Task 14597490

Name ParityModified-1647046921-25899-3-0_0
Workunit 11618511
Created 11 Apr 2022, 17:53:24 UTC
Sent 11 Apr 2022, 17:53:30 UTC
Report deadline 19 Apr 2022, 17:53:30 UTC
Received 15 Apr 2022, 8:23:25 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 21390
Run time 3 hours 49 min 15 sec
CPU time 2 hours 45 min 25 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 916.47 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.54 GB
Peak swap size 3.44 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
         main:574]	:	INFO	:	Epoch 1575 | loss: 0.0311267 | val_loss: 0.0311433 | Time: 7037.87 ms
[2022-04-15 12:25:54	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.0311274 | val_loss: 0.0311412 | Time: 6852.27 ms
[2022-04-15 12:26:04	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.0311285 | val_loss: 0.0311391 | Time: 10521.2 ms
[2022-04-15 12:26:13	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.0311292 | val_loss: 0.0311431 | Time: 8687.56 ms
[2022-04-15 12:26:24	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.0311325 | val_loss: 0.0311392 | Time: 10621.9 ms
[2022-04-15 12:26:32	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.0311277 | val_loss: 0.0311389 | Time: 7611.59 ms
[2022-04-15 12:26:40	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.0311276 | val_loss: 0.0311394 | Time: 7595.27 ms
[2022-04-15 12:26:48	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.031126 | val_loss: 0.0311408 | Time: 7867.28 ms
[2022-04-15 12:26:55	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0311281 | val_loss: 0.0311391 | Time: 7474.12 ms
[2022-04-15 12:27:03	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.031128 | val_loss: 0.0311379 | Time: 7730.88 ms
[2022-04-15 12:27:11	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0311259 | val_loss: 0.031142 | Time: 7663.29 ms
[2022-04-15 12:27:22	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0311247 | val_loss: 0.0311389 | Time: 11212.9 ms
[2022-04-15 12:27:44	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0311265 | val_loss: 0.0311427 | Time: 21583.6 ms
[2022-04-15 12:27:51	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0311277 | val_loss: 0.0311429 | Time: 7111.66 ms
[2022-04-15 12:27:58	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0311266 | val_loss: 0.0311469 | Time: 7187.39 ms
[2022-04-15 12:28:07	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0311259 | val_loss: 0.031142 | Time: 8142.7 ms
[2022-04-15 12:28:14	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0311243 | val_loss: 0.031138 | Time: 7007.72 ms
[2022-04-15 12:28:23	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311237 | val_loss: 0.0311418 | Time: 8985.93 ms
[2022-04-15 12:28:30	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0311243 | val_loss: 0.0311401 | Time: 7212.09 ms
[2022-04-15 12:28:38	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311228 | val_loss: 0.0311435 | Time: 7440.95 ms
[2022-04-15 12:28:45	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311235 | val_loss: 0.0311426 | Time: 7131.26 ms
[2022-04-15 12:28:52	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0311247 | val_loss: 0.0311409 | Time: 7043.53 ms
[2022-04-15 12:28:59	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311231 | val_loss: 0.0311446 | Time: 6876.15 ms
[2022-04-15 12:29:09	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311259 | val_loss: 0.0311457 | Time: 9780.84 ms
[2022-04-15 12:29:26	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311228 | val_loss: 0.0311424 | Time: 16998.8 ms
[2022-04-15 12:29:39	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311226 | val_loss: 0.0311417 | Time: 12682.4 ms
[2022-04-15 12:29:48	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311242 | val_loss: 0.0311467 | Time: 9520.89 ms
[2022-04-15 12:30:08	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0311225 | val_loss: 0.0311459 | Time: 19467.6 ms
[2022-04-15 12:30:20	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311236 | val_loss: 0.0311385 | Time: 11960.9 ms
[2022-04-15 12:30:30	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311212 | val_loss: 0.0311394 | Time: 10178.2 ms
[2022-04-15 12:30:39	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0311191 | val_loss: 0.0311385 | Time: 8785.16 ms
[2022-04-15 12:30:53	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311197 | val_loss: 0.0311443 | Time: 13383.9 ms
[2022-04-15 12:31:13	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311217 | val_loss: 0.0311399 | Time: 19664.1 ms
[2022-04-15 12:31:27	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311211 | val_loss: 0.0311434 | Time: 13353.3 ms
[2022-04-15 12:31:35	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311232 | val_loss: 0.0311417 | Time: 8683.6 ms
[2022-04-15 12:31:43	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311237 | val_loss: 0.031152 | Time: 7537.98 ms
[2022-04-15 12:31:50	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311242 | val_loss: 0.0311397 | Time: 6898.29 ms
[2022-04-15 12:31:57	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311228 | val_loss: 0.0311409 | Time: 6968.7 ms
[2022-04-15 12:32:04	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311206 | val_loss: 0.0311364 | Time: 6897.39 ms
[2022-04-15 12:32:11	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311211 | val_loss: 0.03114 | Time: 6639.79 ms
[2022-04-15 12:32:18	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311212 | val_loss: 0.0311413 | Time: 6584.98 ms
[2022-04-15 12:32:25	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311219 | val_loss: 0.0311392 | Time: 6947.89 ms
[2022-04-15 12:32:32	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311224 | val_loss: 0.0311393 | Time: 7815.05 ms
[2022-04-15 12:32:39	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311234 | val_loss: 0.0311397 | Time: 6936.4 ms
[2022-04-15 12:32:46	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311188 | val_loss: 0.0311386 | Time: 6902.34 ms
[2022-04-15 12:32:53	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311177 | val_loss: 0.031142 | Time: 6896.66 ms
[2022-04-15 12:33:00	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311189 | val_loss: 0.0311403 | Time: 6848.47 ms
[2022-04-15 12:33:07	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311185 | val_loss: 0.0311389 | Time: 6922.28 ms
[2022-04-15 12:33:16	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311179 | val_loss: 0.0311372 | Time: 8206.56 ms
[2022-04-15 12:33:24	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311195 | val_loss: 0.0311412 | Time: 8173.86 ms
[2022-04-15 12:33:31	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311197 | val_loss: 0.0311418 | Time: 7362.1 ms
[2022-04-15 12:33:39	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311236 | val_loss: 0.0311415 | Time: 7161.64 ms
[2022-04-15 12:33:46	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311238 | val_loss: 0.0311584 | Time: 7354.55 ms
[2022-04-15 12:33:54	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311317 | val_loss: 0.0311435 | Time: 7314.7 ms
[2022-04-15 12:34:02	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311263 | val_loss: 0.0311486 | Time: 8373.49 ms
[2022-04-15 12:34:10	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311274 | val_loss: 0.0311432 | Time: 7263.53 ms
[2022-04-15 12:34:18	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311242 | val_loss: 0.0311465 | Time: 7989.63 ms
[2022-04-15 12:34:27	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311232 | val_loss: 0.0311407 | Time: 8998.49 ms
[2022-04-15 12:34:35	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311221 | val_loss: 0.0311397 | Time: 8407.22 ms
[2022-04-15 12:34:43	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311223 | val_loss: 0.0311403 | Time: 7927.33 ms
[2022-04-15 12:34:51	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311234 | val_loss: 0.0311402 | Time: 7542.45 ms
[2022-04-15 12:35:00	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311205 | val_loss: 0.0311422 | Time: 8901.72 ms
[2022-04-15 12:35:07	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311206 | val_loss: 0.0311417 | Time: 7386.33 ms
[2022-04-15 12:35:16	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311217 | val_loss: 0.0311448 | Time: 8748.34 ms
[2022-04-15 12:35:24	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311196 | val_loss: 0.0311394 | Time: 7588.21 ms
[2022-04-15 12:35:32	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311177 | val_loss: 0.0311462 | Time: 8085.25 ms
[2022-04-15 12:35:39	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311199 | val_loss: 0.0311421 | Time: 7035.69 ms
[2022-04-15 12:35:46	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311168 | val_loss: 0.0311443 | Time: 7098.88 ms
[2022-04-15 12:35:54	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311184 | val_loss: 0.0311447 | Time: 7856.76 ms
[2022-04-15 12:36:02	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311171 | val_loss: 0.0311476 | Time: 7636.97 ms
[2022-04-15 12:36:12	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.031122 | val_loss: 0.0311453 | Time: 9562.63 ms
[2022-04-15 12:36:23	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311179 | val_loss: 0.0311519 | Time: 10390.2 ms
[2022-04-15 12:36:33	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311189 | val_loss: 0.0311483 | Time: 9967.31 ms
[2022-04-15 12:36:43	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311177 | val_loss: 0.0311437 | Time: 10521.8 ms
[2022-04-15 12:36:53	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311156 | val_loss: 0.0311406 | Time: 9834.59 ms
[2022-04-15 12:37:04	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.031116 | val_loss: 0.0311466 | Time: 9972.91 ms
[2022-04-15 12:37:14	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311162 | val_loss: 0.0311432 | Time: 9960.78 ms
[2022-04-15 12:37:25	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311148 | val_loss: 0.0311454 | Time: 11118.7 ms
[2022-04-15 12:37:35	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311155 | val_loss: 0.0311444 | Time: 9756.29 ms
[2022-04-15 12:37:43	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.031115 | val_loss: 0.0311425 | Time: 7602.19 ms
[2022-04-15 12:37:50	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311136 | val_loss: 0.0311512 | Time: 6927.86 ms
[2022-04-15 12:37:57	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311149 | val_loss: 0.0311426 | Time: 7121.61 ms
[2022-04-15 12:38:04	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311167 | val_loss: 0.0311475 | Time: 7066.6 ms
[2022-04-15 12:38:11	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311187 | val_loss: 0.0311422 | Time: 7010.39 ms
[2022-04-15 12:38:19	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311196 | val_loss: 0.0311444 | Time: 7358.39 ms
[2022-04-15 12:38:28	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311202 | val_loss: 0.0311465 | Time: 9018.8 ms
[2022-04-15 12:38:36	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311217 | val_loss: 0.0311439 | Time: 7835.31 ms
[2022-04-15 12:38:43	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311199 | val_loss: 0.0311421 | Time: 7270.27 ms
[2022-04-15 12:38:50	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311167 | val_loss: 0.0311403 | Time: 7090.81 ms
[2022-04-15 12:38:58	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311176 | val_loss: 0.0311463 | Time: 7119.32 ms
[2022-04-15 12:39:05	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311154 | val_loss: 0.0311444 | Time: 7277.6 ms
[2022-04-15 12:39:12	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311146 | val_loss: 0.0311454 | Time: 6808.67 ms
[2022-04-15 12:39:19	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.031113 | val_loss: 0.0311459 | Time: 6967.4 ms
[2022-04-15 12:39:26	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311129 | val_loss: 0.0311505 | Time: 6923.23 ms
[2022-04-15 12:39:33	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311152 | val_loss: 0.0311422 | Time: 7100.86 ms
[2022-04-15 12:39:40	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311143 | val_loss: 0.0311489 | Time: 6896.11 ms
[2022-04-15 12:39:47	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311144 | val_loss: 0.0311424 | Time: 6786.41 ms
[2022-04-15 12:39:54	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311129 | val_loss: 0.0311432 | Time: 7035.84 ms
[2022-04-15 12:40:01	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311115 | val_loss: 0.0311426 | Time: 7088.64 ms
[2022-04-15 12:40:08	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311105 | val_loss: 0.0311408 | Time: 6767.9 ms
[2022-04-15 12:40:15	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311113 | val_loss: 0.0311461 | Time: 6998.04 ms
[2022-04-15 12:40:22	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311108 | val_loss: 0.0311426 | Time: 6912.88 ms
[2022-04-15 12:40:29	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311117 | val_loss: 0.0311429 | Time: 7105.07 ms
[2022-04-15 12:40:37	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311103 | val_loss: 0.0311466 | Time: 7607.66 ms
[2022-04-15 12:40:44	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311096 | val_loss: 0.0311423 | Time: 6925.23 ms
[2022-04-15 12:40:51	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311116 | val_loss: 0.0311426 | Time: 6930.35 ms
[2022-04-15 12:40:58	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311125 | val_loss: 0.0311543 | Time: 7197.3 ms
[2022-04-15 12:41:06	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311139 | val_loss: 0.031142 | Time: 7123.02 ms
[2022-04-15 12:41:13	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311434 | val_loss: 0.0311739 | Time: 7191.55 ms
[2022-04-15 12:41:21	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311599 | val_loss: 0.0311605 | Time: 7406.35 ms
[2022-04-15 12:41:28	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311497 | val_loss: 0.0311561 | Time: 7292.44 ms
[2022-04-15 12:41:37	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311472 | val_loss: 0.0311473 | Time: 8647.25 ms
[2022-04-15 12:41:45	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311418 | val_loss: 0.0311497 | Time: 8139.17 ms
[2022-04-15 12:41:53	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311393 | val_loss: 0.0311471 | Time: 7394.09 ms
[2022-04-15 12:42:00	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311368 | val_loss: 0.0311492 | Time: 7791.07 ms
[2022-04-15 12:42:08	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.031136 | val_loss: 0.031148 | Time: 7859.99 ms
[2022-04-15 12:42:16	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311322 | val_loss: 0.0311434 | Time: 7303.29 ms
[2022-04-15 12:42:25	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311322 | val_loss: 0.0311449 | Time: 9533.52 ms
[2022-04-15 12:42:34	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311338 | val_loss: 0.0311477 | Time: 8580.92 ms
[2022-04-15 12:42:43	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311372 | val_loss: 0.0311484 | Time: 8586.83 ms
[2022-04-15 12:42:51	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311372 | val_loss: 0.0311462 | Time: 7947.67 ms
[2022-04-15 12:43:01	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311333 | val_loss: 0.0311444 | Time: 9535.5 ms
[2022-04-15 12:43:24	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311406 | val_loss: 0.031148 | Time: 23487.7 ms
[2022-04-15 12:43:34	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311437 | val_loss: 0.0311477 | Time: 10119.6 ms
[2022-04-15 12:43:54	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311357 | val_loss: 0.031146 | Time: 19027.9 ms
[2022-04-15 12:44:01	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311335 | val_loss: 0.031144 | Time: 6828.69 ms
[2022-04-15 12:44:07	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311311 | val_loss: 0.0311426 | Time: 6633.82 ms
[2022-04-15 12:44:14	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311315 | val_loss: 0.031144 | Time: 6709.54 ms
[2022-04-15 12:44:21	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311313 | val_loss: 0.0311408 | Time: 6698.87 ms
[2022-04-15 12:44:28	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311325 | val_loss: 0.031142 | Time: 6988.26 ms
[2022-04-15 12:44:35	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.031131 | val_loss: 0.0311454 | Time: 6760.72 ms
[2022-04-15 12:44:42	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311343 | val_loss: 0.0311407 | Time: 6736.49 ms
[2022-04-15 12:44:48	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.031135 | val_loss: 0.031142 | Time: 6667.27 ms
[2022-04-15 12:44:55	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.031131 | val_loss: 0.0311432 | Time: 6808.94 ms
[2022-04-15 12:45:02	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311291 | val_loss: 0.0311435 | Time: 6666.36 ms
[2022-04-15 12:45:09	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311284 | val_loss: 0.0311446 | Time: 6836.97 ms
[2022-04-15 12:45:16	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311283 | val_loss: 0.0311448 | Time: 6794.6 ms
[2022-04-15 12:45:23	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311262 | val_loss: 0.0311417 | Time: 6902.16 ms
[2022-04-15 12:45:30	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.031124 | val_loss: 0.0311417 | Time: 6926.52 ms
[2022-04-15 12:45:37	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.031123 | val_loss: 0.0311411 | Time: 6959.88 ms
[2022-04-15 12:45:44	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311231 | val_loss: 0.0311501 | Time: 6803.5 ms
[2022-04-15 12:45:51	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311236 | val_loss: 0.0311444 | Time: 6763.55 ms
[2022-04-15 12:45:58	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311199 | val_loss: 0.0311397 | Time: 6677.9 ms
[2022-04-15 12:46:04	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311181 | val_loss: 0.0311427 | Time: 6842.04 ms
[2022-04-15 12:46:12	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311185 | val_loss: 0.0311421 | Time: 6971.21 ms
[2022-04-15 12:46:19	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311182 | val_loss: 0.0311404 | Time: 7008.47 ms
[2022-04-15 12:46:26	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311184 | val_loss: 0.0311426 | Time: 7423.74 ms
[2022-04-15 12:46:34	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311198 | val_loss: 0.0311436 | Time: 7339.28 ms
[2022-04-15 12:46:41	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311178 | val_loss: 0.0311406 | Time: 7151.19 ms
[2022-04-15 12:46:49	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.031117 | val_loss: 0.0311409 | Time: 7900.62 ms
[2022-04-15 12:46:57	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311201 | val_loss: 0.0311384 | Time: 8156.6 ms
[2022-04-15 12:47:05	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311185 | val_loss: 0.0311352 | Time: 7927.13 ms
[2022-04-15 12:47:13	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311176 | val_loss: 0.0311397 | Time: 7823.73 ms
[2022-04-15 12:47:20	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311171 | val_loss: 0.0311387 | Time: 7035.22 ms
[2022-04-15 12:47:27	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311153 | val_loss: 0.0311424 | Time: 7045.89 ms
[2022-04-15 12:47:34	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311171 | val_loss: 0.0311411 | Time: 6992.73 ms
[2022-04-15 12:47:42	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311209 | val_loss: 0.0311419 | Time: 7418.2 ms
[2022-04-15 12:47:49	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.031122 | val_loss: 0.0311409 | Time: 7143.22 ms
[2022-04-15 12:47:56	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311167 | val_loss: 0.03114 | Time: 7187 ms
[2022-04-15 12:48:06	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311168 | val_loss: 0.0311386 | Time: 8977.28 ms
[2022-04-15 12:48:15	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311201 | val_loss: 0.0311492 | Time: 9348.23 ms
[2022-04-15 12:48:23	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311194 | val_loss: 0.0311351 | Time: 7839.6 ms
[2022-04-15 12:48:31	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311182 | val_loss: 0.0311379 | Time: 7930.23 ms
[2022-04-15 12:48:38	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311174 | val_loss: 0.0311378 | Time: 7255.4 ms
[2022-04-15 12:48:45	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311158 | val_loss: 0.0311384 | Time: 7006.31 ms
[2022-04-15 12:48:53	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.031116 | val_loss: 0.0311394 | Time: 7380.61 ms
[2022-04-15 12:49:00	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311155 | val_loss: 0.0311402 | Time: 7200.91 ms
[2022-04-15 12:49:07	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311176 | val_loss: 0.0311407 | Time: 7065.75 ms
[2022-04-15 12:49:18	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.031118 | val_loss: 0.031139 | Time: 10421 ms
[2022-04-15 12:49:42	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311153 | val_loss: 0.0311399 | Time: 23331.7 ms
[2022-04-15 12:49:53	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311159 | val_loss: 0.0311471 | Time: 10828.9 ms
[2022-04-15 12:50:02	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.031136 | val_loss: 0.0311477 | Time: 9130.92 ms
[2022-04-15 12:50:14	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311367 | val_loss: 0.031141 | Time: 11608.1 ms
[2022-04-15 12:50:26	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311367 | val_loss: 0.0311435 | Time: 11733.5 ms
[2022-04-15 12:50:38	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311325 | val_loss: 0.0311414 | Time: 11643.6 ms
[2022-04-15 12:50:46	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311288 | val_loss: 0.0311418 | Time: 8454.73 ms
[2022-04-15 12:51:04	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311318 | val_loss: 0.0311461 | Time: 17561.7 ms
[2022-04-15 12:51:11	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311706 | val_loss: 0.031205 | Time: 7025.51 ms
[2022-04-15 12:51:19	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0312028 | val_loss: 0.0311961 | Time: 7762.59 ms
[2022-04-15 12:51:30	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311972 | val_loss: 0.0311915 | Time: 10815.9 ms
[2022-04-15 12:51:50	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311922 | val_loss: 0.0311935 | Time: 20014.2 ms
[2022-04-15 12:51:59	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311927 | val_loss: 0.031185 | Time: 8883.94 ms
[2022-04-15 12:52:06	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.031187 | val_loss: 0.0311844 | Time: 7271.9 ms
[2022-04-15 12:52:24	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311838 | val_loss: 0.0311847 | Time: 17625.5 ms
[2022-04-15 12:52:31	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311831 | val_loss: 0.0311821 | Time: 7349.12 ms
[2022-04-15 12:52:40	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311813 | val_loss: 0.0311819 | Time: 8615.54 ms
[2022-04-15 12:52:47	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311829 | val_loss: 0.0311824 | Time: 7169.94 ms
[2022-04-15 12:52:55	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311815 | val_loss: 0.0311815 | Time: 7655.48 ms
[2022-04-15 12:53:13	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311799 | val_loss: 0.0311794 | Time: 17943.9 ms
[2022-04-15 12:53:20	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311783 | val_loss: 0.0311799 | Time: 6772.02 ms
[2022-04-15 12:53:27	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311776 | val_loss: 0.0311771 | Time: 7071.58 ms
[2022-04-15 12:53:34	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311769 | val_loss: 0.0311768 | Time: 7048.33 ms
[2022-04-15 12:53:41	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.031176 | val_loss: 0.0311756 | Time: 7047.21 ms
[2022-04-15 12:53:48	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311753 | val_loss: 0.0311807 | Time: 6836.2 ms
[2022-04-15 12:53:55	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311774 | val_loss: 0.0311786 | Time: 7026.54 ms
[2022-04-15 12:54:03	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311781 | val_loss: 0.0311798 | Time: 7008.72 ms
[2022-04-15 12:54:10	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311835 | val_loss: 0.0311878 | Time: 7285.27 ms
[2022-04-15 12:54:17	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0415297 | val_loss: 0.0364477 | Time: 6907.76 ms
[2022-04-15 12:54:24	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0358219 | val_loss: 0.0326923 | Time: 7013.96 ms
[2022-04-15 12:54:31	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0317835 | val_loss: 0.0314636 | Time: 6811.17 ms
[2022-04-15 12:54:38	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0313259 | val_loss: 0.0312743 | Time: 6860.3 ms
[2022-04-15 12:54:45	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0312548 | val_loss: 0.0312375 | Time: 6945.89 ms
[2022-04-15 12:54:52	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.031237 | val_loss: 0.0312299 | Time: 7039.32 ms
[2022-04-15 12:54:59	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0312303 | val_loss: 0.0312284 | Time: 6836.31 ms
[2022-04-15 12:55:06	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0312273 | val_loss: 0.0312236 | Time: 6868.11 ms
[2022-04-15 12:55:13	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.031224 | val_loss: 0.0312199 | Time: 7150.39 ms
[2022-04-15 12:55:20	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0312192 | val_loss: 0.0312144 | Time: 6724.28 ms
[2022-04-15 12:55:27	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0312145 | val_loss: 0.0312092 | Time: 6842.08 ms
[2022-04-15 12:55:37	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.031211 | val_loss: 0.0312067 | Time: 10107.5 ms
[2022-04-15 12:55:45	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0312087 | val_loss: 0.0312028 | Time: 7633.99 ms
[2022-04-15 12:55:53	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0312045 | val_loss: 0.0311994 | Time: 8160.85 ms
[2022-04-15 12:56:03	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0312007 | val_loss: 0.0311964 | Time: 9022.52 ms
[2022-04-15 12:56:22	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311984 | val_loss: 0.0311951 | Time: 19386.8 ms
[2022-04-15 12:56:30	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311963 | val_loss: 0.0311945 | Time: 8106.04 ms
[2022-04-15 12:56:39	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311962 | val_loss: 0.0311898 | Time: 8133.07 ms
[2022-04-15 12:56:46	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311929 | val_loss: 0.0311896 | Time: 7628.47 ms
[2022-04-15 12:56:53	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311923 | val_loss: 0.0311903 | Time: 6861.08 ms
[2022-04-15 12:57:01	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.031192 | val_loss: 0.0311864 | Time: 7099.05 ms
[2022-04-15 12:57:08	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311912 | val_loss: 0.0311883 | Time: 6832.46 ms
[2022-04-15 12:57:14	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311888 | val_loss: 0.0311845 | Time: 6630.92 ms
[2022-04-15 12:57:21	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311884 | val_loss: 0.0311838 | Time: 7105.45 ms
[2022-04-15 12:57:29	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311873 | val_loss: 0.0311838 | Time: 7376.92 ms
[2022-04-15 12:57:37	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311858 | val_loss: 0.031182 | Time: 7840.24 ms
[2022-04-15 12:57:44	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311855 | val_loss: 0.0311819 | Time: 6790.63 ms
[2022-04-15 12:57:51	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311842 | val_loss: 0.0311828 | Time: 6957.39 ms
[2022-04-15 12:57:58	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311832 | val_loss: 0.0311809 | Time: 6823.66 ms
[2022-04-15 12:58:05	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311824 | val_loss: 0.0311805 | Time: 7040.77 ms
[2022-04-15 12:58:13	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311821 | val_loss: 0.0311836 | Time: 7711.47 ms
[2022-04-15 12:58:19	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311834 | val_loss: 0.0311828 | Time: 6817.95 ms
[2022-04-15 12:58:26	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311821 | val_loss: 0.0311794 | Time: 6781.54 ms
[2022-04-15 12:58:33	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311812 | val_loss: 0.0311797 | Time: 6984.87 ms
[2022-04-15 12:58:40	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311805 | val_loss: 0.0311795 | Time: 6665.61 ms
[2022-04-15 12:58:47	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311809 | val_loss: 0.031178 | Time: 6869.64 ms
[2022-04-15 12:58:54	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311809 | val_loss: 0.0311811 | Time: 7089.12 ms
[2022-04-15 12:59:02	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311804 | val_loss: 0.031178 | Time: 7581.78 ms
[2022-04-15 12:59:11	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311814 | val_loss: 0.0311818 | Time: 8508.6 ms
[2022-04-15 12:59:18	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311795 | val_loss: 0.0311775 | Time: 7432.84 ms
[2022-04-15 12:59:25	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311783 | val_loss: 0.0311786 | Time: 6816.77 ms
[2022-04-15 12:59:32	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311782 | val_loss: 0.0311775 | Time: 6802.73 ms
[2022-04-15 12:59:39	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311783 | val_loss: 0.0311777 | Time: 6765.39 ms
[2022-04-15 12:59:46	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311841 | val_loss: 0.031182 | Time: 6977.61 ms
[2022-04-15 12:59:54	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311829 | val_loss: 0.0311808 | Time: 7671.34 ms
[2022-04-15 13:00:01	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311821 | val_loss: 0.0311837 | Time: 6912.15 ms
[2022-04-15 13:00:08	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311834 | val_loss: 0.0311806 | Time: 7011.96 ms
[2022-04-15 13:00:15	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311819 | val_loss: 0.0311777 | Time: 6806.88 ms
[2022-04-15 13:00:22	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311802 | val_loss: 0.0311812 | Time: 6574.74 ms
[2022-04-15 13:00:29	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311789 | val_loss: 0.0311791 | Time: 6988.6 ms
[2022-04-15 13:00:46	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311785 | val_loss: 0.0311844 | Time: 17606.2 ms
[2022-04-15 13:00:54	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311784 | val_loss: 0.0311762 | Time: 7184.75 ms
[2022-04-15 13:01:00	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311758 | val_loss: 0.0311818 | Time: 6741.72 ms
[2022-04-15 13:01:07	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311741 | val_loss: 0.0311756 | Time: 6763.13 ms
[2022-04-15 13:01:14	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311731 | val_loss: 0.0311747 | Time: 6688.23 ms
[2022-04-15 13:01:21	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311717 | val_loss: 0.0311722 | Time: 6889.94 ms
[2022-04-15 13:01:28	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311713 | val_loss: 0.0311741 | Time: 7172.77 ms
[2022-04-15 13:01:35	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311706 | val_loss: 0.0311768 | Time: 6813.71 ms
[2022-04-15 13:01:42	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311727 | val_loss: 0.0311743 | Time: 6747.85 ms
[2022-04-15 13:01:49	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311706 | val_loss: 0.0311725 | Time: 6743.2 ms
[2022-04-15 13:01:56	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311696 | val_loss: 0.0311718 | Time: 6871.94 ms
[2022-04-15 13:02:05	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311698 | val_loss: 0.0311729 | Time: 8572.53 ms
[2022-04-15 13:02:13	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311703 | val_loss: 0.031174 | Time: 8056.58 ms
[2022-04-15 13:02:21	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311714 | val_loss: 0.0311721 | Time: 7613.8 ms
[2022-04-15 13:02:29	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311758 | val_loss: 0.031174 | Time: 8220.12 ms
[2022-04-15 13:02:40	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311693 | val_loss: 0.0311706 | Time: 10745.3 ms
[2022-04-15 13:02:50	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311678 | val_loss: 0.0311746 | Time: 9559.04 ms
[2022-04-15 13:02:57	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311737 | val_loss: 0.0311715 | Time: 7695.71 ms
[2022-04-15 13:03:06	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311743 | val_loss: 0.0311801 | Time: 8061.52 ms
[2022-04-15 13:03:14	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.031169 | val_loss: 0.0311701 | Time: 8612.41 ms
[2022-04-15 13:03:22	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311672 | val_loss: 0.0311714 | Time: 7848.59 ms
[2022-04-15 13:03:30	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311684 | val_loss: 0.0311749 | Time: 7524.88 ms
[2022-04-15 13:03:37	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311672 | val_loss: 0.0311708 | Time: 7338.9 ms
[2022-04-15 13:03:44	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311671 | val_loss: 0.0311695 | Time: 6802.59 ms
[2022-04-15 13:03:51	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311672 | val_loss: 0.0311706 | Time: 6807.9 ms
[2022-04-15 13:03:58	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311691 | val_loss: 0.031171 | Time: 6734.47 ms
[2022-04-15 13:04:05	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.031169 | val_loss: 0.031169 | Time: 6963.07 ms
[2022-04-15 13:04:12	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311672 | val_loss: 0.0311733 | Time: 6916.59 ms
[2022-04-15 13:04:19	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.03117 | val_loss: 0.0311731 | Time: 6779.24 ms
[2022-04-15 13:04:26	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311715 | val_loss: 0.0311697 | Time: 6718.98 ms
[2022-04-15 13:04:33	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311679 | val_loss: 0.0311741 | Time: 6907.05 ms
[2022-04-15 13:04:40	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311663 | val_loss: 0.0311722 | Time: 6792.86 ms
[2022-04-15 13:04:46	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311655 | val_loss: 0.0311732 | Time: 6748.47 ms
[2022-04-15 13:04:53	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311668 | val_loss: 0.0311709 | Time: 6822.31 ms
[2022-04-15 13:05:00	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311662 | val_loss: 0.0311701 | Time: 6662.21 ms
[2022-04-15 13:05:08	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311671 | val_loss: 0.0311702 | Time: 8185.49 ms
[2022-04-15 13:05:17	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.031166 | val_loss: 0.0311698 | Time: 8474.38 ms
[2022-04-15 13:05:25	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311675 | val_loss: 0.0311705 | Time: 8370.18 ms
[2022-04-15 13:05:33	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.031166 | val_loss: 0.0311695 | Time: 7520.09 ms
[2022-04-15 13:05:50	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311663 | val_loss: 0.0311743 | Time: 16926.7 ms
[2022-04-15 13:05:57	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311718 | val_loss: 0.0311711 | Time: 7130.49 ms
[2022-04-15 13:06:04	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311687 | val_loss: 0.0311721 | Time: 6703.32 ms
[2022-04-15 13:06:11	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311669 | val_loss: 0.0311803 | Time: 6817.9 ms
[2022-04-15 13:06:18	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311677 | val_loss: 0.031181 | Time: 6909.41 ms
[2022-04-15 13:06:25	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311679 | val_loss: 0.0311755 | Time: 6866.02 ms
[2022-04-15 13:06:32	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311658 | val_loss: 0.0311795 | Time: 6889.32 ms
[2022-04-15 13:06:39	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311653 | val_loss: 0.0311723 | Time: 7302.35 ms
[2022-04-15 13:06:46	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311655 | val_loss: 0.0311761 | Time: 6650.76 ms
[2022-04-15 13:06:53	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311651 | val_loss: 0.0311705 | Time: 6983.22 ms
[2022-04-15 13:07:00	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311654 | val_loss: 0.0311728 | Time: 6853.82 ms
[2022-04-15 13:07:07	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311657 | val_loss: 0.0311709 | Time: 7313.8 ms
[2022-04-15 13:07:15	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311647 | val_loss: 0.031172 | Time: 7459.04 ms
[2022-04-15 13:07:22	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311648 | val_loss: 0.0311715 | Time: 6978.49 ms
[2022-04-15 13:07:29	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311643 | val_loss: 0.0311707 | Time: 6752.3 ms
[2022-04-15 13:07:36	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311644 | val_loss: 0.0311724 | Time: 6930.18 ms
[2022-04-15 13:07:43	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311651 | val_loss: 0.0311704 | Time: 7133.88 ms
[2022-04-15 13:07:51	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311643 | val_loss: 0.0311701 | Time: 7267.09 ms
[2022-04-15 13:07:57	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311627 | val_loss: 0.0311731 | Time: 6593.92 ms
[2022-04-15 13:08:04	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311714 | val_loss: 0.0311769 | Time: 6764.77 ms
[2022-04-15 13:08:11	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311644 | val_loss: 0.0311693 | Time: 6687.42 ms
[2022-04-15 13:08:18	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311636 | val_loss: 0.0311694 | Time: 7040.07 ms
[2022-04-15 13:08:25	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311633 | val_loss: 0.0311752 | Time: 6912.13 ms
[2022-04-15 13:08:34	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311645 | val_loss: 0.0311718 | Time: 8608.23 ms
[2022-04-15 13:08:42	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.031166 | val_loss: 0.0311692 | Time: 8234.88 ms
[2022-04-15 13:08:52	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311644 | val_loss: 0.0311736 | Time: 9615.8 ms
[2022-04-15 13:09:00	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311664 | val_loss: 0.0311724 | Time: 7917.17 ms
[2022-04-15 13:09:08	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311693 | val_loss: 0.0311694 | Time: 8059.67 ms
[2022-04-15 13:09:16	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311647 | val_loss: 0.0311695 | Time: 7535.44 ms
[2022-04-15 13:09:24	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311647 | val_loss: 0.0311726 | Time: 7813.93 ms
[2022-04-15 13:09:32	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311638 | val_loss: 0.0311694 | Time: 8243.94 ms
[2022-04-15 13:09:41	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311642 | val_loss: 0.0311706 | Time: 8048.13 ms
[2022-04-15 13:09:49	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311698 | val_loss: 0.031174 | Time: 8365.56 ms
[2022-04-15 13:09:57	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311641 | val_loss: 0.0311724 | Time: 7193.55 ms
[2022-04-15 13:10:05	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311655 | val_loss: 0.0311739 | Time: 7877.05 ms
[2022-04-15 13:10:12	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311627 | val_loss: 0.0311687 | Time: 7189.16 ms
[2022-04-15 13:10:19	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311626 | val_loss: 0.0311706 | Time: 6959.7 ms
[2022-04-15 13:10:26	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311622 | val_loss: 0.031169 | Time: 6893.87 ms
[2022-04-15 13:10:34	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311623 | val_loss: 0.03117 | Time: 7850.69 ms
[2022-04-15 13:10:41	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311643 | val_loss: 0.0311691 | Time: 6889.08 ms
[2022-04-15 13:10:48	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311615 | val_loss: 0.0311686 | Time: 6916.99 ms
[2022-04-15 13:10:55	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311637 | val_loss: 0.0311703 | Time: 6893.91 ms
[2022-04-15 13:11:02	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311632 | val_loss: 0.0311723 | Time: 6865.21 ms
[2022-04-15 13:11:10	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311644 | val_loss: 0.0311693 | Time: 7877.75 ms
[2022-04-15 13:11:31	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.031166 | val_loss: 0.0311723 | Time: 21153.8 ms
[2022-04-15 13:11:40	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311648 | val_loss: 0.031175 | Time: 8272.98 ms
[2022-04-15 13:11:48	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311633 | val_loss: 0.0311714 | Time: 8094.55 ms
[2022-04-15 13:11:55	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.031163 | val_loss: 0.0311676 | Time: 7387.86 ms
[2022-04-15 13:12:02	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311651 | val_loss: 0.0311671 | Time: 7102.96 ms
[2022-04-15 13:12:11	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311633 | val_loss: 0.0311679 | Time: 8069.93 ms
[2022-04-15 13:12:20	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311681 | val_loss: 0.0311699 | Time: 9462.68 ms
[2022-04-15 13:12:28	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311622 | val_loss: 0.0311673 | Time: 7946.05 ms
[2022-04-15 13:12:36	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311626 | val_loss: 0.0311725 | Time: 7380.74 ms
[2022-04-15 13:12:44	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311641 | val_loss: 0.0311665 | Time: 7986.11 ms
[2022-04-15 13:12:52	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311622 | val_loss: 0.0311697 | Time: 8274.06 ms
[2022-04-15 13:13:01	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311609 | val_loss: 0.0311667 | Time: 8177.46 ms
[2022-04-15 13:13:09	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311612 | val_loss: 0.0311674 | Time: 8437.89 ms
[2022-04-15 13:13:18	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311606 | val_loss: 0.0311685 | Time: 8185.93 ms
[2022-04-15 13:13:25	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311617 | val_loss: 0.031172 | Time: 7585.51 ms
[2022-04-15 13:13:34	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311614 | val_loss: 0.0311672 | Time: 8950.84 ms
[2022-04-15 13:13:42	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311613 | val_loss: 0.031169 | Time: 7984.8 ms
[2022-04-15 13:13:52	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311604 | val_loss: 0.0311655 | Time: 9089.82 ms
[2022-04-15 13:13:59	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311626 | val_loss: 0.031165 | Time: 7076.79 ms
[2022-04-15 13:14:06	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311603 | val_loss: 0.0311653 | Time: 6705.7 ms
[2022-04-15 13:14:12	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311597 | val_loss: 0.0311664 | Time: 6249.34 ms
[2022-04-15 13:14:18	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311599 | val_loss: 0.0311709 | Time: 6246.78 ms
[2022-04-15 13:14:25	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.031162 | val_loss: 0.0311648 | Time: 6223.93 ms
[2022-04-15 13:14:31	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311624 | val_loss: 0.031176 | Time: 6255.11 ms
[2022-04-15 13:14:37	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.031167 | val_loss: 0.0311647 | Time: 6223.13 ms
[2022-04-15 13:14:44	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311594 | val_loss: 0.0311716 | Time: 6460.38 ms
[2022-04-15 13:14:50	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311652 | val_loss: 0.0311658 | Time: 6253.66 ms
[2022-04-15 13:14:56	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.031161 | val_loss: 0.0311701 | Time: 6210.05 ms
[2022-04-15 13:15:03	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311622 | val_loss: 0.0311742 | Time: 6393.73 ms
[2022-04-15 13:15:10	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311636 | val_loss: 0.0311724 | Time: 6798.68 ms
[2022-04-15 13:15:16	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311619 | val_loss: 0.0311652 | Time: 6382.5 ms
[2022-04-15 13:15:23	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311592 | val_loss: 0.0311671 | Time: 6411.27 ms
[2022-04-15 13:15:29	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311649 | val_loss: 0.0311672 | Time: 6382.2 ms
[2022-04-15 13:15:36	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311631 | val_loss: 0.0311696 | Time: 6824.94 ms
[2022-04-15 13:15:45	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311632 | val_loss: 0.0311688 | Time: 8844.46 ms
[2022-04-15 13:15:52	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311615 | val_loss: 0.0311669 | Time: 6750.2 ms
[2022-04-15 13:15:59	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311601 | val_loss: 0.0311648 | Time: 7015.22 ms
[2022-04-15 13:16:16	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311652 | val_loss: 0.0311787 | Time: 16747.3 ms
[2022-04-15 13:16:22	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311657 | val_loss: 0.0311664 | Time: 6371.08 ms
[2022-04-15 13:16:29	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311612 | val_loss: 0.0311654 | Time: 6424.23 ms
[2022-04-15 13:16:35	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311618 | val_loss: 0.0311648 | Time: 6404.73 ms
[2022-04-15 13:16:42	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311588 | val_loss: 0.0311668 | Time: 6329.41 ms
[2022-04-15 13:16:48	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311622 | val_loss: 0.0311645 | Time: 6258.98 ms
[2022-04-15 13:16:54	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311634 | val_loss: 0.0311692 | Time: 6233.73 ms
[2022-04-15 13:17:01	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311628 | val_loss: 0.0311633 | Time: 6197.35 ms
[2022-04-15 13:17:07	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311628 | val_loss: 0.0311634 | Time: 6201.74 ms
[2022-04-15 13:17:13	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311607 | val_loss: 0.0311644 | Time: 6239.61 ms
[2022-04-15 13:17:19	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311634 | val_loss: 0.0311627 | Time: 6249.76 ms
[2022-04-15 13:17:26	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311613 | val_loss: 0.0311661 | Time: 6262.87 ms
[2022-04-15 13:17:32	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311609 | val_loss: 0.031169 | Time: 6256.83 ms
[2022-04-15 13:17:38	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311714 | val_loss: 0.0311689 | Time: 6258.54 ms
[2022-04-15 13:17:45	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311682 | val_loss: 0.0311681 | Time: 6255.63 ms
[2022-04-15 13:17:51	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311679 | val_loss: 0.0311685 | Time: 6256.05 ms
[2022-04-15 13:17:57	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311676 | val_loss: 0.0311705 | Time: 6246.32 ms
[2022-04-15 13:18:03	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311688 | val_loss: 0.0311674 | Time: 6227.35 ms
[2022-04-15 13:18:10	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311676 | val_loss: 0.0311681 | Time: 6232.13 ms
[2022-04-15 13:18:16	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311664 | val_loss: 0.0311732 | Time: 6269.14 ms
[2022-04-15 13:18:22	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311636 | val_loss: 0.0311643 | Time: 6227.86 ms
[2022-04-15 13:18:29	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311617 | val_loss: 0.0311645 | Time: 6452.84 ms
[2022-04-15 13:18:36	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311618 | val_loss: 0.0311638 | Time: 7056.74 ms
[2022-04-15 13:18:42	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311621 | val_loss: 0.0311648 | Time: 6379.07 ms
[2022-04-15 13:18:49	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311595 | val_loss: 0.031166 | Time: 6260.4 ms
[2022-04-15 13:18:55	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311607 | val_loss: 0.0311729 | Time: 6217.98 ms
[2022-04-15 13:19:01	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311638 | val_loss: 0.0311646 | Time: 6227.85 ms
[2022-04-15 13:19:07	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311597 | val_loss: 0.0311672 | Time: 6197.34 ms
[2022-04-15 13:19:14	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311606 | val_loss: 0.03117 | Time: 6178.62 ms
[2022-04-15 13:19:20	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311619 | val_loss: 0.0311666 | Time: 6206.25 ms
[2022-04-15 13:19:26	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311605 | val_loss: 0.0311656 | Time: 6182.9 ms
[2022-04-15 13:19:32	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311592 | val_loss: 0.0311736 | Time: 6207.7 ms
[2022-04-15 13:19:38	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311614 | val_loss: 0.0311661 | Time: 6218.84 ms
[2022-04-15 13:19:45	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311644 | val_loss: 0.0311694 | Time: 6181.6 ms
[2022-04-15 13:19:51	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311622 | val_loss: 0.0311662 | Time: 6183.68 ms
[2022-04-15 13:19:58	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.03116 | val_loss: 0.0311758 | Time: 6365.56 ms
[2022-04-15 13:20:04	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311658 | val_loss: 0.0311858 | Time: 6236.36 ms
[2022-04-15 13:20:10	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311621 | val_loss: 0.0311644 | Time: 6234.01 ms
[2022-04-15 13:20:17	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311614 | val_loss: 0.0311848 | Time: 6351.34 ms
[2022-04-15 13:20:23	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.031166 | val_loss: 0.0311718 | Time: 6297.89 ms
[2022-04-15 13:20:30	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.031162 | val_loss: 0.0311647 | Time: 6740.51 ms
[2022-04-15 13:20:37	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311696 | val_loss: 0.0311673 | Time: 6660.11 ms
[2022-04-15 13:20:43	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.031162 | val_loss: 0.0311684 | Time: 6383.83 ms
[2022-04-15 13:20:49	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311591 | val_loss: 0.0311633 | Time: 6238.34 ms
[2022-04-15 13:20:56	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.031159 | val_loss: 0.0311634 | Time: 6240.56 ms
[2022-04-15 13:21:02	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311589 | val_loss: 0.0311688 | Time: 6345.89 ms
[2022-04-15 13:21:09	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311602 | val_loss: 0.0311634 | Time: 6324.96 ms
[2022-04-15 13:21:15	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311567 | val_loss: 0.0311627 | Time: 6258.43 ms
[2022-04-15 13:21:21	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311559 | val_loss: 0.0311632 | Time: 6197.21 ms
[2022-04-15 13:21:27	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311565 | val_loss: 0.0311632 | Time: 6199.8 ms
[2022-04-15 13:21:34	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311546 | val_loss: 0.0311625 | Time: 6219.15 ms
[2022-04-15 13:21:40	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311539 | val_loss: 0.0311618 | Time: 6418.87 ms
[2022-04-15 13:21:46	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311569 | val_loss: 0.0311649 | Time: 6204.04 ms
[2022-04-15 13:21:53	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311602 | val_loss: 0.0311661 | Time: 6253.04 ms
[2022-04-15 13:21:59	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311576 | val_loss: 0.0311699 | Time: 6251.87 ms
[2022-04-15 13:22:05	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311536 | val_loss: 0.0311637 | Time: 6325.78 ms
[2022-04-15 13:22:12	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311545 | val_loss: 0.0311646 | Time: 6227.27 ms
[2022-04-15 13:22:18	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311536 | val_loss: 0.0311631 | Time: 6294.45 ms
[2022-04-15 13:22:24	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.031153 | val_loss: 0.0311627 | Time: 6232.06 ms
[2022-04-15 13:22:31	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311556 | val_loss: 0.0311742 | Time: 6234.36 ms
[2022-04-15 13:22:37	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311553 | val_loss: 0.0311677 | Time: 6437.04 ms
[2022-04-15 13:22:43	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311525 | val_loss: 0.0311631 | Time: 6210.36 ms
[2022-04-15 13:22:50	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311529 | val_loss: 0.0311614 | Time: 6195.24 ms
[2022-04-15 13:22:56	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311537 | val_loss: 0.031161 | Time: 6239.25 ms
[2022-04-15 13:23:02	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.031153 | val_loss: 0.0311724 | Time: 6360.23 ms
[2022-04-15 13:23:09	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311516 | val_loss: 0.0311612 | Time: 6350.46 ms
[2022-04-15 13:23:15	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311522 | val_loss: 0.0311629 | Time: 6442.56 ms
[2022-04-15 13:23:22	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311517 | val_loss: 0.0311675 | Time: 6270.2 ms
[2022-04-15 13:23:28	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311533 | val_loss: 0.0311664 | Time: 6415.95 ms
[2022-04-15 13:23:35	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311561 | val_loss: 0.0311732 | Time: 6378.01 ms
[2022-04-15 13:23:41	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311544 | val_loss: 0.0311615 | Time: 6247.43 ms
[2022-04-15 13:23:47	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311512 | val_loss: 0.0311627 | Time: 6474.84 ms
[2022-04-15 13:23:54	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311576 | val_loss: 0.031178 | Time: 6380.6 ms
[2022-04-15 13:24:00	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.031161 | val_loss: 0.0311633 | Time: 6341.67 ms
[2022-04-15 13:24:07	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311532 | val_loss: 0.031164 | Time: 6396.75 ms
[2022-04-15 13:24:13	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311534 | val_loss: 0.031172 | Time: 6392.01 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce MX130)
[2022-04-15 17:18:53	                main:435]	:	INFO	:	Set logging level to 1
[2022-04-15 17:18:53	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-04-15 17:18:53	                main:444]	:	INFO	:	Resolving all filenames
[2022-04-15 17:18:53	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-04-15 17:18:53	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-04-15 17:18:53	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-04-15 17:18:53	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-04-15 17:18:53	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-04-15 17:18:53	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-04-15 17:18:53	                main:474]	:	INFO	:	Configuration: 
[2022-04-15 17:18:53	                main:475]	:	INFO	:	    Model type: GRU
[2022-04-15 17:18:53	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-04-15 17:18:53	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-04-15 17:18:53	                main:478]	:	INFO	:	    Batch Size: 128
[2022-04-15 17:18:53	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-04-15 17:18:53	                main:480]	:	INFO	:	    Patience: 10
[2022-04-15 17:18:53	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-04-15 17:18:53	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-04-15 17:18:53	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-04-15 17:18:53	                main:484]	:	INFO	:	    # Threads: 1
[2022-04-15 17:18:53	                main:486]	:	INFO	:	Preparing Dataset
[2022-04-15 17:18:53	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-04-15 17:18:54	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-04-15 17:19:02	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-04-15 17:19:02	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-04-15 17:19:02	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-04-15 17:19:03	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-04-15 17:19:03	                main:494]	:	INFO	:	Creating Model
[2022-04-15 17:19:03	                main:507]	:	INFO	:	Preparing config file
[2022-04-15 17:19:03	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-04-15 17:19:03	                main:512]	:	INFO	:	Loading config
[2022-04-15 17:19:03	                main:514]	:	INFO	:	Loading state
[2022-04-15 17:19:06	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-04-15 17:19:06	                main:562]	:	INFO	:	Starting Training
[2022-04-15 17:19:14	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0318073 | val_loss: 0.0313066 | Time: 7886.6 ms
[2022-04-15 17:19:20	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0312956 | val_loss: 0.0312673 | Time: 6378.55 ms
[2022-04-15 17:19:26	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0312498 | val_loss: 0.0312401 | Time: 6326.34 ms
[2022-04-15 17:19:33	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0312376 | val_loss: 0.0312313 | Time: 6223.38 ms
[2022-04-15 17:19:39	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0312269 | val_loss: 0.0312186 | Time: 6305.66 ms
[2022-04-15 17:19:45	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0312103 | val_loss: 0.0311969 | Time: 6205.87 ms
[2022-04-15 17:19:52	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.031187 | val_loss: 0.0311746 | Time: 6197.89 ms
[2022-04-15 17:19:58	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311696 | val_loss: 0.0311649 | Time: 6234.87 ms
[2022-04-15 17:20:04	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311624 | val_loss: 0.0311639 | Time: 6247.76 ms
[2022-04-15 17:20:10	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311604 | val_loss: 0.0311623 | Time: 6225.86 ms
[2022-04-15 17:20:17	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311569 | val_loss: 0.0311618 | Time: 6216.1 ms
[2022-04-15 17:20:23	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311554 | val_loss: 0.0311607 | Time: 6235.3 ms
[2022-04-15 17:20:29	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311557 | val_loss: 0.0311582 | Time: 6261.74 ms
[2022-04-15 17:20:36	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311546 | val_loss: 0.0311607 | Time: 6333.72 ms
[2022-04-15 17:20:42	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311524 | val_loss: 0.0311619 | Time: 6279.26 ms
[2022-04-15 17:20:49	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311526 | val_loss: 0.0311638 | Time: 6332.39 ms
[2022-04-15 17:20:55	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311535 | val_loss: 0.0311597 | Time: 6290.19 ms
[2022-04-15 17:21:01	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311524 | val_loss: 0.0311531 | Time: 6228.88 ms
[2022-04-15 17:21:07	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311525 | val_loss: 0.0311544 | Time: 6199.27 ms
[2022-04-15 17:21:14	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311471 | val_loss: 0.0311545 | Time: 6234.34 ms
[2022-04-15 17:21:20	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311464 | val_loss: 0.0311516 | Time: 6192.2 ms
[2022-04-15 17:21:26	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311465 | val_loss: 0.0311518 | Time: 6356.51 ms
[2022-04-15 17:21:33	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311476 | val_loss: 0.0311543 | Time: 6342.23 ms
[2022-04-15 17:21:39	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311458 | val_loss: 0.0311503 | Time: 6425.59 ms
[2022-04-15 17:21:46	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311466 | val_loss: 0.0311504 | Time: 6251.61 ms
[2022-04-15 17:21:52	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311454 | val_loss: 0.0311499 | Time: 6196.88 ms
[2022-04-15 17:21:58	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311472 | val_loss: 0.0311591 | Time: 6432.27 ms
[2022-04-15 17:22:05	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.031156 | val_loss: 0.0311657 | Time: 6227.32 ms
[2022-04-15 17:22:11	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.031158 | val_loss: 0.031157 | Time: 6396.1 ms
[2022-04-15 17:22:18	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.031151 | val_loss: 0.0311516 | Time: 6336.57 ms
[2022-04-15 17:22:24	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311473 | val_loss: 0.0311535 | Time: 6203.99 ms
[2022-04-15 17:22:30	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311436 | val_loss: 0.0311453 | Time: 6297.05 ms
[2022-04-15 17:22:36	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311441 | val_loss: 0.0311582 | Time: 6214.55 ms
[2022-04-15 17:22:43	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311498 | val_loss: 0.0311576 | Time: 6203.44 ms
[2022-04-15 17:22:49	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311512 | val_loss: 0.03115 | Time: 6220.32 ms
[2022-04-15 17:22:55	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311465 | val_loss: 0.0311576 | Time: 6310.21 ms
[2022-04-15 17:23:02	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311429 | val_loss: 0.0311612 | Time: 6322.54 ms
[2022-04-15 17:23:08	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311445 | val_loss: 0.031149 | Time: 6193.98 ms
[2022-04-15 17:23:14	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311391 | val_loss: 0.0311459 | Time: 6281.12 ms
[2022-04-15 17:23:14	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311459
[2022-04-15 17:23:14	                main:603]	:	INFO	:	Saving end state to config to file
[2022-04-15 17:23:14	                main:608]	:	INFO	:	Success, exiting..
17:23:14 (20396): 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)