Task 14131729

Name ParityModified-1647048151-28851-2-0_0
Workunit 11197212
Created 31 Mar 2022, 8:55:26 UTC
Sent 4 Apr 2022, 18:24:25 UTC
Report deadline 12 Apr 2022, 18:24:25 UTC
Received 4 Apr 2022, 21:11:51 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 12503
Run time 1 hours 59 min 51 sec
CPU time 1 hours 57 min 7 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 2,746.36 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 2.08 GB
Peak swap size 4.29 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 1567 | loss: 0.0311383 | val_loss: 0.0311616 | Time: 4111.63 ms
[2022-04-04 15:25:29	                main:574]	:	INFO	:	Epoch 1568 | loss: 0.0311409 | val_loss: 0.0311607 | Time: 5118.99 ms
[2022-04-04 15:25:33	                main:574]	:	INFO	:	Epoch 1569 | loss: 0.0311366 | val_loss: 0.0311625 | Time: 4075.9 ms
[2022-04-04 15:25:37	                main:574]	:	INFO	:	Epoch 1570 | loss: 0.0311358 | val_loss: 0.0311621 | Time: 4195.88 ms
[2022-04-04 15:25:40	                main:574]	:	INFO	:	Epoch 1571 | loss: 0.0311394 | val_loss: 0.0311632 | Time: 3270.96 ms
[2022-04-04 15:25:44	                main:574]	:	INFO	:	Epoch 1572 | loss: 0.0311378 | val_loss: 0.0311593 | Time: 3553.9 ms
[2022-04-04 15:25:48	                main:574]	:	INFO	:	Epoch 1573 | loss: 0.0311397 | val_loss: 0.0311621 | Time: 4512.63 ms
[2022-04-04 15:25:51	                main:574]	:	INFO	:	Epoch 1574 | loss: 0.0311365 | val_loss: 0.0311611 | Time: 2989.28 ms
[2022-04-04 15:25:56	                main:574]	:	INFO	:	Epoch 1575 | loss: 0.0311349 | val_loss: 0.0311609 | Time: 4593.64 ms
[2022-04-04 15:26:01	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.0311355 | val_loss: 0.031162 | Time: 4641.82 ms
[2022-04-04 15:26:06	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.0311341 | val_loss: 0.0311609 | Time: 5693.68 ms
[2022-04-04 15:26:10	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.0311336 | val_loss: 0.0311622 | Time: 4136.32 ms
[2022-04-04 15:26:15	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.0311315 | val_loss: 0.0311618 | Time: 4328.9 ms
[2022-04-04 15:26:19	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.0311325 | val_loss: 0.0311641 | Time: 4158.62 ms
[2022-04-04 15:26:22	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.0311325 | val_loss: 0.0311659 | Time: 3440.32 ms
[2022-04-04 15:26:26	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.03113 | val_loss: 0.0311665 | Time: 3412.89 ms
[2022-04-04 15:26:31	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0311342 | val_loss: 0.031163 | Time: 4978.96 ms
[2022-04-04 15:26:35	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0311321 | val_loss: 0.0311641 | Time: 3966.91 ms
[2022-04-04 15:26:38	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0311383 | val_loss: 0.0311628 | Time: 3589.21 ms
[2022-04-04 15:26:41	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.03114 | val_loss: 0.0311713 | Time: 3142.51 ms
[2022-04-04 15:26:45	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0311376 | val_loss: 0.031165 | Time: 3616.94 ms
[2022-04-04 15:26:48	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0311339 | val_loss: 0.0311632 | Time: 3150.19 ms
[2022-04-04 15:26:53	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0311371 | val_loss: 0.0311663 | Time: 4431.59 ms
[2022-04-04 15:26:56	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0311385 | val_loss: 0.031162 | Time: 3398.29 ms
[2022-04-04 15:26:59	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0311416 | val_loss: 0.0311684 | Time: 3187.51 ms
[2022-04-04 15:27:04	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311462 | val_loss: 0.0311694 | Time: 4537.96 ms
[2022-04-04 15:27:08	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0311444 | val_loss: 0.0311649 | Time: 3630.87 ms
[2022-04-04 15:27:12	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311402 | val_loss: 0.031165 | Time: 4845.66 ms
[2022-04-04 15:27:17	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311355 | val_loss: 0.031162 | Time: 4147.74 ms
[2022-04-04 15:27:22	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.031132 | val_loss: 0.0311655 | Time: 5374.69 ms
[2022-04-04 15:27:25	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311328 | val_loss: 0.0311597 | Time: 3175.34 ms
[2022-04-04 15:27:30	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311341 | val_loss: 0.031161 | Time: 4857.94 ms
[2022-04-04 15:27:34	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311313 | val_loss: 0.0311612 | Time: 4407.46 ms
[2022-04-04 15:27:39	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311328 | val_loss: 0.0311628 | Time: 4208.53 ms
[2022-04-04 15:27:43	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311343 | val_loss: 0.0311682 | Time: 4523.03 ms
[2022-04-04 15:27:48	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0311304 | val_loss: 0.0311629 | Time: 4359.28 ms
[2022-04-04 15:27:52	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311325 | val_loss: 0.0311714 | Time: 4381.76 ms
[2022-04-04 15:27:56	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311312 | val_loss: 0.0311639 | Time: 3993.08 ms
[2022-04-04 15:28:00	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0311262 | val_loss: 0.0311616 | Time: 4549.77 ms
[2022-04-04 15:28:04	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311265 | val_loss: 0.0311668 | Time: 3505.44 ms
[2022-04-04 15:28:09	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311267 | val_loss: 0.0311665 | Time: 4474.19 ms
[2022-04-04 15:28:13	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311264 | val_loss: 0.0311659 | Time: 4415.85 ms
[2022-04-04 15:28:17	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311262 | val_loss: 0.0311632 | Time: 4519.32 ms
[2022-04-04 15:28:23	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311272 | val_loss: 0.0311642 | Time: 5430.86 ms
[2022-04-04 15:28:26	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311275 | val_loss: 0.0311657 | Time: 2856.16 ms
[2022-04-04 15:28:29	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311275 | val_loss: 0.0311653 | Time: 2900.23 ms
[2022-04-04 15:28:32	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311293 | val_loss: 0.0311697 | Time: 2979.63 ms
[2022-04-04 15:28:36	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311315 | val_loss: 0.0311632 | Time: 4241.02 ms
[2022-04-04 15:28:40	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311274 | val_loss: 0.0311612 | Time: 4413.45 ms
[2022-04-04 15:28:44	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311253 | val_loss: 0.0311689 | Time: 3339.04 ms
[2022-04-04 15:28:48	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311298 | val_loss: 0.0311667 | Time: 4051.43 ms
[2022-04-04 15:28:52	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311274 | val_loss: 0.0311651 | Time: 4167.96 ms
[2022-04-04 15:28:56	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311335 | val_loss: 0.0311657 | Time: 4124.49 ms
[2022-04-04 15:29:01	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311349 | val_loss: 0.0311643 | Time: 4679.9 ms
[2022-04-04 15:29:05	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311331 | val_loss: 0.0311666 | Time: 4280.8 ms
[2022-04-04 15:29:10	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.031132 | val_loss: 0.0311696 | Time: 4695.65 ms
[2022-04-04 15:29:13	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.03113 | val_loss: 0.0311649 | Time: 3404.35 ms
[2022-04-04 15:29:16	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311296 | val_loss: 0.031167 | Time: 3229.24 ms
[2022-04-04 15:29:21	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311282 | val_loss: 0.0311689 | Time: 4275.87 ms
[2022-04-04 15:29:25	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311275 | val_loss: 0.0311662 | Time: 4222.07 ms
[2022-04-04 15:29:28	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311343 | val_loss: 0.031172 | Time: 3056.74 ms
[2022-04-04 15:29:33	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311313 | val_loss: 0.0311676 | Time: 4794.87 ms
[2022-04-04 15:29:37	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311353 | val_loss: 0.031161 | Time: 4626.19 ms
[2022-04-04 15:29:42	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311339 | val_loss: 0.0311664 | Time: 4378.46 ms
[2022-04-04 15:29:45	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311313 | val_loss: 0.0311681 | Time: 3228.71 ms
[2022-04-04 15:29:51	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311291 | val_loss: 0.0311659 | Time: 5702.29 ms
[2022-04-04 15:29:54	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311286 | val_loss: 0.0311658 | Time: 3101.61 ms
[2022-04-04 15:29:58	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311301 | val_loss: 0.0311728 | Time: 3666.74 ms
[2022-04-04 15:30:02	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311343 | val_loss: 0.031167 | Time: 4414.26 ms
[2022-04-04 15:30:07	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311303 | val_loss: 0.0311635 | Time: 4932.76 ms
[2022-04-04 15:30:11	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311248 | val_loss: 0.0311639 | Time: 3785.63 ms
[2022-04-04 15:30:16	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311251 | val_loss: 0.0311637 | Time: 5403.51 ms
[2022-04-04 15:30:20	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311271 | val_loss: 0.031164 | Time: 3891.82 ms
[2022-04-04 15:30:24	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311282 | val_loss: 0.0311683 | Time: 4154.84 ms
[2022-04-04 15:30:30	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311298 | val_loss: 0.0311744 | Time: 5730.31 ms
[2022-04-04 15:30:32	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311293 | val_loss: 0.0311633 | Time: 2451.84 ms
[2022-04-04 15:30:34	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311307 | val_loss: 0.0311664 | Time: 1594.74 ms
[2022-04-04 15:30:37	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311319 | val_loss: 0.0311608 | Time: 2971.12 ms
[2022-04-04 15:30:40	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311292 | val_loss: 0.0311668 | Time: 3177.22 ms
[2022-04-04 15:30:43	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311284 | val_loss: 0.0311633 | Time: 3180.77 ms
[2022-04-04 15:30:47	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311389 | val_loss: 0.0311666 | Time: 3090.89 ms
[2022-04-04 15:30:48	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311376 | val_loss: 0.0311687 | Time: 1469.24 ms
[2022-04-04 15:30:52	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311313 | val_loss: 0.0311706 | Time: 4030.41 ms
[2022-04-04 15:30:56	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311317 | val_loss: 0.0311685 | Time: 3789.85 ms
[2022-04-04 15:31:00	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311413 | val_loss: 0.0311736 | Time: 3788.13 ms
[2022-04-04 15:31:02	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311412 | val_loss: 0.0311731 | Time: 2389.95 ms
[2022-04-04 15:31:05	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311335 | val_loss: 0.0311648 | Time: 3114.65 ms
[2022-04-04 15:31:08	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311321 | val_loss: 0.0311634 | Time: 3096.13 ms
[2022-04-04 15:31:12	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311307 | val_loss: 0.0311628 | Time: 3239.26 ms
[2022-04-04 15:31:14	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.031138 | val_loss: 0.031161 | Time: 2771.32 ms
[2022-04-04 15:31:16	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311385 | val_loss: 0.0311577 | Time: 1850.24 ms
[2022-04-04 15:31:21	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311343 | val_loss: 0.0311587 | Time: 4708.29 ms
[2022-04-04 15:31:26	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311323 | val_loss: 0.0311573 | Time: 4684.87 ms
[2022-04-04 15:31:28	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311331 | val_loss: 0.0311647 | Time: 2716.27 ms
[2022-04-04 15:31:33	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311387 | val_loss: 0.0311714 | Time: 4507.21 ms
[2022-04-04 15:31:36	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311351 | val_loss: 0.0311702 | Time: 3659.52 ms
[2022-04-04 15:31:40	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311327 | val_loss: 0.031162 | Time: 3124.53 ms
[2022-04-04 15:31:42	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311301 | val_loss: 0.0311678 | Time: 2672.61 ms
[2022-04-04 15:31:44	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311335 | val_loss: 0.0311688 | Time: 1962.93 ms
[2022-04-04 15:31:49	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.031131 | val_loss: 0.0311632 | Time: 4696.74 ms
[2022-04-04 15:31:51	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311298 | val_loss: 0.0311686 | Time: 1751.05 ms
[2022-04-04 15:31:54	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311268 | val_loss: 0.0311656 | Time: 3051.57 ms
[2022-04-04 15:31:57	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311295 | val_loss: 0.0311701 | Time: 3063.08 ms
[2022-04-04 15:32:01	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311319 | val_loss: 0.0311808 | Time: 4389.53 ms
[2022-04-04 15:32:05	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311344 | val_loss: 0.0311731 | Time: 3373.98 ms
[2022-04-04 15:32:06	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311319 | val_loss: 0.0311732 | Time: 1508.51 ms
[2022-04-04 15:32:09	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311324 | val_loss: 0.0311613 | Time: 3101.89 ms
[2022-04-04 15:32:12	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311296 | val_loss: 0.031168 | Time: 3108.88 ms
[2022-04-04 15:32:16	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311283 | val_loss: 0.0311592 | Time: 3149.54 ms
[2022-04-04 15:32:18	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311292 | val_loss: 0.0311633 | Time: 2101.55 ms
[2022-04-04 15:32:23	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311293 | val_loss: 0.0311793 | Time: 5672.75 ms
[2022-04-04 15:32:25	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311368 | val_loss: 0.0311777 | Time: 1554.49 ms
[2022-04-04 15:32:28	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311368 | val_loss: 0.0311665 | Time: 3072.39 ms
[2022-04-04 15:32:29	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311291 | val_loss: 0.0311655 | Time: 1473.51 ms
[2022-04-04 15:32:33	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311275 | val_loss: 0.0311653 | Time: 3051.97 ms
[2022-04-04 15:32:36	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311276 | val_loss: 0.0311633 | Time: 3044.67 ms
[2022-04-04 15:32:37	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311279 | val_loss: 0.0311648 | Time: 1458.28 ms
[2022-04-04 15:32:40	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311281 | val_loss: 0.031166 | Time: 3064.12 ms
[2022-04-04 15:32:43	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311294 | val_loss: 0.0311632 | Time: 3111.38 ms
[2022-04-04 15:32:45	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311302 | val_loss: 0.0311666 | Time: 1559.26 ms
[2022-04-04 15:32:48	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311339 | val_loss: 0.0311671 | Time: 3253.53 ms
[2022-04-04 15:32:50	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311367 | val_loss: 0.0311686 | Time: 1448.83 ms
[2022-04-04 15:32:51	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311321 | val_loss: 0.0311676 | Time: 1480.83 ms
[2022-04-04 15:32:52	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311304 | val_loss: 0.0311684 | Time: 1470.91 ms
[2022-04-04 15:32:54	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311291 | val_loss: 0.0311657 | Time: 1462.74 ms
[2022-04-04 15:32:55	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311286 | val_loss: 0.0311653 | Time: 1489.37 ms
[2022-04-04 15:32:57	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311249 | val_loss: 0.0311671 | Time: 1485.87 ms
[2022-04-04 15:32:58	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311242 | val_loss: 0.031169 | Time: 1419.82 ms
[2022-04-04 15:33:00	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311283 | val_loss: 0.0311734 | Time: 1434.74 ms
[2022-04-04 15:33:01	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311269 | val_loss: 0.0311729 | Time: 1449.69 ms
[2022-04-04 15:33:03	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311255 | val_loss: 0.0311682 | Time: 1442.65 ms
[2022-04-04 15:33:04	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311268 | val_loss: 0.0311639 | Time: 1424.32 ms
[2022-04-04 15:33:06	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311284 | val_loss: 0.0311614 | Time: 1441.53 ms
[2022-04-04 15:33:07	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311266 | val_loss: 0.0311667 | Time: 1419.14 ms
[2022-04-04 15:33:08	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311263 | val_loss: 0.0311632 | Time: 1427.38 ms
[2022-04-04 15:33:10	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.031128 | val_loss: 0.0311663 | Time: 1443.81 ms
[2022-04-04 15:33:11	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311275 | val_loss: 0.0311648 | Time: 1410.69 ms
[2022-04-04 15:33:13	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.031128 | val_loss: 0.0311638 | Time: 1432.65 ms
[2022-04-04 15:33:14	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311268 | val_loss: 0.031168 | Time: 1407.16 ms
[2022-04-04 15:33:16	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311247 | val_loss: 0.0311632 | Time: 1424.21 ms
[2022-04-04 15:33:17	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311251 | val_loss: 0.031167 | Time: 1449.72 ms
[2022-04-04 15:33:18	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311263 | val_loss: 0.0311642 | Time: 1412.24 ms
[2022-04-04 15:33:20	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311259 | val_loss: 0.0311657 | Time: 1416.2 ms
[2022-04-04 15:33:21	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311282 | val_loss: 0.0311658 | Time: 1434.23 ms
[2022-04-04 15:33:23	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.031125 | val_loss: 0.0311612 | Time: 1429.88 ms
[2022-04-04 15:33:24	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311258 | val_loss: 0.0311613 | Time: 1422.79 ms
[2022-04-04 15:33:26	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311261 | val_loss: 0.0311713 | Time: 1401.27 ms
[2022-04-04 15:33:27	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311262 | val_loss: 0.0311669 | Time: 1401.89 ms
[2022-04-04 15:33:28	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311251 | val_loss: 0.0311732 | Time: 1399.13 ms
[2022-04-04 15:33:30	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311231 | val_loss: 0.0311681 | Time: 1497.15 ms
[2022-04-04 15:33:31	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311224 | val_loss: 0.0311673 | Time: 1582.57 ms
[2022-04-04 15:33:33	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311243 | val_loss: 0.0311703 | Time: 1538.41 ms
[2022-04-04 15:33:35	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311277 | val_loss: 0.0311655 | Time: 1577.13 ms
[2022-04-04 15:33:36	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311278 | val_loss: 0.0311703 | Time: 1577.74 ms
[2022-04-04 15:33:38	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311255 | val_loss: 0.0311679 | Time: 1439.93 ms
[2022-04-04 15:33:39	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311205 | val_loss: 0.0311652 | Time: 1538.25 ms
[2022-04-04 15:33:41	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311217 | val_loss: 0.0311678 | Time: 1477.75 ms
[2022-04-04 15:33:42	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311221 | val_loss: 0.0311633 | Time: 1824.49 ms
[2022-04-04 15:33:44	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311209 | val_loss: 0.0311618 | Time: 1758.21 ms
[2022-04-04 15:33:46	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311272 | val_loss: 0.0311691 | Time: 1700.66 ms
[2022-04-04 15:33:48	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311269 | val_loss: 0.0311683 | Time: 1754.67 ms
[2022-04-04 15:33:49	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311238 | val_loss: 0.0311692 | Time: 1563.95 ms
[2022-04-04 15:33:51	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311301 | val_loss: 0.0311691 | Time: 1824.62 ms
[2022-04-04 15:33:54	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311252 | val_loss: 0.031164 | Time: 3244.72 ms
[2022-04-04 15:33:56	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311221 | val_loss: 0.0311707 | Time: 1568.35 ms
[2022-04-04 15:33:57	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311222 | val_loss: 0.0311701 | Time: 1469.72 ms
[2022-04-04 15:33:59	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311207 | val_loss: 0.0311649 | Time: 1530.08 ms
[2022-04-04 15:34:01	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311262 | val_loss: 0.0311689 | Time: 1615.68 ms
[2022-04-04 15:34:13	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311254 | val_loss: 0.0311643 | Time: 12880.8 ms
[2022-04-04 15:34:15	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311262 | val_loss: 0.0311648 | Time: 1850.13 ms
[2022-04-04 15:34:17	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311228 | val_loss: 0.0311645 | Time: 1542.59 ms
[2022-04-04 15:34:18	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311298 | val_loss: 0.0311693 | Time: 1483.24 ms
[2022-04-04 15:34:21	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311518 | val_loss: 0.0311633 | Time: 3051.85 ms
[2022-04-04 15:34:23	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311486 | val_loss: 0.0311599 | Time: 1512.97 ms
[2022-04-04 15:34:24	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311415 | val_loss: 0.0311624 | Time: 1523.7 ms
[2022-04-04 15:34:26	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311373 | val_loss: 0.0311623 | Time: 1518.23 ms
[2022-04-04 15:34:27	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311356 | val_loss: 0.0311654 | Time: 1476.32 ms
[2022-04-04 15:34:29	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311324 | val_loss: 0.0311587 | Time: 1563.01 ms
[2022-04-04 15:34:31	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311308 | val_loss: 0.0311608 | Time: 1585.67 ms
[2022-04-04 15:34:32	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311294 | val_loss: 0.031161 | Time: 1482.87 ms
[2022-04-04 15:34:34	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311281 | val_loss: 0.0311601 | Time: 1506.38 ms
[2022-04-04 15:34:35	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311266 | val_loss: 0.0311667 | Time: 1527.28 ms
[2022-04-04 15:34:37	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311274 | val_loss: 0.0311602 | Time: 1592.31 ms
[2022-04-04 15:34:38	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311266 | val_loss: 0.0311643 | Time: 1600.87 ms
[2022-04-04 15:34:40	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311288 | val_loss: 0.0311655 | Time: 1483.46 ms
[2022-04-04 15:34:41	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311287 | val_loss: 0.0311693 | Time: 1604.97 ms
[2022-04-04 15:34:43	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311249 | val_loss: 0.0311673 | Time: 1516.18 ms
[2022-04-04 15:34:45	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311251 | val_loss: 0.0311634 | Time: 1538.77 ms
[2022-04-04 15:34:46	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311274 | val_loss: 0.0311717 | Time: 1573.84 ms
[2022-04-04 15:34:48	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311239 | val_loss: 0.0311654 | Time: 1438.39 ms
[2022-04-04 15:34:49	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311232 | val_loss: 0.031172 | Time: 1592.19 ms
[2022-04-04 15:34:51	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311259 | val_loss: 0.0311671 | Time: 1549.32 ms
[2022-04-04 15:34:52	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311253 | val_loss: 0.0311698 | Time: 1518.38 ms
[2022-04-04 15:34:54	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311236 | val_loss: 0.0311614 | Time: 1600.24 ms
[2022-04-04 15:34:55	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311218 | val_loss: 0.0311627 | Time: 1469.63 ms
[2022-04-04 15:34:57	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311205 | val_loss: 0.0311622 | Time: 1522.67 ms
[2022-04-04 15:34:59	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311215 | val_loss: 0.0311617 | Time: 1627.91 ms
[2022-04-04 15:35:00	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311252 | val_loss: 0.0311648 | Time: 1472.6 ms
[2022-04-04 15:35:02	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311262 | val_loss: 0.0311639 | Time: 1813.24 ms
[2022-04-04 15:35:03	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311283 | val_loss: 0.0311623 | Time: 1509.93 ms
[2022-04-04 15:35:05	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311277 | val_loss: 0.0311606 | Time: 1485.58 ms
[2022-04-04 15:35:06	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311254 | val_loss: 0.0311628 | Time: 1573.75 ms
[2022-04-04 15:35:08	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311254 | val_loss: 0.0311728 | Time: 1459.21 ms
[2022-04-04 15:35:10	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.031132 | val_loss: 0.0311727 | Time: 1636.42 ms
[2022-04-04 15:35:11	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311255 | val_loss: 0.0311708 | Time: 1520.96 ms
[2022-04-04 15:35:13	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.031138 | val_loss: 0.0311691 | Time: 1555.18 ms
[2022-04-04 15:35:14	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311317 | val_loss: 0.0311636 | Time: 1657.09 ms
[2022-04-04 15:35:16	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.03113 | val_loss: 0.0311663 | Time: 1496.95 ms
[2022-04-04 15:35:17	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311306 | val_loss: 0.0311626 | Time: 1621.45 ms
[2022-04-04 15:35:19	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311288 | val_loss: 0.0311648 | Time: 1584.41 ms
[2022-04-04 15:35:20	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311291 | val_loss: 0.0311688 | Time: 1499.9 ms
[2022-04-04 15:35:22	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311262 | val_loss: 0.0311673 | Time: 1673.23 ms
[2022-04-04 15:35:24	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311238 | val_loss: 0.0311691 | Time: 1462.15 ms
[2022-04-04 15:35:25	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311223 | val_loss: 0.0311673 | Time: 1653.52 ms
[2022-04-04 15:35:27	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311214 | val_loss: 0.0311624 | Time: 1595.92 ms
[2022-04-04 15:35:28	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311217 | val_loss: 0.031166 | Time: 1490.61 ms
[2022-04-04 15:35:30	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311256 | val_loss: 0.0311625 | Time: 1671.82 ms
[2022-04-04 15:35:32	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311216 | val_loss: 0.031167 | Time: 1495.5 ms
[2022-04-04 15:35:33	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311208 | val_loss: 0.03116 | Time: 1590.76 ms
[2022-04-04 15:35:35	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.031118 | val_loss: 0.0311668 | Time: 1605.3 ms
[2022-04-04 15:35:36	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311188 | val_loss: 0.0311624 | Time: 1478.99 ms
[2022-04-04 15:35:38	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.031117 | val_loss: 0.0311625 | Time: 1652.69 ms
[2022-04-04 15:35:39	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.031119 | val_loss: 0.0311637 | Time: 1529.9 ms
[2022-04-04 15:35:41	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.031122 | val_loss: 0.0311796 | Time: 1573.31 ms
[2022-04-04 15:35:43	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311211 | val_loss: 0.0311664 | Time: 1644.32 ms
[2022-04-04 15:35:44	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311197 | val_loss: 0.0311687 | Time: 1468.31 ms
[2022-04-04 15:35:46	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311217 | val_loss: 0.0311648 | Time: 1682.44 ms
[2022-04-04 15:35:47	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311208 | val_loss: 0.0311626 | Time: 1481.29 ms
[2022-04-04 15:35:49	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311193 | val_loss: 0.0311766 | Time: 1585.99 ms
[2022-04-04 15:35:51	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311208 | val_loss: 0.0311694 | Time: 1752.99 ms
[2022-04-04 15:35:52	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311177 | val_loss: 0.0311683 | Time: 1466.67 ms
[2022-04-04 15:35:54	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311213 | val_loss: 0.0311647 | Time: 1645.88 ms
[2022-04-04 15:35:55	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311247 | val_loss: 0.0311661 | Time: 1576.84 ms
[2022-04-04 15:35:57	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311229 | val_loss: 0.0311674 | Time: 1580.85 ms
[2022-04-04 15:35:59	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.031119 | val_loss: 0.0311789 | Time: 1628.35 ms
[2022-04-04 15:36:00	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311184 | val_loss: 0.0311663 | Time: 1492.56 ms
[2022-04-04 15:36:02	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311213 | val_loss: 0.0311693 | Time: 1580.54 ms
[2022-04-04 15:36:03	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311203 | val_loss: 0.0311685 | Time: 1568.1 ms
[2022-04-04 15:36:05	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311311 | val_loss: 0.0311701 | Time: 1620.15 ms
[2022-04-04 15:36:07	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311467 | val_loss: 0.0311644 | Time: 1621.8 ms
[2022-04-04 15:36:08	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311407 | val_loss: 0.0311627 | Time: 1516.31 ms
[2022-04-04 15:36:10	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.03114 | val_loss: 0.0311635 | Time: 1653.46 ms
[2022-04-04 15:36:11	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311351 | val_loss: 0.0311643 | Time: 1545.92 ms
[2022-04-04 15:36:13	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311425 | val_loss: 0.0311896 | Time: 1603.78 ms
[2022-04-04 15:36:15	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311406 | val_loss: 0.031169 | Time: 1651.58 ms
[2022-04-04 15:36:16	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311285 | val_loss: 0.0311639 | Time: 1441.84 ms
[2022-04-04 15:36:18	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311277 | val_loss: 0.0311689 | Time: 1588.22 ms
[2022-04-04 15:36:19	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311282 | val_loss: 0.0311644 | Time: 1584.73 ms
[2022-04-04 15:36:21	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311306 | val_loss: 0.0311662 | Time: 1556.29 ms
[2022-04-04 15:36:22	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311335 | val_loss: 0.0311668 | Time: 1656.84 ms
[2022-04-04 15:36:24	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.03113 | val_loss: 0.0311653 | Time: 1507.55 ms
[2022-04-04 15:36:26	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311294 | val_loss: 0.0311659 | Time: 1667.74 ms
[2022-04-04 15:36:27	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311287 | val_loss: 0.0311631 | Time: 1571.73 ms
[2022-04-04 15:36:29	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311291 | val_loss: 0.0311638 | Time: 1547.86 ms
[2022-04-04 15:36:30	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311253 | val_loss: 0.0311659 | Time: 1645.53 ms
[2022-04-04 15:36:32	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311253 | val_loss: 0.0311614 | Time: 1434.38 ms
[2022-04-04 15:36:33	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311226 | val_loss: 0.0311731 | Time: 1640.78 ms
[2022-04-04 15:36:35	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311256 | val_loss: 0.0311661 | Time: 1631.86 ms
[2022-04-04 15:36:37	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311243 | val_loss: 0.0311697 | Time: 1492.97 ms
[2022-04-04 15:36:38	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311243 | val_loss: 0.031163 | Time: 1674.57 ms
[2022-04-04 15:36:40	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311232 | val_loss: 0.031163 | Time: 1684.59 ms
[2022-04-04 15:36:42	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311203 | val_loss: 0.0311644 | Time: 1728.97 ms
[2022-04-04 15:36:43	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311208 | val_loss: 0.0311684 | Time: 1646.08 ms
[2022-04-04 15:36:45	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311211 | val_loss: 0.0311653 | Time: 1680.77 ms
[2022-04-04 15:36:47	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311257 | val_loss: 0.0311666 | Time: 1671.39 ms
[2022-04-04 15:36:48	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311252 | val_loss: 0.0311673 | Time: 1523.05 ms
[2022-04-04 15:36:50	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.031123 | val_loss: 0.0311713 | Time: 1761.18 ms
[2022-04-04 15:36:52	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311187 | val_loss: 0.0311741 | Time: 1574.45 ms
[2022-04-04 15:36:53	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311193 | val_loss: 0.0311671 | Time: 1616.57 ms
[2022-04-04 15:36:55	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311224 | val_loss: 0.0311733 | Time: 1786.47 ms
[2022-04-04 15:36:57	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.031121 | val_loss: 0.0311692 | Time: 1545.54 ms
[2022-04-04 15:36:58	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311205 | val_loss: 0.0311779 | Time: 1902.9 ms
[2022-04-04 15:37:00	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311254 | val_loss: 0.0311707 | Time: 1565.18 ms
[2022-04-04 15:37:02	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311261 | val_loss: 0.0311661 | Time: 2137.71 ms
[2022-04-04 15:37:04	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311216 | val_loss: 0.031165 | Time: 1597.83 ms
[2022-04-04 15:37:06	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311188 | val_loss: 0.0311667 | Time: 1724.71 ms
[2022-04-04 15:37:07	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311251 | val_loss: 0.0311672 | Time: 1909.54 ms
[2022-04-04 15:37:09	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311283 | val_loss: 0.0311703 | Time: 1755.78 ms
[2022-04-04 15:37:11	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311277 | val_loss: 0.0311679 | Time: 2000.34 ms
[2022-04-04 15:37:13	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.031126 | val_loss: 0.0311609 | Time: 1525.88 ms
[2022-04-04 15:37:15	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311266 | val_loss: 0.0311644 | Time: 1870.98 ms
[2022-04-04 15:37:16	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311238 | val_loss: 0.0311731 | Time: 1517.52 ms
[2022-04-04 15:37:18	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311281 | val_loss: 0.0311719 | Time: 1789.29 ms
[2022-04-04 15:37:20	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311256 | val_loss: 0.0311682 | Time: 1704.86 ms
[2022-04-04 15:37:21	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.031132 | val_loss: 0.0311713 | Time: 1636.02 ms
[2022-04-04 15:37:23	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311299 | val_loss: 0.0311652 | Time: 1888.83 ms
[2022-04-04 15:37:25	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311289 | val_loss: 0.0311762 | Time: 1517.9 ms
[2022-04-04 15:37:27	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311333 | val_loss: 0.0311664 | Time: 1882.61 ms
[2022-04-04 15:37:28	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.031133 | val_loss: 0.0311587 | Time: 1587 ms
[2022-04-04 15:37:30	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311312 | val_loss: 0.0311613 | Time: 1864.99 ms
[2022-04-04 15:37:32	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311271 | val_loss: 0.0311641 | Time: 1722.75 ms
[2022-04-04 15:37:34	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311314 | val_loss: 0.0311699 | Time: 1720.46 ms
[2022-04-04 15:37:35	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311318 | val_loss: 0.0311688 | Time: 1810.11 ms
[2022-04-04 15:37:37	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311304 | val_loss: 0.031166 | Time: 1581.4 ms
[2022-04-04 15:37:39	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.031133 | val_loss: 0.0311672 | Time: 2051.85 ms
[2022-04-04 15:37:41	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.031137 | val_loss: 0.0311653 | Time: 1546.9 ms
[2022-04-04 15:37:42	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311305 | val_loss: 0.0311679 | Time: 1818.49 ms
[2022-04-04 15:37:44	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311266 | val_loss: 0.0311681 | Time: 1688.26 ms
[2022-04-04 15:37:46	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311233 | val_loss: 0.0311649 | Time: 1841.43 ms
[2022-04-04 15:37:48	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311227 | val_loss: 0.0311691 | Time: 1763.16 ms
[2022-04-04 15:37:49	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.031124 | val_loss: 0.0311658 | Time: 1654.67 ms
[2022-04-04 15:37:51	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311225 | val_loss: 0.0311669 | Time: 2042.58 ms
[2022-04-04 15:37:53	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311222 | val_loss: 0.0311678 | Time: 1550.73 ms
[2022-04-04 15:37:55	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311227 | val_loss: 0.0311695 | Time: 1934.92 ms
[2022-04-04 15:37:57	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311217 | val_loss: 0.0311637 | Time: 1600.22 ms
[2022-04-04 15:37:59	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311194 | val_loss: 0.0311672 | Time: 2031.18 ms
[2022-04-04 15:38:00	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311191 | val_loss: 0.0311688 | Time: 1653.75 ms
[2022-04-04 15:38:02	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311203 | val_loss: 0.0311738 | Time: 1903.84 ms
[2022-04-04 15:38:04	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.031125 | val_loss: 0.0311681 | Time: 1787.03 ms
[2022-04-04 15:38:06	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311208 | val_loss: 0.0311646 | Time: 1802.36 ms
[2022-04-04 15:38:08	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311231 | val_loss: 0.0311685 | Time: 1963.62 ms
[2022-04-04 15:38:09	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311277 | val_loss: 0.0311651 | Time: 1693.68 ms
[2022-04-04 15:38:12	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311266 | val_loss: 0.0311684 | Time: 2179.66 ms
[2022-04-04 15:38:13	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311246 | val_loss: 0.0311673 | Time: 1649.3 ms
[2022-04-04 15:38:16	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311207 | val_loss: 0.03117 | Time: 2317.1 ms
[2022-04-04 15:38:17	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311215 | val_loss: 0.0311661 | Time: 1945.84 ms
[2022-04-04 15:38:20	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311261 | val_loss: 0.0311682 | Time: 2301.77 ms
[2022-04-04 15:38:22	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311255 | val_loss: 0.0311671 | Time: 1830.76 ms
[2022-04-04 15:38:24	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311221 | val_loss: 0.0311662 | Time: 2100.65 ms
[2022-04-04 15:38:26	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311229 | val_loss: 0.031164 | Time: 2008.47 ms
[2022-04-04 15:38:28	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.031126 | val_loss: 0.0311649 | Time: 2189.92 ms
[2022-04-04 15:38:30	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.031129 | val_loss: 0.0311622 | Time: 2315.21 ms
[2022-04-04 15:38:32	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311288 | val_loss: 0.0311716 | Time: 1935.14 ms
[2022-04-04 15:38:34	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311241 | val_loss: 0.0311633 | Time: 1957.05 ms
[2022-04-04 15:38:36	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311214 | val_loss: 0.0311654 | Time: 1964.59 ms
[2022-04-04 15:38:39	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311222 | val_loss: 0.0311697 | Time: 2396.73 ms
[2022-04-04 15:38:40	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311236 | val_loss: 0.0311745 | Time: 1907.42 ms
[2022-04-04 15:38:43	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311202 | val_loss: 0.0311623 | Time: 2147.51 ms
[2022-04-04 15:38:45	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311189 | val_loss: 0.0311655 | Time: 1988.49 ms
[2022-04-04 15:38:47	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311185 | val_loss: 0.031169 | Time: 2305.68 ms
[2022-04-04 15:38:49	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311221 | val_loss: 0.031165 | Time: 1707.75 ms
[2022-04-04 15:38:51	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311152 | val_loss: 0.0311663 | Time: 2094.06 ms
[2022-04-04 15:38:53	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311158 | val_loss: 0.0311636 | Time: 1948.44 ms
[2022-04-04 15:38:55	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311226 | val_loss: 0.0311712 | Time: 2367.16 ms
[2022-04-04 15:38:57	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311372 | val_loss: 0.03117 | Time: 1893.78 ms
[2022-04-04 15:38:59	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311302 | val_loss: 0.0311681 | Time: 2345.05 ms
[2022-04-04 15:39:01	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311287 | val_loss: 0.0311654 | Time: 1773.69 ms
[2022-04-04 15:39:03	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311243 | val_loss: 0.031166 | Time: 2165.09 ms
[2022-04-04 15:39:05	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311265 | val_loss: 0.0311648 | Time: 1632.16 ms
[2022-04-04 15:39:07	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311271 | val_loss: 0.031171 | Time: 1866.97 ms
[2022-04-04 15:39:08	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311252 | val_loss: 0.031167 | Time: 1605.25 ms
[2022-04-04 15:39:10	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311233 | val_loss: 0.0311744 | Time: 1813.33 ms
[2022-04-04 15:39:12	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311198 | val_loss: 0.0311737 | Time: 1782.98 ms
[2022-04-04 15:39:14	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311199 | val_loss: 0.0311685 | Time: 1649 ms
[2022-04-04 15:39:16	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311322 | val_loss: 0.0311651 | Time: 1847.89 ms
[2022-04-04 15:39:17	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311391 | val_loss: 0.0311692 | Time: 1544.09 ms
[2022-04-04 15:39:19	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.031133 | val_loss: 0.0311778 | Time: 1843.57 ms
[2022-04-04 15:39:21	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311303 | val_loss: 0.03118 | Time: 1679.65 ms
[2022-04-04 15:39:23	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311273 | val_loss: 0.0311674 | Time: 1914.66 ms
[2022-04-04 15:39:24	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311239 | val_loss: 0.0311759 | Time: 1896.78 ms
[2022-04-04 15:39:26	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311229 | val_loss: 0.0311817 | Time: 2050.36 ms
[2022-04-04 15:39:28	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.03113 | val_loss: 0.0311668 | Time: 1711.38 ms
[2022-04-04 15:39:30	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311286 | val_loss: 0.0311651 | Time: 1669.34 ms
[2022-04-04 15:39:32	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311308 | val_loss: 0.0311732 | Time: 1834.28 ms
[2022-04-04 15:39:33	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311339 | val_loss: 0.0311697 | Time: 1547.26 ms
[2022-04-04 15:39:35	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311295 | val_loss: 0.0311748 | Time: 1666.74 ms
[2022-04-04 15:39:37	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311268 | val_loss: 0.0311683 | Time: 1683.9 ms
[2022-04-04 15:39:38	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311219 | val_loss: 0.0311722 | Time: 1684.4 ms
[2022-04-04 15:39:40	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311215 | val_loss: 0.0311712 | Time: 1686.45 ms
[2022-04-04 15:39:42	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311177 | val_loss: 0.0311664 | Time: 1717.69 ms
[2022-04-04 15:39:43	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311169 | val_loss: 0.0311719 | Time: 1728.52 ms
[2022-04-04 15:39:45	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311218 | val_loss: 0.0311679 | Time: 1456.28 ms
[2022-04-04 15:39:47	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311235 | val_loss: 0.0311661 | Time: 1606.56 ms
[2022-04-04 15:39:48	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311265 | val_loss: 0.0311713 | Time: 1597.76 ms
[2022-04-04 15:39:50	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311224 | val_loss: 0.031171 | Time: 1499.28 ms
[2022-04-04 15:39:51	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311234 | val_loss: 0.0311711 | Time: 1642.48 ms
[2022-04-04 15:39:53	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311231 | val_loss: 0.0311644 | Time: 1430.15 ms
[2022-04-04 15:39:54	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311299 | val_loss: 0.0311675 | Time: 1553.61 ms
[2022-04-04 15:39:56	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311247 | val_loss: 0.0311676 | Time: 1613.13 ms
[2022-04-04 15:39:57	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311227 | val_loss: 0.0311662 | Time: 1474.17 ms
[2022-04-04 15:39:59	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311241 | val_loss: 0.0311628 | Time: 1720.69 ms
[2022-04-04 15:40:01	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311283 | val_loss: 0.0311649 | Time: 1524.51 ms
[2022-04-04 15:40:02	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311335 | val_loss: 0.0311661 | Time: 1766.39 ms
[2022-04-04 15:40:04	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311302 | val_loss: 0.0311649 | Time: 1639.99 ms
[2022-04-04 15:40:06	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311276 | val_loss: 0.0311602 | Time: 1533.6 ms
[2022-04-04 15:40:07	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311277 | val_loss: 0.0311729 | Time: 1682.57 ms
[2022-04-04 15:40:09	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311345 | val_loss: 0.0311622 | Time: 1477.32 ms
[2022-04-04 15:40:11	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311351 | val_loss: 0.0311672 | Time: 1709.65 ms
[2022-04-04 15:40:12	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311311 | val_loss: 0.0311608 | Time: 1661.86 ms
[2022-04-04 15:40:14	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311292 | val_loss: 0.0311687 | Time: 1682.02 ms
[2022-04-04 15:40:16	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311294 | val_loss: 0.0311688 | Time: 1779.5 ms
[2022-04-04 15:40:17	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311291 | val_loss: 0.031163 | Time: 1614.08 ms
[2022-04-04 15:40:19	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311286 | val_loss: 0.0311638 | Time: 1686.62 ms
[2022-04-04 15:40:21	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311276 | val_loss: 0.0311682 | Time: 1540.01 ms
[2022-04-04 15:40:22	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311256 | val_loss: 0.0311607 | Time: 1598.31 ms
[2022-04-04 15:40:24	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311242 | val_loss: 0.0311673 | Time: 1767.13 ms
[2022-04-04 15:40:25	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311253 | val_loss: 0.0311668 | Time: 1485.94 ms
[2022-04-04 15:40:27	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311252 | val_loss: 0.0311628 | Time: 1903.37 ms
[2022-04-04 15:40:29	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311246 | val_loss: 0.0311684 | Time: 1563.16 ms
[2022-04-04 15:40:31	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311272 | val_loss: 0.0311674 | Time: 1736.3 ms
[2022-04-04 15:40:32	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311271 | val_loss: 0.0311684 | Time: 1701.51 ms
[2022-04-04 15:40:34	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.031124 | val_loss: 0.0311668 | Time: 1706.78 ms
[2022-04-04 15:40:36	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311228 | val_loss: 0.0311671 | Time: 1974.94 ms
[2022-04-04 15:40:38	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.031121 | val_loss: 0.0311624 | Time: 1498.24 ms
[2022-04-04 15:40:39	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311207 | val_loss: 0.0311746 | Time: 1769.61 ms
[2022-04-04 15:40:41	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311214 | val_loss: 0.0311651 | Time: 1528.6 ms
[2022-04-04 15:40:43	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311198 | val_loss: 0.0311695 | Time: 1796.63 ms
[2022-04-04 15:40:44	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311185 | val_loss: 0.0311708 | Time: 1743.77 ms
[2022-04-04 15:40:46	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311188 | val_loss: 0.0311672 | Time: 1551.48 ms
[2022-04-04 15:40:48	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311167 | val_loss: 0.0311693 | Time: 1739.65 ms
[2022-04-04 15:40:49	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.031121 | val_loss: 0.0311662 | Time: 1492.96 ms
[2022-04-04 15:40:51	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311204 | val_loss: 0.0311635 | Time: 1796.39 ms
[2022-04-04 15:40:52	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311211 | val_loss: 0.0311668 | Time: 1485.67 ms
[2022-04-04 15:40:54	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311255 | val_loss: 0.0311649 | Time: 1411.04 ms
[2022-04-04 15:40:55	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311229 | val_loss: 0.0311652 | Time: 1417.44 ms
[2022-04-04 15:40:57	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311232 | val_loss: 0.0311808 | Time: 1420.56 ms
[2022-04-04 15:40:58	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311257 | val_loss: 0.0311675 | Time: 1436.19 ms
[2022-04-04 15:41:00	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311218 | val_loss: 0.03116 | Time: 1435.1 ms
[2022-04-04 15:41:01	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311189 | val_loss: 0.0311656 | Time: 1409.67 ms
[2022-04-04 15:41:02	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311207 | val_loss: 0.0311751 | Time: 1414.37 ms
[2022-04-04 15:41:04	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311192 | val_loss: 0.0311683 | Time: 1401.88 ms
[2022-04-04 15:41:05	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311201 | val_loss: 0.0311701 | Time: 1410.03 ms
[2022-04-04 15:41:07	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311192 | val_loss: 0.0311664 | Time: 1412.08 ms
[2022-04-04 15:41:08	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311172 | val_loss: 0.0311636 | Time: 1414.55 ms
[2022-04-04 15:41:10	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311172 | val_loss: 0.0311747 | Time: 1401.06 ms
[2022-04-04 15:41:11	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311139 | val_loss: 0.0311714 | Time: 1435.05 ms
[2022-04-04 15:41:12	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311268 | val_loss: 0.031173 | Time: 1443.39 ms
[2022-04-04 15:41:14	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311245 | val_loss: 0.0311664 | Time: 1425.77 ms
[2022-04-04 15:41:15	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311214 | val_loss: 0.0311715 | Time: 1495.6 ms
[2022-04-04 15:41:17	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311195 | val_loss: 0.0311715 | Time: 1558.38 ms
[2022-04-04 15:41:18	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311178 | val_loss: 0.0311701 | Time: 1408.09 ms
[2022-04-04 15:41:20	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311166 | val_loss: 0.0311639 | Time: 1418.71 ms
[2022-04-04 15:41:21	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311173 | val_loss: 0.0311725 | Time: 1402.55 ms
[2022-04-04 15:41:23	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311209 | val_loss: 0.031178 | Time: 1411.7 ms
[2022-04-04 15:41:24	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.031119 | val_loss: 0.0311712 | Time: 1396.65 ms
[2022-04-04 15:41:25	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311193 | val_loss: 0.0311687 | Time: 1403.82 ms
[2022-04-04 15:41:27	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311208 | val_loss: 0.0311732 | Time: 1404.51 ms
[2022-04-04 15:41:28	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.031122 | val_loss: 0.0311707 | Time: 1399.49 ms
[2022-04-04 15:41:30	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311228 | val_loss: 0.0311748 | Time: 1410.12 ms
[2022-04-04 15:41:31	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311234 | val_loss: 0.0311647 | Time: 1445.04 ms
[2022-04-04 15:41:33	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311223 | val_loss: 0.0311654 | Time: 1418.68 ms
[2022-04-04 15:41:34	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311197 | val_loss: 0.0311644 | Time: 1574.14 ms
[2022-04-04 15:41:36	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311167 | val_loss: 0.031172 | Time: 1496.76 ms
[2022-04-04 15:41:37	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311178 | val_loss: 0.0311714 | Time: 1592.48 ms
[2022-04-04 15:41:39	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311185 | val_loss: 0.0311766 | Time: 1793.93 ms
[2022-04-04 15:41:41	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311179 | val_loss: 0.0311686 | Time: 1742.31 ms
[2022-04-04 15:41:42	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311147 | val_loss: 0.0311766 | Time: 1655.89 ms
[2022-04-04 15:41:44	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311152 | val_loss: 0.0311697 | Time: 1915.45 ms
[2022-04-04 15:41:46	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311225 | val_loss: 0.031171 | Time: 1586.24 ms
[2022-04-04 15:41:48	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311259 | val_loss: 0.0311716 | Time: 1919.22 ms
[2022-04-04 15:41:49	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311277 | val_loss: 0.0311692 | Time: 1581.01 ms
[2022-04-04 15:41:52	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.031127 | val_loss: 0.0311656 | Time: 2367.79 ms
[2022-04-04 15:41:54	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311258 | val_loss: 0.0311681 | Time: 1804.07 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: Quadro T1000)
[2022-04-04 16:03:29	                main:435]	:	INFO	:	Set logging level to 1
[2022-04-04 16:03:29	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-04-04 16:03:29	                main:444]	:	INFO	:	Resolving all filenames
[2022-04-04 16:03:29	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-04-04 16:03:29	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-04-04 16:03:29	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-04-04 16:03:29	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-04-04 16:03:29	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-04-04 16:03:29	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-04-04 16:03:29	                main:474]	:	INFO	:	Configuration: 
[2022-04-04 16:03:29	                main:475]	:	INFO	:	    Model type: GRU
[2022-04-04 16:03:29	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-04-04 16:03:29	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-04-04 16:03:29	                main:478]	:	INFO	:	    Batch Size: 128
[2022-04-04 16:03:29	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-04-04 16:03:29	                main:480]	:	INFO	:	    Patience: 10
[2022-04-04 16:03:29	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-04-04 16:03:29	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-04-04 16:03:29	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-04-04 16:03:29	                main:484]	:	INFO	:	    # Threads: 1
[2022-04-04 16:03:29	                main:486]	:	INFO	:	Preparing Dataset
[2022-04-04 16:03:29	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-04-04 16:03:30	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-04-04 16:03:47	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-04-04 16:03:47	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-04-04 16:03:47	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-04-04 16:03:48	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-04-04 16:03:48	                main:494]	:	INFO	:	Creating Model
[2022-04-04 16:03:48	                main:507]	:	INFO	:	Preparing config file
[2022-04-04 16:03:48	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-04-04 16:03:48	                main:512]	:	INFO	:	Loading config
[2022-04-04 16:03:48	                main:514]	:	INFO	:	Loading state
[2022-04-04 16:03:52	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-04-04 16:03:52	                main:562]	:	INFO	:	Starting Training
[2022-04-04 16:03:56	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311654 | val_loss: 0.0311717 | Time: 4083.31 ms
[2022-04-04 16:03:59	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311262 | val_loss: 0.0311766 | Time: 3190.99 ms
[2022-04-04 16:04:03	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311221 | val_loss: 0.03117 | Time: 3754.73 ms
[2022-04-04 16:04:08	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.031119 | val_loss: 0.0311665 | Time: 4872.63 ms
[2022-04-04 16:04:11	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311201 | val_loss: 0.0311714 | Time: 3211.72 ms
[2022-04-04 16:04:15	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311223 | val_loss: 0.031168 | Time: 3542.12 ms
[2022-04-04 16:04:18	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311226 | val_loss: 0.0311685 | Time: 3129.12 ms
[2022-04-04 16:04:22	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311201 | val_loss: 0.0311724 | Time: 4262.44 ms
[2022-04-04 16:04:26	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311207 | val_loss: 0.0311665 | Time: 4091.86 ms
[2022-04-04 16:04:31	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311205 | val_loss: 0.031176 | Time: 4955.8 ms
[2022-04-04 16:04:35	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311202 | val_loss: 0.0311712 | Time: 4122.69 ms
[2022-04-04 16:04:40	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311195 | val_loss: 0.0311724 | Time: 4350.17 ms
[2022-04-04 16:04:43	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311167 | val_loss: 0.0311764 | Time: 3236.7 ms
[2022-04-04 16:04:46	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311189 | val_loss: 0.0311682 | Time: 3282.49 ms
[2022-04-04 16:04:50	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311165 | val_loss: 0.0311686 | Time: 3458.49 ms
[2022-04-04 16:04:53	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311157 | val_loss: 0.0311673 | Time: 3017.25 ms
[2022-04-04 16:04:56	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311153 | val_loss: 0.0311699 | Time: 3024.53 ms
[2022-04-04 16:04:59	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.031115 | val_loss: 0.0311689 | Time: 3398.45 ms
[2022-04-04 16:05:03	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311181 | val_loss: 0.0311691 | Time: 3813 ms
[2022-04-04 16:05:07	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311213 | val_loss: 0.0311696 | Time: 3696 ms
[2022-04-04 16:05:10	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311159 | val_loss: 0.0311769 | Time: 3165.91 ms
[2022-04-04 16:05:15	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311178 | val_loss: 0.0311716 | Time: 4562.19 ms
[2022-04-04 16:05:19	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311161 | val_loss: 0.0311721 | Time: 3987.05 ms
[2022-04-04 16:05:22	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311237 | val_loss: 0.0311715 | Time: 3248.25 ms
[2022-04-04 16:05:25	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311213 | val_loss: 0.0311765 | Time: 3036.39 ms
[2022-04-04 16:05:28	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311171 | val_loss: 0.0311691 | Time: 2991.36 ms
[2022-04-04 16:05:32	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311141 | val_loss: 0.0311687 | Time: 3759.65 ms
[2022-04-04 16:05:36	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311141 | val_loss: 0.0311687 | Time: 4015.54 ms
[2022-04-04 16:05:40	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311129 | val_loss: 0.0311738 | Time: 4231.61 ms
[2022-04-04 16:05:44	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.031118 | val_loss: 0.0311708 | Time: 3962.31 ms
[2022-04-04 16:05:47	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.031122 | val_loss: 0.0311707 | Time: 3574.43 ms
[2022-04-04 16:05:51	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311211 | val_loss: 0.0311673 | Time: 3577.51 ms
[2022-04-04 16:05:55	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311187 | val_loss: 0.0311707 | Time: 3977.97 ms
[2022-04-04 16:06:00	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311174 | val_loss: 0.0311688 | Time: 4665.76 ms
[2022-04-04 16:06:03	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.031117 | val_loss: 0.0311721 | Time: 3734.21 ms
[2022-04-04 16:06:07	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311141 | val_loss: 0.0311685 | Time: 3893.64 ms
[2022-04-04 16:06:11	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311164 | val_loss: 0.0311804 | Time: 3937.25 ms
[2022-04-04 16:06:16	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311213 | val_loss: 0.0311766 | Time: 4810.98 ms
[2022-04-04 16:06:20	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311216 | val_loss: 0.0311718 | Time: 3750.37 ms
[2022-04-04 16:06:20	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311718
[2022-04-04 16:06:20	                main:603]	:	INFO	:	Saving end state to config to file
[2022-04-04 16:06:20	                main:608]	:	INFO	:	Success, exiting..
16:06:20 (3092): called boinc_finish(0)

</stderr_txt>
]]>


©2022 MLC@Home Team
A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)