Task 13190033

Name ParityModified-1647042704-14431-1-0_0
Workunit 10314052
Created 14 Mar 2022, 16:32:02 UTC
Sent 21 Mar 2022, 23:59:50 UTC
Report deadline 29 Mar 2022, 23:59:50 UTC
Received 22 Mar 2022, 20:37:53 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 19941
Run time 1 hours 25 min 3 sec
CPU time 1 hours 21 min 46 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 1,308.78 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.54 GB
Peak swap size 3.44 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
 main:574]	:	INFO	:	Epoch 1542 | loss: 0.0311416 | val_loss: 0.0311862 | Time: 2325.97 ms
[2022-03-22 20:16:17	                main:574]	:	INFO	:	Epoch 1543 | loss: 0.0311395 | val_loss: 0.0311877 | Time: 2524.71 ms
[2022-03-22 20:16:20	                main:574]	:	INFO	:	Epoch 1544 | loss: 0.0311395 | val_loss: 0.0311877 | Time: 2332.51 ms
[2022-03-22 20:16:22	                main:574]	:	INFO	:	Epoch 1545 | loss: 0.0311389 | val_loss: 0.0311903 | Time: 2337.87 ms
[2022-03-22 20:16:25	                main:574]	:	INFO	:	Epoch 1546 | loss: 0.0311389 | val_loss: 0.0311883 | Time: 2331.64 ms
[2022-03-22 20:16:27	                main:574]	:	INFO	:	Epoch 1547 | loss: 0.031139 | val_loss: 0.0311863 | Time: 2340.03 ms
[2022-03-22 20:16:30	                main:574]	:	INFO	:	Epoch 1548 | loss: 0.0311387 | val_loss: 0.0311901 | Time: 2507.79 ms
[2022-03-22 20:16:32	                main:574]	:	INFO	:	Epoch 1549 | loss: 0.0311384 | val_loss: 0.0311849 | Time: 2333.26 ms
[2022-03-22 20:16:34	                main:574]	:	INFO	:	Epoch 1550 | loss: 0.0311399 | val_loss: 0.0311836 | Time: 2341.86 ms
[2022-03-22 20:16:37	                main:574]	:	INFO	:	Epoch 1551 | loss: 0.0311401 | val_loss: 0.031186 | Time: 2334.44 ms
[2022-03-22 20:16:39	                main:574]	:	INFO	:	Epoch 1552 | loss: 0.031139 | val_loss: 0.0311858 | Time: 2329.28 ms
[2022-03-22 20:16:42	                main:574]	:	INFO	:	Epoch 1553 | loss: 0.0311388 | val_loss: 0.0311859 | Time: 2469.62 ms
[2022-03-22 20:16:44	                main:574]	:	INFO	:	Epoch 1554 | loss: 0.0311379 | val_loss: 0.0311881 | Time: 2329.75 ms
[2022-03-22 20:16:47	                main:574]	:	INFO	:	Epoch 1555 | loss: 0.0311381 | val_loss: 0.0311903 | Time: 2334.18 ms
[2022-03-22 20:16:49	                main:574]	:	INFO	:	Epoch 1556 | loss: 0.03114 | val_loss: 0.0311968 | Time: 2334.18 ms
[2022-03-22 20:16:51	                main:574]	:	INFO	:	Epoch 1557 | loss: 0.0311419 | val_loss: 0.0311906 | Time: 2329.6 ms
[2022-03-22 20:16:54	                main:574]	:	INFO	:	Epoch 1558 | loss: 0.0311385 | val_loss: 0.0311891 | Time: 2331.2 ms
[2022-03-22 20:16:56	                main:574]	:	INFO	:	Epoch 1559 | loss: 0.0311383 | val_loss: 0.0311902 | Time: 2332.16 ms
[2022-03-22 20:16:59	                main:574]	:	INFO	:	Epoch 1560 | loss: 0.0311378 | val_loss: 0.0311853 | Time: 2338.05 ms
[2022-03-22 20:17:01	                main:574]	:	INFO	:	Epoch 1561 | loss: 0.0311378 | val_loss: 0.031191 | Time: 2322.86 ms
[2022-03-22 20:17:03	                main:574]	:	INFO	:	Epoch 1562 | loss: 0.0311383 | val_loss: 0.0311898 | Time: 2331.96 ms
[2022-03-22 20:17:06	                main:574]	:	INFO	:	Epoch 1563 | loss: 0.0311379 | val_loss: 0.0311932 | Time: 2329.14 ms
[2022-03-22 20:17:08	                main:574]	:	INFO	:	Epoch 1564 | loss: 0.0311369 | val_loss: 0.0311877 | Time: 2339.96 ms
[2022-03-22 20:17:11	                main:574]	:	INFO	:	Epoch 1565 | loss: 0.0311371 | val_loss: 0.031186 | Time: 2325.67 ms
[2022-03-22 20:17:13	                main:574]	:	INFO	:	Epoch 1566 | loss: 0.0311377 | val_loss: 0.0311862 | Time: 2334.32 ms
[2022-03-22 20:17:15	                main:574]	:	INFO	:	Epoch 1567 | loss: 0.0311368 | val_loss: 0.0311929 | Time: 2329.58 ms
[2022-03-22 20:17:18	                main:574]	:	INFO	:	Epoch 1568 | loss: 0.0311371 | val_loss: 0.0311882 | Time: 2332.19 ms
[2022-03-22 20:17:20	                main:574]	:	INFO	:	Epoch 1569 | loss: 0.0311368 | val_loss: 0.0311869 | Time: 2321.36 ms
[2022-03-22 20:17:23	                main:574]	:	INFO	:	Epoch 1570 | loss: 0.0311366 | val_loss: 0.0311884 | Time: 2324.57 ms
[2022-03-22 20:17:25	                main:574]	:	INFO	:	Epoch 1571 | loss: 0.0311368 | val_loss: 0.0311883 | Time: 2332.73 ms
[2022-03-22 20:17:27	                main:574]	:	INFO	:	Epoch 1572 | loss: 0.0311373 | val_loss: 0.0311906 | Time: 2337.41 ms
[2022-03-22 20:17:30	                main:574]	:	INFO	:	Epoch 1573 | loss: 0.0311382 | val_loss: 0.0311877 | Time: 2549.69 ms
[2022-03-22 20:17:32	                main:574]	:	INFO	:	Epoch 1574 | loss: 0.0311391 | val_loss: 0.0311864 | Time: 2331.32 ms
[2022-03-22 20:17:35	                main:574]	:	INFO	:	Epoch 1575 | loss: 0.0311382 | val_loss: 0.0311931 | Time: 2330.51 ms
[2022-03-22 20:17:37	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.0311365 | val_loss: 0.0311871 | Time: 2332.63 ms
[2022-03-22 20:17:40	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.0311367 | val_loss: 0.0311969 | Time: 2553.34 ms
[2022-03-22 20:17:42	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.0311376 | val_loss: 0.0311923 | Time: 2332.2 ms
[2022-03-22 20:17:45	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.0311364 | val_loss: 0.0311862 | Time: 2330.81 ms
[2022-03-22 20:17:47	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.0311375 | val_loss: 0.0311893 | Time: 2330.69 ms
[2022-03-22 20:17:49	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.0311369 | val_loss: 0.0311906 | Time: 2322.92 ms
[2022-03-22 20:17:52	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0311354 | val_loss: 0.03119 | Time: 2705.32 ms
[2022-03-22 20:17:54	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0311374 | val_loss: 0.0311848 | Time: 2327.7 ms
[2022-03-22 20:17:57	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.031136 | val_loss: 0.0311901 | Time: 2456.77 ms
[2022-03-22 20:17:59	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0311355 | val_loss: 0.0311879 | Time: 2417.68 ms
[2022-03-22 20:18:02	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0311346 | val_loss: 0.031188 | Time: 2628.39 ms
[2022-03-22 20:18:05	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0311355 | val_loss: 0.0311946 | Time: 2381.16 ms
[2022-03-22 20:18:07	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0311387 | val_loss: 0.0311952 | Time: 2556.75 ms
[2022-03-22 20:18:10	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0311396 | val_loss: 0.0311944 | Time: 2446.15 ms
[2022-03-22 20:18:12	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0311377 | val_loss: 0.0311872 | Time: 2333.88 ms
[2022-03-22 20:18:15	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0311372 | val_loss: 0.0311883 | Time: 2343.89 ms
[2022-03-22 20:18:17	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311363 | val_loss: 0.0311915 | Time: 2335.91 ms
[2022-03-22 20:18:19	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0311343 | val_loss: 0.0311885 | Time: 2335 ms
[2022-03-22 20:18:22	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311359 | val_loss: 0.0311967 | Time: 2340.35 ms
[2022-03-22 20:18:24	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311352 | val_loss: 0.0311861 | Time: 2346.68 ms
[2022-03-22 20:18:27	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0311354 | val_loss: 0.0311919 | Time: 2561.76 ms
[2022-03-22 20:18:29	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311346 | val_loss: 0.0311878 | Time: 2338.88 ms
[2022-03-22 20:18:32	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311341 | val_loss: 0.0311901 | Time: 2332.92 ms
[2022-03-22 20:18:34	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311337 | val_loss: 0.0311892 | Time: 2341.27 ms
[2022-03-22 20:18:36	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.031134 | val_loss: 0.0311941 | Time: 2339.6 ms
[2022-03-22 20:18:39	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311353 | val_loss: 0.03119 | Time: 2334.78 ms
[2022-03-22 20:18:41	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0311348 | val_loss: 0.0311909 | Time: 2344.29 ms
[2022-03-22 20:18:44	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311334 | val_loss: 0.0311889 | Time: 2341.5 ms
[2022-03-22 20:18:46	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311347 | val_loss: 0.0311881 | Time: 2339.45 ms
[2022-03-22 20:18:49	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.031137 | val_loss: 0.031184 | Time: 2438.63 ms
[2022-03-22 20:18:51	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311468 | val_loss: 0.0311887 | Time: 2338.56 ms
[2022-03-22 20:18:53	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311413 | val_loss: 0.0311883 | Time: 2337.63 ms
[2022-03-22 20:18:56	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311381 | val_loss: 0.0311914 | Time: 2443.82 ms
[2022-03-22 20:18:59	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311366 | val_loss: 0.0311892 | Time: 2338.09 ms
[2022-03-22 20:19:01	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311354 | val_loss: 0.0311885 | Time: 2511.1 ms
[2022-03-22 20:19:04	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311343 | val_loss: 0.0311919 | Time: 2335.42 ms
[2022-03-22 20:19:06	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.031134 | val_loss: 0.0311899 | Time: 2336.31 ms
[2022-03-22 20:19:08	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311343 | val_loss: 0.0311895 | Time: 2340.17 ms
[2022-03-22 20:19:11	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311339 | val_loss: 0.0311925 | Time: 2562.65 ms
[2022-03-22 20:19:13	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.031133 | val_loss: 0.0311912 | Time: 2342.28 ms
[2022-03-22 20:19:16	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311324 | val_loss: 0.0311896 | Time: 2338.36 ms
[2022-03-22 20:19:18	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311335 | val_loss: 0.0311918 | Time: 2336.27 ms
[2022-03-22 20:19:21	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311352 | val_loss: 0.031199 | Time: 2331.96 ms
[2022-03-22 20:19:23	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311352 | val_loss: 0.0311878 | Time: 2339.54 ms
[2022-03-22 20:19:25	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.031133 | val_loss: 0.0311921 | Time: 2335.83 ms
[2022-03-22 20:19:28	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311327 | val_loss: 0.0311921 | Time: 2342.36 ms
[2022-03-22 20:19:30	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311335 | val_loss: 0.0311959 | Time: 2343.74 ms
[2022-03-22 20:19:33	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311355 | val_loss: 0.0311896 | Time: 2337.53 ms
[2022-03-22 20:19:35	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.031133 | val_loss: 0.031193 | Time: 2330.47 ms
[2022-03-22 20:19:37	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311329 | val_loss: 0.0311911 | Time: 2337.87 ms
[2022-03-22 20:19:40	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311402 | val_loss: 0.0312168 | Time: 2342.06 ms
[2022-03-22 20:19:42	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.031242 | val_loss: 0.0312516 | Time: 2342.67 ms
[2022-03-22 20:19:45	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.03126 | val_loss: 0.0312546 | Time: 2338.25 ms
[2022-03-22 20:19:47	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0312529 | val_loss: 0.0312497 | Time: 2337.02 ms
[2022-03-22 20:19:49	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0312511 | val_loss: 0.0312492 | Time: 2334.22 ms
[2022-03-22 20:19:52	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0312495 | val_loss: 0.0312496 | Time: 2338.46 ms
[2022-03-22 20:19:54	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0312499 | val_loss: 0.0312493 | Time: 2338.8 ms
[2022-03-22 20:19:57	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0312495 | val_loss: 0.0312492 | Time: 2333.85 ms
[2022-03-22 20:19:59	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0312497 | val_loss: 0.031249 | Time: 2336.39 ms
[2022-03-22 20:20:01	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0312491 | val_loss: 0.0312496 | Time: 2335.63 ms
[2022-03-22 20:20:04	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0312492 | val_loss: 0.0312496 | Time: 2470.52 ms
[2022-03-22 20:20:06	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0312489 | val_loss: 0.031249 | Time: 2336.21 ms
[2022-03-22 20:20:09	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0312495 | val_loss: 0.0312501 | Time: 2502.05 ms
[2022-03-22 20:20:11	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0312498 | val_loss: 0.0312486 | Time: 2336.26 ms
[2022-03-22 20:20:14	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0312495 | val_loss: 0.0312486 | Time: 2516.51 ms
[2022-03-22 20:20:16	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0312494 | val_loss: 0.0312499 | Time: 2343.2 ms
[2022-03-22 20:20:19	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0312504 | val_loss: 0.0312499 | Time: 2338.11 ms
[2022-03-22 20:20:21	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0312493 | val_loss: 0.0312484 | Time: 2337.6 ms
[2022-03-22 20:20:24	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0312488 | val_loss: 0.0312492 | Time: 2541.74 ms
[2022-03-22 20:20:26	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0312511 | val_loss: 0.0312492 | Time: 2339.93 ms
[2022-03-22 20:20:29	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0312488 | val_loss: 0.0312479 | Time: 2508.08 ms
[2022-03-22 20:20:31	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0312482 | val_loss: 0.0312481 | Time: 2340.98 ms
[2022-03-22 20:20:34	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0312488 | val_loss: 0.031248 | Time: 2527.74 ms
[2022-03-22 20:20:36	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0312494 | val_loss: 0.0312489 | Time: 2337.45 ms
[2022-03-22 20:20:39	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0312476 | val_loss: 0.0312491 | Time: 2331.32 ms
[2022-03-22 20:20:41	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0312472 | val_loss: 0.0312466 | Time: 2483.98 ms
[2022-03-22 20:20:44	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0312465 | val_loss: 0.0312466 | Time: 2332.49 ms
[2022-03-22 20:20:46	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0312467 | val_loss: 0.0312562 | Time: 2342.51 ms
[2022-03-22 20:20:49	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0312513 | val_loss: 0.0312499 | Time: 2701.29 ms
[2022-03-22 20:20:51	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.031249 | val_loss: 0.031247 | Time: 2552.75 ms
[2022-03-22 20:20:54	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0312463 | val_loss: 0.0312474 | Time: 2338.13 ms
[2022-03-22 20:20:56	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0312459 | val_loss: 0.0312448 | Time: 2336.87 ms
[2022-03-22 20:20:59	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0312453 | val_loss: 0.0312513 | Time: 2331.57 ms
[2022-03-22 20:21:01	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0312477 | val_loss: 0.0312441 | Time: 2332.76 ms
[2022-03-22 20:21:03	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0312433 | val_loss: 0.0312428 | Time: 2337.73 ms
[2022-03-22 20:21:06	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0312414 | val_loss: 0.0312409 | Time: 2337.37 ms
[2022-03-22 20:21:08	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0312467 | val_loss: 0.0312455 | Time: 2339.99 ms
[2022-03-22 20:21:11	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.031243 | val_loss: 0.0312421 | Time: 2474.72 ms
[2022-03-22 20:21:13	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0312451 | val_loss: 0.0312448 | Time: 2438.81 ms
[2022-03-22 20:21:16	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0312424 | val_loss: 0.0312361 | Time: 2338.07 ms
[2022-03-22 20:21:18	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0312392 | val_loss: 0.0312401 | Time: 2342.08 ms
[2022-03-22 20:21:21	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0312415 | val_loss: 0.0312386 | Time: 2562.83 ms
[2022-03-22 20:21:23	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0312377 | val_loss: 0.0312364 | Time: 2340.08 ms
[2022-03-22 20:21:25	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0312346 | val_loss: 0.0312349 | Time: 2335.38 ms
[2022-03-22 20:21:28	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0312337 | val_loss: 0.031232 | Time: 2342.72 ms
[2022-03-22 20:21:30	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.031231 | val_loss: 0.0312339 | Time: 2336.28 ms
[2022-03-22 20:21:33	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0312354 | val_loss: 0.0312322 | Time: 2339.54 ms
[2022-03-22 20:21:35	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0312301 | val_loss: 0.0312283 | Time: 2344.86 ms
[2022-03-22 20:21:37	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0312301 | val_loss: 0.0312313 | Time: 2340.51 ms
[2022-03-22 20:21:40	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0312343 | val_loss: 0.0312345 | Time: 2337.56 ms
[2022-03-22 20:21:42	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0312323 | val_loss: 0.0312313 | Time: 2337.11 ms
[2022-03-22 20:21:45	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0312292 | val_loss: 0.0312281 | Time: 2342.04 ms
[2022-03-22 20:21:47	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0312276 | val_loss: 0.031226 | Time: 2341.44 ms
[2022-03-22 20:21:50	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0312271 | val_loss: 0.0312348 | Time: 2344.84 ms
[2022-03-22 20:21:52	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.031226 | val_loss: 0.0312273 | Time: 2373.77 ms
[2022-03-22 20:21:54	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0312268 | val_loss: 0.0312266 | Time: 2349.31 ms
[2022-03-22 20:21:57	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0312241 | val_loss: 0.0312252 | Time: 2353.24 ms
[2022-03-22 20:21:59	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0312229 | val_loss: 0.0312243 | Time: 2351.15 ms
[2022-03-22 20:22:02	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0312242 | val_loss: 0.0312237 | Time: 2326.98 ms
[2022-03-22 20:22:04	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0312219 | val_loss: 0.0312261 | Time: 2333.88 ms
[2022-03-22 20:22:06	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0312221 | val_loss: 0.0312228 | Time: 2337.49 ms
[2022-03-22 20:22:09	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0312212 | val_loss: 0.0312232 | Time: 2338.27 ms
[2022-03-22 20:22:11	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0312197 | val_loss: 0.0312223 | Time: 2560.98 ms
[2022-03-22 20:22:16	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0312194 | val_loss: 0.0312218 | Time: 4246.44 ms
[2022-03-22 20:22:18	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0312186 | val_loss: 0.0312212 | Time: 2422.28 ms
[2022-03-22 20:22:21	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0312192 | val_loss: 0.0312225 | Time: 2525.73 ms
[2022-03-22 20:22:23	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0312185 | val_loss: 0.0312224 | Time: 2336.78 ms
[2022-03-22 20:22:26	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0312168 | val_loss: 0.0312216 | Time: 2349.71 ms
[2022-03-22 20:22:28	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0312168 | val_loss: 0.0312233 | Time: 2334.18 ms
[2022-03-22 20:22:31	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0312156 | val_loss: 0.0312214 | Time: 2567.73 ms
[2022-03-22 20:22:33	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0312176 | val_loss: 0.0312225 | Time: 2477.07 ms
[2022-03-22 20:22:36	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0312164 | val_loss: 0.0312209 | Time: 2368.95 ms
[2022-03-22 20:22:38	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0312143 | val_loss: 0.0312212 | Time: 2342.09 ms
[2022-03-22 20:22:40	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0312152 | val_loss: 0.0312204 | Time: 2330.81 ms
[2022-03-22 20:22:43	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0312149 | val_loss: 0.031221 | Time: 2336.77 ms
[2022-03-22 20:22:46	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0312139 | val_loss: 0.0312197 | Time: 2904.02 ms
[2022-03-22 20:22:49	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0312178 | val_loss: 0.031224 | Time: 2696.66 ms
[2022-03-22 20:22:52	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0312153 | val_loss: 0.0312295 | Time: 2670.17 ms
[2022-03-22 20:22:55	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0312172 | val_loss: 0.0312236 | Time: 2805.75 ms
[2022-03-22 20:22:58	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0312137 | val_loss: 0.0312193 | Time: 2627.25 ms
[2022-03-22 20:23:00	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0312127 | val_loss: 0.03122 | Time: 2591.49 ms
[2022-03-22 20:23:03	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0312119 | val_loss: 0.0312229 | Time: 2406.61 ms
[2022-03-22 20:23:05	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0312132 | val_loss: 0.0312225 | Time: 2523.66 ms
[2022-03-22 20:23:08	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0312114 | val_loss: 0.031218 | Time: 2420.19 ms
[2022-03-22 20:23:10	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0312117 | val_loss: 0.0312205 | Time: 2385.83 ms
[2022-03-22 20:23:13	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0312113 | val_loss: 0.0312194 | Time: 2356.64 ms
[2022-03-22 20:23:15	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.031213 | val_loss: 0.031217 | Time: 2332.41 ms
[2022-03-22 20:23:17	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0312133 | val_loss: 0.0312187 | Time: 2358.86 ms
[2022-03-22 20:23:20	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0312123 | val_loss: 0.0312173 | Time: 2925.81 ms
[2022-03-22 20:23:23	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0312128 | val_loss: 0.0312166 | Time: 2743.11 ms
[2022-03-22 20:23:26	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0312134 | val_loss: 0.0312173 | Time: 2587.35 ms
[2022-03-22 20:23:29	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0312108 | val_loss: 0.0312166 | Time: 2727.01 ms
[2022-03-22 20:23:31	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0312109 | val_loss: 0.0312154 | Time: 2491.01 ms
[2022-03-22 20:23:34	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0312097 | val_loss: 0.0312159 | Time: 2571.4 ms
[2022-03-22 20:23:37	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0312095 | val_loss: 0.0312206 | Time: 2541.52 ms
[2022-03-22 20:23:39	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0312121 | val_loss: 0.0312184 | Time: 2341.09 ms
[2022-03-22 20:23:42	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0312108 | val_loss: 0.0312154 | Time: 2337.1 ms
[2022-03-22 20:23:44	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0312082 | val_loss: 0.0312148 | Time: 2334.6 ms
[2022-03-22 20:23:46	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0312074 | val_loss: 0.0312146 | Time: 2361.95 ms
[2022-03-22 20:23:49	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0312104 | val_loss: 0.031215 | Time: 2689.47 ms
[2022-03-22 20:23:52	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0312102 | val_loss: 0.0312185 | Time: 2597.11 ms
[2022-03-22 20:23:55	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0312089 | val_loss: 0.0312197 | Time: 2635.61 ms
[2022-03-22 20:23:57	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0312057 | val_loss: 0.0312159 | Time: 2704.91 ms
[2022-03-22 20:24:00	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0312066 | val_loss: 0.0312144 | Time: 2541.57 ms
[2022-03-22 20:24:03	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0312054 | val_loss: 0.0312168 | Time: 2592.11 ms
[2022-03-22 20:24:05	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0312062 | val_loss: 0.031218 | Time: 2547.77 ms
[2022-03-22 20:24:08	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0312064 | val_loss: 0.031218 | Time: 2567.91 ms
[2022-03-22 20:24:10	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0312056 | val_loss: 0.0312157 | Time: 2509.64 ms
[2022-03-22 20:24:13	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0312047 | val_loss: 0.0312129 | Time: 2484.47 ms
[2022-03-22 20:24:15	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0312037 | val_loss: 0.031214 | Time: 2514.18 ms
[2022-03-22 20:24:18	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0312041 | val_loss: 0.0312142 | Time: 2755.04 ms
[2022-03-22 20:24:21	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.031204 | val_loss: 0.0312184 | Time: 2515.79 ms
[2022-03-22 20:24:23	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0312104 | val_loss: 0.031216 | Time: 2402.29 ms
[2022-03-22 20:24:26	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.031204 | val_loss: 0.0312127 | Time: 2635.04 ms
[2022-03-22 20:24:29	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0312038 | val_loss: 0.0312121 | Time: 2509.68 ms
[2022-03-22 20:24:31	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0312037 | val_loss: 0.0312117 | Time: 2445.29 ms
[2022-03-22 20:24:34	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0312048 | val_loss: 0.0312141 | Time: 2776.85 ms
[2022-03-22 20:24:37	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0312012 | val_loss: 0.0312155 | Time: 2479.06 ms
[2022-03-22 20:24:39	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0312021 | val_loss: 0.0312124 | Time: 2553.18 ms
[2022-03-22 20:24:42	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0312038 | val_loss: 0.0312111 | Time: 2614.92 ms
[2022-03-22 20:24:45	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0312064 | val_loss: 0.0312178 | Time: 2715.7 ms
[2022-03-22 20:24:47	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0312012 | val_loss: 0.0312136 | Time: 2533.04 ms
[2022-03-22 20:24:50	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0312001 | val_loss: 0.0312139 | Time: 2669.81 ms
[2022-03-22 20:24:53	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311987 | val_loss: 0.0312148 | Time: 2691.13 ms
[2022-03-22 20:24:55	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0312015 | val_loss: 0.0312129 | Time: 2429.45 ms
[2022-03-22 20:24:58	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311992 | val_loss: 0.0312103 | Time: 2655.99 ms
[2022-03-22 20:25:01	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311997 | val_loss: 0.0312182 | Time: 2541.96 ms
[2022-03-22 20:25:03	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311997 | val_loss: 0.0312099 | Time: 2370.25 ms
[2022-03-22 20:25:05	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311955 | val_loss: 0.0312074 | Time: 2336.22 ms
[2022-03-22 20:25:08	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311965 | val_loss: 0.0312089 | Time: 2540.7 ms
[2022-03-22 20:25:11	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311962 | val_loss: 0.0312072 | Time: 2577.88 ms
[2022-03-22 20:25:13	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.031195 | val_loss: 0.0312091 | Time: 2521.22 ms
[2022-03-22 20:25:16	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311953 | val_loss: 0.031206 | Time: 2618.21 ms
[2022-03-22 20:25:18	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311964 | val_loss: 0.0312065 | Time: 2411.24 ms
[2022-03-22 20:25:21	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311962 | val_loss: 0.0312127 | Time: 2484.28 ms
[2022-03-22 20:25:24	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311989 | val_loss: 0.0312089 | Time: 2677.94 ms
[2022-03-22 20:25:26	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0312 | val_loss: 0.031209 | Time: 2413.6 ms
[2022-03-22 20:25:29	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0312 | val_loss: 0.0312065 | Time: 2361.39 ms
[2022-03-22 20:25:31	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311995 | val_loss: 0.0312051 | Time: 2344.08 ms
[2022-03-22 20:25:33	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311952 | val_loss: 0.0312043 | Time: 2343.25 ms
[2022-03-22 20:25:36	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311947 | val_loss: 0.0312052 | Time: 2435.52 ms
[2022-03-22 20:25:39	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311947 | val_loss: 0.0312044 | Time: 2522.24 ms
[2022-03-22 20:25:41	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311946 | val_loss: 0.0312034 | Time: 2564.16 ms
[2022-03-22 20:25:44	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311964 | val_loss: 0.0312071 | Time: 2344.26 ms
[2022-03-22 20:25:46	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311957 | val_loss: 0.0312039 | Time: 2668.7 ms
[2022-03-22 20:25:49	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311962 | val_loss: 0.0312164 | Time: 2534.27 ms
[2022-03-22 20:25:52	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311964 | val_loss: 0.0312046 | Time: 2823.92 ms
[2022-03-22 20:25:54	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311925 | val_loss: 0.0312063 | Time: 2408.85 ms
[2022-03-22 20:25:57	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311915 | val_loss: 0.0312036 | Time: 2560.05 ms
[2022-03-22 20:25:59	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311927 | val_loss: 0.0312059 | Time: 2344.76 ms
[2022-03-22 20:26:02	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311904 | val_loss: 0.0312045 | Time: 2645.12 ms
[2022-03-22 20:26:05	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311906 | val_loss: 0.0312047 | Time: 2519.88 ms
[2022-03-22 20:26:07	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311904 | val_loss: 0.0312054 | Time: 2585.29 ms
[2022-03-22 20:26:10	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311904 | val_loss: 0.0312042 | Time: 2518.81 ms
[2022-03-22 20:26:12	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311911 | val_loss: 0.0312034 | Time: 2359.16 ms
[2022-03-22 20:26:15	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311917 | val_loss: 0.0312048 | Time: 2388.03 ms
[2022-03-22 20:26:17	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311913 | val_loss: 0.0312052 | Time: 2340.34 ms
[2022-03-22 20:26:20	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.031195 | val_loss: 0.0312131 | Time: 2362 ms
[2022-03-22 20:26:22	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.031197 | val_loss: 0.0312124 | Time: 2522.05 ms
[2022-03-22 20:26:25	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311923 | val_loss: 0.0312032 | Time: 2915.26 ms
[2022-03-22 20:26:28	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311895 | val_loss: 0.0312035 | Time: 2585.45 ms
[2022-03-22 20:26:31	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311888 | val_loss: 0.0312033 | Time: 2558.15 ms
[2022-03-22 20:26:34	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311879 | val_loss: 0.0312054 | Time: 2698.46 ms
[2022-03-22 20:26:37	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311882 | val_loss: 0.031203 | Time: 2722.88 ms
[2022-03-22 20:26:40	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311884 | val_loss: 0.0312039 | Time: 2566.07 ms
[2022-03-22 20:26:43	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311883 | val_loss: 0.0312063 | Time: 2559.14 ms
[2022-03-22 20:26:45	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311868 | val_loss: 0.0312036 | Time: 2418.74 ms
[2022-03-22 20:26:48	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311873 | val_loss: 0.0312057 | Time: 2469.29 ms
[2022-03-22 20:26:50	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311868 | val_loss: 0.0312075 | Time: 2417.95 ms
[2022-03-22 20:26:53	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311899 | val_loss: 0.0312015 | Time: 2599.75 ms
[2022-03-22 20:26:56	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311922 | val_loss: 0.031204 | Time: 2484.35 ms
[2022-03-22 20:26:58	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311915 | val_loss: 0.0312014 | Time: 2319.03 ms
[2022-03-22 20:27:00	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311903 | val_loss: 0.0312044 | Time: 2330.92 ms
[2022-03-22 20:27:03	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311912 | val_loss: 0.0312033 | Time: 2595.28 ms
[2022-03-22 20:27:05	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311915 | val_loss: 0.0312065 | Time: 2343.85 ms
[2022-03-22 20:27:08	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311895 | val_loss: 0.0312016 | Time: 2363.6 ms
[2022-03-22 20:27:10	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311881 | val_loss: 0.0312043 | Time: 2376.22 ms
[2022-03-22 20:27:13	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311873 | val_loss: 0.0312028 | Time: 2347.32 ms
[2022-03-22 20:27:15	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311869 | val_loss: 0.0312024 | Time: 2331.9 ms
[2022-03-22 20:27:17	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311926 | val_loss: 0.0312008 | Time: 2340.78 ms
[2022-03-22 20:27:20	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311865 | val_loss: 0.0312051 | Time: 2558.76 ms
[2022-03-22 20:27:22	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311862 | val_loss: 0.0312027 | Time: 2335.21 ms
[2022-03-22 20:27:25	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311866 | val_loss: 0.0312031 | Time: 2558.97 ms
[2022-03-22 20:27:27	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311863 | val_loss: 0.0312015 | Time: 2335.93 ms
[2022-03-22 20:27:30	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311864 | val_loss: 0.0312049 | Time: 2341.17 ms
[2022-03-22 20:27:32	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311862 | val_loss: 0.0312062 | Time: 2333.23 ms
[2022-03-22 20:27:35	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311866 | val_loss: 0.0312054 | Time: 2338.83 ms
[2022-03-22 20:27:37	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311877 | val_loss: 0.0312029 | Time: 2511.65 ms
[2022-03-22 20:27:40	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311896 | val_loss: 0.0312035 | Time: 2445.16 ms
[2022-03-22 20:27:42	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311861 | val_loss: 0.0312011 | Time: 2547.83 ms
[2022-03-22 20:27:45	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311878 | val_loss: 0.031207 | Time: 2335.55 ms
[2022-03-22 20:27:47	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.031191 | val_loss: 0.0312023 | Time: 2336.25 ms
[2022-03-22 20:27:50	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311889 | val_loss: 0.0312017 | Time: 2327.7 ms
[2022-03-22 20:27:52	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.031187 | val_loss: 0.0312008 | Time: 2340.06 ms
[2022-03-22 20:27:55	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311844 | val_loss: 0.0312001 | Time: 2559.31 ms
[2022-03-22 20:27:57	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311844 | val_loss: 0.0312038 | Time: 2340.96 ms
[2022-03-22 20:27:59	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311929 | val_loss: 0.0312004 | Time: 2339.28 ms
[2022-03-22 20:28:02	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311916 | val_loss: 0.0311984 | Time: 2336.58 ms
[2022-03-22 20:28:04	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311928 | val_loss: 0.031197 | Time: 2342.53 ms
[2022-03-22 20:28:07	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311904 | val_loss: 0.0311973 | Time: 2340.62 ms
[2022-03-22 20:28:09	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311897 | val_loss: 0.0311983 | Time: 2341.3 ms
[2022-03-22 20:28:11	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311892 | val_loss: 0.0311972 | Time: 2332.34 ms
[2022-03-22 20:28:14	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311876 | val_loss: 0.0311963 | Time: 2338.13 ms
[2022-03-22 20:28:16	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311895 | val_loss: 0.0311956 | Time: 2342.54 ms
[2022-03-22 20:28:19	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311896 | val_loss: 0.0311973 | Time: 2474.2 ms
[2022-03-22 20:28:21	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311877 | val_loss: 0.0311972 | Time: 2343.63 ms
[2022-03-22 20:28:24	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311858 | val_loss: 0.0311956 | Time: 2342.84 ms
[2022-03-22 20:28:26	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311857 | val_loss: 0.0311958 | Time: 2448.46 ms
[2022-03-22 20:28:28	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311866 | val_loss: 0.0312037 | Time: 2337.88 ms
[2022-03-22 20:28:31	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311855 | val_loss: 0.0311978 | Time: 2483.54 ms
[2022-03-22 20:28:33	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311852 | val_loss: 0.0311965 | Time: 2343.38 ms
[2022-03-22 20:28:36	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311838 | val_loss: 0.031198 | Time: 2334.04 ms
[2022-03-22 20:28:38	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311837 | val_loss: 0.0311959 | Time: 2338.04 ms
[2022-03-22 20:28:41	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311835 | val_loss: 0.0311996 | Time: 2344.04 ms
[2022-03-22 20:28:43	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311833 | val_loss: 0.0311959 | Time: 2333.31 ms
[2022-03-22 20:28:45	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311827 | val_loss: 0.0311969 | Time: 2337.13 ms
[2022-03-22 20:28:48	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.031182 | val_loss: 0.0311955 | Time: 2336.59 ms
[2022-03-22 20:28:50	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311829 | val_loss: 0.0311974 | Time: 2334.79 ms
[2022-03-22 20:28:53	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311837 | val_loss: 0.0311959 | Time: 2338.76 ms
[2022-03-22 20:28:55	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311814 | val_loss: 0.0311947 | Time: 2337.89 ms
[2022-03-22 20:28:57	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311834 | val_loss: 0.0311983 | Time: 2335.78 ms
[2022-03-22 20:29:00	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311817 | val_loss: 0.0311962 | Time: 2337.18 ms
[2022-03-22 20:29:02	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311844 | val_loss: 0.0312116 | Time: 2345.58 ms
[2022-03-22 20:29:05	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311867 | val_loss: 0.0311949 | Time: 2335.17 ms
[2022-03-22 20:29:07	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311828 | val_loss: 0.0311978 | Time: 2348.94 ms
[2022-03-22 20:29:09	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311832 | val_loss: 0.0311952 | Time: 2342.11 ms
[2022-03-22 20:29:12	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311809 | val_loss: 0.0311954 | Time: 2331.33 ms
[2022-03-22 20:29:14	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311846 | val_loss: 0.0311946 | Time: 2334.86 ms
[2022-03-22 20:29:17	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311824 | val_loss: 0.0311935 | Time: 2343.78 ms
[2022-03-22 20:29:19	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311822 | val_loss: 0.0311943 | Time: 2342.15 ms
[2022-03-22 20:29:21	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311797 | val_loss: 0.0311938 | Time: 2337.84 ms
[2022-03-22 20:29:24	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311799 | val_loss: 0.0311938 | Time: 2446.77 ms
[2022-03-22 20:29:26	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311787 | val_loss: 0.0311951 | Time: 2337.19 ms
[2022-03-22 20:29:29	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.031179 | val_loss: 0.0311936 | Time: 2334.75 ms
[2022-03-22 20:29:31	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311787 | val_loss: 0.0311942 | Time: 2335.77 ms
[2022-03-22 20:29:34	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.03118 | val_loss: 0.0311972 | Time: 2330.61 ms
[2022-03-22 20:29:36	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311791 | val_loss: 0.0311949 | Time: 2452.53 ms
[2022-03-22 20:29:39	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311802 | val_loss: 0.0311943 | Time: 2335.72 ms
[2022-03-22 20:29:41	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311799 | val_loss: 0.031195 | Time: 2345.2 ms
[2022-03-22 20:29:43	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311819 | val_loss: 0.0311945 | Time: 2339.62 ms
[2022-03-22 20:29:46	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311782 | val_loss: 0.0311925 | Time: 2551.4 ms
[2022-03-22 20:29:48	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311802 | val_loss: 0.0312006 | Time: 2339.04 ms
[2022-03-22 20:29:51	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311821 | val_loss: 0.0312015 | Time: 2519.67 ms
[2022-03-22 20:29:53	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311794 | val_loss: 0.031197 | Time: 2336.39 ms
[2022-03-22 20:29:56	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311773 | val_loss: 0.0311927 | Time: 2336.24 ms
[2022-03-22 20:29:58	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311761 | val_loss: 0.0311935 | Time: 2338.93 ms
[2022-03-22 20:30:01	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311759 | val_loss: 0.0311979 | Time: 2344.84 ms
[2022-03-22 20:30:03	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311776 | val_loss: 0.0311935 | Time: 2345.33 ms
[2022-03-22 20:30:05	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311766 | val_loss: 0.0311933 | Time: 2340.6 ms
[2022-03-22 20:30:08	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311752 | val_loss: 0.0311948 | Time: 2338.15 ms
[2022-03-22 20:30:10	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311766 | val_loss: 0.0311949 | Time: 2341.18 ms
[2022-03-22 20:30:13	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311789 | val_loss: 0.0311924 | Time: 2458.15 ms
[2022-03-22 20:30:15	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311761 | val_loss: 0.0311938 | Time: 2568.23 ms
[2022-03-22 20:30:18	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311761 | val_loss: 0.0311927 | Time: 2333.37 ms
[2022-03-22 20:30:20	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311754 | val_loss: 0.0311932 | Time: 2337.25 ms
[2022-03-22 20:30:23	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311751 | val_loss: 0.0311937 | Time: 2330.04 ms
[2022-03-22 20:30:25	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311766 | val_loss: 0.0311962 | Time: 2546.92 ms
[2022-03-22 20:30:28	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311779 | val_loss: 0.0311983 | Time: 2340.4 ms
[2022-03-22 20:30:30	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311763 | val_loss: 0.0311931 | Time: 2336.94 ms
[2022-03-22 20:30:32	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311751 | val_loss: 0.0311937 | Time: 2344.94 ms
[2022-03-22 20:30:35	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311764 | val_loss: 0.0311921 | Time: 2560.72 ms
[2022-03-22 20:30:38	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311743 | val_loss: 0.0311968 | Time: 2338.82 ms
[2022-03-22 20:30:40	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311739 | val_loss: 0.0311946 | Time: 2339.72 ms
[2022-03-22 20:30:42	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311728 | val_loss: 0.0311944 | Time: 2337.33 ms
[2022-03-22 20:30:45	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311738 | val_loss: 0.031195 | Time: 2338.19 ms
[2022-03-22 20:30:47	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311742 | val_loss: 0.0311936 | Time: 2337.57 ms
[2022-03-22 20:30:49	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311741 | val_loss: 0.0311944 | Time: 2332.81 ms
[2022-03-22 20:30:52	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311745 | val_loss: 0.0311977 | Time: 2433.12 ms
[2022-03-22 20:30:54	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311806 | val_loss: 0.0312019 | Time: 2333.45 ms
[2022-03-22 20:30:57	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311805 | val_loss: 0.0311994 | Time: 2330.2 ms
[2022-03-22 20:30:59	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311834 | val_loss: 0.0312012 | Time: 2336.56 ms
[2022-03-22 20:31:02	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311759 | val_loss: 0.0311919 | Time: 2347.06 ms
[2022-03-22 20:31:04	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.031176 | val_loss: 0.0311948 | Time: 2517.4 ms
[2022-03-22 20:31:07	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311738 | val_loss: 0.0311918 | Time: 2342.48 ms
[2022-03-22 20:31:09	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311727 | val_loss: 0.0311936 | Time: 2516.16 ms
[2022-03-22 20:31:12	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311727 | val_loss: 0.0311922 | Time: 2346.32 ms
[2022-03-22 20:31:14	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311717 | val_loss: 0.0311921 | Time: 2514.23 ms
[2022-03-22 20:31:17	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311724 | val_loss: 0.0311952 | Time: 2333.79 ms
[2022-03-22 20:31:19	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311712 | val_loss: 0.0311957 | Time: 2437.35 ms
[2022-03-22 20:31:22	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311711 | val_loss: 0.0311936 | Time: 2336.3 ms
[2022-03-22 20:31:24	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311709 | val_loss: 0.0311943 | Time: 2336.65 ms
[2022-03-22 20:31:26	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311723 | val_loss: 0.0311961 | Time: 2336.56 ms
[2022-03-22 20:31:29	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311719 | val_loss: 0.0311914 | Time: 2338.6 ms
[2022-03-22 20:31:31	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311725 | val_loss: 0.031192 | Time: 2479.79 ms
[2022-03-22 20:31:34	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311739 | val_loss: 0.0311958 | Time: 2337.13 ms
[2022-03-22 20:31:36	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311747 | val_loss: 0.0311989 | Time: 2522.92 ms
[2022-03-22 20:31:39	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311747 | val_loss: 0.0311983 | Time: 2334.85 ms
[2022-03-22 20:31:41	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311702 | val_loss: 0.031194 | Time: 2537.3 ms
[2022-03-22 20:31:44	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311695 | val_loss: 0.0311941 | Time: 2343.14 ms
[2022-03-22 20:31:46	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311708 | val_loss: 0.0311935 | Time: 2342.74 ms
[2022-03-22 20:31:49	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311688 | val_loss: 0.0311959 | Time: 2341 ms
[2022-03-22 20:31:51	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.03117 | val_loss: 0.0311929 | Time: 2332.49 ms
[2022-03-22 20:31:53	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311691 | val_loss: 0.0311958 | Time: 2334.74 ms
[2022-03-22 20:31:56	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311689 | val_loss: 0.0311957 | Time: 2338.32 ms
[2022-03-22 20:31:58	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311711 | val_loss: 0.0311962 | Time: 2336.47 ms
[2022-03-22 20:32:01	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311729 | val_loss: 0.0311984 | Time: 2340.54 ms
[2022-03-22 20:32:03	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311717 | val_loss: 0.0311925 | Time: 2340.95 ms
[2022-03-22 20:32:06	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.03117 | val_loss: 0.0311948 | Time: 2543.32 ms
[2022-03-22 20:32:08	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311684 | val_loss: 0.0311917 | Time: 2342.99 ms
[2022-03-22 20:32:10	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311728 | val_loss: 0.0312014 | Time: 2358.69 ms
[2022-03-22 20:32:13	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311727 | val_loss: 0.0311927 | Time: 2620.96 ms
[2022-03-22 20:32:16	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311704 | val_loss: 0.0311915 | Time: 2813.41 ms
[2022-03-22 20:32:19	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311771 | val_loss: 0.0311916 | Time: 2468.7 ms
[2022-03-22 20:32:21	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311727 | val_loss: 0.0311914 | Time: 2339.32 ms
[2022-03-22 20:32:23	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311709 | val_loss: 0.0311911 | Time: 2336.05 ms
[2022-03-22 20:32:26	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311708 | val_loss: 0.0311909 | Time: 2343 ms
[2022-03-22 20:32:28	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311718 | val_loss: 0.031194 | Time: 2333.36 ms
[2022-03-22 20:32:31	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311709 | val_loss: 0.0311888 | Time: 2337.19 ms
[2022-03-22 20:32:33	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311738 | val_loss: 0.0311934 | Time: 2336.8 ms
[2022-03-22 20:32:35	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311844 | val_loss: 0.0311925 | Time: 2343.14 ms
[2022-03-22 20:32:38	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311847 | val_loss: 0.0311935 | Time: 2342.52 ms
[2022-03-22 20:32:40	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311804 | val_loss: 0.0311895 | Time: 2342.18 ms
[2022-03-22 20:32:43	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311803 | val_loss: 0.0311926 | Time: 2337.53 ms
[2022-03-22 20:32:45	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.031177 | val_loss: 0.031191 | Time: 2337.77 ms
[2022-03-22 20:32:47	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311759 | val_loss: 0.0311882 | Time: 2337.37 ms
[2022-03-22 20:32:50	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311744 | val_loss: 0.0311863 | Time: 2532.28 ms
[2022-03-22 20:32:52	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311744 | val_loss: 0.0311868 | Time: 2333.93 ms
[2022-03-22 20:32:55	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311731 | val_loss: 0.0311866 | Time: 2338.94 ms
[2022-03-22 20:32:57	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311742 | val_loss: 0.031191 | Time: 2332.15 ms
[2022-03-22 20:33:00	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311739 | val_loss: 0.0311869 | Time: 2332.08 ms
[2022-03-22 20:33:02	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.031173 | val_loss: 0.0311876 | Time: 2345 ms
[2022-03-22 20:33:05	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311732 | val_loss: 0.0311861 | Time: 2558.1 ms
[2022-03-22 20:33:07	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311715 | val_loss: 0.031188 | Time: 2334.78 ms
[2022-03-22 20:33:10	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311707 | val_loss: 0.0311861 | Time: 2525.77 ms
[2022-03-22 20:33:12	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311718 | val_loss: 0.0311923 | Time: 2339.46 ms
[2022-03-22 20:33:15	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311766 | val_loss: 0.0311861 | Time: 2527.75 ms
[2022-03-22 20:33:17	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311698 | val_loss: 0.0311914 | Time: 2336.66 ms
[2022-03-22 20:33:20	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311696 | val_loss: 0.0311852 | Time: 2335.45 ms
[2022-03-22 20:33:22	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311677 | val_loss: 0.0311885 | Time: 2333.46 ms
[2022-03-22 20:33:24	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.031167 | val_loss: 0.031186 | Time: 2331.35 ms
[2022-03-22 20:33:27	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311663 | val_loss: 0.0311877 | Time: 2462.88 ms
[2022-03-22 20:33:29	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311693 | val_loss: 0.0311855 | Time: 2339.3 ms
[2022-03-22 20:33:32	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311703 | val_loss: 0.0311891 | Time: 2339.4 ms
[2022-03-22 20:33:34	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311688 | val_loss: 0.0311886 | Time: 2451.07 ms
[2022-03-22 20:33:37	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311687 | val_loss: 0.0311878 | Time: 2335.03 ms
[2022-03-22 20:33:39	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311681 | val_loss: 0.0311895 | Time: 2526.24 ms
[2022-03-22 20:33:42	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311671 | val_loss: 0.0311865 | Time: 2450.7 ms
[2022-03-22 20:33:44	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311647 | val_loss: 0.0311913 | Time: 2340.55 ms
[2022-03-22 20:33:47	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311663 | val_loss: 0.0311865 | Time: 2534.89 ms
[2022-03-22 20:33:49	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311684 | val_loss: 0.0311956 | Time: 2504.92 ms
[2022-03-22 20:33:52	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311696 | val_loss: 0.0311899 | Time: 2507.95 ms
[2022-03-22 20:33:54	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311649 | val_loss: 0.0311876 | Time: 2333.79 ms
[2022-03-22 20:33:57	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311643 | val_loss: 0.0311872 | Time: 2332.7 ms
[2022-03-22 20:33:59	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311635 | val_loss: 0.0311901 | Time: 2339.32 ms
[2022-03-22 20:34:02	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311636 | val_loss: 0.0311879 | Time: 2333.73 ms
[2022-03-22 20:34:04	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311629 | val_loss: 0.0311873 | Time: 2333.02 ms
[2022-03-22 20:34:06	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311613 | val_loss: 0.0311893 | Time: 2328.82 ms
[2022-03-22 20:34:09	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311633 | val_loss: 0.0311867 | Time: 2334.72 ms
[2022-03-22 20:34:11	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311642 | val_loss: 0.0311869 | Time: 2332.32 ms
[2022-03-22 20:34:14	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311637 | val_loss: 0.0311861 | Time: 2451.4 ms
[2022-03-22 20:34:16	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311615 | val_loss: 0.0311916 | Time: 2335.53 ms
[2022-03-22 20:34:19	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311629 | val_loss: 0.0311876 | Time: 2531.53 ms
[2022-03-22 20:34:21	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.031163 | val_loss: 0.0311896 | Time: 2334.7 ms
[2022-03-22 20:34:24	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311653 | val_loss: 0.0311863 | Time: 2328.68 ms
[2022-03-22 20:34:26	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311667 | val_loss: 0.0311943 | Time: 2336.33 ms
[2022-03-22 20:34:28	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311701 | val_loss: 0.0311936 | Time: 2334.93 ms
[2022-03-22 20:34:31	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311691 | val_loss: 0.0311906 | Time: 2326.65 ms
[2022-03-22 20:34:33	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311674 | val_loss: 0.0311929 | Time: 2338.5 ms
[2022-03-22 20:34:35	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311662 | val_loss: 0.031195 | Time: 2331.35 ms
[2022-03-22 20:34:38	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311656 | val_loss: 0.031186 | Time: 2335.29 ms
[2022-03-22 20:34:40	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311672 | val_loss: 0.0311885 | Time: 2468.34 ms
[2022-03-22 20:34:43	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311661 | val_loss: 0.0311878 | Time: 2333.72 ms
[2022-03-22 20:34:45	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311665 | val_loss: 0.031195 | Time: 2545.48 ms
[2022-03-22 20:34:48	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311688 | val_loss: 0.0311899 | Time: 2337.95 ms
[2022-03-22 20:34:50	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311665 | val_loss: 0.0311914 | Time: 2338.71 ms
[2022-03-22 20:34:53	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311669 | val_loss: 0.0311942 | Time: 2336.66 ms
[2022-03-22 20:34:55	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311651 | val_loss: 0.0311926 | Time: 2338.25 ms
[2022-03-22 20:34:57	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311644 | val_loss: 0.0311896 | Time: 2338.5 ms
[2022-03-22 20:35:00	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311632 | val_loss: 0.0311888 | Time: 2437.27 ms
[2022-03-22 20:35:02	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311628 | val_loss: 0.0311936 | Time: 2432.61 ms
[2022-03-22 20:35:05	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311645 | val_loss: 0.0311881 | Time: 2559.46 ms
[2022-03-22 20:35:08	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311696 | val_loss: 0.0311877 | Time: 2457.8 ms
[2022-03-22 20:35:10	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311672 | val_loss: 0.0311878 | Time: 2338.12 ms
[2022-03-22 20:35:12	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311697 | val_loss: 0.0311962 | Time: 2335.86 ms
[2022-03-22 20:35:15	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311663 | val_loss: 0.0311896 | Time: 2334.96 ms
[2022-03-22 20:35:17	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.031167 | val_loss: 0.0311906 | Time: 2544.99 ms
[2022-03-22 20:35:20	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311666 | val_loss: 0.0311891 | Time: 2332.76 ms
[2022-03-22 20:35:23	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311636 | val_loss: 0.0311864 | Time: 2562.89 ms
[2022-03-22 20:35:25	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311613 | val_loss: 0.0311897 | Time: 2333.25 ms
[2022-03-22 20:35:28	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311635 | val_loss: 0.0311883 | Time: 2537.61 ms
[2022-03-22 20:35:30	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311632 | val_loss: 0.0311888 | Time: 2336.94 ms
[2022-03-22 20:35:32	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311689 | val_loss: 0.0311861 | Time: 2339.56 ms
[2022-03-22 20:35:35	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311696 | val_loss: 0.0311865 | Time: 2466.79 ms
[2022-03-22 20:35:37	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311693 | val_loss: 0.0311871 | Time: 2338.52 ms
[2022-03-22 20:35:40	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311687 | val_loss: 0.0311856 | Time: 2335.12 ms
[2022-03-22 20:35:42	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311666 | val_loss: 0.0311856 | Time: 2454.39 ms
[2022-03-22 20:35:45	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311649 | val_loss: 0.0311843 | Time: 2433.64 ms
[2022-03-22 20:35:47	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311654 | val_loss: 0.031185 | Time: 2330.29 ms
[2022-03-22 20:35:50	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311665 | val_loss: 0.0311818 | Time: 2336.38 ms
[2022-03-22 20:35:52	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311692 | val_loss: 0.0311901 | Time: 2330.71 ms
[2022-03-22 20:35:54	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311681 | val_loss: 0.0311809 | Time: 2331.85 ms
[2022-03-22 20:35:57	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311635 | val_loss: 0.0311862 | Time: 2532.4 ms
[2022-03-22 20:35:59	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311621 | val_loss: 0.0311839 | Time: 2335.76 ms
[2022-03-22 20:36:02	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311652 | val_loss: 0.0311898 | Time: 2340.51 ms
[2022-03-22 20:36:04	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311648 | val_loss: 0.0311852 | Time: 2470.08 ms
[2022-03-22 20:36:07	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311606 | val_loss: 0.0311926 | Time: 2336.92 ms
[2022-03-22 20:36:09	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311617 | val_loss: 0.031183 | Time: 2503.44 ms
[2022-03-22 20:36:12	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311635 | val_loss: 0.0311988 | Time: 2329.14 ms
[2022-03-22 20:36:14	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0312 | val_loss: 0.031203 | Time: 2337.48 ms
[2022-03-22 20:36:16	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0312132 | val_loss: 0.0312207 | Time: 2335.15 ms
[2022-03-22 20:36:19	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311785 | val_loss: 0.0311922 | Time: 2442.43 ms
[2022-03-22 20:36:21	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311628 | val_loss: 0.0312 | Time: 2327.74 ms
[2022-03-22 20:36:24	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311642 | val_loss: 0.0311941 | Time: 2332.33 ms
[2022-03-22 20:36:26	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311627 | val_loss: 0.0311893 | Time: 2458.44 ms
[2022-03-22 20:36:29	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311627 | val_loss: 0.0311874 | Time: 2435.09 ms
[2022-03-22 20:36:31	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311627 | val_loss: 0.031185 | Time: 2335.53 ms
[2022-03-22 20:36:34	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311619 | val_loss: 0.0311834 | Time: 2741.97 ms
[2022-03-22 20:36:37	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311618 | val_loss: 0.0311831 | Time: 2533.47 ms
[2022-03-22 20:36:39	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311612 | val_loss: 0.0311902 | Time: 2448.7 ms
[2022-03-22 20:36:42	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311615 | val_loss: 0.0311843 | Time: 2337.33 ms
[2022-03-22 20:36:44	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311599 | val_loss: 0.0311853 | Time: 2344.31 ms
[2022-03-22 20:36:46	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311554 | val_loss: 0.0311868 | Time: 2338.42 ms
[2022-03-22 20:36:49	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311569 | val_loss: 0.0311909 | Time: 2337.58 ms
[2022-03-22 20:36:51	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311565 | val_loss: 0.0311843 | Time: 2338.59 ms
[2022-03-22 20:36:54	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311558 | val_loss: 0.0311881 | Time: 2443.99 ms
[2022-03-22 20:36:56	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311556 | val_loss: 0.0311862 | Time: 2590.67 ms
[2022-03-22 20:36:59	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311887 | val_loss: 0.0311967 | Time: 2827.62 ms
[2022-03-22 20:37:02	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311889 | val_loss: 0.0311882 | Time: 2337.75 ms
[2022-03-22 20:37:04	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311799 | val_loss: 0.0311854 | Time: 2485.98 ms
[2022-03-22 20:37:07	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311778 | val_loss: 0.0311857 | Time: 2569.03 ms
[2022-03-22 20:37:09	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311754 | val_loss: 0.0311824 | Time: 2457.87 ms
[2022-03-22 20:37:12	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311738 | val_loss: 0.0311815 | Time: 2329.1 ms
[2022-03-22 20:37:14	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.031173 | val_loss: 0.0311871 | Time: 2516.39 ms
[2022-03-22 20:37:14	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311871
[2022-03-22 20:37:14	                main:603]	:	INFO	:	Saving end state to config to file
[2022-03-22 20:37:15	                main:608]	:	INFO	:	Success, exiting..
20:37:15 (4060): 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)