697 | val_loss: 0.000157869 | Time: 1393.49 ms [2021-03-23 11:15:38 main:574] : INFO : Epoch 1814 | loss: 0.000142426 | val_loss: 0.000160356 | Time: 1400.61 ms [2021-03-23 11:15:40 main:574] : INFO : Epoch 1815 | loss: 0.000142819 | val_loss: 0.000158294 | Time: 1391.86 ms [2021-03-23 11:15:41 main:574] : INFO : Epoch 1816 | loss: 0.0001419 | val_loss: 0.000158726 | Time: 1392.44 ms [2021-03-23 11:15:43 main:574] : INFO : Epoch 1817 | loss: 0.000142225 | val_loss: 0.000157925 | Time: 1396.62 ms [2021-03-23 11:15:44 main:574] : INFO : Epoch 1818 | loss: 0.000141968 | val_loss: 0.000158234 | Time: 1391.63 ms [2021-03-23 11:15:45 main:574] : INFO : Epoch 1819 | loss: 0.000141637 | val_loss: 0.0001584 | Time: 1394.9 ms [2021-03-23 11:15:47 main:574] : INFO : Epoch 1820 | loss: 0.000142249 | val_loss: 0.000158788 | Time: 1424.21 ms [2021-03-23 11:15:48 main:574] : INFO : Epoch 1821 | loss: 0.000142717 | val_loss: 0.000157982 | Time: 1402.52 ms [2021-03-23 11:15:50 main:574] : INFO : Epoch 1822 | loss: 0.00014326 | val_loss: 0.000158408 | Time: 1403.53 ms [2021-03-23 11:15:51 main:574] : INFO : Epoch 1823 | loss: 0.000142791 | val_loss: 0.000164173 | Time: 1407.79 ms [2021-03-23 11:15:53 main:574] : INFO : Epoch 1824 | loss: 0.000143257 | val_loss: 0.000160629 | Time: 1404.37 ms [2021-03-23 11:15:54 main:574] : INFO : Epoch 1825 | loss: 0.000141905 | val_loss: 0.000158649 | Time: 1421.83 ms [2021-03-23 11:15:55 main:574] : INFO : Epoch 1826 | loss: 0.000141272 | val_loss: 0.000158175 | Time: 1416.28 ms [2021-03-23 11:15:57 main:574] : INFO : Epoch 1827 | loss: 0.000141276 | val_loss: 0.00015912 | Time: 1396.51 ms [2021-03-23 11:15:58 main:574] : INFO : Epoch 1828 | loss: 0.00014263 | val_loss: 0.00016208 | Time: 1390.74 ms [2021-03-23 11:16:00 main:574] : INFO : Epoch 1829 | loss: 0.000143103 | val_loss: 0.000158789 | Time: 1400.02 ms [2021-03-23 11:16:01 main:574] : INFO : Epoch 1830 | loss: 0.000142018 | val_loss: 0.000158742 | Time: 1400.5 ms [2021-03-23 11:16:03 main:574] : INFO : Epoch 1831 | loss: 0.000142129 | val_loss: 0.000158218 | Time: 1409.21 ms [2021-03-23 11:16:04 main:574] : INFO : Epoch 1832 | loss: 0.000141358 | val_loss: 0.000158136 | Time: 1434.81 ms [2021-03-23 11:16:06 main:574] : INFO : Epoch 1833 | loss: 0.000141397 | val_loss: 0.000160456 | Time: 1435.28 ms [2021-03-23 11:16:07 main:574] : INFO : Epoch 1834 | loss: 0.000142573 | val_loss: 0.000158938 | Time: 1432.04 ms [2021-03-23 11:16:08 main:574] : INFO : Epoch 1835 | loss: 0.000142289 | val_loss: 0.000161216 | Time: 1426.51 ms [2021-03-23 11:16:10 main:574] : INFO : Epoch 1836 | loss: 0.000143282 | val_loss: 0.000158549 | Time: 1408.78 ms [2021-03-23 11:16:11 main:574] : INFO : Epoch 1837 | loss: 0.000142227 | val_loss: 0.000160848 | Time: 1444.65 ms [2021-03-23 11:16:13 main:574] : INFO : Epoch 1838 | loss: 0.000142904 | val_loss: 0.000158253 | Time: 1426.9 ms [2021-03-23 11:16:14 main:574] : INFO : Epoch 1839 | loss: 0.000141671 | val_loss: 0.000160009 | Time: 1419.94 ms [2021-03-23 11:16:16 main:574] : INFO : Epoch 1840 | loss: 0.000142413 | val_loss: 0.000158401 | Time: 1408.66 ms [2021-03-23 11:16:17 main:574] : INFO : Epoch 1841 | loss: 0.000142374 | val_loss: 0.000159396 | Time: 1411.65 ms [2021-03-23 11:16:19 main:574] : INFO : Epoch 1842 | loss: 0.000141884 | val_loss: 0.000159304 | Time: 1400.98 ms [2021-03-23 11:16:20 main:574] : INFO : Epoch 1843 | loss: 0.000141809 | val_loss: 0.000158468 | Time: 1391.47 ms [2021-03-23 11:16:21 main:574] : INFO : Epoch 1844 | loss: 0.000141485 | val_loss: 0.000158031 | Time: 1399.61 ms [2021-03-23 11:16:23 main:574] : INFO : Epoch 1845 | loss: 0.000141576 | val_loss: 0.00015922 | Time: 1393.4 ms [2021-03-23 11:16:24 main:574] : INFO : Epoch 1846 | loss: 0.000141306 | val_loss: 0.000158031 | Time: 1391.54 ms [2021-03-23 11:16:26 main:574] : INFO : Epoch 1847 | loss: 0.000142469 | val_loss: 0.00015826 | Time: 1398.95 ms [2021-03-23 11:16:27 main:574] : INFO : Epoch 1848 | loss: 0.000141711 | val_loss: 0.000158946 | Time: 1392.64 ms [2021-03-23 11:16:29 main:574] : INFO : Epoch 1849 | loss: 0.000142108 | val_loss: 0.000160116 | Time: 1404.77 ms [2021-03-23 11:16:30 main:574] : INFO : Epoch 1850 | loss: 0.00014309 | val_loss: 0.000158592 | Time: 1392.12 ms [2021-03-23 11:16:31 main:574] : INFO : Epoch 1851 | loss: 0.000141661 | val_loss: 0.000158583 | Time: 1404.59 ms [2021-03-23 11:16:33 main:574] : INFO : Epoch 1852 | loss: 0.000141104 | val_loss: 0.000158046 | Time: 1407.48 ms [2021-03-23 11:16:34 main:574] : INFO : Epoch 1853 | loss: 0.00014169 | val_loss: 0.000161941 | Time: 1405.24 ms [2021-03-23 11:16:36 main:574] : INFO : Epoch 1854 | loss: 0.000145534 | val_loss: 0.000159727 | Time: 1436.94 ms [2021-03-23 11:16:37 main:574] : INFO : Epoch 1855 | loss: 0.000142767 | val_loss: 0.000158328 | Time: 1423.87 ms [2021-03-23 11:16:39 main:574] : INFO : Epoch 1856 | loss: 0.000141267 | val_loss: 0.000159684 | Time: 1402.84 ms [2021-03-23 11:16:40 main:574] : INFO : Epoch 1857 | loss: 0.000142023 | val_loss: 0.000158988 | Time: 1393.85 ms [2021-03-23 11:16:41 main:574] : INFO : Epoch 1858 | loss: 0.000141319 | val_loss: 0.000160361 | Time: 1393.68 ms [2021-03-23 11:16:43 main:574] : INFO : Epoch 1859 | loss: 0.000142135 | val_loss: 0.000158158 | Time: 1396.94 ms [2021-03-23 11:16:44 main:574] : INFO : Epoch 1860 | loss: 0.000142077 | val_loss: 0.000160087 | Time: 1400.92 ms [2021-03-23 11:16:46 main:574] : INFO : Epoch 1861 | loss: 0.000141876 | val_loss: 0.000158733 | Time: 1407.47 ms [2021-03-23 11:16:47 main:574] : INFO : Epoch 1862 | loss: 0.000141952 | val_loss: 0.000160083 | Time: 1410.87 ms [2021-03-23 11:16:49 main:574] : INFO : Epoch 1863 | loss: 0.000141891 | val_loss: 0.000158868 | Time: 1410.64 ms [2021-03-23 11:16:50 main:574] : INFO : Epoch 1864 | loss: 0.000143144 | val_loss: 0.000162239 | Time: 1401.51 ms [2021-03-23 11:16:51 main:574] : INFO : Epoch 1865 | loss: 0.000143485 | val_loss: 0.000158881 | Time: 1403.44 ms [2021-03-23 11:16:53 main:574] : INFO : Epoch 1866 | loss: 0.000142492 | val_loss: 0.000162343 | Time: 1398.25 ms [2021-03-23 11:16:54 main:574] : INFO : Epoch 1867 | loss: 0.000142748 | val_loss: 0.00016185 | Time: 1388.27 ms [2021-03-23 11:16:56 main:574] : INFO : Epoch 1868 | loss: 0.000143718 | val_loss: 0.00016498 | Time: 1400.75 ms [2021-03-23 11:16:57 main:574] : INFO : Epoch 1869 | loss: 0.000142941 | val_loss: 0.000158783 | Time: 1396.89 ms [2021-03-23 11:16:58 main:574] : INFO : Epoch 1870 | loss: 0.000141501 | val_loss: 0.000160836 | Time: 1401.34 ms [2021-03-23 11:17:00 main:574] : INFO : Epoch 1871 | loss: 0.000144845 | val_loss: 0.000160323 | Time: 1397.05 ms [2021-03-23 11:17:01 main:574] : INFO : Epoch 1872 | loss: 0.000144134 | val_loss: 0.000158547 | Time: 1393.05 ms [2021-03-23 11:17:03 main:574] : INFO : Epoch 1873 | loss: 0.000141775 | val_loss: 0.000158554 | Time: 1390.99 ms [2021-03-23 11:17:04 main:574] : INFO : Epoch 1874 | loss: 0.000142007 | val_loss: 0.000160888 | Time: 1413.66 ms [2021-03-23 11:17:06 main:574] : INFO : Epoch 1875 | loss: 0.000143157 | val_loss: 0.000163095 | Time: 1406.52 ms [2021-03-23 11:17:07 main:574] : INFO : Epoch 1876 | loss: 0.000142177 | val_loss: 0.000159771 | Time: 1391.6 ms [2021-03-23 11:17:09 main:574] : INFO : Epoch 1877 | loss: 0.00014331 | val_loss: 0.000163788 | Time: 1395.87 ms [2021-03-23 11:17:10 main:574] : INFO : Epoch 1878 | loss: 0.00263439 | val_loss: 0.0177077 | Time: 1396.07 ms [2021-03-23 11:17:11 main:574] : INFO : Epoch 1879 | loss: 0.0185768 | val_loss: 0.00845211 | Time: 1401.02 ms [2021-03-23 11:17:13 main:574] : INFO : Epoch 1880 | loss: 0.00370855 | val_loss: 0.00166048 | Time: 1422.32 ms [2021-03-23 11:17:14 main:574] : INFO : Epoch 1881 | loss: 0.0011349 | val_loss: 0.000852386 | Time: 1394.67 ms [2021-03-23 11:17:16 main:574] : INFO : Epoch 1882 | loss: 0.000678508 | val_loss: 0.000647763 | Time: 1395.1 ms [2021-03-23 11:17:17 main:574] : INFO : Epoch 1883 | loss: 0.000566635 | val_loss: 0.000568985 | Time: 1401.48 ms [2021-03-23 11:17:19 main:574] : INFO : Epoch 1884 | loss: 0.000519599 | val_loss: 0.00053769 | Time: 1395.53 ms [2021-03-23 11:17:20 main:574] : INFO : Epoch 1885 | loss: 0.000492429 | val_loss: 0.00052291 | Time: 1410.9 ms [2021-03-23 11:17:21 main:574] : INFO : Epoch 1886 | loss: 0.000474495 | val_loss: 0.000505526 | Time: 1395.43 ms [2021-03-23 11:17:23 main:574] : INFO : Epoch 1887 | loss: 0.000455304 | val_loss: 0.000487122 | Time: 1406.83 ms [2021-03-23 11:17:24 main:574] : INFO : Epoch 1888 | loss: 0.000443572 | val_loss: 0.000475893 | Time: 1414.37 ms [2021-03-23 11:17:26 main:574] : INFO : Epoch 1889 | loss: 0.000437297 | val_loss: 0.00047339 | Time: 1403.42 ms [2021-03-23 11:17:27 main:574] : INFO : Epoch 1890 | loss: 0.000433817 | val_loss: 0.000469007 | Time: 1414 ms [2021-03-23 11:17:29 main:574] : INFO : Epoch 1891 | loss: 0.000428954 | val_loss: 0.000463924 | Time: 1395.23 ms [2021-03-23 11:17:30 main:574] : INFO : Epoch 1892 | loss: 0.000425001 | val_loss: 0.000460708 | Time: 1391.6 ms [2021-03-23 11:17:31 main:574] : INFO : Epoch 1893 | loss: 0.000422367 | val_loss: 0.000458449 | Time: 1418.11 ms [2021-03-23 11:17:33 main:574] : INFO : Epoch 1894 | loss: 0.000420766 | val_loss: 0.00045633 | Time: 1462.37 ms [2021-03-23 11:17:34 main:574] : INFO : Epoch 1895 | loss: 0.000418174 | val_loss: 0.000454998 | Time: 1507.68 ms [2021-03-23 11:17:36 main:574] : INFO : Epoch 1896 | loss: 0.000416156 | val_loss: 0.000452585 | Time: 1997.65 ms [2021-03-23 11:17:38 main:574] : INFO : Epoch 1897 | loss: 0.000415616 | val_loss: 0.000450383 | Time: 1550.44 ms [2021-03-23 11:17:39 main:574] : INFO : Epoch 1898 | loss: 0.00041423 | val_loss: 0.000448479 | Time: 1401.14 ms [2021-03-23 11:17:41 main:574] : INFO : Epoch 1899 | loss: 0.000413387 | val_loss: 0.000448566 | Time: 1422.34 ms [2021-03-23 11:17:42 main:574] : INFO : Epoch 1900 | loss: 0.000412165 | val_loss: 0.000447854 | Time: 1415.46 ms [2021-03-23 11:17:44 main:574] : INFO : Epoch 1901 | loss: 0.000411096 | val_loss: 0.000447645 | Time: 1429.05 ms [2021-03-23 11:17:45 main:574] : INFO : Epoch 1902 | loss: 0.000410648 | val_loss: 0.000447575 | Time: 1414.08 ms [2021-03-23 11:17:47 main:574] : INFO : Epoch 1903 | loss: 0.000410311 | val_loss: 0.00044719 | Time: 1403.18 ms [2021-03-23 11:17:48 main:574] : INFO : Epoch 1904 | loss: 0.000409799 | val_loss: 0.00044536 | Time: 1429.04 ms [2021-03-23 11:17:50 main:574] : INFO : Epoch 1905 | loss: 0.000408961 | val_loss: 0.000444613 | Time: 1417.99 ms [2021-03-23 11:17:51 main:574] : INFO : Epoch 1906 | loss: 0.000408265 | val_loss: 0.000443114 | Time: 1414.19 ms [2021-03-23 11:17:52 main:574] : INFO : Epoch 1907 | loss: 0.000407954 | val_loss: 0.000441981 | Time: 1395.05 ms [2021-03-23 11:17:54 main:574] : INFO : Epoch 1908 | loss: 0.000407814 | val_loss: 0.000440487 | Time: 1402.79 ms [2021-03-23 11:17:55 main:574] : INFO : Epoch 1909 | loss: 0.000407346 | val_loss: 0.000441873 | Time: 1392.83 ms [2021-03-23 11:17:57 main:574] : INFO : Epoch 1910 | loss: 0.000407591 | val_loss: 0.000440918 | Time: 1391.72 ms [2021-03-23 11:17:58 main:574] : INFO : Epoch 1911 | loss: 0.000406287 | val_loss: 0.000439898 | Time: 1397.66 ms [2021-03-23 11:17:59 main:574] : INFO : Epoch 1912 | loss: 0.000405841 | val_loss: 0.000440658 | Time: 1394.83 ms [2021-03-23 11:18:01 main:574] : INFO : Epoch 1913 | loss: 0.000405649 | val_loss: 0.00043923 | Time: 1397.7 ms [2021-03-23 11:18:02 main:574] : INFO : Epoch 1914 | loss: 0.000404731 | val_loss: 0.000438306 | Time: 1388.53 ms [2021-03-23 11:18:04 main:574] : INFO : Epoch 1915 | loss: 0.000404037 | val_loss: 0.000438426 | Time: 1398.19 ms [2021-03-23 11:18:05 main:574] : INFO : Epoch 1916 | loss: 0.000403576 | val_loss: 0.000437824 | Time: 1392.13 ms [2021-03-23 11:18:07 main:574] : INFO : Epoch 1917 | loss: 0.000403454 | val_loss: 0.000437734 | Time: 1402.03 ms [2021-03-23 11:18:08 main:574] : INFO : Epoch 1918 | loss: 0.000403014 | val_loss: 0.000437739 | Time: 1397.74 ms [2021-03-23 11:18:09 main:574] : INFO : Epoch 1919 | loss: 0.000402661 | val_loss: 0.000437542 | Time: 1391.43 ms [2021-03-23 11:18:11 main:574] : INFO : Epoch 1920 | loss: 0.000403041 | val_loss: 0.000440308 | Time: 1401.79 ms [2021-03-23 11:18:12 main:574] : INFO : Epoch 1921 | loss: 0.000403306 | val_loss: 0.000439381 | Time: 1390.82 ms [2021-03-23 11:18:14 main:574] : INFO : Epoch 1922 | loss: 0.000403015 | val_loss: 0.000438459 | Time: 1390.84 ms [2021-03-23 11:18:15 main:574] : INFO : Epoch 1923 | loss: 0.000403154 | val_loss: 0.000437482 | Time: 1390.82 ms [2021-03-23 11:18:16 main:574] : INFO : Epoch 1924 | loss: 0.000403664 | val_loss: 0.000435163 | Time: 1400.57 ms [2021-03-23 11:18:18 main:574] : INFO : Epoch 1925 | loss: 0.000402145 | val_loss: 0.00043472 | Time: 1392.06 ms [2021-03-23 11:18:19 main:574] : INFO : Epoch 1926 | loss: 0.000401468 | val_loss: 0.0004342 | Time: 1393.17 ms [2021-03-23 11:18:21 main:574] : INFO : Epoch 1927 | loss: 0.000400628 | val_loss: 0.000433954 | Time: 1392.9 ms [2021-03-23 11:18:22 main:574] : INFO : Epoch 1928 | loss: 0.000400074 | val_loss: 0.000433491 | Time: 1392.88 ms [2021-03-23 11:18:24 main:574] : INFO : Epoch 1929 | loss: 0.000400178 | val_loss: 0.000434666 | Time: 1404.41 ms [2021-03-23 11:18:25 main:574] : INFO : Epoch 1930 | loss: 0.000400077 | val_loss: 0.00043297 | Time: 1389.83 ms [2021-03-23 11:18:26 main:574] : INFO : Epoch 1931 | loss: 0.00039992 | val_loss: 0.00043218 | Time: 1396.4 ms [2021-03-23 11:18:28 main:574] : INFO : Epoch 1932 | loss: 0.000399111 | val_loss: 0.000432165 | Time: 1396.7 ms [2021-03-23 11:18:29 main:574] : INFO : Epoch 1933 | loss: 0.000398311 | val_loss: 0.000428707 | Time: 1393.97 ms [2021-03-23 11:18:31 main:574] : INFO : Epoch 1934 | loss: 0.000394529 | val_loss: 0.000426755 | Time: 1391.89 ms [2021-03-23 11:18:32 main:574] : INFO : Epoch 1935 | loss: 0.000393755 | val_loss: 0.000426653 | Time: 1413.21 ms [2021-03-23 11:18:34 main:574] : INFO : Epoch 1936 | loss: 0.000393693 | val_loss: 0.000426087 | Time: 1391.68 ms [2021-03-23 11:18:35 main:574] : INFO : Epoch 1937 | loss: 0.000393932 | val_loss: 0.00042595 | Time: 1393.09 ms [2021-03-23 11:18:36 main:574] : INFO : Epoch 1938 | loss: 0.000393143 | val_loss: 0.000425115 | Time: 1396.57 ms [2021-03-23 11:18:38 main:574] : INFO : Epoch 1939 | loss: 0.000392914 | val_loss: 0.00042557 | Time: 1395.27 ms [2021-03-23 11:18:39 main:574] : INFO : Epoch 1940 | loss: 0.00039282 | val_loss: 0.000425917 | Time: 1413.27 ms [2021-03-23 11:18:41 main:574] : INFO : Epoch 1941 | loss: 0.000392777 | val_loss: 0.000424882 | Time: 1400.78 ms [2021-03-23 11:18:42 main:574] : INFO : Epoch 1942 | loss: 0.000391921 | val_loss: 0.000423937 | Time: 1388.81 ms [2021-03-23 11:18:43 main:574] : INFO : Epoch 1943 | loss: 0.000392158 | val_loss: 0.000424012 | Time: 1395.43 ms [2021-03-23 11:18:45 main:574] : INFO : Epoch 1944 | loss: 0.000391877 | val_loss: 0.00042354 | Time: 1395.3 ms [2021-03-23 11:18:46 main:574] : INFO : Epoch 1945 | loss: 0.000391459 | val_loss: 0.000423306 | Time: 1404.82 ms [2021-03-23 11:18:48 main:574] : INFO : Epoch 1946 | loss: 0.000391288 | val_loss: 0.000423258 | Time: 1399.43 ms [2021-03-23 11:18:49 main:574] : INFO : Epoch 1947 | loss: 0.000391252 | val_loss: 0.000422673 | Time: 1399.72 ms [2021-03-23 11:18:51 main:574] : INFO : Epoch 1948 | loss: 0.000389836 | val_loss: 0.000419462 | Time: 1398.42 ms [2021-03-23 11:18:52 main:574] : INFO : Epoch 1949 | loss: 0.000383176 | val_loss: 0.000425495 | Time: 1421.09 ms [2021-03-23 11:18:53 main:574] : INFO : Epoch 1950 | loss: 0.000382665 | val_loss: 0.000415246 | Time: 1397.29 ms [2021-03-23 11:18:55 main:574] : INFO : Epoch 1951 | loss: 0.000379543 | val_loss: 0.000412717 | Time: 1400 ms [2021-03-23 11:18:56 main:574] : INFO : Epoch 1952 | loss: 0.000377094 | val_loss: 0.000413033 | Time: 1395.76 ms [2021-03-23 11:18:58 main:574] : INFO : Epoch 1953 | loss: 0.000376795 | val_loss: 0.000410769 | Time: 1393.13 ms [2021-03-23 11:18:59 main:574] : INFO : Epoch 1954 | loss: 0.000375855 | val_loss: 0.000409772 | Time: 1402.83 ms [2021-03-23 11:19:01 main:574] : INFO : Epoch 1955 | loss: 0.000375319 | val_loss: 0.000409351 | Time: 1421.21 ms [2021-03-23 11:19:02 main:574] : INFO : Epoch 1956 | loss: 0.00037523 | val_loss: 0.000411616 | Time: 1389.63 ms [2021-03-23 11:19:03 main:574] : INFO : Epoch 1957 | loss: 0.000375304 | val_loss: 0.000409173 | Time: 1391.64 ms [2021-03-23 11:19:05 main:574] : INFO : Epoch 1958 | loss: 0.000374987 | val_loss: 0.000409319 | Time: 1392.62 ms [2021-03-23 11:19:06 main:574] : INFO : Epoch 1959 | loss: 0.000374492 | val_loss: 0.00040918 | Time: 1392.36 ms [2021-03-23 11:19:08 main:574] : INFO : Epoch 1960 | loss: 0.00037423 | val_loss: 0.000408183 | Time: 1388.9 ms [2021-03-23 11:19:09 main:574] : INFO : Epoch 1961 | loss: 0.000374219 | val_loss: 0.00040822 | Time: 1392.49 ms [2021-03-23 11:19:10 main:574] : INFO : Epoch 1962 | loss: 0.000374025 | val_loss: 0.00040872 | Time: 1392.46 ms [2021-03-23 11:19:12 main:574] : INFO : Epoch 1963 | loss: 0.000374038 | val_loss: 0.000408525 | Time: 1389.09 ms [2021-03-23 11:19:13 main:574] : INFO : Epoch 1964 | loss: 0.00037389 | val_loss: 0.000408246 | Time: 1400.77 ms [2021-03-23 11:19:15 main:574] : INFO : Epoch 1965 | loss: 0.000373768 | val_loss: 0.000408175 | Time: 1407.05 ms [2021-03-23 11:19:16 main:574] : INFO : Epoch 1966 | loss: 0.000373946 | val_loss: 0.000408936 | Time: 1434.22 ms [2021-03-23 11:19:18 main:574] : INFO : Epoch 1967 | loss: 0.000373865 | val_loss: 0.00040688 | Time: 1398.7 ms [2021-03-23 11:19:19 main:574] : INFO : Epoch 1968 | loss: 0.000373138 | val_loss: 0.000407266 | Time: 1406.41 ms [2021-03-23 11:19:20 main:574] : INFO : Epoch 1969 | loss: 0.000373221 | val_loss: 0.000407649 | Time: 1392.92 ms [2021-03-23 11:19:22 main:574] : INFO : Epoch 1970 | loss: 0.000373764 | val_loss: 0.000406999 | Time: 1395.2 ms [2021-03-23 11:19:23 main:574] : INFO : Epoch 1971 | loss: 0.00037321 | val_loss: 0.000406978 | Time: 1389.63 ms [2021-03-23 11:19:25 main:574] : INFO : Epoch 1972 | loss: 0.000373314 | val_loss: 0.000409164 | Time: 1389.06 ms [2021-03-23 11:19:26 main:574] : INFO : Epoch 1973 | loss: 0.000374593 | val_loss: 0.000408336 | Time: 1394.86 ms [2021-03-23 11:19:28 main:574] : INFO : Epoch 1974 | loss: 0.000373849 | val_loss: 0.000408706 | Time: 1404.93 ms [2021-03-23 11:19:29 main:574] : INFO : Epoch 1975 | loss: 0.000373631 | val_loss: 0.000408876 | Time: 1406.05 ms [2021-03-23 11:19:30 main:574] : INFO : Epoch 1976 | loss: 0.000372504 | val_loss: 0.000407549 | Time: 1398.3 ms [2021-03-23 11:19:32 main:574] : INFO : Epoch 1977 | loss: 0.000372069 | val_loss: 0.000407434 | Time: 1418.72 ms [2021-03-23 11:19:33 main:574] : INFO : Epoch 1978 | loss: 0.000372179 | val_loss: 0.000407209 | Time: 1432.52 ms [2021-03-23 11:19:35 main:574] : INFO : Epoch 1979 | loss: 0.000371849 | val_loss: 0.00040664 | Time: 1399.76 ms [2021-03-23 11:19:36 main:574] : INFO : Epoch 1980 | loss: 0.000372471 | val_loss: 0.000409821 | Time: 1393.44 ms [2021-03-23 11:19:38 main:574] : INFO : Epoch 1981 | loss: 0.000372047 | val_loss: 0.000406774 | Time: 1393.93 ms [2021-03-23 11:19:39 main:574] : INFO : Epoch 1982 | loss: 0.00037139 | val_loss: 0.00040641 | Time: 1405.46 ms [2021-03-23 11:19:41 main:574] : INFO : Epoch 1983 | loss: 0.000371315 | val_loss: 0.000406947 | Time: 1440.87 ms [2021-03-23 11:19:42 main:574] : INFO : Epoch 1984 | loss: 0.000371205 | val_loss: 0.000407332 | Time: 1445.05 ms [2021-03-23 11:19:43 main:574] : INFO : Epoch 1985 | loss: 0.000371383 | val_loss: 0.000407606 | Time: 1449.5 ms [2021-03-23 11:19:45 main:574] : INFO : Epoch 1986 | loss: 0.000370758 | val_loss: 0.000405692 | Time: 1430.94 ms [2021-03-23 11:19:46 main:574] : INFO : Epoch 1987 | loss: 0.000370616 | val_loss: 0.000405008 | Time: 1394.04 ms [2021-03-23 11:19:48 main:574] : INFO : Epoch 1988 | loss: 0.0003707 | val_loss: 0.000405139 | Time: 1433.59 ms [2021-03-23 11:19:49 main:574] : INFO : Epoch 1989 | loss: 0.000371466 | val_loss: 0.000405714 | Time: 1395.43 ms [2021-03-23 11:19:51 main:574] : INFO : Epoch 1990 | loss: 0.000371302 | val_loss: 0.000405346 | Time: 1424 ms [2021-03-23 11:19:52 main:574] : INFO : Epoch 1991 | loss: 0.000369216 | val_loss: 0.000405499 | Time: 1426.96 ms [2021-03-23 11:19:54 main:574] : INFO : Epoch 1992 | loss: 0.000367303 | val_loss: 0.000401553 | Time: 1447.85 ms [2021-03-23 11:19:55 main:574] : INFO : Epoch 1993 | loss: 0.000361665 | val_loss: 0.000387522 | Time: 1458.84 ms [2021-03-23 11:19:57 main:574] : INFO : Epoch 1994 | loss: 0.000310744 | val_loss: 0.000404735 | Time: 1433.82 ms [2021-03-23 11:19:58 main:574] : INFO : Epoch 1995 | loss: 0.000273131 | val_loss: 0.000262225 | Time: 1418.88 ms [2021-03-23 11:19:59 main:574] : INFO : Epoch 1996 | loss: 0.000218111 | val_loss: 0.00023111 | Time: 1406.92 ms [2021-03-23 11:20:01 main:574] : INFO : Epoch 1997 | loss: 0.000203828 | val_loss: 0.000221574 | Time: 1395.58 ms [2021-03-23 11:20:02 main:574] : INFO : Epoch 1998 | loss: 0.000196789 | val_loss: 0.000216147 | Time: 1411.43 ms [2021-03-23 11:20:04 main:574] : INFO : Epoch 1999 | loss: 0.000192907 | val_loss: 0.000212401 | Time: 1397.8 ms [2021-03-23 11:20:05 main:574] : INFO : Epoch 2000 | loss: 0.00019032 | val_loss: 0.000210775 | Time: 1395.52 ms [2021-03-23 11:20:07 main:574] : INFO : Epoch 2001 | loss: 0.000188196 | val_loss: 0.000207699 | Time: 1390.3 ms [2021-03-23 11:20:08 main:574] : INFO : Epoch 2002 | loss: 0.000186229 | val_loss: 0.000205038 | Time: 1395.91 ms [2021-03-23 11:20:09 main:574] : INFO : Epoch 2003 | loss: 0.000184603 | val_loss: 0.00020413 | Time: 1412.05 ms [2021-03-23 11:20:11 main:574] : INFO : Epoch 2004 | loss: 0.00018313 | val_loss: 0.000202495 | Time: 1409.56 ms [2021-03-23 11:20:12 main:574] : INFO : Epoch 2005 | loss: 0.000181774 | val_loss: 0.000201366 | Time: 1409.89 ms [2021-03-23 11:20:14 main:574] : INFO : Epoch 2006 | loss: 0.000180504 | val_loss: 0.000200074 | Time: 1424.27 ms [2021-03-23 11:20:15 main:574] : INFO : Epoch 2007 | loss: 0.000179427 | val_loss: 0.000199296 | Time: 1423.33 ms [2021-03-23 11:20:17 main:574] : INFO : Epoch 2008 | loss: 0.00017843 | val_loss: 0.000198335 | Time: 1397.17 ms [2021-03-23 11:20:18 main:574] : INFO : Epoch 2009 | loss: 0.000177637 | val_loss: 0.000197469 | Time: 1404.08 ms [2021-03-23 11:20:19 main:574] : INFO : Epoch 2010 | loss: 0.000176806 | val_loss: 0.000196367 | Time: 1392.21 ms [2021-03-23 11:20:21 main:574] : INFO : Epoch 2011 | loss: 0.000175716 | val_loss: 0.00019529 | Time: 1398.96 ms [2021-03-23 11:20:22 main:574] : INFO : Epoch 2012 | loss: 0.000174661 | val_loss: 0.000194538 | Time: 1395.1 ms [2021-03-23 11:20:24 main:574] : INFO : Epoch 2013 | loss: 0.000173969 | val_loss: 0.000194233 | Time: 1398.12 ms [2021-03-23 11:20:25 main:574] : INFO : Epoch 2014 | loss: 0.000172669 | val_loss: 0.000192899 | Time: 1395.32 ms [2021-03-23 11:20:26 main:574] : INFO : Epoch 2015 | loss: 0.000171711 | val_loss: 0.000191943 | Time: 1401.34 ms [2021-03-23 11:20:28 main:574] : INFO : Epoch 2016 | loss: 0.00017169 | val_loss: 0.000192352 | Time: 1399.16 ms [2021-03-23 11:20:29 main:574] : INFO : Epoch 2017 | loss: 0.000170045 | val_loss: 0.000191312 | Time: 1400.43 ms [2021-03-23 11:20:31 main:574] : INFO : Epoch 2018 | loss: 0.000169785 | val_loss: 0.000189767 | Time: 1398.37 ms [2021-03-23 11:20:32 main:574] : INFO : Epoch 2019 | loss: 0.000178538 | val_loss: 0.000193794 | Time: 1403.23 ms [2021-03-23 11:20:34 main:574] : INFO : Epoch 2020 | loss: 0.000168975 | val_loss: 0.000188036 | Time: 1473.63 ms [2021-03-23 11:20:35 main:574] : INFO : Epoch 2021 | loss: 0.000165302 | val_loss: 0.000184565 | Time: 1416.38 ms [2021-03-23 11:20:37 main:574] : INFO : Epoch 2022 | loss: 0.00016363 | val_loss: 0.000183401 | Time: 1412.96 ms [2021-03-23 11:20:38 main:574] : INFO : Epoch 2023 | loss: 0.00016248 | val_loss: 0.000185995 | Time: 1420.55 ms [2021-03-23 11:20:39 main:574] : INFO : Epoch 2024 | loss: 0.000166998 | val_loss: 0.000185206 | Time: 1411.21 ms [2021-03-23 11:20:41 main:574] : INFO : Epoch 2025 | loss: 0.000161337 | val_loss: 0.000178916 | Time: 1403.66 ms [2021-03-23 11:20:42 main:574] : INFO : Epoch 2026 | loss: 0.000158806 | val_loss: 0.000185634 | Time: 1429.44 ms [2021-03-23 11:20:44 main:574] : INFO : Epoch 2027 | loss: 0.000167187 | val_loss: 0.000177696 | Time: 1396.07 ms [2021-03-23 11:20:45 main:574] : INFO : Epoch 2028 | loss: 0.000157316 | val_loss: 0.000175768 | Time: 1408.26 ms [2021-03-23 11:20:47 main:574] : INFO : Epoch 2029 | loss: 0.000155743 | val_loss: 0.000174708 | Time: 1406.74 ms [2021-03-23 11:20:48 main:574] : INFO : Epoch 2030 | loss: 0.000153826 | val_loss: 0.000172124 | Time: 1444.89 ms [2021-03-23 11:20:50 main:574] : INFO : Epoch 2031 | loss: 0.00015639 | val_loss: 0.000182145 | Time: 1411.79 ms [2021-03-23 11:20:51 main:574] : INFO : Epoch 2032 | loss: 0.000155412 | val_loss: 0.000173902 | Time: 1402.08 ms [2021-03-23 11:20:52 main:574] : INFO : Epoch 2033 | loss: 0.000157609 | val_loss: 0.000185888 | Time: 1403.2 ms [2021-03-23 11:20:54 main:574] : INFO : Epoch 2034 | loss: 0.000157203 | val_loss: 0.000173327 | Time: 1400.86 ms [2021-03-23 11:20:55 main:574] : INFO : Epoch 2035 | loss: 0.000154009 | val_loss: 0.000176753 | Time: 1391.17 ms [2021-03-23 11:20:57 main:574] : INFO : Epoch 2036 | loss: 0.000156627 | val_loss: 0.000171642 | Time: 1403.76 ms [2021-03-23 11:20:58 main:574] : INFO : Epoch 2037 | loss: 0.000152254 | val_loss: 0.000169219 | Time: 1391.85 ms [2021-03-23 11:21:00 main:574] : INFO : Epoch 2038 | loss: 0.000150694 | val_loss: 0.00016806 | Time: 1392.5 ms [2021-03-23 11:21:01 main:574] : INFO : Epoch 2039 | loss: 0.000149941 | val_loss: 0.000167104 | Time: 1414.44 ms [2021-03-23 11:21:02 main:574] : INFO : Epoch 2040 | loss: 0.000158751 | val_loss: 0.00016765 | Time: 1415.66 ms [2021-03-23 11:21:04 main:574] : INFO : Epoch 2041 | loss: 0.000153098 | val_loss: 0.00016805 | Time: 1421.98 ms [2021-03-23 11:21:05 main:574] : INFO : Epoch 2042 | loss: 0.000149515 | val_loss: 0.00016759 | Time: 1396.17 ms [2021-03-23 11:21:07 main:574] : INFO : Epoch 2043 | loss: 0.000148412 | val_loss: 0.000166818 | Time: 1402.54 ms [2021-03-23 11:21:08 main:574] : INFO : Epoch 2044 | loss: 0.000148014 | val_loss: 0.000166858 | Time: 1387.54 ms [2021-03-23 11:21:10 main:574] : INFO : Epoch 2045 | loss: 0.000147969 | val_loss: 0.00016802 | Time: 1396.45 ms [2021-03-23 11:21:11 main:574] : INFO : Epoch 2046 | loss: 0.000149015 | val_loss: 0.0001682 | Time: 1393.62 ms [2021-03-23 11:21:12 main:574] : INFO : Epoch 2047 | loss: 0.000150225 | val_loss: 0.00016803 | Time: 1390.8 ms [2021-03-23 11:21:14 main:574] : INFO : Epoch 2048 | loss: 0.000148114 | val_loss: 0.000167148 | Time: 1396.02 ms [2021-03-23 11:21:14 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.000167148 [2021-03-23 11:21:14 main:603] : INFO : Saving end state to config to file [2021-03-23 11:21:14 main:608] : INFO : Success, exiting.. 11:21:14 (14240): 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)