Task 13014683

Name ParityModified-1645998325-922-1-0_1
Workunit 10074767
Created 12 Mar 2022, 19:11:39 UTC
Sent 12 Mar 2022, 19:34:50 UTC
Report deadline 20 Mar 2022, 19:34:50 UTC
Received 14 Mar 2022, 18:33:34 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 19941
Run time 1 hours 24 min 41 sec
CPU time 1 hours 21 min 38 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>
in:574]	:	INFO	:	Epoch 1577 | loss: 0.0312475 | val_loss: 0.0312453 | Time: 2431.73 ms
[2022-03-12 21:44:22	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.0312469 | val_loss: 0.0312442 | Time: 2329.24 ms
[2022-03-12 21:44:24	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.031246 | val_loss: 0.0312452 | Time: 2330.78 ms
[2022-03-12 21:44:27	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.0312462 | val_loss: 0.0312457 | Time: 2511.76 ms
[2022-03-12 21:44:29	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.0312453 | val_loss: 0.0312444 | Time: 2435.51 ms
[2022-03-12 21:44:32	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0312455 | val_loss: 0.0312443 | Time: 2330.8 ms
[2022-03-12 21:44:34	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.031246 | val_loss: 0.0312464 | Time: 2329.16 ms
[2022-03-12 21:44:36	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0312466 | val_loss: 0.0312446 | Time: 2479.88 ms
[2022-03-12 21:44:39	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0312455 | val_loss: 0.031245 | Time: 2327.45 ms
[2022-03-12 21:44:41	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0312467 | val_loss: 0.0312459 | Time: 2324.48 ms
[2022-03-12 21:44:44	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0312455 | val_loss: 0.0312453 | Time: 2323.53 ms
[2022-03-12 21:44:46	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0312452 | val_loss: 0.0312445 | Time: 2489.87 ms
[2022-03-12 21:44:49	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0312453 | val_loss: 0.0312449 | Time: 2329.88 ms
[2022-03-12 21:44:51	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0312451 | val_loss: 0.0312444 | Time: 2503.8 ms
[2022-03-12 21:44:54	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0312453 | val_loss: 0.0312444 | Time: 2328.26 ms
[2022-03-12 21:44:56	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0312455 | val_loss: 0.0312444 | Time: 2332.89 ms
[2022-03-12 21:44:59	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.031246 | val_loss: 0.0312443 | Time: 2482.94 ms
[2022-03-12 21:45:01	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0312454 | val_loss: 0.0312459 | Time: 2545.57 ms
[2022-03-12 21:45:04	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0312453 | val_loss: 0.0312443 | Time: 2324.06 ms
[2022-03-12 21:45:06	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0312452 | val_loss: 0.0312443 | Time: 2327.12 ms
[2022-03-12 21:45:08	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0312453 | val_loss: 0.0312453 | Time: 2326.6 ms
[2022-03-12 21:45:11	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0312454 | val_loss: 0.031244 | Time: 2477.76 ms
[2022-03-12 21:45:13	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0312449 | val_loss: 0.0312443 | Time: 2326.27 ms
[2022-03-12 21:45:16	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.031245 | val_loss: 0.0312443 | Time: 2527.89 ms
[2022-03-12 21:45:18	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0312451 | val_loss: 0.0312442 | Time: 2324.82 ms
[2022-03-12 21:45:21	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0312448 | val_loss: 0.0312442 | Time: 2330.54 ms
[2022-03-12 21:45:23	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0312455 | val_loss: 0.0312444 | Time: 2331.95 ms
[2022-03-12 21:45:26	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0312461 | val_loss: 0.031244 | Time: 2454.29 ms
[2022-03-12 21:45:28	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0312465 | val_loss: 0.031245 | Time: 2326.03 ms
[2022-03-12 21:45:31	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.031246 | val_loss: 0.0312446 | Time: 2547.83 ms
[2022-03-12 21:45:33	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0312454 | val_loss: 0.0312457 | Time: 2326.02 ms
[2022-03-12 21:45:36	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0312453 | val_loss: 0.0312448 | Time: 2542.83 ms
[2022-03-12 21:45:38	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0312451 | val_loss: 0.0312442 | Time: 2323.9 ms
[2022-03-12 21:45:40	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.031245 | val_loss: 0.0312444 | Time: 2324.85 ms
[2022-03-12 21:45:43	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0312455 | val_loss: 0.0312446 | Time: 2474.04 ms
[2022-03-12 21:45:45	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0312453 | val_loss: 0.0312446 | Time: 2323.46 ms
[2022-03-12 21:45:48	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0312457 | val_loss: 0.0312488 | Time: 2330.69 ms
[2022-03-12 21:45:50	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.031247 | val_loss: 0.0312445 | Time: 2461.65 ms
[2022-03-12 21:45:53	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0312451 | val_loss: 0.0312443 | Time: 2436.18 ms
[2022-03-12 21:45:55	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0312453 | val_loss: 0.0312456 | Time: 2327.8 ms
[2022-03-12 21:45:58	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0312458 | val_loss: 0.0312448 | Time: 2328.93 ms
[2022-03-12 21:46:00	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0312451 | val_loss: 0.0312441 | Time: 2509.55 ms
[2022-03-12 21:46:03	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0312457 | val_loss: 0.0312472 | Time: 2329.94 ms
[2022-03-12 21:46:05	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.031246 | val_loss: 0.0312455 | Time: 2531.14 ms
[2022-03-12 21:46:08	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0312457 | val_loss: 0.0312447 | Time: 2328.18 ms
[2022-03-12 21:46:10	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0312458 | val_loss: 0.0312471 | Time: 2322.24 ms
[2022-03-12 21:46:13	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0312461 | val_loss: 0.0312451 | Time: 2465.57 ms
[2022-03-12 21:46:15	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0312451 | val_loss: 0.0312442 | Time: 2325.7 ms
[2022-03-12 21:46:17	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0312452 | val_loss: 0.0312446 | Time: 2499.93 ms
[2022-03-12 21:46:20	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0312447 | val_loss: 0.0312443 | Time: 2322.29 ms
[2022-03-12 21:46:22	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0312453 | val_loss: 0.0312451 | Time: 2423.47 ms
[2022-03-12 21:46:25	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0312451 | val_loss: 0.0312446 | Time: 2327.93 ms
[2022-03-12 21:46:27	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0312451 | val_loss: 0.0312447 | Time: 2514.74 ms
[2022-03-12 21:46:30	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0312465 | val_loss: 0.0312482 | Time: 2330.22 ms
[2022-03-12 21:46:32	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0312462 | val_loss: 0.0312455 | Time: 2541.52 ms
[2022-03-12 21:46:35	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0312466 | val_loss: 0.0312448 | Time: 2330.84 ms
[2022-03-12 21:46:37	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.031245 | val_loss: 0.0312441 | Time: 2543.13 ms
[2022-03-12 21:46:40	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0312456 | val_loss: 0.0312445 | Time: 2329.04 ms
[2022-03-12 21:46:42	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0312458 | val_loss: 0.0312446 | Time: 2554.25 ms
[2022-03-12 21:46:45	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0312452 | val_loss: 0.0312447 | Time: 2334.72 ms
[2022-03-12 21:46:47	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0312451 | val_loss: 0.0312455 | Time: 2329.09 ms
[2022-03-12 21:46:50	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0312459 | val_loss: 0.0312443 | Time: 2505.54 ms
[2022-03-12 21:46:52	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0312448 | val_loss: 0.0312446 | Time: 2427.77 ms
[2022-03-12 21:46:55	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0312468 | val_loss: 0.0312469 | Time: 2433.24 ms
[2022-03-12 21:46:57	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0312465 | val_loss: 0.0312451 | Time: 2330.86 ms
[2022-03-12 21:47:00	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0312455 | val_loss: 0.0312444 | Time: 2524.66 ms
[2022-03-12 21:47:02	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.031246 | val_loss: 0.0312477 | Time: 2327.04 ms
[2022-03-12 21:47:04	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0312458 | val_loss: 0.0312444 | Time: 2328.14 ms
[2022-03-12 21:47:07	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0312454 | val_loss: 0.0312442 | Time: 2524.22 ms
[2022-03-12 21:47:10	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0312455 | val_loss: 0.0312445 | Time: 2436.18 ms
[2022-03-12 21:47:12	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0312449 | val_loss: 0.031244 | Time: 2538.92 ms
[2022-03-12 21:47:15	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0312455 | val_loss: 0.031245 | Time: 2453.66 ms
[2022-03-12 21:47:17	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0312449 | val_loss: 0.0312444 | Time: 2521.34 ms
[2022-03-12 21:47:20	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0312449 | val_loss: 0.0312439 | Time: 2325.59 ms
[2022-03-12 21:47:22	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0312453 | val_loss: 0.0312453 | Time: 2327.28 ms
[2022-03-12 21:47:25	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.031245 | val_loss: 0.0312439 | Time: 2323.98 ms
[2022-03-12 21:47:27	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0312458 | val_loss: 0.0312448 | Time: 2327.55 ms
[2022-03-12 21:47:29	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0312448 | val_loss: 0.031245 | Time: 2327.97 ms
[2022-03-12 21:47:32	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0312456 | val_loss: 0.0312455 | Time: 2331.93 ms
[2022-03-12 21:47:34	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0312457 | val_loss: 0.0312454 | Time: 2516.36 ms
[2022-03-12 21:47:37	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0312453 | val_loss: 0.0312446 | Time: 2438.07 ms
[2022-03-12 21:47:39	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0312461 | val_loss: 0.0312461 | Time: 2424.3 ms
[2022-03-12 21:47:42	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0312466 | val_loss: 0.0312443 | Time: 2433.64 ms
[2022-03-12 21:47:44	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0312466 | val_loss: 0.031245 | Time: 2328.78 ms
[2022-03-12 21:47:47	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.031246 | val_loss: 0.0312446 | Time: 2524.49 ms
[2022-03-12 21:47:49	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0312451 | val_loss: 0.0312444 | Time: 2326.16 ms
[2022-03-12 21:47:52	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0312447 | val_loss: 0.0312444 | Time: 2506.44 ms
[2022-03-12 21:47:54	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0312452 | val_loss: 0.0312443 | Time: 2450.39 ms
[2022-03-12 21:47:57	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0312451 | val_loss: 0.0312461 | Time: 2428.5 ms
[2022-03-12 21:47:59	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0312456 | val_loss: 0.0312449 | Time: 2326.4 ms
[2022-03-12 21:48:02	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0312452 | val_loss: 0.0312443 | Time: 2326.6 ms
[2022-03-12 21:48:04	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.031245 | val_loss: 0.0312454 | Time: 2476.45 ms
[2022-03-12 21:48:07	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0312451 | val_loss: 0.0312451 | Time: 2544.5 ms
[2022-03-12 21:48:09	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0312455 | val_loss: 0.031249 | Time: 2333.27 ms
[2022-03-12 21:48:12	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0312465 | val_loss: 0.0312501 | Time: 2326.99 ms
[2022-03-12 21:48:14	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0312469 | val_loss: 0.0312442 | Time: 2506.4 ms
[2022-03-12 21:48:17	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0312449 | val_loss: 0.0312446 | Time: 2439.04 ms
[2022-03-12 21:48:19	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0312451 | val_loss: 0.0312439 | Time: 2332.12 ms
[2022-03-12 21:48:22	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0312456 | val_loss: 0.0312473 | Time: 2330.1 ms
[2022-03-12 21:48:24	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0312453 | val_loss: 0.0312445 | Time: 2332.15 ms
[2022-03-12 21:48:26	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0312453 | val_loss: 0.031245 | Time: 2329.87 ms
[2022-03-12 21:48:29	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0312453 | val_loss: 0.0312455 | Time: 2540.92 ms
[2022-03-12 21:48:31	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0312462 | val_loss: 0.0312447 | Time: 2451.56 ms
[2022-03-12 21:48:34	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0312452 | val_loss: 0.0312446 | Time: 2328.5 ms
[2022-03-12 21:48:36	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0312452 | val_loss: 0.0312471 | Time: 2527.41 ms
[2022-03-12 21:48:39	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0312456 | val_loss: 0.0312442 | Time: 2554.6 ms
[2022-03-12 21:48:41	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.031245 | val_loss: 0.0312443 | Time: 2329.07 ms
[2022-03-12 21:48:44	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0312451 | val_loss: 0.0312441 | Time: 2332.5 ms
[2022-03-12 21:48:46	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.031245 | val_loss: 0.0312445 | Time: 2524.83 ms
[2022-03-12 21:48:49	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0312449 | val_loss: 0.0312445 | Time: 2450.13 ms
[2022-03-12 21:48:51	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0312449 | val_loss: 0.0312439 | Time: 2430.25 ms
[2022-03-12 21:48:54	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0312448 | val_loss: 0.0312447 | Time: 2533.85 ms
[2022-03-12 21:48:57	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0312452 | val_loss: 0.0312453 | Time: 2328.98 ms
[2022-03-12 21:48:59	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0312494 | val_loss: 0.031247 | Time: 2326.7 ms
[2022-03-12 21:49:01	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0312484 | val_loss: 0.0312456 | Time: 2332.14 ms
[2022-03-12 21:49:04	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0312456 | val_loss: 0.031245 | Time: 2328.11 ms
[2022-03-12 21:49:06	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0312463 | val_loss: 0.031245 | Time: 2329.64 ms
[2022-03-12 21:49:08	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0312463 | val_loss: 0.0312449 | Time: 2329.47 ms
[2022-03-12 21:49:11	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0312454 | val_loss: 0.0312448 | Time: 2329.61 ms
[2022-03-12 21:49:13	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.031245 | val_loss: 0.0312441 | Time: 2432.4 ms
[2022-03-12 21:49:16	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0312451 | val_loss: 0.0312438 | Time: 2327.94 ms
[2022-03-12 21:49:18	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0312449 | val_loss: 0.0312444 | Time: 2511.65 ms
[2022-03-12 21:49:21	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0312462 | val_loss: 0.0312448 | Time: 2327.6 ms
[2022-03-12 21:49:23	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0312456 | val_loss: 0.0312449 | Time: 2331.47 ms
[2022-03-12 21:49:26	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0312454 | val_loss: 0.0312451 | Time: 2493.54 ms
[2022-03-12 21:49:28	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0312464 | val_loss: 0.0312455 | Time: 2332.37 ms
[2022-03-12 21:49:31	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.031246 | val_loss: 0.0312457 | Time: 2544.93 ms
[2022-03-12 21:49:33	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0312464 | val_loss: 0.031247 | Time: 2332.15 ms
[2022-03-12 21:49:36	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0312458 | val_loss: 0.031244 | Time: 2542.24 ms
[2022-03-12 21:49:38	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0312449 | val_loss: 0.0312447 | Time: 2327.4 ms
[2022-03-12 21:49:41	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.031245 | val_loss: 0.0312456 | Time: 2553.35 ms
[2022-03-12 21:49:43	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0312454 | val_loss: 0.0312446 | Time: 2327.87 ms
[2022-03-12 21:49:45	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0312453 | val_loss: 0.0312445 | Time: 2326.78 ms
[2022-03-12 21:49:48	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0312459 | val_loss: 0.0312446 | Time: 2528.47 ms
[2022-03-12 21:49:50	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0312454 | val_loss: 0.0312452 | Time: 2326.52 ms
[2022-03-12 21:49:53	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0312451 | val_loss: 0.0312443 | Time: 2546.63 ms
[2022-03-12 21:49:56	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0312447 | val_loss: 0.0312447 | Time: 2447.08 ms
[2022-03-12 21:49:58	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0312448 | val_loss: 0.0312444 | Time: 2546.49 ms
[2022-03-12 21:50:01	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0312447 | val_loss: 0.0312444 | Time: 2329.72 ms
[2022-03-12 21:50:03	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0312449 | val_loss: 0.0312449 | Time: 2547.63 ms
[2022-03-12 21:50:06	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.031245 | val_loss: 0.031244 | Time: 2553.26 ms
[2022-03-12 21:50:08	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0312452 | val_loss: 0.0312448 | Time: 2443.86 ms
[2022-03-12 21:50:11	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0312449 | val_loss: 0.0312447 | Time: 2326.41 ms
[2022-03-12 21:50:13	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0312453 | val_loss: 0.0312443 | Time: 2506.46 ms
[2022-03-12 21:50:16	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.031245 | val_loss: 0.0312459 | Time: 2446.23 ms
[2022-03-12 21:50:19	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0312459 | val_loss: 0.0312461 | Time: 2529.43 ms
[2022-03-12 21:50:21	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0312457 | val_loss: 0.0312449 | Time: 2331.94 ms
[2022-03-12 21:50:23	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0312457 | val_loss: 0.0312458 | Time: 2330.07 ms
[2022-03-12 21:50:26	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0312455 | val_loss: 0.0312442 | Time: 2502.8 ms
[2022-03-12 21:50:28	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0312451 | val_loss: 0.0312473 | Time: 2326.78 ms
[2022-03-12 21:50:31	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0312451 | val_loss: 0.0312444 | Time: 2324.04 ms
[2022-03-12 21:50:33	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0312459 | val_loss: 0.0312458 | Time: 2496.14 ms
[2022-03-12 21:50:36	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0312452 | val_loss: 0.0312454 | Time: 2326.22 ms
[2022-03-12 21:50:38	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0312464 | val_loss: 0.0312474 | Time: 2322.67 ms
[2022-03-12 21:50:40	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0312471 | val_loss: 0.0312463 | Time: 2323.12 ms
[2022-03-12 21:50:43	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0312473 | val_loss: 0.0312472 | Time: 2326.2 ms
[2022-03-12 21:50:45	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0312469 | val_loss: 0.0312476 | Time: 2330.44 ms
[2022-03-12 21:50:48	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0312468 | val_loss: 0.0312462 | Time: 2324.77 ms
[2022-03-12 21:50:50	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0312465 | val_loss: 0.0312458 | Time: 2501.32 ms
[2022-03-12 21:50:53	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0312463 | val_loss: 0.0312443 | Time: 2424.37 ms
[2022-03-12 21:50:55	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0312453 | val_loss: 0.031245 | Time: 2520.56 ms
[2022-03-12 21:50:58	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0312449 | val_loss: 0.0312449 | Time: 2327.29 ms
[2022-03-12 21:51:00	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0312457 | val_loss: 0.0312455 | Time: 2550.1 ms
[2022-03-12 21:51:03	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0312457 | val_loss: 0.0312443 | Time: 2331.97 ms
[2022-03-12 21:51:05	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0312459 | val_loss: 0.0312456 | Time: 2509.11 ms
[2022-03-12 21:51:08	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0312452 | val_loss: 0.0312442 | Time: 2535.01 ms
[2022-03-12 21:51:10	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0312456 | val_loss: 0.031245 | Time: 2329.57 ms
[2022-03-12 21:51:13	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0312459 | val_loss: 0.0312455 | Time: 2329.91 ms
[2022-03-12 21:51:15	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0312447 | val_loss: 0.0312442 | Time: 2514.63 ms
[2022-03-12 21:51:18	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0312462 | val_loss: 0.0312475 | Time: 2326.79 ms
[2022-03-12 21:51:20	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0312456 | val_loss: 0.0312445 | Time: 2494.37 ms
[2022-03-12 21:51:23	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0312449 | val_loss: 0.0312446 | Time: 2454.6 ms
[2022-03-12 21:51:26	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0312446 | val_loss: 0.0312456 | Time: 2535.14 ms
[2022-03-12 21:51:28	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0312449 | val_loss: 0.0312438 | Time: 2326.13 ms
[2022-03-12 21:51:31	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.031245 | val_loss: 0.0312469 | Time: 2523.82 ms
[2022-03-12 21:51:33	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.031246 | val_loss: 0.0312466 | Time: 2327.09 ms
[2022-03-12 21:51:36	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0312454 | val_loss: 0.0312443 | Time: 2527.93 ms
[2022-03-12 21:51:38	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0312452 | val_loss: 0.0312447 | Time: 2328.54 ms
[2022-03-12 21:51:41	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0312446 | val_loss: 0.0312443 | Time: 2484.98 ms
[2022-03-12 21:51:43	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0312453 | val_loss: 0.031246 | Time: 2442.3 ms
[2022-03-12 21:51:46	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0312451 | val_loss: 0.0312437 | Time: 2531.16 ms
[2022-03-12 21:51:48	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0312449 | val_loss: 0.0312445 | Time: 2327.16 ms
[2022-03-12 21:51:51	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0312451 | val_loss: 0.0312449 | Time: 2329.27 ms
[2022-03-12 21:51:53	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0312459 | val_loss: 0.0312467 | Time: 2316.94 ms
[2022-03-12 21:51:56	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0312458 | val_loss: 0.0312454 | Time: 2543.36 ms
[2022-03-12 21:51:58	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0312448 | val_loss: 0.0312444 | Time: 2322.8 ms
[2022-03-12 21:52:01	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0312462 | val_loss: 0.0312459 | Time: 2501.42 ms
[2022-03-12 21:52:03	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0312446 | val_loss: 0.0312447 | Time: 2322.04 ms
[2022-03-12 21:52:06	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0312448 | val_loss: 0.0312438 | Time: 2542.64 ms
[2022-03-12 21:52:08	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.031245 | val_loss: 0.0312438 | Time: 2432.59 ms
[2022-03-12 21:52:11	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.031245 | val_loss: 0.0312461 | Time: 2503.23 ms
[2022-03-12 21:52:13	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0312455 | val_loss: 0.0312436 | Time: 2440.97 ms
[2022-03-12 21:52:16	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0312448 | val_loss: 0.0312439 | Time: 2549.39 ms
[2022-03-12 21:52:19	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0312458 | val_loss: 0.0312498 | Time: 2436.35 ms
[2022-03-12 21:52:21	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.031246 | val_loss: 0.031248 | Time: 2548.55 ms
[2022-03-12 21:52:24	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0312484 | val_loss: 0.0312493 | Time: 2326 ms
[2022-03-12 21:52:26	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0312476 | val_loss: 0.0312463 | Time: 2537.76 ms
[2022-03-12 21:52:29	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0312468 | val_loss: 0.0312456 | Time: 2446.87 ms
[2022-03-12 21:52:31	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0312467 | val_loss: 0.0312445 | Time: 2325.88 ms
[2022-03-12 21:52:34	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0312453 | val_loss: 0.0312454 | Time: 2515.07 ms
[2022-03-12 21:52:36	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0312459 | val_loss: 0.0312454 | Time: 2327.59 ms
[2022-03-12 21:52:39	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0312451 | val_loss: 0.031245 | Time: 2558.3 ms
[2022-03-12 21:52:41	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.031246 | val_loss: 0.0312461 | Time: 2439.34 ms
[2022-03-12 21:52:44	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0312455 | val_loss: 0.0312449 | Time: 2330.12 ms
[2022-03-12 21:52:46	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0312449 | val_loss: 0.0312435 | Time: 2481 ms
[2022-03-12 21:52:49	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0312457 | val_loss: 0.031246 | Time: 2441.13 ms
[2022-03-12 21:52:51	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0312458 | val_loss: 0.031244 | Time: 2325.75 ms
[2022-03-12 21:52:54	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0312447 | val_loss: 0.0312444 | Time: 2328.55 ms
[2022-03-12 21:52:56	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0312444 | val_loss: 0.0312435 | Time: 2475.61 ms
[2022-03-12 21:52:59	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0312445 | val_loss: 0.031245 | Time: 2329.39 ms
[2022-03-12 21:53:01	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0312446 | val_loss: 0.0312437 | Time: 2322.18 ms
[2022-03-12 21:53:03	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0312449 | val_loss: 0.0312437 | Time: 2328.85 ms
[2022-03-12 21:53:06	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0312452 | val_loss: 0.0312452 | Time: 2328 ms
[2022-03-12 21:53:08	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0312453 | val_loss: 0.031244 | Time: 2325.91 ms
[2022-03-12 21:53:10	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0312451 | val_loss: 0.0312434 | Time: 2322.7 ms
[2022-03-12 21:53:13	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0312454 | val_loss: 0.0312449 | Time: 2323.9 ms
[2022-03-12 21:53:15	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0312458 | val_loss: 0.031245 | Time: 2502 ms
[2022-03-12 21:53:18	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0312457 | val_loss: 0.0312453 | Time: 2325.47 ms
[2022-03-12 21:53:20	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0312466 | val_loss: 0.0312444 | Time: 2540.58 ms
[2022-03-12 21:53:23	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0312452 | val_loss: 0.0312433 | Time: 2326.67 ms
[2022-03-12 21:53:25	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0312461 | val_loss: 0.0312472 | Time: 2326.95 ms
[2022-03-12 21:53:27	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0312465 | val_loss: 0.0312478 | Time: 2328.53 ms
[2022-03-12 21:53:30	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0312469 | val_loss: 0.0312455 | Time: 2322.11 ms
[2022-03-12 21:53:32	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0312464 | val_loss: 0.0312452 | Time: 2439.66 ms
[2022-03-12 21:53:35	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0312462 | val_loss: 0.0312448 | Time: 2325.66 ms
[2022-03-12 21:53:37	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0312461 | val_loss: 0.031244 | Time: 2518.23 ms
[2022-03-12 21:53:40	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0312464 | val_loss: 0.0312458 | Time: 2325.72 ms
[2022-03-12 21:53:42	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0312464 | val_loss: 0.0312464 | Time: 2549.75 ms
[2022-03-12 21:53:45	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0312469 | val_loss: 0.0312436 | Time: 2444.85 ms
[2022-03-12 21:53:47	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0312454 | val_loss: 0.0312447 | Time: 2329.73 ms
[2022-03-12 21:53:50	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.031247 | val_loss: 0.031244 | Time: 2329.75 ms
[2022-03-12 21:53:52	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0312463 | val_loss: 0.0312461 | Time: 2331.48 ms
[2022-03-12 21:53:55	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0312455 | val_loss: 0.0312445 | Time: 2454.89 ms
[2022-03-12 21:53:57	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.031246 | val_loss: 0.0312443 | Time: 2325.21 ms
[2022-03-12 21:54:00	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0312447 | val_loss: 0.031244 | Time: 2549.98 ms
[2022-03-12 21:54:02	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0312451 | val_loss: 0.0312453 | Time: 2439.62 ms
[2022-03-12 21:54:04	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0312452 | val_loss: 0.0312433 | Time: 2318.25 ms
[2022-03-12 21:54:07	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0312454 | val_loss: 0.0312439 | Time: 2316.59 ms
[2022-03-12 21:54:09	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0312449 | val_loss: 0.0312434 | Time: 2320.93 ms
[2022-03-12 21:54:12	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0312449 | val_loss: 0.0312452 | Time: 2479.44 ms
[2022-03-12 21:54:14	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0312454 | val_loss: 0.0312476 | Time: 2319.28 ms
[2022-03-12 21:54:17	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0312459 | val_loss: 0.0312437 | Time: 2546.16 ms
[2022-03-12 21:54:19	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0312452 | val_loss: 0.0312432 | Time: 2543.54 ms
[2022-03-12 21:54:22	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.031245 | val_loss: 0.0312437 | Time: 2447.45 ms
[2022-03-12 21:54:24	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0312446 | val_loss: 0.0312437 | Time: 2322.37 ms
[2022-03-12 21:54:27	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0312447 | val_loss: 0.0312449 | Time: 2548.2 ms
[2022-03-12 21:54:29	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0312448 | val_loss: 0.0312437 | Time: 2324.23 ms
[2022-03-12 21:54:32	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0312453 | val_loss: 0.0312438 | Time: 2505.72 ms
[2022-03-12 21:54:34	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0312448 | val_loss: 0.0312447 | Time: 2439.39 ms
[2022-03-12 21:54:37	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0312447 | val_loss: 0.0312435 | Time: 2539.51 ms
[2022-03-12 21:54:40	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0312449 | val_loss: 0.0312441 | Time: 2440.42 ms
[2022-03-12 21:54:42	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0312449 | val_loss: 0.0312431 | Time: 2327.57 ms
[2022-03-12 21:54:45	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.031246 | val_loss: 0.0312435 | Time: 2528.34 ms
[2022-03-12 21:54:47	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0312467 | val_loss: 0.0312455 | Time: 2329.04 ms
[2022-03-12 21:54:49	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0312646 | val_loss: 0.0313393 | Time: 2323.22 ms
[2022-03-12 21:54:52	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0474524 | val_loss: 0.0562979 | Time: 2321.74 ms
[2022-03-12 21:54:54	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.160286 | val_loss: 0.0578896 | Time: 2319.47 ms
[2022-03-12 21:54:57	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0433072 | val_loss: 0.0346537 | Time: 2328.7 ms
[2022-03-12 21:54:59	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0328559 | val_loss: 0.0317348 | Time: 2330.03 ms
[2022-03-12 21:55:01	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0315973 | val_loss: 0.0314449 | Time: 2321.71 ms
[2022-03-12 21:55:04	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0313779 | val_loss: 0.0313387 | Time: 2321.84 ms
[2022-03-12 21:55:06	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.031318 | val_loss: 0.0313055 | Time: 2322.9 ms
[2022-03-12 21:55:08	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0312942 | val_loss: 0.0312891 | Time: 2323.72 ms
[2022-03-12 21:55:11	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0312835 | val_loss: 0.0312807 | Time: 2426.75 ms
[2022-03-12 21:55:14	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0312771 | val_loss: 0.0312755 | Time: 2537.72 ms
[2022-03-12 21:55:16	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0312729 | val_loss: 0.0312718 | Time: 2457.93 ms
[2022-03-12 21:55:19	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.03127 | val_loss: 0.0312692 | Time: 2431.35 ms
[2022-03-12 21:55:21	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0312678 | val_loss: 0.0312673 | Time: 2321.77 ms
[2022-03-12 21:55:23	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0312656 | val_loss: 0.0312658 | Time: 2333.12 ms
[2022-03-12 21:55:26	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0312641 | val_loss: 0.0312647 | Time: 2333.38 ms
[2022-03-12 21:55:28	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0312673 | val_loss: 0.0312733 | Time: 2328.19 ms
[2022-03-12 21:55:30	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0312675 | val_loss: 0.0312681 | Time: 2324.73 ms
[2022-03-12 21:55:33	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0312681 | val_loss: 0.0312661 | Time: 2326.47 ms
[2022-03-12 21:55:35	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.031265 | val_loss: 0.0312634 | Time: 2472 ms
[2022-03-12 21:55:38	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0312626 | val_loss: 0.0312618 | Time: 2423.47 ms
[2022-03-12 21:55:40	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0312612 | val_loss: 0.0312604 | Time: 2434.11 ms
[2022-03-12 21:55:43	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0312603 | val_loss: 0.0312595 | Time: 2429.34 ms
[2022-03-12 21:55:45	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0312597 | val_loss: 0.0312593 | Time: 2330.46 ms
[2022-03-12 21:55:48	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.031259 | val_loss: 0.0312584 | Time: 2498.65 ms
[2022-03-12 21:55:50	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0312584 | val_loss: 0.031258 | Time: 2331.42 ms
[2022-03-12 21:55:53	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0312582 | val_loss: 0.0312575 | Time: 2327.75 ms
[2022-03-12 21:55:55	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0312577 | val_loss: 0.0312573 | Time: 2327.16 ms
[2022-03-12 21:55:58	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0312572 | val_loss: 0.0312572 | Time: 2434.38 ms
[2022-03-12 21:56:00	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0312568 | val_loss: 0.0312567 | Time: 2329.88 ms
[2022-03-12 21:56:02	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0312567 | val_loss: 0.0312564 | Time: 2320.51 ms
[2022-03-12 21:56:05	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0312562 | val_loss: 0.031256 | Time: 2328.73 ms
[2022-03-12 21:56:07	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0312559 | val_loss: 0.0312561 | Time: 2475.14 ms
[2022-03-12 21:56:10	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0312557 | val_loss: 0.0312562 | Time: 2523.61 ms
[2022-03-12 21:56:12	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0312556 | val_loss: 0.0312553 | Time: 2320.65 ms
[2022-03-12 21:56:15	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0312553 | val_loss: 0.0312556 | Time: 2523.29 ms
[2022-03-12 21:56:18	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0312552 | val_loss: 0.0312547 | Time: 2445.95 ms
[2022-03-12 21:56:20	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0312546 | val_loss: 0.0312546 | Time: 2320.9 ms
[2022-03-12 21:56:22	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0312545 | val_loss: 0.0312544 | Time: 2327.81 ms
[2022-03-12 21:56:25	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0312546 | val_loss: 0.0312549 | Time: 2497.53 ms
[2022-03-12 21:56:27	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0312541 | val_loss: 0.031254 | Time: 2441.38 ms
[2022-03-12 21:56:30	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0312542 | val_loss: 0.0312539 | Time: 2433.53 ms
[2022-03-12 21:56:33	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.031254 | val_loss: 0.0312538 | Time: 2534.56 ms
[2022-03-12 21:56:35	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0312537 | val_loss: 0.0312536 | Time: 2324.29 ms
[2022-03-12 21:56:37	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0312534 | val_loss: 0.0312535 | Time: 2333.77 ms
[2022-03-12 21:56:40	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0312532 | val_loss: 0.0312534 | Time: 2507.56 ms
[2022-03-12 21:56:42	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0312531 | val_loss: 0.0312534 | Time: 2324.23 ms
[2022-03-12 21:56:45	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0312531 | val_loss: 0.0312531 | Time: 2320.81 ms
[2022-03-12 21:56:47	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.031253 | val_loss: 0.0312529 | Time: 2511.13 ms
[2022-03-12 21:56:50	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0312527 | val_loss: 0.0312528 | Time: 2329.49 ms
[2022-03-12 21:56:52	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0312526 | val_loss: 0.0312527 | Time: 2418.03 ms
[2022-03-12 21:56:54	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0312526 | val_loss: 0.0312529 | Time: 2327.58 ms
[2022-03-12 21:56:57	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0312526 | val_loss: 0.0312526 | Time: 2326.69 ms
[2022-03-12 21:56:59	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0312523 | val_loss: 0.0312525 | Time: 2485.57 ms
[2022-03-12 21:57:02	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0312524 | val_loss: 0.0312523 | Time: 2326.28 ms
[2022-03-12 21:57:04	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0312524 | val_loss: 0.0312529 | Time: 2329.37 ms
[2022-03-12 21:57:07	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0312521 | val_loss: 0.0312525 | Time: 2508.37 ms
[2022-03-12 21:57:09	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0312522 | val_loss: 0.0312526 | Time: 2324.29 ms
[2022-03-12 21:57:12	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0312523 | val_loss: 0.031252 | Time: 2329.28 ms
[2022-03-12 21:57:14	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.031252 | val_loss: 0.0312519 | Time: 2330.08 ms
[2022-03-12 21:57:16	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0312518 | val_loss: 0.031252 | Time: 2454.82 ms
[2022-03-12 21:57:19	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0312516 | val_loss: 0.0312518 | Time: 2329.64 ms
[2022-03-12 21:57:21	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0312515 | val_loss: 0.0312517 | Time: 2530.64 ms
[2022-03-12 21:57:24	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0312517 | val_loss: 0.0312517 | Time: 2329.7 ms
[2022-03-12 21:57:26	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0312514 | val_loss: 0.0312515 | Time: 2551.68 ms
[2022-03-12 21:57:29	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0312513 | val_loss: 0.0312516 | Time: 2431.31 ms
[2022-03-12 21:57:32	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0312513 | val_loss: 0.0312514 | Time: 2425.81 ms
[2022-03-12 21:57:34	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0312516 | val_loss: 0.0312518 | Time: 2435.31 ms
[2022-03-12 21:57:37	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0312513 | val_loss: 0.0312514 | Time: 2432.7 ms
[2022-03-12 21:57:39	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0312513 | val_loss: 0.0312515 | Time: 2535.62 ms
[2022-03-12 21:57:42	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0312512 | val_loss: 0.0312515 | Time: 2557.4 ms
[2022-03-12 21:57:44	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0312509 | val_loss: 0.0312514 | Time: 2332.76 ms
[2022-03-12 21:57:47	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.031251 | val_loss: 0.0312512 | Time: 2430.27 ms
[2022-03-12 21:57:49	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.031251 | val_loss: 0.0312511 | Time: 2328.62 ms
[2022-03-12 21:57:51	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.031251 | val_loss: 0.0312512 | Time: 2328.53 ms
[2022-03-12 21:57:54	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0312509 | val_loss: 0.0312514 | Time: 2546.59 ms
[2022-03-12 21:57:57	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0312511 | val_loss: 0.031251 | Time: 2442.55 ms
[2022-03-12 21:57:59	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0312506 | val_loss: 0.0312516 | Time: 2555.37 ms
[2022-03-12 21:58:02	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0312507 | val_loss: 0.031251 | Time: 2322.59 ms
[2022-03-12 21:58:04	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0312505 | val_loss: 0.0312515 | Time: 2324.49 ms
[2022-03-12 21:58:07	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0312506 | val_loss: 0.0312509 | Time: 2327.12 ms
[2022-03-12 21:58:09	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0312505 | val_loss: 0.0312509 | Time: 2489.05 ms
[2022-03-12 21:58:11	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0312504 | val_loss: 0.031251 | Time: 2327.99 ms
[2022-03-12 21:58:14	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.031251 | val_loss: 0.031251 | Time: 2528.59 ms
[2022-03-12 21:58:16	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0312508 | val_loss: 0.0312507 | Time: 2329.43 ms
[2022-03-12 21:58:19	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0312504 | val_loss: 0.031251 | Time: 2328.07 ms
[2022-03-12 21:58:21	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0312511 | val_loss: 0.0312509 | Time: 2519.95 ms
[2022-03-12 21:58:24	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0312503 | val_loss: 0.0312515 | Time: 2441.73 ms
[2022-03-12 21:58:26	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0312505 | val_loss: 0.0312505 | Time: 2326.98 ms
[2022-03-12 21:58:29	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0312501 | val_loss: 0.0312506 | Time: 2526.74 ms
[2022-03-12 21:58:31	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0312504 | val_loss: 0.0312505 | Time: 2329.6 ms
[2022-03-12 21:58:34	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.03125 | val_loss: 0.0312506 | Time: 2547.01 ms
[2022-03-12 21:58:36	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0312501 | val_loss: 0.0312505 | Time: 2326.73 ms
[2022-03-12 21:58:39	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0312501 | val_loss: 0.0312506 | Time: 2328.7 ms
[2022-03-12 21:58:41	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0312505 | val_loss: 0.0312507 | Time: 2509.68 ms
[2022-03-12 21:58:44	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0312503 | val_loss: 0.0312506 | Time: 2443.08 ms
[2022-03-12 21:58:46	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0312504 | val_loss: 0.0312504 | Time: 2328.07 ms
[2022-03-12 21:58:49	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0312501 | val_loss: 0.0312503 | Time: 2527.83 ms
[2022-03-12 21:58:51	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0312498 | val_loss: 0.0312504 | Time: 2451.9 ms
Machine Learning Dataset Generator vMachine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 860M)
[2022-03-13 13:14:17	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-13 13:14:18	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-13 13:14:18	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-13 13:14:18	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-13 13:14:19	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-13 13:14:19	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-13 13:14:19	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-13 13:14:19	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-13 13:14:19	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-13 13:14:19	                main:474]	:	INFO	:	Configuration: 
[2022-03-13 13:14:19	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-13 13:14:19	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-13 13:14:20	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-13 13:14:20	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-13 13:14:20	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-13 13:14:20	                main:480]	:	INFO	:	    Patience: 10
[2022-03-13 13:14:20	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-13 13:14:20	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-13 13:14:20	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-13 13:14:20	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-13 13:14:21	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-13 13:14:21	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-13 13:14:21	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-03-13 13:14:23	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-03-13 13:14:23	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-03-13 13:14:23	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-03-13 13:14:23	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-03-13 13:14:23	                main:494]	:	INFO	:	Creating Model
[2022-03-13 13:14:24	                main:507]	:	INFO	:	Preparing config file
[2022-03-13 13:14:24	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-03-13 13:14:24	                main:512]	:	INFO	:	Loading config
[2022-03-13 13:14:24	                main:514]	:	INFO	:	Loading state
[2022-03-13 13:14:25	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-03-13 13:14:25	                main:562]	:	INFO	:	Starting Training
[2022-03-13 13:14:27	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0315996 | val_loss: 0.0312932 | Time: 2578.15 ms
[2022-03-13 13:14:30	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.031296 | val_loss: 0.0312691 | Time: 2335.98 ms
[2022-03-13 13:14:32	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0312611 | val_loss: 0.0312549 | Time: 2326.73 ms
[2022-03-13 13:14:35	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0312543 | val_loss: 0.0312508 | Time: 2547.25 ms
[2022-03-13 13:14:38	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0312514 | val_loss: 0.0312504 | Time: 2427.42 ms
[2022-03-13 13:14:40	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0312509 | val_loss: 0.0312501 | Time: 2548.86 ms
[2022-03-13 13:14:43	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0312513 | val_loss: 0.0312518 | Time: 2534.21 ms
[2022-03-13 13:14:46	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0312526 | val_loss: 0.0312496 | Time: 2561.28 ms
[2022-03-13 13:14:48	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.03125 | val_loss: 0.0312464 | Time: 2563.07 ms
[2022-03-13 13:14:51	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.031249 | val_loss: 0.031249 | Time: 2555.66 ms
[2022-03-13 13:14:54	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0312506 | val_loss: 0.0312503 | Time: 2507.05 ms
[2022-03-13 13:14:56	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0312876 | val_loss: 0.031309 | Time: 2550.64 ms
[2022-03-13 13:14:59	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0312639 | val_loss: 0.0312551 | Time: 2544.84 ms
[2022-03-13 13:15:02	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.031251 | val_loss: 0.0312493 | Time: 2558.95 ms
[2022-03-13 13:15:04	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0312489 | val_loss: 0.0312488 | Time: 2538.39 ms
[2022-03-13 13:15:07	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0312499 | val_loss: 0.0312484 | Time: 2560.29 ms
[2022-03-13 13:15:09	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0312486 | val_loss: 0.0312494 | Time: 2449.29 ms
[2022-03-13 13:15:12	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.031248 | val_loss: 0.0312475 | Time: 2562.36 ms
[2022-03-13 13:15:15	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0312495 | val_loss: 0.0312525 | Time: 2568.78 ms
[2022-03-13 13:15:17	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0312498 | val_loss: 0.031253 | Time: 2537.07 ms
[2022-03-13 13:15:20	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0312507 | val_loss: 0.0312511 | Time: 2551.69 ms
[2022-03-13 13:15:23	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0312494 | val_loss: 0.0312477 | Time: 2536.22 ms
[2022-03-13 13:15:25	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0312479 | val_loss: 0.0312525 | Time: 2491.82 ms
[2022-03-13 13:15:28	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0312488 | val_loss: 0.0312505 | Time: 2446.74 ms
[2022-03-13 13:15:31	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0312478 | val_loss: 0.0312483 | Time: 2536.76 ms
[2022-03-13 13:15:34	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0312471 | val_loss: 0.031246 | Time: 2540.65 ms
[2022-03-13 13:15:36	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0312486 | val_loss: 0.0312465 | Time: 2418.48 ms
[2022-03-13 13:15:39	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0312494 | val_loss: 0.0312478 | Time: 2529.49 ms
[2022-03-13 13:15:42	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0312464 | val_loss: 0.0312484 | Time: 2530.78 ms
[2022-03-13 13:15:44	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0312486 | val_loss: 0.0312506 | Time: 2567.83 ms
[2022-03-13 13:15:47	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.031247 | val_loss: 0.0312453 | Time: 2558.91 ms
[2022-03-13 13:15:50	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0312453 | val_loss: 0.0312465 | Time: 2569.47 ms
[2022-03-13 13:15:52	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0312472 | val_loss: 0.0312494 | Time: 2445.5 ms
[2022-03-13 13:15:55	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.031246 | val_loss: 0.0312453 | Time: 2489.2 ms
[2022-03-13 13:15:58	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0312452 | val_loss: 0.0312484 | Time: 2554.54 ms
[2022-03-13 13:16:00	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0312497 | val_loss: 0.0312439 | Time: 2555.72 ms
[2022-03-13 13:16:03	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0312499 | val_loss: 0.0312524 | Time: 2441.02 ms
[2022-03-13 13:16:06	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0312486 | val_loss: 0.0312454 | Time: 2532.61 ms
[2022-03-13 13:16:09	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0312441 | val_loss: 0.0312432 | Time: 2567.8 ms
[2022-03-13 13:16:11	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.031245 | val_loss: 0.0312437 | Time: 2527.48 ms
[2022-03-13 13:16:14	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.031245 | val_loss: 0.0312469 | Time: 2567.75 ms
[2022-03-13 13:16:17	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0312454 | val_loss: 0.0312427 | Time: 2565.99 ms
[2022-03-13 13:16:19	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0312433 | val_loss: 0.0312435 | Time: 2444.43 ms
[2022-03-13 13:16:22	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0312435 | val_loss: 0.0312508 | Time: 2422.52 ms
[2022-03-13 13:16:24	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0312486 | val_loss: 0.031243 | Time: 2561.71 ms
[2022-03-13 13:16:27	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0312442 | val_loss: 0.031244 | Time: 2491.47 ms
[2022-03-13 13:16:30	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0312449 | val_loss: 0.0312451 | Time: 2499.64 ms
[2022-03-13 13:16:32	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0312455 | val_loss: 0.0312453 | Time: 2562.96 ms
[2022-03-13 13:16:35	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0312448 | val_loss: 0.0312433 | Time: 2567.27 ms
[2022-03-13 13:16:38	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0312446 | val_loss: 0.0312431 | Time: 2487.45 ms
[2022-03-13 13:16:40	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0312438 | val_loss: 0.0312468 | Time: 2550.26 ms
[2022-03-13 13:16:43	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.031243 | val_loss: 0.0312443 | Time: 2536.1 ms
[2022-03-13 13:16:46	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0312453 | val_loss: 0.0312432 | Time: 2505.64 ms
[2022-03-13 13:16:48	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.031242 | val_loss: 0.0312458 | Time: 2497.43 ms
[2022-03-13 13:16:51	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0312419 | val_loss: 0.0312426 | Time: 2442.11 ms
[2022-03-13 13:16:54	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0312418 | val_loss: 0.0312451 | Time: 2524.84 ms
[2022-03-13 13:16:56	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0312439 | val_loss: 0.031246 | Time: 2514.54 ms
[2022-03-13 13:16:59	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.031245 | val_loss: 0.0312471 | Time: 2549.7 ms
[2022-03-13 13:17:02	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0312473 | val_loss: 0.0312489 | Time: 2524.6 ms
[2022-03-13 13:17:05	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.031247 | val_loss: 0.0312459 | Time: 2563.68 ms
[2022-03-13 13:17:07	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0312442 | val_loss: 0.0312446 | Time: 2540.68 ms
[2022-03-13 13:17:10	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0312438 | val_loss: 0.0312436 | Time: 2552.17 ms
[2022-03-13 13:17:13	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0312429 | val_loss: 0.0312436 | Time: 2569.92 ms
[2022-03-13 13:17:15	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0312418 | val_loss: 0.0312439 | Time: 2569.59 ms
[2022-03-13 13:17:18	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0312414 | val_loss: 0.0312444 | Time: 2508.07 ms
[2022-03-13 13:17:21	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0312428 | val_loss: 0.0312427 | Time: 2559.46 ms
[2022-03-13 13:17:23	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0312411 | val_loss: 0.0312435 | Time: 2562.33 ms
[2022-03-13 13:17:26	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0312431 | val_loss: 0.0312435 | Time: 2558.92 ms
[2022-03-13 13:17:29	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0312428 | val_loss: 0.0312462 | Time: 2548.63 ms
[2022-03-13 13:17:31	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0312415 | val_loss: 0.0312487 | Time: 2451.05 ms
[2022-03-13 13:17:34	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0312413 | val_loss: 0.0312437 | Time: 2564.03 ms
[2022-03-13 13:17:36	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0312404 | val_loss: 0.0312468 | Time: 2572.71 ms
[2022-03-13 13:17:39	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0312412 | val_loss: 0.0312416 | Time: 2563.65 ms
[2022-03-13 13:17:42	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0312397 | val_loss: 0.0312419 | Time: 2566.6 ms
[2022-03-13 13:17:44	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0312401 | val_loss: 0.0312423 | Time: 2455.59 ms
[2022-03-13 13:17:47	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0312402 | val_loss: 0.0312429 | Time: 2517.23 ms
[2022-03-13 13:17:49	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0312412 | val_loss: 0.0312421 | Time: 2455.61 ms
[2022-03-13 13:17:52	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0312406 | val_loss: 0.0312455 | Time: 2465.17 ms
[2022-03-13 13:17:55	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0312456 | val_loss: 0.0312475 | Time: 2341.46 ms
[2022-03-13 13:17:57	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0312452 | val_loss: 0.0312459 | Time: 2451.81 ms
[2022-03-13 13:18:00	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0312439 | val_loss: 0.0312518 | Time: 2524.03 ms
[2022-03-13 13:18:03	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0312422 | val_loss: 0.0312419 | Time: 2573.98 ms
[2022-03-13 13:18:05	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0312393 | val_loss: 0.0312415 | Time: 2458.59 ms
[2022-03-13 13:18:08	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0312395 | val_loss: 0.0312407 | Time: 2558.36 ms
[2022-03-13 13:18:10	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.031239 | val_loss: 0.0312424 | Time: 2568.14 ms
[2022-03-13 13:18:13	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0312392 | val_loss: 0.0312421 | Time: 2458.5 ms
[2022-03-13 13:18:16	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0312396 | val_loss: 0.0312414 | Time: 2547.93 ms
[2022-03-13 13:18:18	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0312429 | val_loss: 0.0312404 | Time: 2451.6 ms
[2022-03-13 13:18:21	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0312417 | val_loss: 0.031247 | Time: 2543.13 ms
[2022-03-13 13:18:23	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0312404 | val_loss: 0.0312407 | Time: 2563.76 ms
[2022-03-13 13:18:26	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0312401 | val_loss: 0.0312416 | Time: 2443.4 ms
[2022-03-13 13:18:29	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0312403 | val_loss: 0.0312459 | Time: 2461.38 ms
[2022-03-13 13:18:31	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0312403 | val_loss: 0.0312406 | Time: 2545.31 ms
[2022-03-13 13:18:34	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0312389 | val_loss: 0.0312392 | Time: 2450.5 ms
[2022-03-13 13:18:37	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.031237 | val_loss: 0.0312388 | Time: 2551.49 ms
[2022-03-13 13:18:39	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0312391 | val_loss: 0.0312408 | Time: 2532.47 ms
[2022-03-13 13:18:42	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0312377 | val_loss: 0.0312395 | Time: 2353.87 ms
[2022-03-13 13:18:44	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0312377 | val_loss: 0.031244 | Time: 2503.56 ms
[2022-03-13 13:18:47	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0312372 | val_loss: 0.0312405 | Time: 2502.86 ms
[2022-03-13 13:18:49	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0312388 | val_loss: 0.0312461 | Time: 2451.91 ms
[2022-03-13 13:18:52	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.031241 | val_loss: 0.031241 | Time: 2535.02 ms
[2022-03-13 13:18:55	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0312373 | val_loss: 0.0312454 | Time: 2442.49 ms
[2022-03-13 13:18:57	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0312376 | val_loss: 0.0312384 | Time: 2544.49 ms
[2022-03-13 13:19:00	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0312352 | val_loss: 0.0312382 | Time: 2570.05 ms
[2022-03-13 13:19:03	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0312355 | val_loss: 0.031239 | Time: 2560.89 ms
[2022-03-13 13:19:05	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0312352 | val_loss: 0.0312381 | Time: 2495.83 ms
[2022-03-13 13:19:08	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0312362 | val_loss: 0.0312437 | Time: 2544.68 ms
[2022-03-13 13:19:11	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0312375 | val_loss: 0.0312388 | Time: 2571.72 ms
[2022-03-13 13:19:13	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0312366 | val_loss: 0.0312378 | Time: 2463.62 ms
[2022-03-13 13:19:16	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0312356 | val_loss: 0.0312402 | Time: 2342.06 ms
[2022-03-13 13:19:18	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0312357 | val_loss: 0.0312377 | Time: 2502.27 ms
[2022-03-13 13:19:21	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.03124 | val_loss: 0.0312478 | Time: 2503.58 ms
[2022-03-13 13:19:23	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0312366 | val_loss: 0.0312379 | Time: 2553.39 ms
[2022-03-13 13:19:26	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0312372 | val_loss: 0.0312366 | Time: 2508.22 ms
[2022-03-13 13:19:29	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.031235 | val_loss: 0.0312385 | Time: 2357.19 ms
[2022-03-13 13:19:31	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0312383 | val_loss: 0.0312376 | Time: 2502.56 ms
[2022-03-13 13:19:34	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0312371 | val_loss: 0.0312371 | Time: 2530.07 ms
[2022-03-13 13:19:36	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0312374 | val_loss: 0.0312386 | Time: 2557.63 ms
[2022-03-13 13:19:39	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0312352 | val_loss: 0.0312361 | Time: 2567.81 ms
[2022-03-13 13:19:42	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.031238 | val_loss: 0.0312384 | Time: 2465.46 ms
[2022-03-13 13:19:45	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0312352 | val_loss: 0.0312365 | Time: 2580.92 ms
[2022-03-13 13:19:47	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0312344 | val_loss: 0.0312371 | Time: 2341.88 ms
[2022-03-13 13:19:50	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0312344 | val_loss: 0.0312365 | Time: 2450.25 ms
[2022-03-13 13:19:52	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0312363 | val_loss: 0.0312442 | Time: 2348.87 ms
[2022-03-13 13:19:54	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0312374 | val_loss: 0.0312379 | Time: 2344.09 ms
[2022-03-13 13:19:57	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0312344 | val_loss: 0.0312369 | Time: 2564.76 ms
[2022-03-13 13:20:00	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0312359 | val_loss: 0.03124 | Time: 2541.61 ms
[2022-03-13 13:20:02	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0312352 | val_loss: 0.0312395 | Time: 2505.86 ms
[2022-03-13 13:20:05	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0312358 | val_loss: 0.0312367 | Time: 2506.7 ms
[2022-03-13 13:20:05	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0312367
[2022-03-13 13:20:05	                main:603]	:	INFO	:	Saving end state to config to file
[2022-03-13 13:20:05	                main:608]	:	INFO	:	Success, exiting..
13:20:05 (10200): 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)