Task 8806257

Name ParityModified-1634620082-1477-3_1
Workunit 6021819
Created 8 Nov 2021, 21:43:39 UTC
Sent 8 Nov 2021, 21:49:25 UTC
Report deadline 15 Nov 2021, 21:49:25 UTC
Received 10 Nov 2021, 5:17:04 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 14388
Run time 51 min 43 sec
CPU time 44 min 4 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 5,292.17 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.55 GB
Peak swap size 3.50 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
in:574]	:	INFO	:	Epoch 1542 | loss: 0.0310878 | val_loss: 0.0310889 | Time: 1470.9 ms
[2021-11-09 20:56:04	                main:574]	:	INFO	:	Epoch 1543 | loss: 0.0310795 | val_loss: 0.0310844 | Time: 1501.67 ms
[2021-11-09 20:56:06	                main:574]	:	INFO	:	Epoch 1544 | loss: 0.0310781 | val_loss: 0.0310836 | Time: 1464.96 ms
[2021-11-09 20:56:07	                main:574]	:	INFO	:	Epoch 1545 | loss: 0.031074 | val_loss: 0.0310812 | Time: 1464.31 ms
[2021-11-09 20:56:09	                main:574]	:	INFO	:	Epoch 1546 | loss: 0.0310721 | val_loss: 0.0310757 | Time: 1463.04 ms
[2021-11-09 20:56:11	                main:574]	:	INFO	:	Epoch 1547 | loss: 0.0310673 | val_loss: 0.0310735 | Time: 2227.6 ms
[2021-11-09 20:56:12	                main:574]	:	INFO	:	Epoch 1548 | loss: 0.0310652 | val_loss: 0.0310739 | Time: 1505.77 ms
[2021-11-09 20:56:14	                main:574]	:	INFO	:	Epoch 1549 | loss: 0.0310629 | val_loss: 0.0310685 | Time: 1516.59 ms
[2021-11-09 20:56:15	                main:574]	:	INFO	:	Epoch 1550 | loss: 0.0310631 | val_loss: 0.0310729 | Time: 1462.37 ms
[2021-11-09 20:56:17	                main:574]	:	INFO	:	Epoch 1551 | loss: 0.0310624 | val_loss: 0.0310719 | Time: 1590.14 ms
[2021-11-09 20:56:18	                main:574]	:	INFO	:	Epoch 1552 | loss: 0.0310586 | val_loss: 0.0310631 | Time: 1480.18 ms
[2021-11-09 20:56:20	                main:574]	:	INFO	:	Epoch 1553 | loss: 0.0310563 | val_loss: 0.0310648 | Time: 1486.53 ms
[2021-11-09 20:56:21	                main:574]	:	INFO	:	Epoch 1554 | loss: 0.0310537 | val_loss: 0.0310594 | Time: 1478.4 ms
[2021-11-09 20:56:23	                main:574]	:	INFO	:	Epoch 1555 | loss: 0.0310492 | val_loss: 0.0310571 | Time: 1472.73 ms
[2021-11-09 20:56:24	                main:574]	:	INFO	:	Epoch 1556 | loss: 0.0310463 | val_loss: 0.0310579 | Time: 1504.48 ms
[2021-11-09 20:56:26	                main:574]	:	INFO	:	Epoch 1557 | loss: 0.0310452 | val_loss: 0.0310606 | Time: 1465.86 ms
[2021-11-09 20:56:27	                main:574]	:	INFO	:	Epoch 1558 | loss: 0.0310441 | val_loss: 0.0310584 | Time: 1471.87 ms
[2021-11-09 20:56:29	                main:574]	:	INFO	:	Epoch 1559 | loss: 0.0310421 | val_loss: 0.0310595 | Time: 1503.22 ms
[2021-11-09 20:56:30	                main:574]	:	INFO	:	Epoch 1560 | loss: 0.0310387 | val_loss: 0.0310562 | Time: 1462.76 ms
[2021-11-09 20:56:32	                main:574]	:	INFO	:	Epoch 1561 | loss: 0.0310404 | val_loss: 0.0310576 | Time: 1492.67 ms
[2021-11-09 20:56:33	                main:574]	:	INFO	:	Epoch 1562 | loss: 0.0310399 | val_loss: 0.0310643 | Time: 1526.78 ms
[2021-11-09 20:56:35	                main:574]	:	INFO	:	Epoch 1563 | loss: 0.031056 | val_loss: 0.0310599 | Time: 1480.23 ms
[2021-11-09 20:56:36	                main:574]	:	INFO	:	Epoch 1564 | loss: 0.0310384 | val_loss: 0.0310545 | Time: 1481.3 ms
[2021-11-09 20:56:38	                main:574]	:	INFO	:	Epoch 1565 | loss: 0.0310332 | val_loss: 0.0310517 | Time: 1452.49 ms
[2021-11-09 20:56:39	                main:574]	:	INFO	:	Epoch 1566 | loss: 0.031028 | val_loss: 0.0310466 | Time: 1431.57 ms
[2021-11-09 20:56:41	                main:574]	:	INFO	:	Epoch 1567 | loss: 0.0310179 | val_loss: 0.0310457 | Time: 1469.79 ms
[2021-11-09 20:56:42	                main:574]	:	INFO	:	Epoch 1568 | loss: 0.031022 | val_loss: 0.0310441 | Time: 1508.18 ms
[2021-11-09 20:56:44	                main:574]	:	INFO	:	Epoch 1569 | loss: 0.0310182 | val_loss: 0.0310562 | Time: 1503.99 ms
[2021-11-09 20:56:45	                main:574]	:	INFO	:	Epoch 1570 | loss: 0.031029 | val_loss: 0.0310417 | Time: 1501.81 ms
[2021-11-09 20:56:47	                main:574]	:	INFO	:	Epoch 1571 | loss: 0.0310227 | val_loss: 0.0310394 | Time: 1471.61 ms
[2021-11-09 20:56:48	                main:574]	:	INFO	:	Epoch 1572 | loss: 0.0310134 | val_loss: 0.0310365 | Time: 1481.22 ms
[2021-11-09 20:56:50	                main:574]	:	INFO	:	Epoch 1573 | loss: 0.0310091 | val_loss: 0.0310238 | Time: 1467.69 ms
[2021-11-09 20:56:51	                main:574]	:	INFO	:	Epoch 1574 | loss: 0.0310028 | val_loss: 0.0310309 | Time: 1485.57 ms
[2021-11-09 20:56:53	                main:574]	:	INFO	:	Epoch 1575 | loss: 0.0310007 | val_loss: 0.0310202 | Time: 1463.1 ms
[2021-11-09 20:56:54	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.0309947 | val_loss: 0.0310182 | Time: 1498.6 ms
[2021-11-09 20:56:56	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.0309931 | val_loss: 0.0310162 | Time: 1480.08 ms
[2021-11-09 20:56:58	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.0309895 | val_loss: 0.0310149 | Time: 1706.61 ms
[2021-11-09 20:56:59	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.030982 | val_loss: 0.0310116 | Time: 1472.4 ms
[2021-11-09 20:57:00	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.0309866 | val_loss: 0.0310196 | Time: 1491.2 ms
[2021-11-09 20:57:02	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.0309914 | val_loss: 0.0310878 | Time: 1500.63 ms
[2021-11-09 20:57:04	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0320223 | val_loss: 0.045259 | Time: 1530.9 ms
[2021-11-09 20:57:05	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0357173 | val_loss: 0.0879195 | Time: 1460 ms
[2021-11-09 20:57:07	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0382227 | val_loss: 0.0343588 | Time: 1471.59 ms
[2021-11-09 20:57:08	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0319915 | val_loss: 0.0314444 | Time: 1469.69 ms
[2021-11-09 20:57:10	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0313572 | val_loss: 0.0312861 | Time: 1504.17 ms
[2021-11-09 20:57:11	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0312221 | val_loss: 0.0311823 | Time: 1470.64 ms
[2021-11-09 20:57:13	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0311727 | val_loss: 0.0311562 | Time: 1480.07 ms
[2021-11-09 20:57:14	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0311487 | val_loss: 0.0311369 | Time: 1515.14 ms
[2021-11-09 20:57:16	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0311342 | val_loss: 0.031127 | Time: 1481.65 ms
[2021-11-09 20:57:17	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0311281 | val_loss: 0.0311243 | Time: 1481.51 ms
[2021-11-09 20:57:19	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311258 | val_loss: 0.0311236 | Time: 1491.28 ms
[2021-11-09 20:57:20	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0311219 | val_loss: 0.0311204 | Time: 1508.73 ms
[2021-11-09 20:57:22	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311198 | val_loss: 0.0311188 | Time: 1489.47 ms
[2021-11-09 20:57:23	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311161 | val_loss: 0.031112 | Time: 1480.15 ms
[2021-11-09 20:57:25	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0311076 | val_loss: 0.0311045 | Time: 1508.96 ms
[2021-11-09 20:57:26	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311013 | val_loss: 0.0310996 | Time: 1480.66 ms
[2021-11-09 20:57:28	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0310927 | val_loss: 0.031091 | Time: 1482.43 ms
[2021-11-09 20:57:29	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0310846 | val_loss: 0.031086 | Time: 1481.12 ms
[2021-11-09 20:57:31	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0310797 | val_loss: 0.0310867 | Time: 1483.81 ms
[2021-11-09 20:57:32	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0310787 | val_loss: 0.0310835 | Time: 1480.21 ms
[2021-11-09 20:57:34	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0310758 | val_loss: 0.0310894 | Time: 1494.84 ms
[2021-11-09 20:57:35	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.031078 | val_loss: 0.0310847 | Time: 1461.17 ms
[2021-11-09 20:57:37	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0310718 | val_loss: 0.0310832 | Time: 1469.64 ms
[2021-11-09 20:57:38	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0310737 | val_loss: 0.0310781 | Time: 1454.4 ms
[2021-11-09 20:57:39	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0310683 | val_loss: 0.0310772 | Time: 1494.64 ms
[2021-11-09 20:57:41	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0310622 | val_loss: 0.0310912 | Time: 1525.92 ms
[2021-11-09 20:57:42	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0310631 | val_loss: 0.0310705 | Time: 1467.46 ms
[2021-11-09 20:57:44	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0310555 | val_loss: 0.0310812 | Time: 1497.58 ms
[2021-11-09 20:57:46	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0310562 | val_loss: 0.0310717 | Time: 1509.12 ms
[2021-11-09 20:57:47	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0310496 | val_loss: 0.0310711 | Time: 1472.48 ms
[2021-11-09 20:57:48	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.031053 | val_loss: 0.0310773 | Time: 1477.26 ms
[2021-11-09 20:57:50	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0310512 | val_loss: 0.0310672 | Time: 1471.68 ms
[2021-11-09 20:57:52	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0310481 | val_loss: 0.0310659 | Time: 1513.34 ms
[2021-11-09 20:57:53	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0310479 | val_loss: 0.0310681 | Time: 1479.68 ms
[2021-11-09 20:57:54	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.031045 | val_loss: 0.0310657 | Time: 1468.07 ms
[2021-11-09 20:57:56	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0310454 | val_loss: 0.0310657 | Time: 1576.78 ms
[2021-11-09 20:57:58	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0310477 | val_loss: 0.0310822 | Time: 1501.61 ms
[2021-11-09 20:57:59	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0310483 | val_loss: 0.0310618 | Time: 1469.04 ms
[2021-11-09 20:58:01	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0310441 | val_loss: 0.031062 | Time: 1480.85 ms
[2021-11-09 20:58:02	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0310381 | val_loss: 0.0310668 | Time: 1469.57 ms
[2021-11-09 20:58:04	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0310359 | val_loss: 0.0310643 | Time: 1470.35 ms
[2021-11-09 20:58:05	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0310342 | val_loss: 0.031062 | Time: 1468.93 ms
[2021-11-09 20:58:06	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0310367 | val_loss: 0.0310562 | Time: 1482.24 ms
[2021-11-09 20:58:08	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0310379 | val_loss: 0.0310655 | Time: 1463.08 ms
[2021-11-09 20:58:10	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0310306 | val_loss: 0.0310547 | Time: 1494.66 ms
[2021-11-09 20:58:11	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0310288 | val_loss: 0.031056 | Time: 1453.45 ms
[2021-11-09 20:58:12	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.031026 | val_loss: 0.0310586 | Time: 1474.42 ms
[2021-11-09 20:58:14	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0310239 | val_loss: 0.0310577 | Time: 1485.85 ms
[2021-11-09 20:58:15	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0310211 | val_loss: 0.0310578 | Time: 1502.57 ms
[2021-11-09 20:58:17	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0310209 | val_loss: 0.0310692 | Time: 1466.67 ms
[2021-11-09 20:58:18	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0310356 | val_loss: 0.0310609 | Time: 1482.67 ms
[2021-11-09 20:58:20	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0310717 | val_loss: 0.0313079 | Time: 1495.62 ms
[2021-11-09 20:58:21	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0312103 | val_loss: 0.0311723 | Time: 1503.4 ms
[2021-11-09 20:58:23	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311731 | val_loss: 0.0311588 | Time: 1461.46 ms
[2021-11-09 20:58:24	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311469 | val_loss: 0.0311388 | Time: 1476.59 ms
[2021-11-09 20:58:26	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311356 | val_loss: 0.0311305 | Time: 1484.22 ms
[2021-11-09 20:58:27	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.03113 | val_loss: 0.0311328 | Time: 1502.86 ms
[2021-11-09 20:58:29	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311266 | val_loss: 0.0311185 | Time: 1526.94 ms
[2021-11-09 20:58:31	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311162 | val_loss: 0.031116 | Time: 1468.79 ms
[2021-11-09 20:58:32	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311124 | val_loss: 0.031114 | Time: 1479.76 ms
[2021-11-09 20:58:34	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311032 | val_loss: 0.0311076 | Time: 1498.67 ms
[2021-11-09 20:58:35	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0310967 | val_loss: 0.031098 | Time: 1458.25 ms
[2021-11-09 20:58:36	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0310927 | val_loss: 0.0310994 | Time: 1475.49 ms
[2021-11-09 20:58:38	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0310882 | val_loss: 0.0310946 | Time: 1471.38 ms
[2021-11-09 20:58:39	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0310846 | val_loss: 0.0310911 | Time: 1500.11 ms
[2021-11-09 20:58:41	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0310837 | val_loss: 0.031081 | Time: 1496.41 ms
[2021-11-09 20:58:42	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.031074 | val_loss: 0.0310807 | Time: 1441.91 ms
[2021-11-09 20:58:44	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0310713 | val_loss: 0.031084 | Time: 1486.12 ms
[2021-11-09 20:58:45	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0310661 | val_loss: 0.0310831 | Time: 1535.29 ms
[2021-11-09 20:58:47	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0310632 | val_loss: 0.0310775 | Time: 1513.37 ms
[2021-11-09 20:58:48	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0310605 | val_loss: 0.0310732 | Time: 1462.13 ms
[2021-11-09 20:58:50	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0310581 | val_loss: 0.0310829 | Time: 1458.46 ms
[2021-11-09 20:58:51	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0310531 | val_loss: 0.0310701 | Time: 1488.97 ms
[2021-11-09 20:58:53	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0310525 | val_loss: 0.0310735 | Time: 1500.2 ms
[2021-11-09 20:58:54	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0310506 | val_loss: 0.0310667 | Time: 1471.41 ms
[2021-11-09 20:58:56	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0310471 | val_loss: 0.0310652 | Time: 1605.29 ms
[2021-11-09 20:58:58	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0310451 | val_loss: 0.0310638 | Time: 1590.29 ms
[2021-11-09 20:58:59	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0310474 | val_loss: 0.031073 | Time: 1539.73 ms
[2021-11-09 20:59:01	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0310435 | val_loss: 0.0310615 | Time: 1481.05 ms
[2021-11-09 20:59:02	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0310396 | val_loss: 0.0310601 | Time: 1478.01 ms
[2021-11-09 20:59:04	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0310362 | val_loss: 0.0310533 | Time: 1462.75 ms
[2021-11-09 20:59:05	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0310347 | val_loss: 0.0310514 | Time: 1470.43 ms
[2021-11-09 20:59:07	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0310329 | val_loss: 0.0310545 | Time: 1486.94 ms
[2021-11-09 20:59:08	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0310324 | val_loss: 0.0310621 | Time: 1486.53 ms
[2021-11-09 20:59:10	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0310303 | val_loss: 0.0310525 | Time: 1498.9 ms
[2021-11-09 20:59:11	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0310276 | val_loss: 0.0310554 | Time: 1485 ms
[2021-11-09 20:59:13	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0310248 | val_loss: 0.0310491 | Time: 1469.08 ms
[2021-11-09 20:59:14	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0310295 | val_loss: 0.0310398 | Time: 1476.86 ms
[2021-11-09 20:59:16	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.031021 | val_loss: 0.0310404 | Time: 1529.59 ms
[2021-11-09 20:59:17	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.031018 | val_loss: 0.0310478 | Time: 1479.81 ms
[2021-11-09 20:59:19	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0310178 | val_loss: 0.0310516 | Time: 1476.14 ms
[2021-11-09 20:59:20	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.031017 | val_loss: 0.0310415 | Time: 1486.34 ms
[2021-11-09 20:59:22	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0310117 | val_loss: 0.0310394 | Time: 2257.17 ms
[2021-11-09 20:59:24	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0310115 | val_loss: 0.0310359 | Time: 1503.17 ms
[2021-11-09 20:59:25	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0310194 | val_loss: 0.0310394 | Time: 1495.86 ms
[2021-11-09 20:59:27	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0310174 | val_loss: 0.031044 | Time: 1479.48 ms
[2021-11-09 20:59:28	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0310343 | val_loss: 0.0310536 | Time: 1477.05 ms
[2021-11-09 20:59:30	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0310275 | val_loss: 0.0310461 | Time: 1501.25 ms
[2021-11-09 20:59:32	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0310187 | val_loss: 0.0310375 | Time: 1525.89 ms
[2021-11-09 20:59:33	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0310134 | val_loss: 0.0310374 | Time: 1515.27 ms
[2021-11-09 20:59:35	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0310081 | val_loss: 0.0310415 | Time: 1501.96 ms
[2021-11-09 20:59:36	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0310081 | val_loss: 0.0310362 | Time: 1475.61 ms
[2021-11-09 20:59:38	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0310029 | val_loss: 0.0310426 | Time: 1499.66 ms
[2021-11-09 20:59:39	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.031024 | val_loss: 0.0310628 | Time: 1489.3 ms
[2021-11-09 20:59:41	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0310475 | val_loss: 0.0310753 | Time: 1489.54 ms
[2021-11-09 20:59:42	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0310492 | val_loss: 0.0310471 | Time: 1534.32 ms
[2021-11-09 20:59:44	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0310374 | val_loss: 0.031053 | Time: 1463.08 ms
[2021-11-09 20:59:45	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0310404 | val_loss: 0.0310485 | Time: 1503.75 ms
[2021-11-09 20:59:47	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0310277 | val_loss: 0.0310487 | Time: 1481.8 ms
[2021-11-09 20:59:48	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0310278 | val_loss: 0.0310485 | Time: 1487.7 ms
[2021-11-09 20:59:50	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0310233 | val_loss: 0.0310405 | Time: 1464.36 ms
[2021-11-09 20:59:51	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.031023 | val_loss: 0.0310585 | Time: 1456.64 ms
[2021-11-09 20:59:53	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0310218 | val_loss: 0.0310403 | Time: 1455.18 ms
[2021-11-09 20:59:54	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0310201 | val_loss: 0.031037 | Time: 1450.94 ms
[2021-11-09 20:59:56	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0310158 | val_loss: 0.0310386 | Time: 1500.33 ms
[2021-11-09 20:59:57	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0310177 | val_loss: 0.0310388 | Time: 1549.38 ms
[2021-11-09 20:59:59	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0310177 | val_loss: 0.0310452 | Time: 1482.83 ms
[2021-11-09 21:00:00	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0310165 | val_loss: 0.0310428 | Time: 1473.93 ms
[2021-11-09 21:00:02	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0310154 | val_loss: 0.0310333 | Time: 1480.2 ms
[2021-11-09 21:00:03	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0310165 | val_loss: 0.0310384 | Time: 1501.46 ms
[2021-11-09 21:00:05	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0310215 | val_loss: 0.0310458 | Time: 1455.72 ms
[2021-11-09 21:00:06	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.031016 | val_loss: 0.0310403 | Time: 1486.17 ms
[2021-11-09 21:00:08	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0310187 | val_loss: 0.0310363 | Time: 1503.54 ms
[2021-11-09 21:00:09	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0310194 | val_loss: 0.0310343 | Time: 1466.45 ms
[2021-11-09 21:00:11	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0310268 | val_loss: 0.0310428 | Time: 1481.59 ms
[2021-11-09 21:00:12	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0310183 | val_loss: 0.031049 | Time: 1483.44 ms
[2021-11-09 21:00:14	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0310278 | val_loss: 0.0310382 | Time: 1484.1 ms
[2021-11-09 21:00:15	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0310157 | val_loss: 0.0310445 | Time: 1468.33 ms
[2021-11-09 21:00:17	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0310115 | val_loss: 0.0310322 | Time: 1501.54 ms
[2021-11-09 21:00:18	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0310155 | val_loss: 0.0310326 | Time: 1471.24 ms
[2021-11-09 21:00:20	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0310108 | val_loss: 0.0310336 | Time: 1505.62 ms
[2021-11-09 21:00:21	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0310252 | val_loss: 0.0310556 | Time: 1495.44 ms
[2021-11-09 21:00:23	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0310339 | val_loss: 0.0310428 | Time: 1472.11 ms
[2021-11-09 21:00:24	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0310273 | val_loss: 0.0310426 | Time: 1479.24 ms
[2021-11-09 21:00:26	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0310219 | val_loss: 0.0310358 | Time: 1498.32 ms
[2021-11-09 21:00:27	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0310193 | val_loss: 0.0310335 | Time: 1479.14 ms
[2021-11-09 21:00:29	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0310182 | val_loss: 0.0310352 | Time: 1506.07 ms
[2021-11-09 21:00:30	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0310205 | val_loss: 0.0310398 | Time: 1480.86 ms
[2021-11-09 21:00:32	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0310374 | val_loss: 0.0310464 | Time: 1476.14 ms
[2021-11-09 21:00:33	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0310282 | val_loss: 0.0310483 | Time: 1466.68 ms
[2021-11-09 21:00:35	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0310219 | val_loss: 0.0310329 | Time: 1490.48 ms
[2021-11-09 21:00:36	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0310217 | val_loss: 0.0310291 | Time: 1520.78 ms
[2021-11-09 21:00:38	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0310212 | val_loss: 0.0310332 | Time: 1491.17 ms
[2021-11-09 21:00:39	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0310144 | val_loss: 0.0310381 | Time: 1494.53 ms
[2021-11-09 21:00:41	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0310122 | val_loss: 0.0310263 | Time: 1469.66 ms
[2021-11-09 21:00:42	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0310113 | val_loss: 0.0310394 | Time: 1462.15 ms
[2021-11-09 21:00:44	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0310156 | val_loss: 0.0310398 | Time: 1509.51 ms
[2021-11-09 21:00:45	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0310152 | val_loss: 0.031028 | Time: 1489.17 ms
[2021-11-09 21:00:47	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0310178 | val_loss: 0.0310384 | Time: 1479.37 ms
[2021-11-09 21:00:48	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0310112 | val_loss: 0.0310295 | Time: 1489.55 ms
[2021-11-09 21:00:50	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0310101 | val_loss: 0.0310238 | Time: 1494.41 ms
[2021-11-09 21:00:51	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0310149 | val_loss: 0.0310319 | Time: 1465.85 ms
[2021-11-09 21:00:53	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0310156 | val_loss: 0.0310295 | Time: 1492.24 ms
[2021-11-09 21:00:54	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0310131 | val_loss: 0.0310213 | Time: 1464.65 ms
[2021-11-09 21:00:56	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0310118 | val_loss: 0.0310193 | Time: 1536.07 ms
[2021-11-09 21:00:57	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0310032 | val_loss: 0.0310167 | Time: 1552.04 ms
[2021-11-09 21:00:59	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0310051 | val_loss: 0.0310393 | Time: 1545.67 ms
[2021-11-09 21:01:00	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0310362 | val_loss: 0.0310452 | Time: 1549.01 ms
[2021-11-09 21:01:02	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0310268 | val_loss: 0.0310375 | Time: 1471.91 ms
[2021-11-09 21:01:03	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.031017 | val_loss: 0.0310256 | Time: 1484.95 ms
[2021-11-09 21:01:05	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0310162 | val_loss: 0.0310226 | Time: 1538.04 ms
[2021-11-09 21:01:06	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.031011 | val_loss: 0.0310189 | Time: 1507.65 ms
[2021-11-09 21:01:08	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0310031 | val_loss: 0.03102 | Time: 1458.97 ms
[2021-11-09 21:01:09	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0310053 | val_loss: 0.0310208 | Time: 1466.51 ms
[2021-11-09 21:01:11	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.031006 | val_loss: 0.0310198 | Time: 1486.28 ms
[2021-11-09 21:01:12	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0310103 | val_loss: 0.031016 | Time: 1525.27 ms
[2021-11-09 21:01:14	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0310007 | val_loss: 0.031025 | Time: 1553.65 ms
[2021-11-09 21:01:15	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0310011 | val_loss: 0.0310173 | Time: 1483.24 ms
[2021-11-09 21:01:17	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0309993 | val_loss: 0.0310208 | Time: 1493.08 ms
[2021-11-09 21:01:18	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0309956 | val_loss: 0.0310152 | Time: 1543.61 ms
[2021-11-09 21:01:20	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0309949 | val_loss: 0.0310179 | Time: 1479.15 ms
[2021-11-09 21:01:22	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0309995 | val_loss: 0.031028 | Time: 1536.21 ms
[2021-11-09 21:01:23	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0310215 | val_loss: 0.0310264 | Time: 1483.6 ms
[2021-11-09 21:01:25	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0310085 | val_loss: 0.0310186 | Time: 1468.58 ms
[2021-11-09 21:01:26	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0310044 | val_loss: 0.0310338 | Time: 1467.65 ms
[2021-11-09 21:01:28	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0310038 | val_loss: 0.0310252 | Time: 1496.29 ms
[2021-11-09 21:01:29	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0310068 | val_loss: 0.0310316 | Time: 1461.53 ms
[2021-11-09 21:01:30	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0309988 | val_loss: 0.0310183 | Time: 1464.87 ms
[2021-11-09 21:01:32	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0309991 | val_loss: 0.0310213 | Time: 1482.97 ms
[2021-11-09 21:01:33	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0309979 | val_loss: 0.0310135 | Time: 1491.94 ms
[2021-11-09 21:01:35	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.031 | val_loss: 0.0310157 | Time: 1498.01 ms
[2021-11-09 21:01:36	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.030994 | val_loss: 0.0310189 | Time: 1501.04 ms
[2021-11-09 21:01:38	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0309924 | val_loss: 0.0310166 | Time: 1490.91 ms
[2021-11-09 21:01:39	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0309974 | val_loss: 0.0310347 | Time: 1477.41 ms
[2021-11-09 21:01:41	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0310041 | val_loss: 0.0310476 | Time: 1459.71 ms
[2021-11-09 21:01:42	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0310006 | val_loss: 0.031015 | Time: 1468.67 ms
[2021-11-09 21:01:44	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0310007 | val_loss: 0.0310167 | Time: 1484.11 ms
[2021-11-09 21:01:45	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0310038 | val_loss: 0.0310263 | Time: 1498.05 ms
[2021-11-09 21:01:47	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.031009 | val_loss: 0.0310359 | Time: 1471.32 ms
[2021-11-09 21:01:48	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0310052 | val_loss: 0.0310233 | Time: 1495.01 ms
[2021-11-09 21:01:50	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0310012 | val_loss: 0.0310224 | Time: 1487.84 ms
[2021-11-09 21:01:51	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0310004 | val_loss: 0.0310271 | Time: 1487.87 ms
[2021-11-09 21:01:53	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0309972 | val_loss: 0.0310206 | Time: 1498.6 ms
[2021-11-09 21:01:54	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0309946 | val_loss: 0.031036 | Time: 1460.24 ms
[2021-11-09 21:01:56	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0310032 | val_loss: 0.0310311 | Time: 1610.75 ms
[2021-11-09 21:01:58	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.031009 | val_loss: 0.0310334 | Time: 1503.18 ms
[2021-11-09 21:01:59	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0310055 | val_loss: 0.0310224 | Time: 1508.55 ms
[2021-11-09 21:02:01	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0309978 | val_loss: 0.03105 | Time: 1476.37 ms
[2021-11-09 21:02:02	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0310029 | val_loss: 0.0310292 | Time: 1461.39 ms
[2021-11-09 21:02:04	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0309955 | val_loss: 0.0310258 | Time: 1470.58 ms
[2021-11-09 21:02:05	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.030988 | val_loss: 0.0310196 | Time: 1453.34 ms
[2021-11-09 21:02:06	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0309913 | val_loss: 0.0310287 | Time: 1469.71 ms
[2021-11-09 21:02:08	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0310022 | val_loss: 0.0310306 | Time: 1467.37 ms
[2021-11-09 21:02:09	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0309979 | val_loss: 0.0310271 | Time: 1456.32 ms
[2021-11-09 21:02:11	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0309899 | val_loss: 0.0310283 | Time: 1495.1 ms
[2021-11-09 21:02:12	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0309947 | val_loss: 0.0310198 | Time: 1481.97 ms
[2021-11-09 21:02:14	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0310288 | val_loss: 0.0310286 | Time: 1475.37 ms
[2021-11-09 21:02:15	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0310094 | val_loss: 0.0310379 | Time: 1503.61 ms
[2021-11-09 21:02:17	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0310043 | val_loss: 0.0310394 | Time: 1506.05 ms
[2021-11-09 21:02:18	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0309967 | val_loss: 0.031022 | Time: 1469.24 ms
[2021-11-09 21:02:20	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.031009 | val_loss: 0.0310863 | Time: 1479.57 ms
[2021-11-09 21:02:21	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0310926 | val_loss: 0.0311012 | Time: 1511.14 ms
[2021-11-09 21:02:23	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0310736 | val_loss: 0.0310613 | Time: 1491.18 ms
[2021-11-09 21:02:24	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0310562 | val_loss: 0.031063 | Time: 1488.05 ms
[2021-11-09 21:02:26	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0310402 | val_loss: 0.0310516 | Time: 1506.28 ms
[2021-11-09 21:02:27	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0310303 | val_loss: 0.0310262 | Time: 1486.35 ms
[2021-11-09 21:02:29	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0310249 | val_loss: 0.03103 | Time: 1508.14 ms
[2021-11-09 21:02:30	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0310258 | val_loss: 0.0310267 | Time: 1482.34 ms
[2021-11-09 21:02:33	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0310229 | val_loss: 0.0310406 | Time: 2191.38 ms
[2021-11-09 21:02:34	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0310112 | val_loss: 0.0310171 | Time: 1475.75 ms
[2021-11-09 21:02:36	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0310014 | val_loss: 0.0310177 | Time: 1567.08 ms
[2021-11-09 21:02:37	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0310002 | val_loss: 0.0310111 | Time: 1481.79 ms
[2021-11-09 21:02:39	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0309975 | val_loss: 0.0310236 | Time: 1511.71 ms
[2021-11-09 21:02:40	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0309978 | val_loss: 0.0310522 | Time: 1463.72 ms
[2021-11-09 21:02:42	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0310298 | val_loss: 0.0310408 | Time: 1452.73 ms
[2021-11-09 21:02:43	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0310307 | val_loss: 0.0310389 | Time: 1454.25 ms
[2021-11-09 21:02:45	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.03103 | val_loss: 0.0310228 | Time: 1487.46 ms
[2021-11-09 21:02:46	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0310058 | val_loss: 0.031019 | Time: 1467.06 ms
[2021-11-09 21:02:48	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0309984 | val_loss: 0.0310143 | Time: 1502.09 ms
[2021-11-09 21:02:49	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0310041 | val_loss: 0.031053 | Time: 1514.93 ms
[2021-11-09 21:02:51	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0309958 | val_loss: 0.0310081 | Time: 1478.97 ms
[2021-11-09 21:02:52	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0309916 | val_loss: 0.0310078 | Time: 1474.07 ms
[2021-11-09 21:02:54	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0309974 | val_loss: 0.0310407 | Time: 1472.9 ms
[2021-11-09 21:02:55	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0309978 | val_loss: 0.0310107 | Time: 1468.87 ms
[2021-11-09 21:02:57	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.030999 | val_loss: 0.0310091 | Time: 1589.91 ms
[2021-11-09 21:02:58	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0309891 | val_loss: 0.0310189 | Time: 1476.17 ms
[2021-11-09 21:03:00	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0309888 | val_loss: 0.0310139 | Time: 1511.03 ms
[2021-11-09 21:03:01	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0309869 | val_loss: 0.0310053 | Time: 1478.99 ms
[2021-11-09 21:03:03	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0309805 | val_loss: 0.0310232 | Time: 1474.53 ms
[2021-11-09 21:03:04	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0309845 | val_loss: 0.031009 | Time: 1499.88 ms
[2021-11-09 21:03:06	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0309859 | val_loss: 0.0310305 | Time: 1464.38 ms
[2021-11-09 21:03:07	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0310178 | val_loss: 0.0310234 | Time: 1510.62 ms
[2021-11-09 21:03:09	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0309849 | val_loss: 0.0310061 | Time: 1477.85 ms
[2021-11-09 21:03:10	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.030987 | val_loss: 0.0310086 | Time: 1493.35 ms
[2021-11-09 21:03:12	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0309844 | val_loss: 0.0310067 | Time: 1506.1 ms
[2021-11-09 21:03:13	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0309823 | val_loss: 0.0310138 | Time: 1489.03 ms
[2021-11-09 21:03:15	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0309731 | val_loss: 0.0310006 | Time: 1490.91 ms
[2021-11-09 21:03:16	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0309731 | val_loss: 0.0310058 | Time: 1497.39 ms
[2021-11-09 21:03:18	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0309836 | val_loss: 0.0310286 | Time: 1468.88 ms
[2021-11-09 21:03:19	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0309793 | val_loss: 0.031012 | Time: 1465.87 ms
[2021-11-09 21:03:21	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0309731 | val_loss: 0.0310065 | Time: 1473.62 ms
[2021-11-09 21:03:22	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0309753 | val_loss: 0.0310066 | Time: 1463.51 ms
[2021-11-09 21:03:24	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0309936 | val_loss: 0.0310101 | Time: 1482.88 ms
[2021-11-09 21:03:25	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0309784 | val_loss: 0.0310251 | Time: 1467.29 ms
[2021-11-09 21:03:27	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0309807 | val_loss: 0.031014 | Time: 1493.12 ms
[2021-11-09 21:03:28	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0309876 | val_loss: 0.0310328 | Time: 1487.04 ms
[2021-11-09 21:03:30	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0309939 | val_loss: 0.0310238 | Time: 1518.84 ms
[2021-11-09 21:03:31	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0309804 | val_loss: 0.0310048 | Time: 1512.99 ms
[2021-11-09 21:03:33	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0309744 | val_loss: 0.0310027 | Time: 1491.99 ms
[2021-11-09 21:03:34	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0309755 | val_loss: 0.0310255 | Time: 1483.81 ms
[2021-11-09 21:03:36	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0309864 | val_loss: 0.031017 | Time: 1474.95 ms
[2021-11-09 21:03:37	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0309819 | val_loss: 0.0310063 | Time: 1475.16 ms
[2021-11-09 21:03:39	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0309915 | val_loss: 0.0310215 | Time: 1485.08 ms
[2021-11-09 21:03:40	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0310021 | val_loss: 0.0310241 | Time: 1484.07 ms
[2021-11-09 21:03:42	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0310006 | val_loss: 0.0310046 | Time: 1475.34 ms
[2021-11-09 21:03:43	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0309905 | val_loss: 0.031001 | Time: 1479.63 ms
[2021-11-09 21:03:45	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0309752 | val_loss: 0.0310057 | Time: 1487.92 ms
[2021-11-09 21:03:46	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0309726 | val_loss: 0.0310021 | Time: 1532.92 ms
[2021-11-09 21:03:48	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0309815 | val_loss: 0.0310134 | Time: 1488.59 ms
[2021-11-09 21:03:49	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0309711 | val_loss: 0.0310026 | Time: 1500.27 ms
[2021-11-09 21:03:51	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0309739 | val_loss: 0.0310197 | Time: 1503.79 ms
[2021-11-09 21:03:52	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0309724 | val_loss: 0.031007 | Time: 1486.01 ms
[2021-11-09 21:03:54	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0309695 | val_loss: 0.0310013 | Time: 1474.62 ms
[2021-11-09 21:03:55	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0309735 | val_loss: 0.0310148 | Time: 1554.03 ms
[2021-11-09 21:03:57	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0309738 | val_loss: 0.0310169 | Time: 1641.61 ms
[2021-11-09 21:03:59	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0309834 | val_loss: 0.031008 | Time: 1481.17 ms
[2021-11-09 21:04:00	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0309759 | val_loss: 0.0310099 | Time: 1526.92 ms
[2021-11-09 21:04:02	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0309822 | val_loss: 0.031061 | Time: 1530.15 ms
[2021-11-09 21:04:03	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0309783 | val_loss: 0.0310063 | Time: 1492.31 ms
[2021-11-09 21:04:05	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0309671 | val_loss: 0.031009 | Time: 1449.46 ms
[2021-11-09 21:04:06	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0309687 | val_loss: 0.0310088 | Time: 1472.52 ms
[2021-11-09 21:04:08	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0309646 | val_loss: 0.0310183 | Time: 1487.7 ms
[2021-11-09 21:04:09	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0309723 | val_loss: 0.0310247 | Time: 1476.91 ms
[2021-11-09 21:04:11	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0309637 | val_loss: 0.0310088 | Time: 1483.55 ms
[2021-11-09 21:04:12	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0309651 | val_loss: 0.0310181 | Time: 1455.26 ms
[2021-11-09 21:04:14	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0309845 | val_loss: 0.0310065 | Time: 1471.12 ms
[2021-11-09 21:04:15	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0309824 | val_loss: 0.0310124 | Time: 1471.77 ms
[2021-11-09 21:04:17	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0309689 | val_loss: 0.0310086 | Time: 1508.28 ms
[2021-11-09 21:04:18	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0309753 | val_loss: 0.0310057 | Time: 1481.74 ms
[2021-11-09 21:04:20	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0309672 | val_loss: 0.031019 | Time: 1475.23 ms
[2021-11-09 21:04:21	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.030984 | val_loss: 0.0310218 | Time: 1471.87 ms
[2021-11-09 21:04:23	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0309776 | val_loss: 0.0310309 | Time: 1466.14 ms
[2021-11-09 21:04:24	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0309777 | val_loss: 0.0310113 | Time: 1487.61 ms
[2021-11-09 21:04:26	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0309665 | val_loss: 0.0310097 | Time: 1474.96 ms
[2021-11-09 21:04:27	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0309718 | val_loss: 0.0310124 | Time: 1485.65 ms
[2021-11-09 21:04:29	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0309644 | val_loss: 0.031005 | Time: 1490.14 ms
[2021-11-09 21:04:30	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0309711 | val_loss: 0.0310224 | Time: 1475.6 ms
[2021-11-09 21:04:32	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.030965 | val_loss: 0.0310043 | Time: 1475.61 ms
[2021-11-09 21:04:33	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0309642 | val_loss: 0.0310002 | Time: 1489.41 ms
[2021-11-09 21:04:35	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0309658 | val_loss: 0.0310335 | Time: 1480.97 ms
[2021-11-09 21:04:36	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.030963 | val_loss: 0.0310159 | Time: 1469.68 ms
[2021-11-09 21:04:38	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0309682 | val_loss: 0.0310209 | Time: 1496.34 ms
[2021-11-09 21:04:39	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0309678 | val_loss: 0.0310181 | Time: 1490.85 ms
[2021-11-09 21:04:41	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0309609 | val_loss: 0.0310133 | Time: 1488.52 ms
[2021-11-09 21:04:42	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.030961 | val_loss: 0.0310092 | Time: 1487.98 ms
[2021-11-09 21:04:44	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.030969 | val_loss: 0.0309997 | Time: 1494.81 ms
[2021-11-09 21:04:45	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0309612 | val_loss: 0.0310019 | Time: 1486.03 ms
[2021-11-09 21:04:47	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0309586 | val_loss: 0.0310088 | Time: 1510.37 ms
[2021-11-09 21:04:48	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0309613 | val_loss: 0.0309999 | Time: 1459.82 ms
[2021-11-09 21:04:50	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0309639 | val_loss: 0.0310253 | Time: 1515.29 ms
[2021-11-09 21:04:51	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0309616 | val_loss: 0.031007 | Time: 1487.24 ms
[2021-11-09 21:04:53	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0309556 | val_loss: 0.0310114 | Time: 1454.89 ms
[2021-11-09 21:04:54	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0309782 | val_loss: 0.0310366 | Time: 1504.08 ms
[2021-11-09 21:04:56	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0309622 | val_loss: 0.0310059 | Time: 1452.74 ms
[2021-11-09 21:04:57	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0309548 | val_loss: 0.0310167 | Time: 1637.73 ms
[2021-11-09 21:04:59	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0309565 | val_loss: 0.0309997 | Time: 1484.64 ms
[2021-11-09 21:05:00	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0309535 | val_loss: 0.0310159 | Time: 1524.13 ms
[2021-11-09 21:05:02	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0309571 | val_loss: 0.0310107 | Time: 1510.02 ms
[2021-11-09 21:05:03	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0309613 | val_loss: 0.0310032 | Time: 1469.06 ms
[2021-11-09 21:05:05	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0309653 | val_loss: 0.03102 | Time: 1523.17 ms
[2021-11-09 21:05:06	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0309775 | val_loss: 0.0310108 | Time: 1461.27 ms
[2021-11-09 21:05:08	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0309733 | val_loss: 0.0310021 | Time: 1477.5 ms
[2021-11-09 21:05:09	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0309685 | val_loss: 0.031003 | Time: 1477.43 ms
[2021-11-09 21:05:11	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.030963 | val_loss: 0.031008 | Time: 1469.31 ms
[2021-11-09 21:05:12	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0309599 | val_loss: 0.0310313 | Time: 1463.19 ms
[2021-11-09 21:05:14	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0309641 | val_loss: 0.0309983 | Time: 1494.28 ms
[2021-11-09 21:05:15	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0309715 | val_loss: 0.0309993 | Time: 1474.35 ms
[2021-11-09 21:05:17	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0309798 | val_loss: 0.0310181 | Time: 1470.14 ms
[2021-11-09 21:05:18	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0309755 | val_loss: 0.0310007 | Time: 1503.3 ms
[2021-11-09 21:05:20	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0309632 | val_loss: 0.0310087 | Time: 1487.09 ms
[2021-11-09 21:05:21	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0310095 | val_loss: 0.0310354 | Time: 1463.33 ms
[2021-11-09 21:05:23	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0310125 | val_loss: 0.0310363 | Time: 1488.94 ms
[2021-11-09 21:05:24	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0310031 | val_loss: 0.0310171 | Time: 1484.06 ms
[2021-11-09 21:05:26	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0309773 | val_loss: 0.0310117 | Time: 1481.99 ms
[2021-11-09 21:05:27	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0309699 | val_loss: 0.0310055 | Time: 1525.43 ms
[2021-11-09 21:05:29	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0309658 | val_loss: 0.0310137 | Time: 1463.02 ms
[2021-11-09 21:05:30	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.030964 | val_loss: 0.031011 | Time: 1479.56 ms
[2021-11-09 21:05:32	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0309609 | val_loss: 0.0310015 | Time: 1475.39 ms
[2021-11-09 21:05:33	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.030958 | val_loss: 0.0310127 | Time: 1502.78 ms
[2021-11-09 21:05:35	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0309558 | val_loss: 0.0310069 | Time: 1476.19 ms
[2021-11-09 21:05:36	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0309576 | val_loss: 0.0310076 | Time: 1493.79 ms
[2021-11-09 21:05:38	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0309506 | val_loss: 0.0310009 | Time: 1529.88 ms
[2021-11-09 21:05:39	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0309459 | val_loss: 0.0310026 | Time: 1493.63 ms
[2021-11-09 21:05:41	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0309599 | val_loss: 0.0310093 | Time: 1499.79 ms
[2021-11-09 21:05:42	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0309518 | val_loss: 0.0310014 | Time: 1526.92 ms
[2021-11-09 21:05:44	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0309609 | val_loss: 0.0310088 | Time: 2155.03 ms
[2021-11-09 21:05:46	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0309587 | val_loss: 0.0310091 | Time: 1490.57 ms
[2021-11-09 21:05:48	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0309688 | val_loss: 0.0310117 | Time: 1503.28 ms
[2021-11-09 21:05:49	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0309685 | val_loss: 0.0310233 | Time: 1468.92 ms
[2021-11-09 21:05:50	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0309562 | val_loss: 0.0310309 | Time: 1463.19 ms
[2021-11-09 21:05:52	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.030974 | val_loss: 0.0310178 | Time: 1488.85 ms
[2021-11-09 21:05:53	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0309612 | val_loss: 0.0310128 | Time: 1482.7 ms
[2021-11-09 21:05:55	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0309554 | val_loss: 0.0310376 | Time: 1444.99 ms
[2021-11-09 21:05:57	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0309667 | val_loss: 0.0310011 | Time: 1557.62 ms
[2021-11-09 21:05:58	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0309535 | val_loss: 0.0309916 | Time: 1469.99 ms
[2021-11-09 21:06:00	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0309548 | val_loss: 0.0310025 | Time: 1529.6 ms
[2021-11-09 21:06:01	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0309742 | val_loss: 0.0310094 | Time: 1474.82 ms
[2021-11-09 21:06:02	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0309656 | val_loss: 0.0310247 | Time: 1468.94 ms
[2021-11-09 21:06:04	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0309939 | val_loss: 0.0310066 | Time: 1472.32 ms
[2021-11-09 21:06:05	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0309662 | val_loss: 0.0310174 | Time: 1490.65 ms
[2021-11-09 21:06:07	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0309524 | val_loss: 0.030992 | Time: 1484.71 ms
[2021-11-09 21:06:08	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0309504 | val_loss: 0.031004 | Time: 1474.11 ms
[2021-11-09 21:06:10	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.030955 | val_loss: 0.030996 | Time: 1483.97 ms
[2021-11-09 21:06:11	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0309517 | val_loss: 0.0310164 | Time: 1492.42 ms
[2021-11-09 21:06:13	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0309451 | val_loss: 0.0309944 | Time: 1479.8 ms
[2021-11-09 21:06:14	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0309333 | val_loss: 0.0310001 | Time: 1493.53 ms
[2021-11-09 21:06:16	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0309335 | val_loss: 0.0310064 | Time: 1475.54 ms
[2021-11-09 21:06:17	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0309321 | val_loss: 0.0309989 | Time: 1522.27 ms
[2021-11-09 21:06:19	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0309408 | val_loss: 0.0309987 | Time: 1477.87 ms
[2021-11-09 21:06:20	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0309368 | val_loss: 0.0309965 | Time: 1499.65 ms
[2021-11-09 21:06:22	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0309397 | val_loss: 0.0309913 | Time: 1509.9 ms
[2021-11-09 21:06:23	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0309354 | val_loss: 0.0309999 | Time: 1473.51 ms
[2021-11-09 21:06:25	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0309453 | val_loss: 0.0310146 | Time: 1486.11 ms
[2021-11-09 21:06:26	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0309465 | val_loss: 0.0309988 | Time: 1480.24 ms
[2021-11-09 21:06:28	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0309463 | val_loss: 0.0310315 | Time: 1479.78 ms
[2021-11-09 21:06:29	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0309618 | val_loss: 0.0310199 | Time: 1484.05 ms
[2021-11-09 21:06:31	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0309487 | val_loss: 0.0310001 | Time: 1469.16 ms
[2021-11-09 21:06:32	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0309327 | val_loss: 0.0310026 | Time: 1483.65 ms
[2021-11-09 21:06:34	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0309407 | val_loss: 0.0309985 | Time: 1477.46 ms
[2021-11-09 21:06:35	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0309301 | val_loss: 0.0309915 | Time: 1489.99 ms
[2021-11-09 21:06:37	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0309326 | val_loss: 0.0310158 | Time: 1455.41 ms
[2021-11-09 21:06:38	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.030951 | val_loss: 0.0310273 | Time: 1479.11 ms
[2021-11-09 21:06:40	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0309438 | val_loss: 0.0309868 | Time: 1505.55 ms
[2021-11-09 21:06:41	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0309435 | val_loss: 0.031013 | Time: 1469.16 ms
[2021-11-09 21:06:43	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0309347 | val_loss: 0.0310095 | Time: 1500.11 ms
[2021-11-09 21:06:44	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0309357 | val_loss: 0.0310191 | Time: 1500.55 ms
[2021-11-09 21:06:46	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0309459 | val_loss: 0.0309905 | Time: 1507 ms
[2021-11-09 21:06:48	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0309325 | val_loss: 0.0309886 | Time: 1533.88 ms
[2021-11-09 21:06:49	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0309351 | val_loss: 0.0309953 | Time: 1480.68 ms
[2021-11-09 21:06:51	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0309508 | val_loss: 0.0310107 | Time: 1471.02 ms
[2021-11-09 21:06:52	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0309445 | val_loss: 0.0310162 | Time: 1474.39 ms
[2021-11-09 21:06:54	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0309422 | val_loss: 0.0310207 | Time: 1483.09 ms
[2021-11-09 21:06:55	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0309468 | val_loss: 0.0310308 | Time: 1482.58 ms
[2021-11-09 21:06:57	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0309394 | val_loss: 0.0310063 | Time: 1620.48 ms
[2021-11-09 21:06:58	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0309397 | val_loss: 0.0310117 | Time: 1588.11 ms
[2021-11-09 21:07:00	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0309863 | val_loss: 0.0310487 | Time: 1521.49 ms
[2021-11-09 21:07:01	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0310183 | val_loss: 0.0310156 | Time: 1481.89 ms
[2021-11-09 21:07:03	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0309957 | val_loss: 0.0310126 | Time: 1460.45 ms
[2021-11-09 21:07:04	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.030977 | val_loss: 0.0309977 | Time: 1471.46 ms
[2021-11-09 21:07:06	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0309839 | val_loss: 0.0310224 | Time: 1467.84 ms
[2021-11-09 21:07:07	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0309727 | val_loss: 0.0310183 | Time: 1505.81 ms
[2021-11-09 21:07:09	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0309791 | val_loss: 0.0310095 | Time: 1511.67 ms
[2021-11-09 21:07:10	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0309751 | val_loss: 0.031002 | Time: 1461.57 ms
[2021-11-09 21:07:12	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.030963 | val_loss: 0.0310039 | Time: 1486.08 ms
[2021-11-09 21:07:13	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.030957 | val_loss: 0.0310134 | Time: 1483.41 ms
[2021-11-09 21:07:15	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0309439 | val_loss: 0.0309938 | Time: 1475.93 ms
[2021-11-09 21:07:16	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0309389 | val_loss: 0.0309942 | Time: 1480.88 ms
[2021-11-09 21:07:18	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0309424 | val_loss: 0.0310005 | Time: 1456.69 ms
[2021-11-09 21:07:19	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0309396 | val_loss: 0.0309885 | Time: 1497.3 ms
[2021-11-09 21:07:21	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0309352 | val_loss: 0.0309832 | Time: 1476.71 ms
[2021-11-09 21:07:22	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0309271 | val_loss: 0.0309846 | Time: 1488.48 ms
[2021-11-09 21:07:24	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0309312 | val_loss: 0.0309944 | Time: 1452.52 ms
[2021-11-09 21:07:25	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0309266 | val_loss: 0.030992 | Time: 1450.53 ms
[2021-11-09 21:07:27	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0309296 | val_loss: 0.0309905 | Time: 1499.69 ms
[2021-11-09 21:07:28	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0309315 | val_loss: 0.031007 | Time: 1460.86 ms
[2021-11-09 21:07:30	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0309306 | val_loss: 0.031025 | Time: 1480.58 ms
[2021-11-09 21:07:31	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0309401 | val_loss: 0.031002 | Time: 1492.55 ms
[2021-11-09 21:07:33	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0309423 | val_loss: 0.0309934 | Time: 1531.59 ms
[2021-11-09 21:07:34	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0309397 | val_loss: 0.0309961 | Time: 1479.09 ms
[2021-11-09 21:07:36	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0309302 | val_loss: 0.0309913 | Time: 1466.07 ms
[2021-11-09 21:07:37	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0309321 | val_loss: 0.0309968 | Time: 1495.62 ms
[2021-11-09 21:07:39	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0309208 | val_loss: 0.0309803 | Time: 1557.04 ms
[2021-11-09 21:07:40	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0309346 | val_loss: 0.0309854 | Time: 1503.54 ms
[2021-11-09 21:07:42	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0309329 | val_loss: 0.0309854 | Time: 1493.1 ms
[2021-11-09 21:07:43	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.030938 | val_loss: 0.030998 | Time: 1489.91 ms
[2021-11-09 21:07:45	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0309421 | val_loss: 0.0309805 | Time: 1476.35 ms
[2021-11-09 21:07:46	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0309394 | val_loss: 0.03098 | Time: 1477.44 ms
[2021-11-09 21:07:48	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0309227 | val_loss: 0.0309714 | Time: 1472.86 ms
[2021-11-09 21:07:49	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0309332 | val_loss: 0.0309876 | Time: 1524.52 ms
[2021-11-09 21:07:51	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0309717 | val_loss: 0.0310038 | Time: 1516.28 ms
[2021-11-09 21:07:52	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0309557 | val_loss: 0.0309922 | Time: 1474.09 ms
[2021-11-09 21:07:54	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0309264 | val_loss: 0.0309873 | Time: 1458.64 ms
[2021-11-09 21:07:55	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0309347 | val_loss: 0.0309857 | Time: 1458.55 ms
[2021-11-09 21:07:57	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0309249 | val_loss: 0.0309941 | Time: 1601.85 ms
[2021-11-09 21:07:58	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0309224 | val_loss: 0.0309676 | Time: 1489.04 ms
[2021-11-09 21:08:00	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.030915 | val_loss: 0.0309748 | Time: 1551.52 ms
[2021-11-09 21:08:01	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0309042 | val_loss: 0.0309627 | Time: 1477.91 ms
[2021-11-09 21:08:03	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0309156 | val_loss: 0.0309681 | Time: 1477.77 ms
[2021-11-09 21:08:04	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0309036 | val_loss: 0.0309701 | Time: 1482.47 ms
[2021-11-09 21:08:06	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.030902 | val_loss: 0.0309799 | Time: 1491.99 ms
[2021-11-09 21:08:07	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0308846 | val_loss: 0.0309528 | Time: 1477.74 ms
[2021-11-09 21:08:09	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0308727 | val_loss: 0.0309313 | Time: 1463.96 ms
[2021-11-09 21:08:10	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0309085 | val_loss: 0.0309627 | Time: 1467.19 ms
[2021-11-09 21:08:12	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0308982 | val_loss: 0.0309238 | Time: 1472.92 ms
[2021-11-09 21:08:13	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0308734 | val_loss: 0.0309 | Time: 1484.35 ms
[2021-11-09 21:08:15	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0308726 | val_loss: 0.0308783 | Time: 1530.28 ms
[2021-11-09 21:08:16	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0308702 | val_loss: 0.0309171 | Time: 1535.91 ms
[2021-11-09 21:08:18	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0309104 | val_loss: 0.0308822 | Time: 1548.76 ms
[2021-11-09 21:08:20	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0308457 | val_loss: 0.0308274 | Time: 1550.44 ms
[2021-11-09 21:08:21	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0307892 | val_loss: 0.0307811 | Time: 1469.02 ms
[2021-11-09 21:08:22	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0308511 | val_loss: 0.0308908 | Time: 1472.58 ms
[2021-11-09 21:08:24	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0308147 | val_loss: 0.0307957 | Time: 1505.36 ms
[2021-11-09 21:08:25	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0307099 | val_loss: 0.0306936 | Time: 1476.76 ms
[2021-11-09 21:08:27	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0306694 | val_loss: 0.0306666 | Time: 1482.94 ms
[2021-11-09 21:08:29	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0305871 | val_loss: 0.0304966 | Time: 1546.87 ms
[2021-11-09 21:08:30	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0303283 | val_loss: 0.030158 | Time: 1504.05 ms
[2021-11-09 21:08:32	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0297985 | val_loss: 0.0295061 | Time: 1469.81 ms
[2021-11-09 21:08:33	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0287575 | val_loss: 0.0276895 | Time: 1450.79 ms
[2021-11-09 21:08:34	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0278121 | val_loss: 0.0264641 | Time: 1473.95 ms
[2021-11-09 21:08:36	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0252426 | val_loss: 0.0239068 | Time: 1516.79 ms
[2021-11-09 21:08:38	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0229449 | val_loss: 0.0218354 | Time: 1482.23 ms
[2021-11-09 21:08:39	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.021261 | val_loss: 0.0207244 | Time: 1490.3 ms
[2021-11-09 21:08:41	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0200134 | val_loss: 0.0189303 | Time: 1458.66 ms
[2021-11-09 21:08:42	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0182759 | val_loss: 0.0173983 | Time: 1503.38 ms
[2021-11-09 21:08:44	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0167624 | val_loss: 0.0159343 | Time: 1470.4 ms
[2021-11-09 21:08:45	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0157613 | val_loss: 0.0154198 | Time: 1487.37 ms
[2021-11-09 21:08:47	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0149461 | val_loss: 0.0144398 | Time: 1493.34 ms
[2021-11-09 21:08:47	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0144398
[2021-11-09 21:08:47	                main:603]	:	INFO	:	Saving end state to config to file
[2021-11-09 21:08:47	                main:608]	:	INFO	:	Success, exiting..
21:08:47 (23256): called boinc_finish(0)

</stderr_txt>
]]>


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A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)