Task 11542961

Name ParityModified-1639964666-6447-3-0_0
Workunit 8767171
Created 14 Feb 2022, 1:55:52 UTC
Sent 25 Feb 2022, 15:35:42 UTC
Report deadline 5 Mar 2022, 15:35:42 UTC
Received 2 Mar 2022, 20:04:24 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 17360
Run time 4 hours 10 min 21 sec
CPU time 3 hours 43 min 56 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 865.70 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.54 GB
Peak swap size 3.43 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
	INFO	:	Epoch 1546 | loss: 0.000304531 | val_loss: 0.00029639 | Time: 7343.7 ms
[2022-03-02 19:02:40	                main:574]	:	INFO	:	Epoch 1547 | loss: 0.000302935 | val_loss: 0.000297244 | Time: 7309.12 ms
[2022-03-02 19:02:47	                main:574]	:	INFO	:	Epoch 1548 | loss: 0.000289493 | val_loss: 0.000291224 | Time: 7372.22 ms
[2022-03-02 19:02:54	                main:574]	:	INFO	:	Epoch 1549 | loss: 0.000288018 | val_loss: 0.000294268 | Time: 7316.58 ms
[2022-03-02 19:03:02	                main:574]	:	INFO	:	Epoch 1550 | loss: 0.000289959 | val_loss: 0.000313123 | Time: 7323.44 ms
[2022-03-02 19:03:09	                main:574]	:	INFO	:	Epoch 1551 | loss: 0.000300398 | val_loss: 0.000307985 | Time: 7366.31 ms
[2022-03-02 19:03:17	                main:574]	:	INFO	:	Epoch 1552 | loss: 0.00029385 | val_loss: 0.000292909 | Time: 7352.91 ms
[2022-03-02 19:03:24	                main:574]	:	INFO	:	Epoch 1553 | loss: 0.000293103 | val_loss: 0.000292698 | Time: 7317.02 ms
[2022-03-02 19:03:31	                main:574]	:	INFO	:	Epoch 1554 | loss: 0.000288951 | val_loss: 0.000296113 | Time: 7340.87 ms
[2022-03-02 19:03:39	                main:574]	:	INFO	:	Epoch 1555 | loss: 0.000298421 | val_loss: 0.000323258 | Time: 7398.71 ms
[2022-03-02 19:03:46	                main:574]	:	INFO	:	Epoch 1556 | loss: 0.000300764 | val_loss: 0.000298073 | Time: 7373.81 ms
[2022-03-02 19:03:53	                main:574]	:	INFO	:	Epoch 1557 | loss: 0.000293135 | val_loss: 0.000294173 | Time: 7324.9 ms
[2022-03-02 19:04:01	                main:574]	:	INFO	:	Epoch 1558 | loss: 0.000297384 | val_loss: 0.000303567 | Time: 7392.84 ms
[2022-03-02 19:04:08	                main:574]	:	INFO	:	Epoch 1559 | loss: 0.000297452 | val_loss: 0.000294422 | Time: 7394.25 ms
[2022-03-02 19:04:16	                main:574]	:	INFO	:	Epoch 1560 | loss: 0.00028717 | val_loss: 0.000295104 | Time: 7363.5 ms
[2022-03-02 19:04:23	                main:574]	:	INFO	:	Epoch 1561 | loss: 0.000288798 | val_loss: 0.000292227 | Time: 7373.62 ms
[2022-03-02 19:04:30	                main:574]	:	INFO	:	Epoch 1562 | loss: 0.000293155 | val_loss: 0.000291454 | Time: 7353.42 ms
[2022-03-02 19:04:38	                main:574]	:	INFO	:	Epoch 1563 | loss: 0.000293192 | val_loss: 0.000298995 | Time: 7314.7 ms
[2022-03-02 19:04:45	                main:574]	:	INFO	:	Epoch 1564 | loss: 0.00029387 | val_loss: 0.000293213 | Time: 7429.72 ms
[2022-03-02 19:04:52	                main:574]	:	INFO	:	Epoch 1565 | loss: 0.000290671 | val_loss: 0.000292058 | Time: 7353.27 ms
[2022-03-02 19:05:00	                main:574]	:	INFO	:	Epoch 1566 | loss: 0.000299667 | val_loss: 0.000322841 | Time: 7326.67 ms
[2022-03-02 19:05:07	                main:574]	:	INFO	:	Epoch 1567 | loss: 0.0189059 | val_loss: 0.0325445 | Time: 7360.66 ms
[2022-03-02 19:05:15	                main:574]	:	INFO	:	Epoch 1568 | loss: 0.0305219 | val_loss: 0.0285742 | Time: 7390 ms
[2022-03-02 19:05:22	                main:574]	:	INFO	:	Epoch 1569 | loss: 0.0259118 | val_loss: 0.024428 | Time: 7326.78 ms
[2022-03-02 19:05:29	                main:574]	:	INFO	:	Epoch 1570 | loss: 0.0241557 | val_loss: 0.0238296 | Time: 7446.65 ms
[2022-03-02 19:05:37	                main:574]	:	INFO	:	Epoch 1571 | loss: 0.0237424 | val_loss: 0.0235854 | Time: 7426.59 ms
[2022-03-02 19:05:44	                main:574]	:	INFO	:	Epoch 1572 | loss: 0.0235604 | val_loss: 0.0234494 | Time: 7474.95 ms
[2022-03-02 19:05:52	                main:574]	:	INFO	:	Epoch 1573 | loss: 0.0234877 | val_loss: 0.0234116 | Time: 7376.23 ms
[2022-03-02 19:05:59	                main:574]	:	INFO	:	Epoch 1574 | loss: 0.0234537 | val_loss: 0.0233838 | Time: 7496.28 ms
[2022-03-02 19:06:06	                main:574]	:	INFO	:	Epoch 1575 | loss: 0.0234332 | val_loss: 0.0233647 | Time: 7346.78 ms
[2022-03-02 19:06:14	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.0234157 | val_loss: 0.0233542 | Time: 7354.63 ms
[2022-03-02 19:06:21	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.0234021 | val_loss: 0.0233343 | Time: 7344.2 ms
[2022-03-02 19:06:29	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.0233903 | val_loss: 0.0233236 | Time: 7395.04 ms
[2022-03-02 19:06:36	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.0233788 | val_loss: 0.023317 | Time: 7318.59 ms
[2022-03-02 19:06:43	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.0233679 | val_loss: 0.0233041 | Time: 7303.62 ms
[2022-03-02 19:06:51	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.0233603 | val_loss: 0.0232944 | Time: 7382.4 ms
[2022-03-02 19:06:58	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0233493 | val_loss: 0.0232814 | Time: 7345.9 ms
[2022-03-02 19:07:05	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0233407 | val_loss: 0.0232706 | Time: 7297.78 ms
[2022-03-02 19:07:13	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0233271 | val_loss: 0.0232626 | Time: 7345.72 ms
[2022-03-02 19:07:20	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0233089 | val_loss: 0.0232319 | Time: 7339.72 ms
[2022-03-02 19:07:27	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0232864 | val_loss: 0.0232302 | Time: 7369.37 ms
[2022-03-02 19:07:35	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0232783 | val_loss: 0.0232146 | Time: 7381.02 ms
[2022-03-02 19:07:42	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0232713 | val_loss: 0.0232234 | Time: 7391.33 ms
[2022-03-02 19:07:49	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0232666 | val_loss: 0.0232037 | Time: 7322.94 ms
[2022-03-02 19:07:57	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0232558 | val_loss: 0.0231956 | Time: 7371.63 ms
[2022-03-02 19:08:04	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0232509 | val_loss: 0.0231918 | Time: 7319.33 ms
[2022-03-02 19:08:12	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0232453 | val_loss: 0.0231878 | Time: 7356.36 ms
[2022-03-02 19:08:19	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0232417 | val_loss: 0.0231815 | Time: 7365.09 ms
[2022-03-02 19:08:26	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0232327 | val_loss: 0.0231702 | Time: 7312.94 ms
[2022-03-02 19:08:34	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0232253 | val_loss: 0.0231743 | Time: 7326.74 ms
[2022-03-02 19:08:41	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0232199 | val_loss: 0.0231638 | Time: 7311.34 ms
[2022-03-02 19:08:48	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0232157 | val_loss: 0.0231518 | Time: 7377.05 ms
[2022-03-02 19:08:56	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0232023 | val_loss: 0.0231458 | Time: 7380.42 ms
[2022-03-02 19:09:03	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0231947 | val_loss: 0.0231383 | Time: 7357.98 ms
[2022-03-02 19:09:10	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.023188 | val_loss: 0.0231334 | Time: 7366.25 ms
[2022-03-02 19:09:18	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0231835 | val_loss: 0.0231293 | Time: 7317.96 ms
[2022-03-02 19:09:25	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0231818 | val_loss: 0.0231237 | Time: 7483.79 ms
[2022-03-02 19:09:33	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0231779 | val_loss: 0.0231213 | Time: 7397.14 ms
[2022-03-02 19:09:40	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0231753 | val_loss: 0.0231202 | Time: 7389.37 ms
[2022-03-02 19:09:47	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0231723 | val_loss: 0.0231183 | Time: 7408.27 ms
[2022-03-02 19:09:55	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0231727 | val_loss: 0.0231175 | Time: 7375.62 ms
[2022-03-02 19:10:02	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0231712 | val_loss: 0.0231216 | Time: 7370.64 ms
[2022-03-02 19:10:10	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0231666 | val_loss: 0.0231138 | Time: 7647.17 ms
[2022-03-02 19:10:17	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.023165 | val_loss: 0.0231073 | Time: 7399.54 ms
[2022-03-02 19:10:25	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0231586 | val_loss: 0.0230967 | Time: 7375.37 ms
[2022-03-02 19:10:32	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0231522 | val_loss: 0.0230944 | Time: 7422.39 ms
[2022-03-02 19:10:39	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0231489 | val_loss: 0.0230907 | Time: 7327.33 ms
[2022-03-02 19:10:47	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.023148 | val_loss: 0.0230917 | Time: 7386.32 ms
[2022-03-02 19:10:54	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0231496 | val_loss: 0.0230904 | Time: 7333.73 ms
[2022-03-02 19:11:02	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0231448 | val_loss: 0.0230869 | Time: 7337.05 ms
[2022-03-02 19:11:09	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0231425 | val_loss: 0.0230847 | Time: 7348.48 ms
[2022-03-02 19:11:16	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0231387 | val_loss: 0.0230822 | Time: 7376.68 ms
[2022-03-02 19:11:24	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.023137 | val_loss: 0.0230764 | Time: 7384.74 ms
[2022-03-02 19:11:31	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0231381 | val_loss: 0.0230739 | Time: 7381.03 ms
[2022-03-02 19:11:38	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0231335 | val_loss: 0.0230719 | Time: 7342.45 ms
[2022-03-02 19:11:46	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0231296 | val_loss: 0.0230715 | Time: 7390.14 ms
[2022-03-02 19:11:53	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0231281 | val_loss: 0.0230684 | Time: 7413.55 ms
[2022-03-02 19:12:01	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0231245 | val_loss: 0.0230669 | Time: 7379.3 ms
[2022-03-02 19:12:08	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0231228 | val_loss: 0.0230635 | Time: 7342.97 ms
[2022-03-02 19:12:15	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0231205 | val_loss: 0.0230623 | Time: 7370.78 ms
[2022-03-02 19:12:23	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0231166 | val_loss: 0.0230545 | Time: 7404.95 ms
[2022-03-02 19:12:30	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0231118 | val_loss: 0.0230545 | Time: 7318.15 ms
[2022-03-02 19:12:38	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0231108 | val_loss: 0.0230561 | Time: 7348.87 ms
[2022-03-02 19:12:45	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.02311 | val_loss: 0.0230501 | Time: 7404.69 ms
[2022-03-02 19:12:52	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0231078 | val_loss: 0.0230492 | Time: 7335.63 ms
[2022-03-02 19:13:00	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0231082 | val_loss: 0.023059 | Time: 7397.95 ms
[2022-03-02 19:13:07	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0231107 | val_loss: 0.0230567 | Time: 7366.21 ms
[2022-03-02 19:13:14	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0231084 | val_loss: 0.0230461 | Time: 7345.28 ms
[2022-03-02 19:13:22	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0231033 | val_loss: 0.0230437 | Time: 7316.26 ms
[2022-03-02 19:13:29	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0231017 | val_loss: 0.0230452 | Time: 7391.44 ms
[2022-03-02 19:13:36	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0231021 | val_loss: 0.0230533 | Time: 7344.95 ms
[2022-03-02 19:13:44	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0231022 | val_loss: 0.0230497 | Time: 7301.13 ms
[2022-03-02 19:13:51	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0231016 | val_loss: 0.0230418 | Time: 7573.52 ms
[2022-03-02 19:13:59	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0230992 | val_loss: 0.0230474 | Time: 7330.54 ms
[2022-03-02 19:14:06	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0230991 | val_loss: 0.0230406 | Time: 7342.62 ms
[2022-03-02 19:14:13	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.023095 | val_loss: 0.0230424 | Time: 7331.45 ms
[2022-03-02 19:14:21	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0230944 | val_loss: 0.0230364 | Time: 7409.17 ms
[2022-03-02 19:14:28	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0230939 | val_loss: 0.0230339 | Time: 7371.32 ms
[2022-03-02 19:14:36	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0230927 | val_loss: 0.0230358 | Time: 7319.91 ms
[2022-03-02 19:14:43	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0230919 | val_loss: 0.0230313 | Time: 7335.88 ms
[2022-03-02 19:14:50	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0230896 | val_loss: 0.0230364 | Time: 7382.64 ms
[2022-03-02 19:14:58	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.023089 | val_loss: 0.0230309 | Time: 7329.99 ms
[2022-03-02 19:15:05	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.023088 | val_loss: 0.0230324 | Time: 7436.62 ms
[2022-03-02 19:15:12	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0230883 | val_loss: 0.0230294 | Time: 7349.14 ms
[2022-03-02 19:15:20	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.023088 | val_loss: 0.0230338 | Time: 7311.44 ms
[2022-03-02 19:15:27	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0230903 | val_loss: 0.0230301 | Time: 7365.26 ms
[2022-03-02 19:15:34	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0230865 | val_loss: 0.0230269 | Time: 7339.77 ms
[2022-03-02 19:15:42	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0230878 | val_loss: 0.0230326 | Time: 7320.79 ms
[2022-03-02 19:15:49	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0230887 | val_loss: 0.0230292 | Time: 7383.52 ms
[2022-03-02 19:15:56	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0230853 | val_loss: 0.0230277 | Time: 7311.86 ms
[2022-03-02 19:16:04	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0230851 | val_loss: 0.0230279 | Time: 7400.21 ms
[2022-03-02 19:16:11	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0230838 | val_loss: 0.0230255 | Time: 7445.99 ms
[2022-03-02 19:16:19	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0230841 | val_loss: 0.0230344 | Time: 7366.03 ms
[2022-03-02 19:16:26	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0230887 | val_loss: 0.0230272 | Time: 7382.35 ms
[2022-03-02 19:16:33	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0230817 | val_loss: 0.0230247 | Time: 7333.57 ms
[2022-03-02 19:16:41	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0230839 | val_loss: 0.0230254 | Time: 7333.28 ms
[2022-03-02 19:16:48	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.023085 | val_loss: 0.0230299 | Time: 7368.12 ms
[2022-03-02 19:16:56	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0230856 | val_loss: 0.0230264 | Time: 7330.71 ms
[2022-03-02 19:17:03	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.023082 | val_loss: 0.0230245 | Time: 7345.41 ms
[2022-03-02 19:17:10	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0230802 | val_loss: 0.0230227 | Time: 7406.02 ms
[2022-03-02 19:17:18	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0230856 | val_loss: 0.0230331 | Time: 7432.95 ms
[2022-03-02 19:17:25	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0230836 | val_loss: 0.0230255 | Time: 7370.75 ms
[2022-03-02 19:17:32	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0230816 | val_loss: 0.0230232 | Time: 7335.33 ms
[2022-03-02 19:17:40	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0230784 | val_loss: 0.0230273 | Time: 7390.69 ms
[2022-03-02 19:17:47	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0230796 | val_loss: 0.0230217 | Time: 7369.12 ms
[2022-03-02 19:17:55	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0230794 | val_loss: 0.0230292 | Time: 7372.02 ms
[2022-03-02 19:18:02	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0230803 | val_loss: 0.0230194 | Time: 7282.5 ms
[2022-03-02 19:18:09	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0230755 | val_loss: 0.0230175 | Time: 7370.33 ms
[2022-03-02 19:18:17	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0230759 | val_loss: 0.0230208 | Time: 7346.47 ms
[2022-03-02 19:18:24	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0230744 | val_loss: 0.0230191 | Time: 7337.26 ms
[2022-03-02 19:18:31	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0230726 | val_loss: 0.0230159 | Time: 7370.75 ms
[2022-03-02 19:18:39	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0230716 | val_loss: 0.0230184 | Time: 7350.06 ms
[2022-03-02 19:18:46	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0230715 | val_loss: 0.0230163 | Time: 7328.65 ms
[2022-03-02 19:18:53	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0230749 | val_loss: 0.0230203 | Time: 7344.56 ms
[2022-03-02 19:19:01	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.023082 | val_loss: 0.0230246 | Time: 7314.61 ms
[2022-03-02 19:19:08	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0230722 | val_loss: 0.0230134 | Time: 7404.14 ms
[2022-03-02 19:19:16	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0230687 | val_loss: 0.0230153 | Time: 7321.61 ms
[2022-03-02 19:19:23	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0230698 | val_loss: 0.0230171 | Time: 7311.63 ms
[2022-03-02 19:19:30	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0230689 | val_loss: 0.0230189 | Time: 7436.61 ms
[2022-03-02 19:19:38	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0230675 | val_loss: 0.0230134 | Time: 7344.31 ms
[2022-03-02 19:19:45	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0230679 | val_loss: 0.0230132 | Time: 7381.92 ms
[2022-03-02 19:19:52	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0230666 | val_loss: 0.0230113 | Time: 7325.46 ms
[2022-03-02 19:20:00	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.023068 | val_loss: 0.0230163 | Time: 7376.69 ms
[2022-03-02 19:20:07	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0230712 | val_loss: 0.0230126 | Time: 7649.8 ms
[2022-03-02 19:20:15	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0230685 | val_loss: 0.0230129 | Time: 7454.96 ms
[2022-03-02 19:20:22	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0230651 | val_loss: 0.0230102 | Time: 7428.11 ms
[2022-03-02 19:20:30	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0230651 | val_loss: 0.023012 | Time: 7455.29 ms
[2022-03-02 19:20:37	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0230672 | val_loss: 0.023013 | Time: 7452.58 ms
[2022-03-02 19:20:45	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.023069 | val_loss: 0.0230223 | Time: 7438.99 ms
[2022-03-02 19:20:52	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0230705 | val_loss: 0.0230172 | Time: 7490.37 ms
[2022-03-02 19:21:00	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0230727 | val_loss: 0.0230118 | Time: 7544.81 ms
[2022-03-02 19:21:07	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0230679 | val_loss: 0.0230175 | Time: 7400.4 ms
[2022-03-02 19:21:14	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.023065 | val_loss: 0.0230099 | Time: 7367.53 ms
[2022-03-02 19:21:22	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0230658 | val_loss: 0.0230167 | Time: 7405.72 ms
[2022-03-02 19:21:29	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0230649 | val_loss: 0.0230144 | Time: 7373.01 ms
[2022-03-02 19:21:37	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0230643 | val_loss: 0.0230096 | Time: 7362.94 ms
[2022-03-02 19:21:44	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0230695 | val_loss: 0.0230353 | Time: 7342.65 ms
[2022-03-02 19:21:51	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0230768 | val_loss: 0.0230195 | Time: 7358.59 ms
[2022-03-02 19:21:59	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0230673 | val_loss: 0.0230098 | Time: 7383.71 ms
[2022-03-02 19:22:06	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0230629 | val_loss: 0.0230082 | Time: 7425.25 ms
[2022-03-02 19:22:14	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.023061 | val_loss: 0.0230062 | Time: 7429.43 ms
[2022-03-02 19:22:21	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0230602 | val_loss: 0.0230085 | Time: 7379.82 ms
[2022-03-02 19:22:28	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.023063 | val_loss: 0.0230118 | Time: 7434.73 ms
[2022-03-02 19:22:36	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0230618 | val_loss: 0.0230087 | Time: 7360.75 ms
[2022-03-02 19:22:43	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0230632 | val_loss: 0.0230194 | Time: 7456.85 ms
[2022-03-02 19:22:51	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0230716 | val_loss: 0.0230106 | Time: 7487.54 ms
[2022-03-02 19:22:58	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.023065 | val_loss: 0.0230125 | Time: 7383.4 ms
[2022-03-02 19:23:06	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0230619 | val_loss: 0.0230097 | Time: 7374.19 ms
[2022-03-02 19:23:13	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0230612 | val_loss: 0.0230079 | Time: 7422.06 ms
[2022-03-02 19:23:20	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0230615 | val_loss: 0.0230146 | Time: 7429.32 ms
[2022-03-02 19:23:28	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0230608 | val_loss: 0.0230114 | Time: 7368.78 ms
[2022-03-02 19:23:35	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0230619 | val_loss: 0.0230184 | Time: 7461.03 ms
[2022-03-02 19:23:43	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.023065 | val_loss: 0.0230088 | Time: 7403.63 ms
[2022-03-02 19:23:50	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0230628 | val_loss: 0.0230081 | Time: 7368.87 ms
[2022-03-02 19:23:57	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.023059 | val_loss: 0.0230249 | Time: 7372.76 ms
[2022-03-02 19:24:05	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0230619 | val_loss: 0.0230039 | Time: 7401.16 ms
[2022-03-02 19:24:12	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.023053 | val_loss: 0.0230019 | Time: 7425.34 ms
[2022-03-02 19:24:20	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0230511 | val_loss: 0.0230049 | Time: 7341.41 ms
[2022-03-02 19:24:27	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0230522 | val_loss: 0.0229994 | Time: 7376.33 ms
[2022-03-02 19:24:35	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0230473 | val_loss: 0.0229968 | Time: 7426.7 ms
[2022-03-02 19:24:42	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0230453 | val_loss: 0.0229995 | Time: 7379.04 ms
[2022-03-02 19:24:49	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0230465 | val_loss: 0.0229991 | Time: 7400.88 ms
[2022-03-02 19:24:57	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0230518 | val_loss: 0.0229999 | Time: 7446.89 ms
[2022-03-02 19:25:04	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0230538 | val_loss: 0.0230126 | Time: 7400.38 ms
[2022-03-02 19:25:12	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0230522 | val_loss: 0.022997 | Time: 7449.78 ms
[2022-03-02 19:25:19	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0230489 | val_loss: 0.0229961 | Time: 7398.31 ms
[2022-03-02 19:25:26	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0230507 | val_loss: 0.0230011 | Time: 7369.77 ms
[2022-03-02 19:25:34	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0230474 | val_loss: 0.0229962 | Time: 7795.84 ms
[2022-03-02 19:25:42	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0230458 | val_loss: 0.0229949 | Time: 7321.96 ms
[2022-03-02 19:25:49	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0230447 | val_loss: 0.0229935 | Time: 7359.81 ms
[2022-03-02 19:25:56	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0230451 | val_loss: 0.0229925 | Time: 7325.14 ms
[2022-03-02 19:26:04	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0230426 | val_loss: 0.0229945 | Time: 7309.16 ms
[2022-03-02 19:26:11	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0230454 | val_loss: 0.022999 | Time: 7292.48 ms
[2022-03-02 19:26:18	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0230485 | val_loss: 0.0229971 | Time: 7307.19 ms
[2022-03-02 19:26:25	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.023045 | val_loss: 0.022992 | Time: 7301.62 ms
[2022-03-02 19:26:33	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0230431 | val_loss: 0.0229925 | Time: 7314.18 ms
[2022-03-02 19:26:40	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0230447 | val_loss: 0.0229913 | Time: 7301.68 ms
[2022-03-02 19:26:47	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0230462 | val_loss: 0.0230003 | Time: 7320.24 ms
[2022-03-02 19:26:55	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0230471 | val_loss: 0.0230012 | Time: 7312.45 ms
[2022-03-02 19:27:02	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0230454 | val_loss: 0.0229985 | Time: 7303.88 ms
[2022-03-02 19:27:09	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0230422 | val_loss: 0.0229912 | Time: 7325.01 ms
[2022-03-02 19:27:17	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0230431 | val_loss: 0.0229952 | Time: 7326.95 ms
[2022-03-02 19:27:24	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0230451 | val_loss: 0.0229947 | Time: 7320.42 ms
[2022-03-02 19:27:31	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0230441 | val_loss: 0.0230006 | Time: 7323.63 ms
[2022-03-02 19:27:39	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0230444 | val_loss: 0.0229957 | Time: 7360.27 ms
[2022-03-02 19:27:46	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0230421 | val_loss: 0.0229903 | Time: 7340.92 ms
[2022-03-02 19:27:53	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0230406 | val_loss: 0.0229941 | Time: 7337.49 ms
[2022-03-02 19:28:01	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.02304 | val_loss: 0.0229898 | Time: 7326.92 ms
[2022-03-02 19:28:08	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0230386 | val_loss: 0.0229902 | Time: 7337.58 ms
[2022-03-02 19:28:16	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0230389 | val_loss: 0.0229909 | Time: 7353.68 ms
[2022-03-02 19:28:23	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0230381 | val_loss: 0.0229896 | Time: 7346.71 ms
[2022-03-02 19:28:30	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0230374 | val_loss: 0.0229916 | Time: 7342.95 ms
[2022-03-02 19:28:38	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0230388 | val_loss: 0.0229922 | Time: 7320.43 ms
[2022-03-02 19:28:45	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.023039 | val_loss: 0.0229892 | Time: 7333.48 ms
[2022-03-02 19:28:52	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0230371 | val_loss: 0.0229908 | Time: 7333.47 ms
[2022-03-02 19:29:00	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0230407 | val_loss: 0.0229969 | Time: 7334.4 ms
[2022-03-02 19:29:07	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0230429 | val_loss: 0.0229964 | Time: 7364.99 ms
[2022-03-02 19:29:14	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0230407 | val_loss: 0.0229898 | Time: 7340.39 ms
[2022-03-02 19:29:22	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0230391 | val_loss: 0.0229904 | Time: 7441.48 ms
[2022-03-02 19:29:29	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.023038 | val_loss: 0.0229992 | Time: 7354.89 ms
[2022-03-02 19:29:36	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0230433 | val_loss: 0.0229904 | Time: 7337.01 ms
[2022-03-02 19:29:44	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0230374 | val_loss: 0.0229893 | Time: 7366.82 ms
[2022-03-02 19:29:51	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0230376 | val_loss: 0.0229906 | Time: 7354.45 ms
[2022-03-02 19:29:59	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0230368 | val_loss: 0.0229873 | Time: 7360.03 ms
[2022-03-02 19:30:06	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0230353 | val_loss: 0.0229885 | Time: 7375 ms
[2022-03-02 19:30:13	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0230403 | val_loss: 0.0229926 | Time: 7334.56 ms
[2022-03-02 19:30:21	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0230383 | val_loss: 0.0229867 | Time: 7524.69 ms
[2022-03-02 19:30:28	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0230358 | val_loss: 0.0229874 | Time: 7343.65 ms
[2022-03-02 19:30:36	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0230347 | val_loss: 0.0229892 | Time: 7342.06 ms
[2022-03-02 19:30:43	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0230349 | val_loss: 0.0229876 | Time: 7335.33 ms
[2022-03-02 19:30:50	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0230361 | val_loss: 0.0229895 | Time: 7340.66 ms
[2022-03-02 19:30:58	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0230363 | val_loss: 0.0229901 | Time: 7361 ms
[2022-03-02 19:31:05	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.023033 | val_loss: 0.0229836 | Time: 7369.64 ms
[2022-03-02 19:31:12	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0230358 | val_loss: 0.0229908 | Time: 7349.97 ms
[2022-03-02 19:31:20	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0230387 | val_loss: 0.0229853 | Time: 7367.39 ms
[2022-03-02 19:31:27	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0230347 | val_loss: 0.0229848 | Time: 7332.87 ms
[2022-03-02 19:31:34	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0230363 | val_loss: 0.0229857 | Time: 7356.57 ms
[2022-03-02 19:31:43	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0230376 | val_loss: 0.0229921 | Time: 8161.7 ms
[2022-03-02 19:31:50	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0230368 | val_loss: 0.0229909 | Time: 7340.3 ms
[2022-03-02 19:31:57	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0230352 | val_loss: 0.0229857 | Time: 7354.67 ms
[2022-03-02 19:32:05	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0230362 | val_loss: 0.0229828 | Time: 7326.36 ms
[2022-03-02 19:32:12	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0230374 | val_loss: 0.0229871 | Time: 7392.22 ms
[2022-03-02 19:32:19	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0230328 | val_loss: 0.0229825 | Time: 7339.75 ms
[2022-03-02 19:32:27	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0230291 | val_loss: 0.0229802 | Time: 7328.04 ms
[2022-03-02 19:32:34	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0230292 | val_loss: 0.0229808 | Time: 7333.63 ms
[2022-03-02 19:32:41	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0230298 | val_loss: 0.0229826 | Time: 7363.22 ms
[2022-03-02 19:32:49	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0230325 | val_loss: 0.0229816 | Time: 7328.56 ms
[2022-03-02 19:32:56	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0230315 | val_loss: 0.022981 | Time: 7347.45 ms
[2022-03-02 19:33:03	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0230336 | val_loss: 0.0229901 | Time: 7369 ms
[2022-03-02 19:33:11	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0230309 | val_loss: 0.0229803 | Time: 7343.81 ms
[2022-03-02 19:33:18	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0230338 | val_loss: 0.0229817 | Time: 7345.09 ms
[2022-03-02 19:33:26	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0230338 | val_loss: 0.0229819 | Time: 7364.33 ms
[2022-03-02 19:33:33	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0230332 | val_loss: 0.0229808 | Time: 7344.1 ms
[2022-03-02 19:33:40	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0230291 | val_loss: 0.022982 | Time: 7372.13 ms
[2022-03-02 19:33:48	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.023034 | val_loss: 0.0229864 | Time: 7330.23 ms
[2022-03-02 19:33:55	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0230301 | val_loss: 0.0229779 | Time: 7328.72 ms
[2022-03-02 19:34:02	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0230262 | val_loss: 0.0229807 | Time: 7363.27 ms
[2022-03-02 19:34:10	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0230271 | val_loss: 0.022975 | Time: 7335.41 ms
[2022-03-02 19:34:17	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0230289 | val_loss: 0.0229888 | Time: 7339.22 ms
[2022-03-02 19:34:24	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0230292 | val_loss: 0.0229882 | Time: 7329.96 ms
[2022-03-02 19:34:32	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0230289 | val_loss: 0.0229801 | Time: 7332.21 ms
[2022-03-02 19:34:39	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0230286 | val_loss: 0.0229851 | Time: 7334.62 ms
[2022-03-02 19:34:46	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0230323 | val_loss: 0.0229926 | Time: 7369.63 ms
[2022-03-02 19:34:54	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0230317 | val_loss: 0.0229875 | Time: 7435.41 ms
[2022-03-02 19:35:01	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0230255 | val_loss: 0.0229767 | Time: 7354.44 ms
[2022-03-02 19:35:09	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0230266 | val_loss: 0.0229811 | Time: 7334.76 ms
[2022-03-02 19:35:16	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0230283 | val_loss: 0.022978 | Time: 7805.94 ms
[2022-03-02 19:35:24	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.023036 | val_loss: 0.0229969 | Time: 7437.93 ms
[2022-03-02 19:35:31	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.023039 | val_loss: 0.0229841 | Time: 7335.53 ms
[2022-03-02 19:35:39	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0230328 | val_loss: 0.0229811 | Time: 7365.29 ms
[2022-03-02 19:35:46	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0230276 | val_loss: 0.0229859 | Time: 7340.16 ms
[2022-03-02 19:35:53	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0230298 | val_loss: 0.0229793 | Time: 7383.74 ms
[2022-03-02 19:36:01	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0230282 | val_loss: 0.0229805 | Time: 7437.86 ms
[2022-03-02 19:36:08	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.023032 | val_loss: 0.0229804 | Time: 7326.59 ms
[2022-03-02 19:36:15	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0230265 | val_loss: 0.022977 | Time: 7345.21 ms
[2022-03-02 19:36:23	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0230254 | val_loss: 0.0229779 | Time: 7344.92 ms
[2022-03-02 19:36:30	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0230237 | val_loss: 0.0229719 | Time: 7343.64 ms
[2022-03-02 19:36:38	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.023024 | val_loss: 0.0229677 | Time: 7333.52 ms
[2022-03-02 19:36:45	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0230188 | val_loss: 0.022967 | Time: 7342.91 ms
[2022-03-02 19:36:52	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.023017 | val_loss: 0.0229675 | Time: 7397.27 ms
[2022-03-02 19:37:00	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0230166 | val_loss: 0.022966 | Time: 7348.32 ms
[2022-03-02 19:37:07	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0230146 | val_loss: 0.0229639 | Time: 7345.4 ms
[2022-03-02 19:37:14	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.022958 | val_loss: 0.0224683 | Time: 7351.78 ms
[2022-03-02 19:37:22	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0217773 | val_loss: 0.0234936 | Time: 7329.09 ms
[2022-03-02 19:37:29	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0256444 | val_loss: 0.0223841 | Time: 7337.83 ms
[2022-03-02 19:37:36	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0209698 | val_loss: 0.0190712 | Time: 7333.71 ms
[2022-03-02 19:37:44	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0179471 | val_loss: 0.0164837 | Time: 7343.26 ms
[2022-03-02 19:37:51	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0152684 | val_loss: 0.0141773 | Time: 7364.16 ms
[2022-03-02 19:37:58	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0134721 | val_loss: 0.0127426 | Time: 7342.41 ms
[2022-03-02 19:38:06	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0126561 | val_loss: 0.0121712 | Time: 7336.9 ms
[2022-03-02 19:38:13	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0120563 | val_loss: 0.0116448 | Time: 7365.55 ms
[2022-03-02 19:38:20	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0115219 | val_loss: 0.011034 | Time: 7326.39 ms
[2022-03-02 19:38:28	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0109295 | val_loss: 0.010631 | Time: 7334.81 ms
[2022-03-02 19:38:35	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0104764 | val_loss: 0.0101144 | Time: 7336.87 ms
[2022-03-02 19:38:43	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0100165 | val_loss: 0.00964836 | Time: 7354.69 ms
[2022-03-02 19:38:50	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.00960198 | val_loss: 0.00928872 | Time: 7333.99 ms
[2022-03-02 19:38:57	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.00925341 | val_loss: 0.00892732 | Time: 7346.58 ms
[2022-03-02 19:39:05	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.00878303 | val_loss: 0.00837303 | Time: 7344.36 ms
[2022-03-02 19:39:12	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.00820589 | val_loss: 0.00779182 | Time: 7361.81 ms
[2022-03-02 19:39:19	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.00774033 | val_loss: 0.00740852 | Time: 7338.65 ms
[2022-03-02 19:39:27	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.00732771 | val_loss: 0.00708499 | Time: 7350.26 ms
[2022-03-02 19:39:34	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.00705634 | val_loss: 0.00682412 | Time: 7356 ms
[2022-03-02 19:39:41	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.00679435 | val_loss: 0.00655568 | Time: 7334.04 ms
[2022-03-02 19:39:49	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.00655656 | val_loss: 0.00638795 | Time: 7335.19 ms
[2022-03-02 19:39:56	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.00640687 | val_loss: 0.00622205 | Time: 7341.73 ms
[2022-03-02 19:40:03	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.00627942 | val_loss: 0.00613526 | Time: 7376.35 ms
[2022-03-02 19:40:11	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.00616579 | val_loss: 0.00600801 | Time: 7372.4 ms
[2022-03-02 19:40:18	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0060579 | val_loss: 0.00591006 | Time: 7333.63 ms
[2022-03-02 19:40:26	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.005991 | val_loss: 0.00586739 | Time: 7338.42 ms
[2022-03-02 19:40:33	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.00593263 | val_loss: 0.00575477 | Time: 7358.36 ms
[2022-03-02 19:40:40	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.00579767 | val_loss: 0.00562687 | Time: 7332.64 ms
[2022-03-02 19:40:48	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.00568847 | val_loss: 0.00550183 | Time: 7330.26 ms
[2022-03-02 19:40:55	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0056817 | val_loss: 0.00553787 | Time: 7364.1 ms
[2022-03-02 19:41:02	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.00548805 | val_loss: 0.00526868 | Time: 7335.72 ms
[2022-03-02 19:41:10	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.00541565 | val_loss: 0.00526142 | Time: 7365.84 ms
[2022-03-02 19:41:17	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.00521116 | val_loss: 0.00498099 | Time: 7339.91 ms
[2022-03-02 19:41:24	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.00565748 | val_loss: 0.00477447 | Time: 7440.81 ms
[2022-03-02 19:41:32	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.00477815 | val_loss: 0.00437006 | Time: 7348.21 ms
[2022-03-02 19:41:39	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.00441375 | val_loss: 0.00424391 | Time: 7322.19 ms
[2022-03-02 19:41:46	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.00432172 | val_loss: 0.00416537 | Time: 7362.6 ms
[2022-03-02 19:41:54	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.00423727 | val_loss: 0.00408591 | Time: 7324.33 ms
[2022-03-02 19:42:01	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.00428429 | val_loss: 0.00410482 | Time: 7347.32 ms
[2022-03-02 19:42:09	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.00433772 | val_loss: 0.00423854 | Time: 7333.87 ms
[2022-03-02 19:42:16	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.00426455 | val_loss: 0.00404026 | Time: 7328.93 ms
[2022-03-02 19:42:23	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.00411976 | val_loss: 0.00399505 | Time: 7358.57 ms
[2022-03-02 19:42:31	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.00401788 | val_loss: 0.00388874 | Time: 7333.25 ms
[2022-03-02 19:42:38	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.00401167 | val_loss: 0.00386093 | Time: 7328.67 ms
[2022-03-02 19:42:45	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.00394008 | val_loss: 0.00378601 | Time: 7340.96 ms
[2022-03-02 19:42:53	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.00385044 | val_loss: 0.00371134 | Time: 7338.31 ms
[2022-03-02 19:43:00	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.00381205 | val_loss: 0.00369015 | Time: 7332.24 ms
[2022-03-02 19:43:07	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.00381387 | val_loss: 0.00367051 | Time: 7334.88 ms
[2022-03-02 19:43:15	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.00374453 | val_loss: 0.00362509 | Time: 7342.78 ms
[2022-03-02 19:43:22	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.00374206 | val_loss: 0.00369119 | Time: 7341.88 ms
[2022-03-02 19:43:29	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.00373158 | val_loss: 0.00363221 | Time: 7356.41 ms
[2022-03-02 19:43:37	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.00371468 | val_loss: 0.0035916 | Time: 7334.91 ms
[2022-03-02 19:43:44	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.00365441 | val_loss: 0.00353459 | Time: 7353.45 ms
[2022-03-02 19:43:51	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.00379807 | val_loss: 0.00387238 | Time: 7362.15 ms
[2022-03-02 19:43:59	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.003833 | val_loss: 0.00362919 | Time: 7339.91 ms
[2022-03-02 19:44:06	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.00369267 | val_loss: 0.00353007 | Time: 7359.22 ms
[2022-03-02 19:44:14	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.00362815 | val_loss: 0.00350601 | Time: 7374.09 ms
[2022-03-02 19:44:21	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.00359724 | val_loss: 0.00349822 | Time: 7352.92 ms
[2022-03-02 19:44:28	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0035822 | val_loss: 0.0034739 | Time: 7330.32 ms
[2022-03-02 19:44:36	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0035751 | val_loss: 0.00344431 | Time: 7331.17 ms
[2022-03-02 19:44:43	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.00358828 | val_loss: 0.00348157 | Time: 7338.03 ms
[2022-03-02 19:44:50	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.00355223 | val_loss: 0.00343104 | Time: 7351.81 ms
[2022-03-02 19:44:58	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.00351022 | val_loss: 0.00339901 | Time: 7338.91 ms
[2022-03-02 19:45:05	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.00348734 | val_loss: 0.0033954 | Time: 7356.12 ms
[2022-03-02 19:45:12	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.00360705 | val_loss: 0.00341207 | Time: 7334.94 ms
[2022-03-02 19:45:20	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.00356027 | val_loss: 0.00340944 | Time: 7323.74 ms
[2022-03-02 19:45:27	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.00349586 | val_loss: 0.00337141 | Time: 7367.13 ms
[2022-03-02 19:45:34	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.00348104 | val_loss: 0.00334887 | Time: 7341.8 ms
[2022-03-02 19:45:42	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0034928 | val_loss: 0.00340058 | Time: 7363.58 ms
[2022-03-02 19:45:49	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.00347641 | val_loss: 0.00333567 | Time: 7332.68 ms
[2022-03-02 19:45:56	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.00346828 | val_loss: 0.00335454 | Time: 7347.79 ms
[2022-03-02 19:46:04	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.00343819 | val_loss: 0.00330112 | Time: 7324.43 ms
[2022-03-02 19:46:11	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0034321 | val_loss: 0.00347392 | Time: 7341.23 ms
[2022-03-02 19:46:19	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.00344511 | val_loss: 0.00328363 | Time: 7351.92 ms
[2022-03-02 19:46:26	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.00338359 | val_loss: 0.00325876 | Time: 7359.07 ms
[2022-03-02 19:46:33	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.00340676 | val_loss: 0.00330831 | Time: 7348.33 ms
[2022-03-02 19:46:41	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0034064 | val_loss: 0.00327206 | Time: 7328.97 ms
[2022-03-02 19:46:48	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.00335707 | val_loss: 0.00323891 | Time: 7368.41 ms
[2022-03-02 19:46:55	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.00335947 | val_loss: 0.00324229 | Time: 7358.45 ms
[2022-03-02 19:47:03	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.00349696 | val_loss: 0.00340351 | Time: 7330.96 ms
[2022-03-02 19:47:10	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.00347076 | val_loss: 0.00334668 | Time: 7323.77 ms
[2022-03-02 19:47:17	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.00342871 | val_loss: 0.0033361 | Time: 7333.12 ms
[2022-03-02 19:47:25	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.00339603 | val_loss: 0.00325777 | Time: 7326.28 ms
[2022-03-02 19:47:32	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.00337286 | val_loss: 0.00325983 | Time: 7337.3 ms
[2022-03-02 19:47:39	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.00337509 | val_loss: 0.00324819 | Time: 7333.2 ms
[2022-03-02 19:47:47	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.00336051 | val_loss: 0.00323865 | Time: 7336.54 ms
[2022-03-02 19:47:54	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.00337008 | val_loss: 0.00325632 | Time: 7340.6 ms
[2022-03-02 19:48:01	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.00337391 | val_loss: 0.00327431 | Time: 7327.66 ms
[2022-03-02 19:48:09	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.00339231 | val_loss: 0.00323163 | Time: 7351.38 ms
[2022-03-02 19:48:16	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0033488 | val_loss: 0.00326896 | Time: 7342.5 ms
[2022-03-02 19:48:23	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.00484703 | val_loss: 0.00510023 | Time: 7336.05 ms
[2022-03-02 19:48:31	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.00481527 | val_loss: 0.0043766 | Time: 7360.58 ms
[2022-03-02 19:48:38	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.00410831 | val_loss: 0.00356345 | Time: 7329.49 ms
[2022-03-02 19:48:46	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.00355843 | val_loss: 0.00332063 | Time: 7341.22 ms
[2022-03-02 19:48:53	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.00338363 | val_loss: 0.00323029 | Time: 7340 ms
[2022-03-02 19:49:00	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.00333416 | val_loss: 0.0031938 | Time: 7343.93 ms
[2022-03-02 19:49:08	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.00330613 | val_loss: 0.00340232 | Time: 7352.89 ms
[2022-03-02 19:49:15	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.00337509 | val_loss: 0.00319445 | Time: 7332.58 ms
[2022-03-02 19:49:22	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.00328719 | val_loss: 0.00316847 | Time: 7339.67 ms
[2022-03-02 19:49:30	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.00325098 | val_loss: 0.0031343 | Time: 7350.2 ms
[2022-03-02 19:49:37	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.00324184 | val_loss: 0.00315619 | Time: 7352.39 ms
[2022-03-02 19:49:44	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.00324444 | val_loss: 0.00314062 | Time: 7336.05 ms
[2022-03-02 19:49:52	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.00322694 | val_loss: 0.00312447 | Time: 7361.68 ms
[2022-03-02 19:49:59	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.00326928 | val_loss: 0.00320882 | Time: 7329.95 ms
[2022-03-02 19:50:06	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.00329476 | val_loss: 0.00316521 | Time: 7354.94 ms
[2022-03-02 19:50:14	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.00326122 | val_loss: 0.00313416 | Time: 7339.68 ms
[2022-03-02 19:50:21	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.00323649 | val_loss: 0.00310591 | Time: 7357.51 ms
[2022-03-02 19:50:29	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.00322982 | val_loss: 0.00314356 | Time: 7371.36 ms
[2022-03-02 19:50:36	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.00322511 | val_loss: 0.00311622 | Time: 7330.96 ms
[2022-03-02 19:50:43	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.00321066 | val_loss: 0.00310788 | Time: 7327.86 ms
[2022-03-02 19:50:51	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.00319121 | val_loss: 0.00308016 | Time: 7354.12 ms
[2022-03-02 19:50:58	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.00318902 | val_loss: 0.00309967 | Time: 7371.79 ms
[2022-03-02 19:51:05	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.00318051 | val_loss: 0.00310842 | Time: 7384.98 ms
[2022-03-02 19:51:13	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0031877 | val_loss: 0.00307569 | Time: 7349.03 ms
[2022-03-02 19:51:20	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.00318542 | val_loss: 0.00310775 | Time: 7340.81 ms
[2022-03-02 19:51:27	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.00325537 | val_loss: 0.00311857 | Time: 7335.98 ms
[2022-03-02 19:51:35	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.00319991 | val_loss: 0.00309983 | Time: 7336.26 ms
[2022-03-02 19:51:42	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.00318036 | val_loss: 0.00306214 | Time: 7332.26 ms
[2022-03-02 19:51:49	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.00316838 | val_loss: 0.0030813 | Time: 7338.26 ms
[2022-03-02 19:51:57	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.00316342 | val_loss: 0.00308716 | Time: 7324.71 ms
[2022-03-02 19:52:04	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0031573 | val_loss: 0.0030482 | Time: 7334.51 ms
[2022-03-02 19:52:11	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.00313406 | val_loss: 0.00304118 | Time: 7324.47 ms
[2022-03-02 19:52:19	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.00314151 | val_loss: 0.00303671 | Time: 7351.48 ms
[2022-03-02 19:52:26	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.00312332 | val_loss: 0.00303207 | Time: 7362.46 ms
[2022-03-02 19:52:33	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0031262 | val_loss: 0.0030578 | Time: 7338.02 ms
[2022-03-02 19:52:41	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.00313401 | val_loss: 0.00303888 | Time: 7372.23 ms
[2022-03-02 19:52:48	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0031572 | val_loss: 0.00307754 | Time: 7341.74 ms
[2022-03-02 19:52:56	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.00315101 | val_loss: 0.00302384 | Time: 7333.62 ms
[2022-03-02 19:53:03	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.00312621 | val_loss: 0.00321136 | Time: 7329.78 ms
[2022-03-02 19:53:10	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.00320782 | val_loss: 0.00309045 | Time: 7340.16 ms
[2022-03-02 19:53:18	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.00313873 | val_loss: 0.00300633 | Time: 7342.45 ms
[2022-03-02 19:53:25	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.00309456 | val_loss: 0.00300653 | Time: 7359.26 ms
[2022-03-02 19:53:32	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.00308427 | val_loss: 0.00300159 | Time: 7335.75 ms
[2022-03-02 19:53:40	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.00308478 | val_loss: 0.00299264 | Time: 7382.46 ms
[2022-03-02 19:53:47	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.00308262 | val_loss: 0.00299939 | Time: 7354.41 ms
[2022-03-02 19:53:54	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.00310067 | val_loss: 0.00328617 | Time: 7320.26 ms
[2022-03-02 19:54:02	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.00475293 | val_loss: 0.00508464 | Time: 7363.06 ms
[2022-03-02 19:54:09	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.00464412 | val_loss: 0.00417877 | Time: 7356.44 ms
[2022-03-02 19:54:16	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.00414697 | val_loss: 0.0039172 | Time: 7348.53 ms
[2022-03-02 19:54:24	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.00386696 | val_loss: 0.00357464 | Time: 7336.31 ms
[2022-03-02 19:54:31	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.00350029 | val_loss: 0.00323877 | Time: 7340.16 ms
[2022-03-02 19:54:39	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0032859 | val_loss: 0.00318378 | Time: 7340.92 ms
[2022-03-02 19:54:46	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.00322215 | val_loss: 0.00310421 | Time: 7333.83 ms
[2022-03-02 19:54:53	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.00317608 | val_loss: 0.00306906 | Time: 7347.01 ms
[2022-03-02 19:55:01	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.00314825 | val_loss: 0.00304298 | Time: 7358.37 ms
[2022-03-02 19:55:08	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.00313285 | val_loss: 0.00305706 | Time: 7344.49 ms
[2022-03-02 19:55:15	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.00312923 | val_loss: 0.00303136 | Time: 7325.56 ms
[2022-03-02 19:55:23	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.00311377 | val_loss: 0.00303175 | Time: 7355.08 ms
[2022-03-02 19:55:30	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.00311965 | val_loss: 0.00304035 | Time: 7338.52 ms
[2022-03-02 19:55:37	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0031085 | val_loss: 0.00300795 | Time: 7340.29 ms
[2022-03-02 19:55:45	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.00311237 | val_loss: 0.00302097 | Time: 7325.79 ms
[2022-03-02 19:55:52	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.00311237 | val_loss: 0.0030184 | Time: 7358.35 ms
[2022-03-02 19:55:59	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.00309062 | val_loss: 0.00300926 | Time: 7363.13 ms
[2022-03-02 19:56:07	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.00309793 | val_loss: 0.00299225 | Time: 7360.6 ms
[2022-03-02 19:56:14	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.00308594 | val_loss: 0.00301364 | Time: 7333.25 ms
[2022-03-02 19:56:21	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.00307205 | val_loss: 0.00298159 | Time: 7352.02 ms
[2022-03-02 19:56:29	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.00306228 | val_loss: 0.00297187 | Time: 7350.23 ms
[2022-03-02 19:56:36	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.00305847 | val_loss: 0.00297532 | Time: 7342.34 ms
[2022-03-02 19:56:44	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.00305934 | val_loss: 0.00297293 | Time: 7326.32 ms
[2022-03-02 19:56:51	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.00305121 | val_loss: 0.00297883 | Time: 7333.94 ms
[2022-03-02 19:56:58	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.00304702 | val_loss: 0.0029608 | Time: 7343.65 ms
[2022-03-02 19:57:06	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.00303748 | val_loss: 0.00294442 | Time: 7327.82 ms
[2022-03-02 19:57:13	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.00302991 | val_loss: 0.00294931 | Time: 7357.58 ms
[2022-03-02 19:57:20	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.00303152 | val_loss: 0.00294423 | Time: 7395.01 ms
[2022-03-02 19:57:28	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.00303562 | val_loss: 0.0029433 | Time: 7343.02 ms
[2022-03-02 19:57:35	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.00303859 | val_loss: 0.00293342 | Time: 7328.19 ms
[2022-03-02 19:57:42	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.00302397 | val_loss: 0.00295082 | Time: 7336.92 ms
[2022-03-02 19:57:50	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.00302161 | val_loss: 0.00293863 | Time: 7329.66 ms
[2022-03-02 19:57:57	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0030323 | val_loss: 0.00293085 | Time: 7345.24 ms
[2022-03-02 19:58:04	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0030161 | val_loss: 0.0029327 | Time: 7330.5 ms
[2022-03-02 19:58:12	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.00300393 | val_loss: 0.00293059 | Time: 7334.89 ms
[2022-03-02 19:58:19	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.00300212 | val_loss: 0.00291464 | Time: 7326.38 ms
[2022-03-02 19:58:26	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.00298699 | val_loss: 0.00290196 | Time: 7340.7 ms
[2022-03-02 19:58:34	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.00298735 | val_loss: 0.00290674 | Time: 7350.62 ms
[2022-03-02 19:58:41	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.00298039 | val_loss: 0.00289831 | Time: 7345.75 ms
[2022-03-02 19:58:48	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.00297253 | val_loss: 0.00289013 | Time: 7336.23 ms
[2022-03-02 19:58:56	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.00296973 | val_loss: 0.00287255 | Time: 7336.56 ms
[2022-03-02 19:59:03	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.00295406 | val_loss: 0.00286709 | Time: 7365.33 ms
[2022-03-02 19:59:11	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.00295398 | val_loss: 0.00287285 | Time: 7344.03 ms
[2022-03-02 19:59:18	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.00293746 | val_loss: 0.00285517 | Time: 7337.84 ms
[2022-03-02 19:59:25	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.00293474 | val_loss: 0.00286256 | Time: 7326.77 ms
[2022-03-02 19:59:33	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.00293277 | val_loss: 0.0028566 | Time: 7332.24 ms
[2022-03-02 19:59:40	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.00293207 | val_loss: 0.00285822 | Time: 7333.13 ms
[2022-03-02 19:59:47	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.00293593 | val_loss: 0.00286418 | Time: 7333.44 ms
[2022-03-02 19:59:55	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0029326 | val_loss: 0.00284975 | Time: 7330.82 ms
[2022-03-02 20:00:02	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.00293135 | val_loss: 0.00285741 | Time: 7339.78 ms
[2022-03-02 20:00:09	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.00293376 | val_loss: 0.00287159 | Time: 7353.03 ms
[2022-03-02 20:00:17	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.00294874 | val_loss: 0.00285266 | Time: 7331.45 ms
[2022-03-02 20:00:24	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.00293305 | val_loss: 0.00286404 | Time: 7352.91 ms
[2022-03-02 20:00:31	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.00292063 | val_loss: 0.00283659 | Time: 7357.49 ms
[2022-03-02 20:00:39	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.00292368 | val_loss: 0.00284998 | Time: 7334.72 ms
[2022-03-02 20:00:46	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.00292448 | val_loss: 0.00286029 | Time: 7343.44 ms
[2022-03-02 20:00:53	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.00291371 | val_loss: 0.00284147 | Time: 7354.15 ms
[2022-03-02 20:01:01	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.00291981 | val_loss: 0.00284973 | Time: 7328.04 ms
[2022-03-02 20:01:08	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.00291861 | val_loss: 0.00283266 | Time: 7332.74 ms
[2022-03-02 20:01:15	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.00290852 | val_loss: 0.00283838 | Time: 7331.17 ms
[2022-03-02 20:01:23	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.00291074 | val_loss: 0.00284203 | Time: 7364.22 ms
[2022-03-02 20:01:30	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.00292122 | val_loss: 0.00283704 | Time: 7334.83 ms
[2022-03-02 20:01:38	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.00291671 | val_loss: 0.00283927 | Time: 7337.47 ms
[2022-03-02 20:01:45	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.00290863 | val_loss: 0.00282341 | Time: 7332.24 ms
[2022-03-02 20:01:52	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.00290142 | val_loss: 0.0028237 | Time: 7348.85 ms
[2022-03-02 20:02:00	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.00289897 | val_loss: 0.0028269 | Time: 7338.6 ms
[2022-03-02 20:02:07	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.00289753 | val_loss: 0.00283404 | Time: 7367.17 ms
[2022-03-02 20:02:14	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.00293166 | val_loss: 0.00285073 | Time: 7336.84 ms
[2022-03-02 20:02:22	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.00290944 | val_loss: 0.00282464 | Time: 7333.24 ms
[2022-03-02 20:02:29	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0029212 | val_loss: 0.00286435 | Time: 7333.83 ms
[2022-03-02 20:02:36	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0029079 | val_loss: 0.00281718 | Time: 7339.53 ms
[2022-03-02 20:02:44	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.00288438 | val_loss: 0.00281036 | Time: 7353.54 ms
[2022-03-02 20:02:51	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.00288102 | val_loss: 0.00280338 | Time: 7340.72 ms
[2022-03-02 20:02:58	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.00289067 | val_loss: 0.00281645 | Time: 7355.9 ms
[2022-03-02 20:03:06	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.00288714 | val_loss: 0.00280844 | Time: 7340.86 ms
[2022-03-02 20:03:13	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.00289338 | val_loss: 0.00283046 | Time: 7329.78 ms
[2022-03-02 20:03:20	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.00288477 | val_loss: 0.00280367 | Time: 7357.24 ms
[2022-03-02 20:03:28	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.00287325 | val_loss: 0.00281086 | Time: 7335.83 ms
[2022-03-02 20:03:35	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.00287318 | val_loss: 0.00280488 | Time: 7355.15 ms
[2022-03-02 20:03:43	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.00286849 | val_loss: 0.00278157 | Time: 7355.88 ms
[2022-03-02 20:03:50	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.00286093 | val_loss: 0.0028074 | Time: 7343.59 ms
[2022-03-02 20:03:57	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.00287017 | val_loss: 0.00276658 | Time: 7333.03 ms
[2022-03-02 20:04:05	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.00284013 | val_loss: 0.00278743 | Time: 7365.21 ms
[2022-03-02 20:04:12	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.00284323 | val_loss: 0.00276215 | Time: 7346.42 ms
[2022-03-02 20:04:12	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.00276215
[2022-03-02 20:04:12	                main:603]	:	INFO	:	Saving end state to config to file
[2022-03-02 20:04:12	                main:608]	:	INFO	:	Success, exiting..
20:04:12 (11000): 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)