Task 3320154

Name ParityMachine-1605152034-23362-7_0
Workunit 1586660
Created 17 Dec 2020, 10:18:26 UTC
Sent 21 Dec 2020, 5:10:01 UTC
Report deadline 28 Dec 2020, 5:10:01 UTC
Received 21 Dec 2020, 16:19:50 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 5259
Run time 24 min 27 sec
CPU time 24 min 24 sec
Validate state Valid
Credit 2,080.00
Device peak FLOPS 6,566.84 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.80 (cuda10200)
x86_64-pc-linux-gnu
Peak working set size 1.83 GB
Peak swap size 13.42 GB
Peak disk usage 2.98 GB

Stderr output

<core_client_version>7.16.14</core_client_version>
<![CDATA[
<stderr_txt>
INFO	:	Epoch 518 | loss: 0.00338319 | val_loss: 0.00344402 | Time: 1391.13 ms
[2020-12-21 11:07:41	                main:581]	:	INFO	:	Epoch 519 | loss: 0.00337863 | val_loss: 0.00344988 | Time: 1424.68 ms
[2020-12-21 11:07:43	                main:581]	:	INFO	:	Epoch 520 | loss: 0.0033855 | val_loss: 0.00346947 | Time: 1407.28 ms
[2020-12-21 11:07:44	                main:581]	:	INFO	:	Epoch 521 | loss: 0.00337168 | val_loss: 0.00343225 | Time: 1412.27 ms
[2020-12-21 11:07:46	                main:581]	:	INFO	:	Epoch 522 | loss: 0.00339308 | val_loss: 0.00353251 | Time: 1393.53 ms
[2020-12-21 11:07:47	                main:581]	:	INFO	:	Epoch 523 | loss: 0.0034684 | val_loss: 0.00343183 | Time: 1398.65 ms
[2020-12-21 11:07:48	                main:581]	:	INFO	:	Epoch 524 | loss: 0.00342411 | val_loss: 0.00345313 | Time: 1408.89 ms
[2020-12-21 11:07:50	                main:581]	:	INFO	:	Epoch 525 | loss: 0.0033755 | val_loss: 0.0034584 | Time: 1412.08 ms
[2020-12-21 11:07:51	                main:581]	:	INFO	:	Epoch 526 | loss: 0.00336891 | val_loss: 0.00353191 | Time: 1407.8 ms
[2020-12-21 11:07:53	                main:581]	:	INFO	:	Epoch 527 | loss: 0.00337763 | val_loss: 0.00340169 | Time: 1400.92 ms
[2020-12-21 11:07:54	                main:581]	:	INFO	:	Epoch 528 | loss: 0.00339008 | val_loss: 0.00342756 | Time: 1438.09 ms
[2020-12-21 11:07:55	                main:581]	:	INFO	:	Epoch 529 | loss: 0.00336824 | val_loss: 0.00340086 | Time: 1423.02 ms
[2020-12-21 11:07:57	                main:581]	:	INFO	:	Epoch 530 | loss: 0.00337949 | val_loss: 0.00341139 | Time: 1436.15 ms
[2020-12-21 11:07:58	                main:581]	:	INFO	:	Epoch 531 | loss: 0.00336 | val_loss: 0.00337906 | Time: 1421.38 ms
[2020-12-21 11:08:00	                main:581]	:	INFO	:	Epoch 532 | loss: 0.00344132 | val_loss: 0.00348164 | Time: 1408.08 ms
[2020-12-21 11:08:01	                main:581]	:	INFO	:	Epoch 533 | loss: 0.00343249 | val_loss: 0.00341437 | Time: 1425.06 ms
[2020-12-21 11:08:03	                main:581]	:	INFO	:	Epoch 534 | loss: 0.00337143 | val_loss: 0.00336179 | Time: 1453.05 ms
[2020-12-21 11:08:04	                main:581]	:	INFO	:	Epoch 535 | loss: 0.00330469 | val_loss: 0.00343963 | Time: 1418.83 ms
[2020-12-21 11:08:05	                main:581]	:	INFO	:	Epoch 536 | loss: 0.00328698 | val_loss: 0.00327294 | Time: 1435.85 ms
[2020-12-21 11:08:07	                main:581]	:	INFO	:	Epoch 537 | loss: 0.00333174 | val_loss: 0.00378401 | Time: 1390.02 ms
[2020-12-21 11:08:08	                main:581]	:	INFO	:	Epoch 538 | loss: 0.00342078 | val_loss: 0.00340428 | Time: 1413.81 ms
[2020-12-21 11:08:10	                main:581]	:	INFO	:	Epoch 539 | loss: 0.00336314 | val_loss: 0.00344975 | Time: 1399.68 ms
[2020-12-21 11:08:11	                main:581]	:	INFO	:	Epoch 540 | loss: 0.00330796 | val_loss: 0.0033886 | Time: 1407.08 ms
[2020-12-21 11:08:13	                main:581]	:	INFO	:	Epoch 541 | loss: 0.00328784 | val_loss: 0.00328073 | Time: 1420.99 ms
[2020-12-21 11:08:14	                main:581]	:	INFO	:	Epoch 542 | loss: 0.00327034 | val_loss: 0.00326782 | Time: 1413.78 ms
[2020-12-21 11:08:15	                main:581]	:	INFO	:	Epoch 543 | loss: 0.00325876 | val_loss: 0.00328084 | Time: 1407.34 ms
[2020-12-21 11:08:17	                main:581]	:	INFO	:	Epoch 544 | loss: 0.00331885 | val_loss: 0.00367496 | Time: 1421.57 ms
[2020-12-21 11:08:18	                main:581]	:	INFO	:	Epoch 545 | loss: 0.00339698 | val_loss: 0.00334772 | Time: 1382.97 ms
[2020-12-21 11:08:20	                main:581]	:	INFO	:	Epoch 546 | loss: 0.00327936 | val_loss: 0.00332063 | Time: 1414.38 ms
[2020-12-21 11:08:21	                main:581]	:	INFO	:	Epoch 547 | loss: 0.00326482 | val_loss: 0.00336242 | Time: 1435.5 ms
[2020-12-21 11:08:22	                main:581]	:	INFO	:	Epoch 548 | loss: 0.00326992 | val_loss: 0.00326732 | Time: 1428.71 ms
[2020-12-21 11:08:24	                main:581]	:	INFO	:	Epoch 549 | loss: 0.00325332 | val_loss: 0.00325851 | Time: 1428.42 ms
[2020-12-21 11:08:25	                main:581]	:	INFO	:	Epoch 550 | loss: 0.00342135 | val_loss: 0.00340112 | Time: 1470.68 ms
[2020-12-21 11:08:27	                main:581]	:	INFO	:	Epoch 551 | loss: 0.00328062 | val_loss: 0.00325835 | Time: 1432.81 ms
[2020-12-21 11:08:28	                main:581]	:	INFO	:	Epoch 552 | loss: 0.00322958 | val_loss: 0.00327056 | Time: 1450.09 ms
[2020-12-21 11:08:30	                main:581]	:	INFO	:	Epoch 553 | loss: 0.00331734 | val_loss: 0.00327233 | Time: 1450.16 ms
[2020-12-21 11:08:31	                main:581]	:	INFO	:	Epoch 554 | loss: 0.00323868 | val_loss: 0.00344509 | Time: 1435.02 ms
[2020-12-21 11:08:33	                main:581]	:	INFO	:	Epoch 555 | loss: 0.00341853 | val_loss: 0.00344579 | Time: 1476.71 ms
[2020-12-21 11:08:34	                main:581]	:	INFO	:	Epoch 556 | loss: 0.0033189 | val_loss: 0.00342577 | Time: 1467.35 ms
[2020-12-21 11:08:36	                main:581]	:	INFO	:	Epoch 557 | loss: 0.00327272 | val_loss: 0.00325973 | Time: 1461.26 ms
[2020-12-21 11:08:37	                main:581]	:	INFO	:	Epoch 558 | loss: 0.00322964 | val_loss: 0.00326091 | Time: 1411.73 ms
[2020-12-21 11:08:38	                main:581]	:	INFO	:	Epoch 559 | loss: 0.00332569 | val_loss: 0.00373841 | Time: 1433.8 ms
[2020-12-21 11:08:40	                main:581]	:	INFO	:	Epoch 560 | loss: 0.00340346 | val_loss: 0.00331022 | Time: 1440.73 ms
[2020-12-21 11:08:41	                main:581]	:	INFO	:	Epoch 561 | loss: 0.00323774 | val_loss: 0.00325882 | Time: 1471.04 ms
[2020-12-21 11:08:43	                main:581]	:	INFO	:	Epoch 562 | loss: 0.0032129 | val_loss: 0.00336555 | Time: 1456.75 ms
[2020-12-21 11:08:44	                main:581]	:	INFO	:	Epoch 563 | loss: 0.00336922 | val_loss: 0.00361284 | Time: 1455.14 ms
[2020-12-21 11:08:46	                main:581]	:	INFO	:	Epoch 564 | loss: 0.00340059 | val_loss: 0.00339882 | Time: 1437.23 ms
[2020-12-21 11:08:47	                main:581]	:	INFO	:	Epoch 565 | loss: 0.00333738 | val_loss: 0.00354028 | Time: 1454.83 ms
[2020-12-21 11:08:49	                main:581]	:	INFO	:	Epoch 566 | loss: 0.00335974 | val_loss: 0.00336433 | Time: 1530.78 ms
[2020-12-21 11:08:50	                main:581]	:	INFO	:	Epoch 567 | loss: 0.00327705 | val_loss: 0.00335402 | Time: 1521.5 ms
[2020-12-21 11:08:52	                main:581]	:	INFO	:	Epoch 568 | loss: 0.00322025 | val_loss: 0.00323339 | Time: 1443.38 ms
[2020-12-21 11:08:53	                main:581]	:	INFO	:	Epoch 569 | loss: 0.00322574 | val_loss: 0.00323041 | Time: 1423.21 ms
[2020-12-21 11:08:54	                main:581]	:	INFO	:	Epoch 570 | loss: 0.0032118 | val_loss: 0.00329326 | Time: 1463.47 ms
[2020-12-21 11:08:56	                main:581]	:	INFO	:	Epoch 571 | loss: 0.00344854 | val_loss: 0.00333939 | Time: 1416.21 ms
[2020-12-21 11:08:57	                main:581]	:	INFO	:	Epoch 572 | loss: 0.00331822 | val_loss: 0.00331902 | Time: 1391.42 ms
[2020-12-21 11:08:59	                main:581]	:	INFO	:	Epoch 573 | loss: 0.00326762 | val_loss: 0.0032718 | Time: 1399.13 ms
[2020-12-21 11:09:00	                main:581]	:	INFO	:	Epoch 574 | loss: 0.00324436 | val_loss: 0.00337568 | Time: 1421.18 ms
[2020-12-21 11:09:02	                main:581]	:	INFO	:	Epoch 575 | loss: 0.00328905 | val_loss: 0.0032423 | Time: 1421.46 ms
[2020-12-21 11:09:03	                main:581]	:	INFO	:	Epoch 576 | loss: 0.00324973 | val_loss: 0.00324999 | Time: 1395.82 ms
[2020-12-21 11:09:04	                main:581]	:	INFO	:	Epoch 577 | loss: 0.00329607 | val_loss: 0.00326792 | Time: 1404.28 ms
[2020-12-21 11:09:06	                main:581]	:	INFO	:	Epoch 578 | loss: 0.00337367 | val_loss: 0.00340534 | Time: 1437.34 ms
[2020-12-21 11:09:07	                main:581]	:	INFO	:	Epoch 579 | loss: 0.00338717 | val_loss: 0.0033109 | Time: 1417.85 ms
[2020-12-21 11:09:09	                main:581]	:	INFO	:	Epoch 580 | loss: 0.00332008 | val_loss: 0.003341 | Time: 1403.84 ms
[2020-12-21 11:09:10	                main:581]	:	INFO	:	Epoch 581 | loss: 0.00321721 | val_loss: 0.00323637 | Time: 1435.37 ms
[2020-12-21 11:09:11	                main:581]	:	INFO	:	Epoch 582 | loss: 0.00336042 | val_loss: 0.00345269 | Time: 1422.38 ms
[2020-12-21 11:09:13	                main:581]	:	INFO	:	Epoch 583 | loss: 0.0033113 | val_loss: 0.00324593 | Time: 1467.81 ms
[2020-12-21 11:09:14	                main:581]	:	INFO	:	Epoch 584 | loss: 0.00326705 | val_loss: 0.00334114 | Time: 1418.91 ms
[2020-12-21 11:09:16	                main:581]	:	INFO	:	Epoch 585 | loss: 0.00321249 | val_loss: 0.00330318 | Time: 1439.57 ms
[2020-12-21 11:09:17	                main:581]	:	INFO	:	Epoch 586 | loss: 0.00324804 | val_loss: 0.00334094 | Time: 1437.64 ms
[2020-12-21 11:09:19	                main:581]	:	INFO	:	Epoch 587 | loss: 0.0032612 | val_loss: 0.0032729 | Time: 1445.32 ms
[2020-12-21 11:09:20	                main:581]	:	INFO	:	Epoch 588 | loss: 0.00325543 | val_loss: 0.00323589 | Time: 1428.95 ms
[2020-12-21 11:09:22	                main:581]	:	INFO	:	Epoch 589 | loss: 0.00322733 | val_loss: 0.00346551 | Time: 1446.15 ms
[2020-12-21 11:09:23	                main:581]	:	INFO	:	Epoch 590 | loss: 0.00324038 | val_loss: 0.00326455 | Time: 1445.65 ms
[2020-12-21 11:09:24	                main:581]	:	INFO	:	Epoch 591 | loss: 0.00320603 | val_loss: 0.00323866 | Time: 1438.35 ms
[2020-12-21 11:09:26	                main:581]	:	INFO	:	Epoch 592 | loss: 0.00319939 | val_loss: 0.00321237 | Time: 1460.86 ms
[2020-12-21 11:09:27	                main:581]	:	INFO	:	Epoch 593 | loss: 0.00324258 | val_loss: 0.00323431 | Time: 1452.39 ms
[2020-12-21 11:09:29	                main:581]	:	INFO	:	Epoch 594 | loss: 0.00341817 | val_loss: 0.00342706 | Time: 1424.5 ms
[2020-12-21 11:09:30	                main:581]	:	INFO	:	Epoch 595 | loss: 0.0032564 | val_loss: 0.00342783 | Time: 1445.86 ms
[2020-12-21 11:09:32	                main:581]	:	INFO	:	Epoch 596 | loss: 0.00339803 | val_loss: 0.00355659 | Time: 1458.63 ms
[2020-12-21 11:09:33	                main:581]	:	INFO	:	Epoch 597 | loss: 0.00330996 | val_loss: 0.00329815 | Time: 1444.17 ms
[2020-12-21 11:09:35	                main:581]	:	INFO	:	Epoch 598 | loss: 0.00326154 | val_loss: 0.00340005 | Time: 1424.83 ms
[2020-12-21 11:09:36	                main:581]	:	INFO	:	Epoch 599 | loss: 0.00322875 | val_loss: 0.00328178 | Time: 1443.9 ms
[2020-12-21 11:09:37	                main:581]	:	INFO	:	Epoch 600 | loss: 0.00327359 | val_loss: 0.00346487 | Time: 1448.67 ms
[2020-12-21 11:09:39	                main:581]	:	INFO	:	Epoch 601 | loss: 0.00322515 | val_loss: 0.00321436 | Time: 1449.5 ms
[2020-12-21 11:09:40	                main:581]	:	INFO	:	Epoch 602 | loss: 0.00326432 | val_loss: 0.00346998 | Time: 1414.2 ms
[2020-12-21 11:09:42	                main:581]	:	INFO	:	Epoch 603 | loss: 0.00326587 | val_loss: 0.0032948 | Time: 1430 ms
[2020-12-21 11:09:43	                main:581]	:	INFO	:	Epoch 604 | loss: 0.00345412 | val_loss: 0.00339382 | Time: 1450.91 ms
[2020-12-21 11:09:45	                main:581]	:	INFO	:	Epoch 605 | loss: 0.0033412 | val_loss: 0.00325105 | Time: 1473.37 ms
[2020-12-21 11:09:46	                main:581]	:	INFO	:	Epoch 606 | loss: 0.0032093 | val_loss: 0.00322781 | Time: 1471.55 ms
[2020-12-21 11:09:48	                main:581]	:	INFO	:	Epoch 607 | loss: 0.00320691 | val_loss: 0.0032192 | Time: 1458.2 ms
[2020-12-21 11:09:49	                main:581]	:	INFO	:	Epoch 608 | loss: 0.00319653 | val_loss: 0.00325199 | Time: 1454.85 ms
[2020-12-21 11:09:50	                main:581]	:	INFO	:	Epoch 609 | loss: 0.00322007 | val_loss: 0.00323524 | Time: 1462.51 ms
[2020-12-21 11:09:52	                main:581]	:	INFO	:	Epoch 610 | loss: 0.00321653 | val_loss: 0.00320477 | Time: 1446.05 ms
[2020-12-21 11:09:53	                main:581]	:	INFO	:	Epoch 611 | loss: 0.00320819 | val_loss: 0.00322941 | Time: 1455.34 ms
[2020-12-21 11:09:55	                main:581]	:	INFO	:	Epoch 612 | loss: 0.00321751 | val_loss: 0.00320542 | Time: 1437.11 ms
[2020-12-21 11:09:56	                main:581]	:	INFO	:	Epoch 613 | loss: 0.00331239 | val_loss: 0.00341847 | Time: 1464.56 ms
[2020-12-21 11:09:58	                main:581]	:	INFO	:	Epoch 614 | loss: 0.00342629 | val_loss: 0.00337684 | Time: 1435.03 ms
[2020-12-21 11:09:59	                main:581]	:	INFO	:	Epoch 615 | loss: 0.00326235 | val_loss: 0.00330466 | Time: 1447.57 ms
[2020-12-21 11:10:01	                main:581]	:	INFO	:	Epoch 616 | loss: 0.00323127 | val_loss: 0.00321625 | Time: 1445.6 ms
[2020-12-21 11:10:02	                main:581]	:	INFO	:	Epoch 617 | loss: 0.00319505 | val_loss: 0.00335707 | Time: 1417.59 ms
[2020-12-21 11:10:03	                main:581]	:	INFO	:	Epoch 618 | loss: 0.00320205 | val_loss: 0.00320714 | Time: 1433.6 ms
[2020-12-21 11:10:05	                main:581]	:	INFO	:	Epoch 619 | loss: 0.00336842 | val_loss: 0.00353728 | Time: 1414.41 ms
[2020-12-21 11:10:06	                main:581]	:	INFO	:	Epoch 620 | loss: 0.00337808 | val_loss: 0.00335269 | Time: 1390.61 ms
[2020-12-21 11:10:08	                main:581]	:	INFO	:	Epoch 621 | loss: 0.00335865 | val_loss: 0.00336602 | Time: 1405.72 ms
[2020-12-21 11:10:09	                main:581]	:	INFO	:	Epoch 622 | loss: 0.00326501 | val_loss: 0.00323685 | Time: 1422.43 ms
[2020-12-21 11:10:10	                main:581]	:	INFO	:	Epoch 623 | loss: 0.00321718 | val_loss: 0.00327376 | Time: 1410.71 ms
[2020-12-21 11:10:12	                main:581]	:	INFO	:	Epoch 624 | loss: 0.00319531 | val_loss: 0.00323348 | Time: 1443.02 ms
[2020-12-21 11:10:13	                main:581]	:	INFO	:	Epoch 625 | loss: 0.00338189 | val_loss: 0.0037704 | Time: 1405.08 ms
[2020-12-21 11:10:15	                main:581]	:	INFO	:	Epoch 626 | loss: 0.00344471 | val_loss: 0.00329155 | Time: 1397.12 ms
[2020-12-21 11:10:16	                main:581]	:	INFO	:	Epoch 627 | loss: 0.00325065 | val_loss: 0.00328224 | Time: 1407.98 ms
[2020-12-21 11:10:18	                main:581]	:	INFO	:	Epoch 628 | loss: 0.00320838 | val_loss: 0.00327146 | Time: 1415.35 ms
[2020-12-21 11:10:19	                main:581]	:	INFO	:	Epoch 629 | loss: 0.00318829 | val_loss: 0.0032573 | Time: 1414.56 ms
[2020-12-21 11:10:20	                main:581]	:	INFO	:	Epoch 630 | loss: 0.00317996 | val_loss: 0.00320032 | Time: 1395.49 ms
[2020-12-21 11:10:22	                main:581]	:	INFO	:	Epoch 631 | loss: 0.00320312 | val_loss: 0.00338907 | Time: 1405.96 ms
[2020-12-21 11:10:23	                main:581]	:	INFO	:	Epoch 632 | loss: 0.00339146 | val_loss: 0.00349287 | Time: 1418.9 ms
[2020-12-21 11:10:25	                main:581]	:	INFO	:	Epoch 633 | loss: 0.00328615 | val_loss: 0.00332633 | Time: 1425.99 ms
[2020-12-21 11:10:26	                main:581]	:	INFO	:	Epoch 634 | loss: 0.0032374 | val_loss: 0.00324511 | Time: 1391.87 ms
[2020-12-21 11:10:27	                main:581]	:	INFO	:	Epoch 635 | loss: 0.00320034 | val_loss: 0.0032334 | Time: 1395.22 ms
[2020-12-21 11:10:29	                main:581]	:	INFO	:	Epoch 636 | loss: 0.00319989 | val_loss: 0.00323559 | Time: 1393.9 ms
[2020-12-21 11:10:30	                main:581]	:	INFO	:	Epoch 637 | loss: 0.00326793 | val_loss: 0.00323517 | Time: 1401.08 ms
[2020-12-21 11:10:32	                main:581]	:	INFO	:	Epoch 638 | loss: 0.00322607 | val_loss: 0.00326849 | Time: 1403.28 ms
[2020-12-21 11:10:33	                main:581]	:	INFO	:	Epoch 639 | loss: 0.00322174 | val_loss: 0.00343223 | Time: 1422.65 ms
[2020-12-21 11:10:34	                main:581]	:	INFO	:	Epoch 640 | loss: 0.00321899 | val_loss: 0.00323007 | Time: 1396.94 ms
[2020-12-21 11:10:36	                main:581]	:	INFO	:	Epoch 641 | loss: 0.00318867 | val_loss: 0.00353462 | Time: 1406.7 ms
[2020-12-21 11:10:37	                main:581]	:	INFO	:	Epoch 642 | loss: 0.00341433 | val_loss: 0.00347353 | Time: 1425.88 ms
[2020-12-21 11:10:39	                main:581]	:	INFO	:	Epoch 643 | loss: 0.0033171 | val_loss: 0.00351947 | Time: 1395.23 ms
[2020-12-21 11:10:40	                main:581]	:	INFO	:	Epoch 644 | loss: 0.0032482 | val_loss: 0.00327379 | Time: 1415.69 ms
[2020-12-21 11:10:42	                main:581]	:	INFO	:	Epoch 645 | loss: 0.00319765 | val_loss: 0.00332099 | Time: 1437.22 ms
[2020-12-21 11:10:43	                main:581]	:	INFO	:	Epoch 646 | loss: 0.00320334 | val_loss: 0.00340436 | Time: 1404.4 ms
[2020-12-21 11:10:44	                main:581]	:	INFO	:	Epoch 647 | loss: 0.00319492 | val_loss: 0.00320952 | Time: 1424.71 ms
[2020-12-21 11:10:46	                main:581]	:	INFO	:	Epoch 648 | loss: 0.00326901 | val_loss: 0.00323055 | Time: 1395.87 ms
[2020-12-21 11:10:47	                main:581]	:	INFO	:	Epoch 649 | loss: 0.0032444 | val_loss: 0.00345736 | Time: 1426.91 ms
[2020-12-21 11:10:49	                main:581]	:	INFO	:	Epoch 650 | loss: 0.00321721 | val_loss: 0.00320386 | Time: 1411.49 ms
[2020-12-21 11:10:50	                main:581]	:	INFO	:	Epoch 651 | loss: 0.00316322 | val_loss: 0.00323845 | Time: 1405.61 ms
[2020-12-21 11:10:51	                main:581]	:	INFO	:	Epoch 652 | loss: 0.00319228 | val_loss: 0.0031995 | Time: 1415.79 ms
[2020-12-21 11:10:53	                main:581]	:	INFO	:	Epoch 653 | loss: 0.00329089 | val_loss: 0.00327863 | Time: 1453.28 ms
[2020-12-21 11:10:54	                main:581]	:	INFO	:	Epoch 654 | loss: 0.00349796 | val_loss: 0.00351195 | Time: 1461.93 ms
[2020-12-21 11:10:56	                main:581]	:	INFO	:	Epoch 655 | loss: 0.00326223 | val_loss: 0.00331345 | Time: 1447.8 ms
[2020-12-21 11:10:57	                main:581]	:	INFO	:	Epoch 656 | loss: 0.00322157 | val_loss: 0.00328637 | Time: 1423.28 ms
[2020-12-21 11:10:59	                main:581]	:	INFO	:	Epoch 657 | loss: 0.00318668 | val_loss: 0.00327434 | Time: 1442.59 ms
[2020-12-21 11:11:00	                main:581]	:	INFO	:	Epoch 658 | loss: 0.00322305 | val_loss: 0.00319717 | Time: 1390.96 ms
[2020-12-21 11:11:01	                main:581]	:	INFO	:	Epoch 659 | loss: 0.0032013 | val_loss: 0.00319286 | Time: 1402.57 ms
[2020-12-21 11:11:03	                main:581]	:	INFO	:	Epoch 660 | loss: 0.00328148 | val_loss: 0.0032322 | Time: 1424.77 ms
[2020-12-21 11:11:04	                main:581]	:	INFO	:	Epoch 661 | loss: 0.00323743 | val_loss: 0.00325468 | Time: 1405.48 ms
[2020-12-21 11:11:06	                main:581]	:	INFO	:	Epoch 662 | loss: 0.00320406 | val_loss: 0.00330467 | Time: 1411.23 ms
[2020-12-21 11:11:07	                main:581]	:	INFO	:	Epoch 663 | loss: 0.00324531 | val_loss: 0.00346936 | Time: 1428.52 ms
[2020-12-21 11:11:08	                main:581]	:	INFO	:	Epoch 664 | loss: 0.00322613 | val_loss: 0.00319674 | Time: 1402.66 ms
[2020-12-21 11:11:10	                main:581]	:	INFO	:	Epoch 665 | loss: 0.00322135 | val_loss: 0.00330822 | Time: 1402 ms
[2020-12-21 11:11:11	                main:581]	:	INFO	:	Epoch 666 | loss: 0.00321725 | val_loss: 0.00321164 | Time: 1404.26 ms
[2020-12-21 11:11:13	                main:581]	:	INFO	:	Epoch 667 | loss: 0.0031748 | val_loss: 0.0031843 | Time: 1390.43 ms
[2020-12-21 11:11:14	                main:581]	:	INFO	:	Epoch 668 | loss: 0.00318162 | val_loss: 0.00320706 | Time: 1421.3 ms
[2020-12-21 11:11:16	                main:581]	:	INFO	:	Epoch 669 | loss: 0.00321506 | val_loss: 0.00332524 | Time: 1449.71 ms
[2020-12-21 11:11:17	                main:581]	:	INFO	:	Epoch 670 | loss: 0.00322604 | val_loss: 0.00320105 | Time: 1446.37 ms
[2020-12-21 11:11:18	                main:581]	:	INFO	:	Epoch 671 | loss: 0.00318282 | val_loss: 0.00322269 | Time: 1447.22 ms
[2020-12-21 11:11:20	                main:581]	:	INFO	:	Epoch 672 | loss: 0.00317404 | val_loss: 0.00322504 | Time: 1457.78 ms
[2020-12-21 11:11:21	                main:581]	:	INFO	:	Epoch 673 | loss: 0.00324676 | val_loss: 0.00324009 | Time: 1464.81 ms
[2020-12-21 11:11:23	                main:581]	:	INFO	:	Epoch 674 | loss: 0.00318361 | val_loss: 0.00319719 | Time: 1458.13 ms
[2020-12-21 11:11:24	                main:581]	:	INFO	:	Epoch 675 | loss: 0.0031764 | val_loss: 0.00332508 | Time: 1432.87 ms
[2020-12-21 11:11:26	                main:581]	:	INFO	:	Epoch 676 | loss: 0.00319077 | val_loss: 0.00327223 | Time: 1433.68 ms
[2020-12-21 11:11:27	                main:581]	:	INFO	:	Epoch 677 | loss: 0.00318609 | val_loss: 0.00317635 | Time: 1419.78 ms
[2020-12-21 11:11:29	                main:581]	:	INFO	:	Epoch 678 | loss: 0.00318118 | val_loss: 0.0033208 | Time: 1442.58 ms
[2020-12-21 11:11:30	                main:581]	:	INFO	:	Epoch 679 | loss: 0.00323383 | val_loss: 0.00319127 | Time: 1424.73 ms
[2020-12-21 11:11:31	                main:581]	:	INFO	:	Epoch 680 | loss: 0.00318805 | val_loss: 0.00320645 | Time: 1442.66 ms
[2020-12-21 11:11:33	                main:581]	:	INFO	:	Epoch 681 | loss: 0.00322152 | val_loss: 0.00318205 | Time: 1433.42 ms
[2020-12-21 11:11:34	                main:581]	:	INFO	:	Epoch 682 | loss: 0.00317776 | val_loss: 0.00317891 | Time: 1442.81 ms
[2020-12-21 11:11:36	                main:581]	:	INFO	:	Epoch 683 | loss: 0.00317967 | val_loss: 0.00317759 | Time: 1419.36 ms
[2020-12-21 11:11:37	                main:581]	:	INFO	:	Epoch 684 | loss: 0.00318228 | val_loss: 0.00329491 | Time: 1437.7 ms
[2020-12-21 11:11:39	                main:581]	:	INFO	:	Epoch 685 | loss: 0.00322367 | val_loss: 0.00331843 | Time: 1438.15 ms
[2020-12-21 11:11:40	                main:581]	:	INFO	:	Epoch 686 | loss: 0.00319083 | val_loss: 0.00325987 | Time: 1446.88 ms
[2020-12-21 11:11:42	                main:581]	:	INFO	:	Epoch 687 | loss: 0.00319807 | val_loss: 0.00318765 | Time: 1448.93 ms
[2020-12-21 11:11:43	                main:581]	:	INFO	:	Epoch 688 | loss: 0.0031999 | val_loss: 0.00322314 | Time: 1451.83 ms
[2020-12-21 11:11:44	                main:581]	:	INFO	:	Epoch 689 | loss: 0.00318338 | val_loss: 0.00321192 | Time: 1440 ms
[2020-12-21 11:11:46	                main:581]	:	INFO	:	Epoch 690 | loss: 0.00317823 | val_loss: 0.00327315 | Time: 1437.7 ms
[2020-12-21 11:11:47	                main:581]	:	INFO	:	Epoch 691 | loss: 0.00316947 | val_loss: 0.00317172 | Time: 1457.58 ms
[2020-12-21 11:11:49	                main:581]	:	INFO	:	Epoch 692 | loss: 0.00320591 | val_loss: 0.00336199 | Time: 1463.61 ms
[2020-12-21 11:11:50	                main:581]	:	INFO	:	Epoch 693 | loss: 0.00319962 | val_loss: 0.00316631 | Time: 1442.66 ms
[2020-12-21 11:11:52	                main:581]	:	INFO	:	Epoch 694 | loss: 0.00317905 | val_loss: 0.00324003 | Time: 1440.87 ms
[2020-12-21 11:11:53	                main:581]	:	INFO	:	Epoch 695 | loss: 0.00316458 | val_loss: 0.00325829 | Time: 1435.72 ms
[2020-12-21 11:11:55	                main:581]	:	INFO	:	Epoch 696 | loss: 0.00320405 | val_loss: 0.00318208 | Time: 1455.15 ms
[2020-12-21 11:11:56	                main:581]	:	INFO	:	Epoch 697 | loss: 0.00316364 | val_loss: 0.00343243 | Time: 1444.88 ms
[2020-12-21 11:11:57	                main:581]	:	INFO	:	Epoch 698 | loss: 0.00321322 | val_loss: 0.00318894 | Time: 1427.94 ms
[2020-12-21 11:11:59	                main:581]	:	INFO	:	Epoch 699 | loss: 0.0032004 | val_loss: 0.00319132 | Time: 1466.38 ms
[2020-12-21 11:12:00	                main:581]	:	INFO	:	Epoch 700 | loss: 0.00319159 | val_loss: 0.00317649 | Time: 1434.23 ms
[2020-12-21 11:12:02	                main:581]	:	INFO	:	Epoch 701 | loss: 0.00318425 | val_loss: 0.00333202 | Time: 1451.78 ms
[2020-12-21 11:12:03	                main:581]	:	INFO	:	Epoch 702 | loss: 0.00318905 | val_loss: 0.00327262 | Time: 1426.05 ms
[2020-12-21 11:12:05	                main:581]	:	INFO	:	Epoch 703 | loss: 0.00319711 | val_loss: 0.00317873 | Time: 1432.35 ms
[2020-12-21 11:12:06	                main:581]	:	INFO	:	Epoch 704 | loss: 0.00319297 | val_loss: 0.00317347 | Time: 1444.31 ms
[2020-12-21 11:12:08	                main:581]	:	INFO	:	Epoch 705 | loss: 0.00317567 | val_loss: 0.00324448 | Time: 1451.99 ms
[2020-12-21 11:12:09	                main:581]	:	INFO	:	Epoch 706 | loss: 0.0031854 | val_loss: 0.0032325 | Time: 1432.1 ms
[2020-12-21 11:12:10	                main:581]	:	INFO	:	Epoch 707 | loss: 0.00318719 | val_loss: 0.00323527 | Time: 1431.25 ms
[2020-12-21 11:12:12	                main:581]	:	INFO	:	Epoch 708 | loss: 0.00317675 | val_loss: 0.00321937 | Time: 1442.04 ms
[2020-12-21 11:12:13	                main:581]	:	INFO	:	Epoch 709 | loss: 0.00317939 | val_loss: 0.00322329 | Time: 1454.93 ms
[2020-12-21 11:12:15	                main:581]	:	INFO	:	Epoch 710 | loss: 0.00316725 | val_loss: 0.00335354 | Time: 1466.72 ms
[2020-12-21 11:12:16	                main:581]	:	INFO	:	Epoch 711 | loss: 0.00318806 | val_loss: 0.00316166 | Time: 1431.02 ms
[2020-12-21 11:12:18	                main:581]	:	INFO	:	Epoch 712 | loss: 0.00317413 | val_loss: 0.00333045 | Time: 1466.55 ms
[2020-12-21 11:12:19	                main:581]	:	INFO	:	Epoch 713 | loss: 0.0031698 | val_loss: 0.00323935 | Time: 1437.26 ms
[2020-12-21 11:12:21	                main:581]	:	INFO	:	Epoch 714 | loss: 0.00316612 | val_loss: 0.00322673 | Time: 1436.98 ms
[2020-12-21 11:12:22	                main:581]	:	INFO	:	Epoch 715 | loss: 0.00319286 | val_loss: 0.00316473 | Time: 1434.46 ms
[2020-12-21 11:12:23	                main:581]	:	INFO	:	Epoch 716 | loss: 0.00317538 | val_loss: 0.003195 | Time: 1467.07 ms
[2020-12-21 11:12:25	                main:581]	:	INFO	:	Epoch 717 | loss: 0.00317312 | val_loss: 0.0033006 | Time: 1449.79 ms
[2020-12-21 11:12:26	                main:581]	:	INFO	:	Epoch 718 | loss: 0.00317483 | val_loss: 0.00336362 | Time: 1448.41 ms
[2020-12-21 11:12:28	                main:581]	:	INFO	:	Epoch 719 | loss: 0.00319734 | val_loss: 0.00321652 | Time: 1424.66 ms
[2020-12-21 11:12:29	                main:581]	:	INFO	:	Epoch 720 | loss: 0.00318557 | val_loss: 0.00325764 | Time: 1434.46 ms
[2020-12-21 11:12:31	                main:581]	:	INFO	:	Epoch 721 | loss: 0.00317124 | val_loss: 0.00322853 | Time: 1444.38 ms
[2020-12-21 11:12:32	                main:581]	:	INFO	:	Epoch 722 | loss: 0.00316485 | val_loss: 0.00331472 | Time: 1438.39 ms
[2020-12-21 11:12:33	                main:581]	:	INFO	:	Epoch 723 | loss: 0.0031583 | val_loss: 0.00314972 | Time: 1413.11 ms
[2020-12-21 11:12:35	                main:581]	:	INFO	:	Epoch 724 | loss: 0.0032 | val_loss: 0.00317168 | Time: 1434.13 ms
[2020-12-21 11:12:36	                main:581]	:	INFO	:	Epoch 725 | loss: 0.00317273 | val_loss: 0.003258 | Time: 1456.27 ms
[2020-12-21 11:12:38	                main:581]	:	INFO	:	Epoch 726 | loss: 0.00323857 | val_loss: 0.00332498 | Time: 1454.92 ms
[2020-12-21 11:12:39	                main:581]	:	INFO	:	Epoch 727 | loss: 0.00321828 | val_loss: 0.00316793 | Time: 1478.79 ms
[2020-12-21 11:12:41	                main:581]	:	INFO	:	Epoch 728 | loss: 0.00315195 | val_loss: 0.00319851 | Time: 1467.15 ms
[2020-12-21 11:12:42	                main:581]	:	INFO	:	Epoch 729 | loss: 0.0031724 | val_loss: 0.00316519 | Time: 1424.59 ms
[2020-12-21 11:12:44	                main:581]	:	INFO	:	Epoch 730 | loss: 0.00318378 | val_loss: 0.00324812 | Time: 1431.33 ms
[2020-12-21 11:12:45	                main:581]	:	INFO	:	Epoch 731 | loss: 0.00317632 | val_loss: 0.00328854 | Time: 1440.15 ms
[2020-12-21 11:12:46	                main:581]	:	INFO	:	Epoch 732 | loss: 0.00316626 | val_loss: 0.00321098 | Time: 1445.3 ms
[2020-12-21 11:12:48	                main:581]	:	INFO	:	Epoch 733 | loss: 0.00317736 | val_loss: 0.00340787 | Time: 1425.62 ms
[2020-12-21 11:12:49	                main:581]	:	INFO	:	Epoch 734 | loss: 0.00323577 | val_loss: 0.00322732 | Time: 1449.71 ms
[2020-12-21 11:12:51	                main:581]	:	INFO	:	Epoch 735 | loss: 0.00318549 | val_loss: 0.00332376 | Time: 1464.04 ms
[2020-12-21 11:12:52	                main:581]	:	INFO	:	Epoch 736 | loss: 0.00319707 | val_loss: 0.00321947 | Time: 1433.5 ms
[2020-12-21 11:12:54	                main:581]	:	INFO	:	Epoch 737 | loss: 0.00316788 | val_loss: 0.00316575 | Time: 1465.66 ms
[2020-12-21 11:12:55	                main:581]	:	INFO	:	Epoch 738 | loss: 0.00315013 | val_loss: 0.00322948 | Time: 1442.73 ms
[2020-12-21 11:12:57	                main:581]	:	INFO	:	Epoch 739 | loss: 0.00314693 | val_loss: 0.00332256 | Time: 1468.88 ms
[2020-12-21 11:12:58	                main:581]	:	INFO	:	Epoch 740 | loss: 0.00318543 | val_loss: 0.00317044 | Time: 1412.53 ms
[2020-12-21 11:12:59	                main:581]	:	INFO	:	Epoch 741 | loss: 0.00321389 | val_loss: 0.00319674 | Time: 1437.07 ms
[2020-12-21 11:13:01	                main:581]	:	INFO	:	Epoch 742 | loss: 0.00316082 | val_loss: 0.00337889 | Time: 1396.02 ms
[2020-12-21 11:13:02	                main:581]	:	INFO	:	Epoch 743 | loss: 0.00317618 | val_loss: 0.0031899 | Time: 1403.42 ms
[2020-12-21 11:13:04	                main:581]	:	INFO	:	Epoch 744 | loss: 0.0031901 | val_loss: 0.00323132 | Time: 1414.36 ms
[2020-12-21 11:13:05	                main:581]	:	INFO	:	Epoch 745 | loss: 0.00318688 | val_loss: 0.00316114 | Time: 1416.74 ms
[2020-12-21 11:13:07	                main:581]	:	INFO	:	Epoch 746 | loss: 0.00321774 | val_loss: 0.00335288 | Time: 1423.77 ms
[2020-12-21 11:13:08	                main:581]	:	INFO	:	Epoch 747 | loss: 0.00317252 | val_loss: 0.00315351 | Time: 1430.89 ms
[2020-12-21 11:13:09	                main:581]	:	INFO	:	Epoch 748 | loss: 0.00317184 | val_loss: 0.00318902 | Time: 1420.67 ms
[2020-12-21 11:13:11	                main:581]	:	INFO	:	Epoch 749 | loss: 0.00314338 | val_loss: 0.00321712 | Time: 1394.42 ms
[2020-12-21 11:13:12	                main:581]	:	INFO	:	Epoch 750 | loss: 0.00319579 | val_loss: 0.00323402 | Time: 1390.16 ms
[2020-12-21 11:13:14	                main:581]	:	INFO	:	Epoch 751 | loss: 0.00316091 | val_loss: 0.00315657 | Time: 1393.6 ms
[2020-12-21 11:13:15	                main:581]	:	INFO	:	Epoch 752 | loss: 0.0031775 | val_loss: 0.00316838 | Time: 1396.03 ms
[2020-12-21 11:13:16	                main:581]	:	INFO	:	Epoch 753 | loss: 0.00316352 | val_loss: 0.00322794 | Time: 1396.67 ms
[2020-12-21 11:13:18	                main:581]	:	INFO	:	Epoch 754 | loss: 0.00313651 | val_loss: 0.00318995 | Time: 1398.81 ms
[2020-12-21 11:13:19	                main:581]	:	INFO	:	Epoch 755 | loss: 0.00319168 | val_loss: 0.00315816 | Time: 1395.18 ms
[2020-12-21 11:13:21	                main:581]	:	INFO	:	Epoch 756 | loss: 0.00315699 | val_loss: 0.00325981 | Time: 1401.08 ms
[2020-12-21 11:13:22	                main:581]	:	INFO	:	Epoch 757 | loss: 0.00318221 | val_loss: 0.00323522 | Time: 1395.49 ms
[2020-12-21 11:13:23	                main:581]	:	INFO	:	Epoch 758 | loss: 0.00319235 | val_loss: 0.00332455 | Time: 1445.23 ms
[2020-12-21 11:13:25	                main:581]	:	INFO	:	Epoch 759 | loss: 0.00316633 | val_loss: 0.00348647 | Time: 1403.21 ms
[2020-12-21 11:13:26	                main:581]	:	INFO	:	Epoch 760 | loss: 0.00319723 | val_loss: 0.00315709 | Time: 1391.74 ms
[2020-12-21 11:13:28	                main:581]	:	INFO	:	Epoch 761 | loss: 0.00315494 | val_loss: 0.00321123 | Time: 1391.52 ms
[2020-12-21 11:13:29	                main:581]	:	INFO	:	Epoch 762 | loss: 0.00316816 | val_loss: 0.00315162 | Time: 1395.97 ms
[2020-12-21 11:13:30	                main:581]	:	INFO	:	Epoch 763 | loss: 0.00315129 | val_loss: 0.00317828 | Time: 1401.23 ms
[2020-12-21 11:13:32	                main:581]	:	INFO	:	Epoch 764 | loss: 0.00316727 | val_loss: 0.00332303 | Time: 1403.87 ms
[2020-12-21 11:13:33	                main:581]	:	INFO	:	Epoch 765 | loss: 0.0031841 | val_loss: 0.00342205 | Time: 1393.28 ms
[2020-12-21 11:13:35	                main:581]	:	INFO	:	Epoch 766 | loss: 0.00330813 | val_loss: 0.0032359 | Time: 1408.49 ms
[2020-12-21 11:13:36	                main:581]	:	INFO	:	Epoch 767 | loss: 0.00347784 | val_loss: 0.00326319 | Time: 1404.67 ms
[2020-12-21 11:13:37	                main:581]	:	INFO	:	Epoch 768 | loss: 0.00325918 | val_loss: 0.00323207 | Time: 1408.79 ms
[2020-12-21 11:13:39	                main:581]	:	INFO	:	Epoch 769 | loss: 0.00314473 | val_loss: 0.00320494 | Time: 1394.13 ms
[2020-12-21 11:13:40	                main:581]	:	INFO	:	Epoch 770 | loss: 0.0031394 | val_loss: 0.00327156 | Time: 1399.39 ms
[2020-12-21 11:13:42	                main:581]	:	INFO	:	Epoch 771 | loss: 0.0031436 | val_loss: 0.00321882 | Time: 1403.66 ms
[2020-12-21 11:13:43	                main:581]	:	INFO	:	Epoch 772 | loss: 0.00316171 | val_loss: 0.00317607 | Time: 1424.96 ms
[2020-12-21 11:13:45	                main:581]	:	INFO	:	Epoch 773 | loss: 0.00319218 | val_loss: 0.00315213 | Time: 1466.41 ms
[2020-12-21 11:13:46	                main:581]	:	INFO	:	Epoch 774 | loss: 0.00352694 | val_loss: 0.00397535 | Time: 1469.27 ms
[2020-12-21 11:13:47	                main:581]	:	INFO	:	Epoch 775 | loss: 0.00348784 | val_loss: 0.0032208 | Time: 1448.31 ms
[2020-12-21 11:13:49	                main:581]	:	INFO	:	Epoch 776 | loss: 0.00321979 | val_loss: 0.00328276 | Time: 1468.21 ms
[2020-12-21 11:13:50	                main:581]	:	INFO	:	Epoch 777 | loss: 0.00316959 | val_loss: 0.00316452 | Time: 1433.82 ms
[2020-12-21 11:13:52	                main:581]	:	INFO	:	Epoch 778 | loss: 0.00319207 | val_loss: 0.0031729 | Time: 1440.84 ms
[2020-12-21 11:13:53	                main:581]	:	INFO	:	Epoch 779 | loss: 0.00321168 | val_loss: 0.00329778 | Time: 1428.31 ms
[2020-12-21 11:13:55	                main:581]	:	INFO	:	Epoch 780 | loss: 0.00320414 | val_loss: 0.00317683 | Time: 1433.45 ms
[2020-12-21 11:13:56	                main:581]	:	INFO	:	Epoch 781 | loss: 0.00314794 | val_loss: 0.0031991 | Time: 1440.46 ms
[2020-12-21 11:13:57	                main:581]	:	INFO	:	Epoch 782 | loss: 0.00314364 | val_loss: 0.00327124 | Time: 1428.64 ms
[2020-12-21 11:13:59	                main:581]	:	INFO	:	Epoch 783 | loss: 0.00315941 | val_loss: 0.0032117 | Time: 1424.86 ms
[2020-12-21 11:14:00	                main:581]	:	INFO	:	Epoch 784 | loss: 0.0031762 | val_loss: 0.00320218 | Time: 1423.8 ms
[2020-12-21 11:14:02	                main:581]	:	INFO	:	Epoch 785 | loss: 0.00315663 | val_loss: 0.00315602 | Time: 1471.5 ms
[2020-12-21 11:14:03	                main:581]	:	INFO	:	Epoch 786 | loss: 0.00315861 | val_loss: 0.00326469 | Time: 1429.03 ms
[2020-12-21 11:14:05	                main:581]	:	INFO	:	Epoch 787 | loss: 0.00316253 | val_loss: 0.00320512 | Time: 1431.48 ms
[2020-12-21 11:14:06	                main:581]	:	INFO	:	Epoch 788 | loss: 0.00322257 | val_loss: 0.00332151 | Time: 1451.88 ms
[2020-12-21 11:14:08	                main:581]	:	INFO	:	Epoch 789 | loss: 0.00315998 | val_loss: 0.00325828 | Time: 1430.18 ms
[2020-12-21 11:14:09	                main:581]	:	INFO	:	Epoch 790 | loss: 0.00313292 | val_loss: 0.00325298 | Time: 1416.49 ms
[2020-12-21 11:14:10	                main:581]	:	INFO	:	Epoch 791 | loss: 0.00317181 | val_loss: 0.00314397 | Time: 1384.38 ms
[2020-12-21 11:14:12	                main:581]	:	INFO	:	Epoch 792 | loss: 0.00316609 | val_loss: 0.00320699 | Time: 1419.93 ms
[2020-12-21 11:14:13	                main:581]	:	INFO	:	Epoch 793 | loss: 0.0031779 | val_loss: 0.00313739 | Time: 1391.38 ms
[2020-12-21 11:14:15	                main:581]	:	INFO	:	Epoch 794 | loss: 0.00322626 | val_loss: 0.00332437 | Time: 1411.65 ms
[2020-12-21 11:14:16	                main:581]	:	INFO	:	Epoch 795 | loss: 0.00323403 | val_loss: 0.00316121 | Time: 1403.52 ms
[2020-12-21 11:14:17	                main:581]	:	INFO	:	Epoch 796 | loss: 0.00314761 | val_loss: 0.00328796 | Time: 1404.29 ms
[2020-12-21 11:14:19	                main:581]	:	INFO	:	Epoch 797 | loss: 0.00312908 | val_loss: 0.00321249 | Time: 1402.17 ms
[2020-12-21 11:14:20	                main:581]	:	INFO	:	Epoch 798 | loss: 0.00315148 | val_loss: 0.0031448 | Time: 1418.19 ms
[2020-12-21 11:14:22	                main:581]	:	INFO	:	Epoch 799 | loss: 0.00318623 | val_loss: 0.00326883 | Time: 1423.53 ms
[2020-12-21 11:14:23	                main:581]	:	INFO	:	Epoch 800 | loss: 0.00316887 | val_loss: 0.00327828 | Time: 1421.64 ms
[2020-12-21 11:14:24	                main:581]	:	INFO	:	Epoch 801 | loss: 0.00318106 | val_loss: 0.00316684 | Time: 1399.58 ms
[2020-12-21 11:14:26	                main:581]	:	INFO	:	Epoch 802 | loss: 0.00315785 | val_loss: 0.00316644 | Time: 1410.3 ms
[2020-12-21 11:14:27	                main:581]	:	INFO	:	Epoch 803 | loss: 0.00314133 | val_loss: 0.00315183 | Time: 1436.36 ms
[2020-12-21 11:14:29	                main:581]	:	INFO	:	Epoch 804 | loss: 0.00316848 | val_loss: 0.0032803 | Time: 1400.64 ms
[2020-12-21 11:14:30	                main:581]	:	INFO	:	Epoch 805 | loss: 0.00323266 | val_loss: 0.0031839 | Time: 1420.92 ms
[2020-12-21 11:14:32	                main:581]	:	INFO	:	Epoch 806 | loss: 0.00316427 | val_loss: 0.0031434 | Time: 1424.89 ms
[2020-12-21 11:14:33	                main:581]	:	INFO	:	Epoch 807 | loss: 0.00314591 | val_loss: 0.00327283 | Time: 1421.04 ms
[2020-12-21 11:14:34	                main:581]	:	INFO	:	Epoch 808 | loss: 0.00317117 | val_loss: 0.00317826 | Time: 1425.44 ms
[2020-12-21 11:14:36	                main:581]	:	INFO	:	Epoch 809 | loss: 0.00313881 | val_loss: 0.00327944 | Time: 1401.94 ms
[2020-12-21 11:14:37	                main:581]	:	INFO	:	Epoch 810 | loss: 0.00322021 | val_loss: 0.00338364 | Time: 1409.02 ms
[2020-12-21 11:14:39	                main:581]	:	INFO	:	Epoch 811 | loss: 0.00321607 | val_loss: 0.003143 | Time: 1404.56 ms
[2020-12-21 11:14:40	                main:581]	:	INFO	:	Epoch 812 | loss: 0.00323276 | val_loss: 0.00320692 | Time: 1434.77 ms
[2020-12-21 11:14:41	                main:581]	:	INFO	:	Epoch 813 | loss: 0.00331961 | val_loss: 0.00320232 | Time: 1417.37 ms
[2020-12-21 11:14:43	                main:581]	:	INFO	:	Epoch 814 | loss: 0.00314104 | val_loss: 0.00315024 | Time: 1414.89 ms
[2020-12-21 11:14:44	                main:581]	:	INFO	:	Epoch 815 | loss: 0.00312203 | val_loss: 0.00313496 | Time: 1409.62 ms
[2020-12-21 11:14:46	                main:581]	:	INFO	:	Epoch 816 | loss: 0.0031608 | val_loss: 0.00325418 | Time: 1399.1 ms
[2020-12-21 11:14:47	                main:581]	:	INFO	:	Epoch 817 | loss: 0.00314911 | val_loss: 0.00315976 | Time: 1429.31 ms
[2020-12-21 11:14:49	                main:581]	:	INFO	:	Epoch 818 | loss: 0.00314619 | val_loss: 0.00319513 | Time: 1391.68 ms
[2020-12-21 11:14:50	                main:581]	:	INFO	:	Epoch 819 | loss: 0.0031596 | val_loss: 0.00315342 | Time: 1419.21 ms
[2020-12-21 11:14:51	                main:581]	:	INFO	:	Epoch 820 | loss: 0.00318109 | val_loss: 0.00336442 | Time: 1418.46 ms
[2020-12-21 11:14:53	                main:581]	:	INFO	:	Epoch 821 | loss: 0.0033786 | val_loss: 0.0034925 | Time: 1410.57 ms
[2020-12-21 11:14:54	                main:581]	:	INFO	:	Epoch 822 | loss: 0.00322381 | val_loss: 0.00316412 | Time: 1436.22 ms
[2020-12-21 11:14:56	                main:581]	:	INFO	:	Epoch 823 | loss: 0.00313885 | val_loss: 0.0031535 | Time: 1433.54 ms
[2020-12-21 11:14:57	                main:581]	:	INFO	:	Epoch 824 | loss: 0.00313505 | val_loss: 0.00314735 | Time: 1417.8 ms
[2020-12-21 11:14:58	                main:581]	:	INFO	:	Epoch 825 | loss: 0.00319472 | val_loss: 0.00333657 | Time: 1400.79 ms
[2020-12-21 11:15:00	                main:581]	:	INFO	:	Epoch 826 | loss: 0.00320601 | val_loss: 0.00314113 | Time: 1400.27 ms
[2020-12-21 11:15:01	                main:581]	:	INFO	:	Epoch 827 | loss: 0.00315228 | val_loss: 0.00313793 | Time: 1424.09 ms
[2020-12-21 11:15:03	                main:581]	:	INFO	:	Epoch 828 | loss: 0.00312025 | val_loss: 0.00320016 | Time: 1426.39 ms
[2020-12-21 11:15:04	                main:581]	:	INFO	:	Epoch 829 | loss: 0.00315378 | val_loss: 0.00314816 | Time: 1415.7 ms
[2020-12-21 11:15:06	                main:581]	:	INFO	:	Epoch 830 | loss: 0.00320079 | val_loss: 0.00387675 | Time: 1416.68 ms
[2020-12-21 11:15:07	                main:581]	:	INFO	:	Epoch 831 | loss: 0.00348082 | val_loss: 0.00343673 | Time: 1411.23 ms
[2020-12-21 11:15:08	                main:581]	:	INFO	:	Epoch 832 | loss: 0.00329559 | val_loss: 0.00351787 | Time: 1419.02 ms
[2020-12-21 11:15:10	                main:581]	:	INFO	:	Epoch 833 | loss: 0.00330291 | val_loss: 0.00341004 | Time: 1431.84 ms
[2020-12-21 11:15:11	                main:581]	:	INFO	:	Epoch 834 | loss: 0.0032549 | val_loss: 0.00339755 | Time: 1408.96 ms
[2020-12-21 11:15:13	                main:581]	:	INFO	:	Epoch 835 | loss: 0.00325743 | val_loss: 0.00336129 | Time: 1445.62 ms
[2020-12-21 11:15:14	                main:581]	:	INFO	:	Epoch 836 | loss: 0.00324802 | val_loss: 0.00330578 | Time: 1448.62 ms
[2020-12-21 11:15:16	                main:581]	:	INFO	:	Epoch 837 | loss: 0.003167 | val_loss: 0.00326195 | Time: 1405.45 ms
[2020-12-21 11:15:17	                main:581]	:	INFO	:	Epoch 838 | loss: 0.00312453 | val_loss: 0.00315644 | Time: 1413.12 ms
[2020-12-21 11:15:18	                main:581]	:	INFO	:	Epoch 839 | loss: 0.00311664 | val_loss: 0.0031362 | Time: 1392.12 ms
[2020-12-21 11:15:20	                main:581]	:	INFO	:	Epoch 840 | loss: 0.00312802 | val_loss: 0.00322905 | Time: 1409.87 ms
[2020-12-21 11:15:21	                main:581]	:	INFO	:	Epoch 841 | loss: 0.00314693 | val_loss: 0.00314889 | Time: 1424.67 ms
[2020-12-21 11:15:23	                main:581]	:	INFO	:	Epoch 842 | loss: 0.00312733 | val_loss: 0.00311843 | Time: 1435.36 ms
[2020-12-21 11:15:24	                main:581]	:	INFO	:	Epoch 843 | loss: 0.00319157 | val_loss: 0.00313445 | Time: 1411.18 ms
[2020-12-21 11:15:25	                main:581]	:	INFO	:	Epoch 844 | loss: 0.00324083 | val_loss: 0.00320745 | Time: 1428.97 ms
[2020-12-21 11:15:27	                main:581]	:	INFO	:	Epoch 845 | loss: 0.00320043 | val_loss: 0.00329442 | Time: 1398.99 ms
[2020-12-21 11:15:28	                main:581]	:	INFO	:	Epoch 846 | loss: 0.00320187 | val_loss: 0.00316392 | Time: 1400.48 ms
[2020-12-21 11:15:30	                main:581]	:	INFO	:	Epoch 847 | loss: 0.00311326 | val_loss: 0.00312971 | Time: 1404.48 ms
[2020-12-21 11:15:31	                main:581]	:	INFO	:	Epoch 848 | loss: 0.00315935 | val_loss: 0.00317817 | Time: 1419.56 ms
[2020-12-21 11:15:32	                main:581]	:	INFO	:	Epoch 849 | loss: 0.00314531 | val_loss: 0.00313611 | Time: 1408.28 ms
[2020-12-21 11:15:34	                main:581]	:	INFO	:	Epoch 850 | loss: 0.00313548 | val_loss: 0.00329606 | Time: 1420.89 ms
[2020-12-21 11:15:35	                main:581]	:	INFO	:	Epoch 851 | loss: 0.00316495 | val_loss: 0.00315207 | Time: 1428.57 ms
[2020-12-21 11:15:37	                main:581]	:	INFO	:	Epoch 852 | loss: 0.0031855 | val_loss: 0.00312722 | Time: 1408.34 ms
[2020-12-21 11:15:38	                main:581]	:	INFO	:	Epoch 853 | loss: 0.00346752 | val_loss: 0.00386301 | Time: 1414.16 ms
[2020-12-21 11:15:40	                main:581]	:	INFO	:	Epoch 854 | loss: 0.00345685 | val_loss: 0.00324231 | Time: 1425.86 ms
[2020-12-21 11:15:41	                main:581]	:	INFO	:	Epoch 855 | loss: 0.00316876 | val_loss: 0.00317672 | Time: 1410.4 ms
[2020-12-21 11:15:42	                main:581]	:	INFO	:	Epoch 856 | loss: 0.00312113 | val_loss: 0.00321305 | Time: 1419.93 ms
[2020-12-21 11:15:44	                main:581]	:	INFO	:	Epoch 857 | loss: 0.00312693 | val_loss: 0.00325148 | Time: 1427.71 ms
[2020-12-21 11:15:45	                main:581]	:	INFO	:	Epoch 858 | loss: 0.00312687 | val_loss: 0.00319561 | Time: 1405.34 ms
[2020-12-21 11:15:47	                main:581]	:	INFO	:	Epoch 859 | loss: 0.00314124 | val_loss: 0.00322466 | Time: 1432.12 ms
[2020-12-21 11:15:48	                main:581]	:	INFO	:	Epoch 860 | loss: 0.00318845 | val_loss: 0.00345074 | Time: 1433.76 ms
[2020-12-21 11:15:50	                main:581]	:	INFO	:	Epoch 861 | loss: 0.00322462 | val_loss: 0.00317755 | Time: 1428.51 ms
[2020-12-21 11:15:51	                main:581]	:	INFO	:	Epoch 862 | loss: 0.00315449 | val_loss: 0.00313375 | Time: 1394 ms
[2020-12-21 11:15:52	                main:581]	:	INFO	:	Epoch 863 | loss: 0.00312945 | val_loss: 0.00328169 | Time: 1420.25 ms
[2020-12-21 11:15:54	                main:581]	:	INFO	:	Epoch 864 | loss: 0.0031342 | val_loss: 0.00312169 | Time: 1431.72 ms
[2020-12-21 11:15:55	                main:581]	:	INFO	:	Epoch 865 | loss: 0.00316857 | val_loss: 0.00341557 | Time: 1413.51 ms
[2020-12-21 11:15:57	                main:581]	:	INFO	:	Epoch 866 | loss: 0.00338222 | val_loss: 0.00328795 | Time: 1400.04 ms
[2020-12-21 11:15:58	                main:581]	:	INFO	:	Epoch 867 | loss: 0.00317932 | val_loss: 0.00318369 | Time: 1413.24 ms
[2020-12-21 11:15:59	                main:581]	:	INFO	:	Epoch 868 | loss: 0.00312152 | val_loss: 0.00314273 | Time: 1432.35 ms
[2020-12-21 11:16:01	                main:581]	:	INFO	:	Epoch 869 | loss: 0.00312889 | val_loss: 0.00323436 | Time: 1423.9 ms
[2020-12-21 11:16:02	                main:581]	:	INFO	:	Epoch 870 | loss: 0.00320618 | val_loss: 0.00315412 | Time: 1427.64 ms
[2020-12-21 11:16:04	                main:581]	:	INFO	:	Epoch 871 | loss: 0.00313664 | val_loss: 0.00326693 | Time: 1447.43 ms
[2020-12-21 11:16:05	                main:581]	:	INFO	:	Epoch 872 | loss: 0.00313384 | val_loss: 0.00323455 | Time: 1405.46 ms
[2020-12-21 11:16:07	                main:581]	:	INFO	:	Epoch 873 | loss: 0.00314027 | val_loss: 0.00319213 | Time: 1419.43 ms
[2020-12-21 11:16:08	                main:581]	:	INFO	:	Epoch 874 | loss: 0.00312751 | val_loss: 0.00313107 | Time: 1436 ms
[2020-12-21 11:16:09	                main:581]	:	INFO	:	Epoch 875 | loss: 0.00315282 | val_loss: 0.00326751 | Time: 1434.9 ms
[2020-12-21 11:16:11	                main:581]	:	INFO	:	Epoch 876 | loss: 0.0031463 | val_loss: 0.0031671 | Time: 1401.26 ms
[2020-12-21 11:16:12	                main:581]	:	INFO	:	Epoch 877 | loss: 0.00315392 | val_loss: 0.00320727 | Time: 1410.71 ms
[2020-12-21 11:16:14	                main:581]	:	INFO	:	Epoch 878 | loss: 0.00321026 | val_loss: 0.00316836 | Time: 1412.46 ms
[2020-12-21 11:16:15	                main:581]	:	INFO	:	Epoch 879 | loss: 0.00315815 | val_loss: 0.00316332 | Time: 1414.92 ms
[2020-12-21 11:16:16	                main:581]	:	INFO	:	Epoch 880 | loss: 0.00311636 | val_loss: 0.00324628 | Time: 1412.39 ms
[2020-12-21 11:16:18	                main:581]	:	INFO	:	Epoch 881 | loss: 0.00328374 | val_loss: 0.00349348 | Time: 1412.5 ms
[2020-12-21 11:16:19	                main:581]	:	INFO	:	Epoch 882 | loss: 0.00354762 | val_loss: 0.00344651 | Time: 1414.36 ms
[2020-12-21 11:16:21	                main:581]	:	INFO	:	Epoch 883 | loss: 0.00393334 | val_loss: 0.00362901 | Time: 1415.88 ms
[2020-12-21 11:16:22	                main:581]	:	INFO	:	Epoch 884 | loss: 0.00342 | val_loss: 0.0032259 | Time: 1407.97 ms
[2020-12-21 11:16:24	                main:581]	:	INFO	:	Epoch 885 | loss: 0.0031385 | val_loss: 0.00313552 | Time: 1425.94 ms
[2020-12-21 11:16:25	                main:581]	:	INFO	:	Epoch 886 | loss: 0.00314809 | val_loss: 0.00312982 | Time: 1441.49 ms
[2020-12-21 11:16:26	                main:581]	:	INFO	:	Epoch 887 | loss: 0.00323684 | val_loss: 0.00348148 | Time: 1416.19 ms
[2020-12-21 11:16:28	                main:581]	:	INFO	:	Epoch 888 | loss: 0.00328551 | val_loss: 0.00369301 | Time: 1401.3 ms
[2020-12-21 11:16:29	                main:581]	:	INFO	:	Epoch 889 | loss: 0.00343799 | val_loss: 0.00328295 | Time: 1423.58 ms
[2020-12-21 11:16:31	                main:581]	:	INFO	:	Epoch 890 | loss: 0.00330193 | val_loss: 0.00345045 | Time: 1400.5 ms
[2020-12-21 11:16:32	                main:581]	:	INFO	:	Epoch 891 | loss: 0.00332703 | val_loss: 0.00330399 | Time: 1421.95 ms
[2020-12-21 11:16:33	                main:581]	:	INFO	:	Epoch 892 | loss: 0.00318846 | val_loss: 0.00318298 | Time: 1427.42 ms
[2020-12-21 11:16:35	                main:581]	:	INFO	:	Epoch 893 | loss: 0.00314819 | val_loss: 0.00317147 | Time: 1412.58 ms
[2020-12-21 11:16:36	                main:581]	:	INFO	:	Epoch 894 | loss: 0.00309591 | val_loss: 0.00315906 | Time: 1410.02 ms
[2020-12-21 11:16:38	                main:581]	:	INFO	:	Epoch 895 | loss: 0.00319499 | val_loss: 0.0031479 | Time: 1420.5 ms
[2020-12-21 11:16:39	                main:581]	:	INFO	:	Epoch 896 | loss: 0.00324971 | val_loss: 0.0031418 | Time: 1409.96 ms
[2020-12-21 11:16:41	                main:581]	:	INFO	:	Epoch 897 | loss: 0.00349734 | val_loss: 0.0037186 | Time: 1395.37 ms
[2020-12-21 11:16:42	                main:581]	:	INFO	:	Epoch 898 | loss: 0.00339874 | val_loss: 0.00333545 | Time: 1397.7 ms
[2020-12-21 11:16:43	                main:581]	:	INFO	:	Epoch 899 | loss: 0.00323949 | val_loss: 0.00333314 | Time: 1407.21 ms
[2020-12-21 11:16:45	                main:581]	:	INFO	:	Epoch 900 | loss: 0.00317667 | val_loss: 0.0031981 | Time: 1400.52 ms
[2020-12-21 11:16:46	                main:581]	:	INFO	:	Epoch 901 | loss: 0.00314093 | val_loss: 0.00314551 | Time: 1398.05 ms
[2020-12-21 11:16:48	                main:581]	:	INFO	:	Epoch 902 | loss: 0.00316084 | val_loss: 0.00324115 | Time: 1412.47 ms
[2020-12-21 11:16:49	                main:581]	:	INFO	:	Epoch 903 | loss: 0.00314331 | val_loss: 0.00323792 | Time: 1404.26 ms
[2020-12-21 11:16:50	                main:581]	:	INFO	:	Epoch 904 | loss: 0.00312414 | val_loss: 0.0032009 | Time: 1406.11 ms
[2020-12-21 11:16:52	                main:581]	:	INFO	:	Epoch 905 | loss: 0.00315079 | val_loss: 0.00332169 | Time: 1408.43 ms
[2020-12-21 11:16:53	                main:581]	:	INFO	:	Epoch 906 | loss: 0.00332514 | val_loss: 0.00356283 | Time: 1399.74 ms
[2020-12-21 11:16:55	                main:581]	:	INFO	:	Epoch 907 | loss: 0.00322074 | val_loss: 0.00316937 | Time: 1403.47 ms
[2020-12-21 11:16:56	                main:581]	:	INFO	:	Epoch 908 | loss: 0.00318948 | val_loss: 0.00316771 | Time: 1409.08 ms
[2020-12-21 11:16:57	                main:581]	:	INFO	:	Epoch 909 | loss: 0.00317469 | val_loss: 0.00317933 | Time: 1384.14 ms
[2020-12-21 11:16:59	                main:581]	:	INFO	:	Epoch 910 | loss: 0.00317794 | val_loss: 0.0032135 | Time: 1407.96 ms
[2020-12-21 11:17:00	                main:581]	:	INFO	:	Epoch 911 | loss: 0.00313306 | val_loss: 0.00314792 | Time: 1392.19 ms
[2020-12-21 11:17:02	                main:581]	:	INFO	:	Epoch 912 | loss: 0.00313297 | val_loss: 0.00315774 | Time: 1383.95 ms
[2020-12-21 11:17:03	                main:581]	:	INFO	:	Epoch 913 | loss: 0.003113 | val_loss: 0.00315656 | Time: 1394.23 ms
[2020-12-21 11:17:04	                main:581]	:	INFO	:	Epoch 914 | loss: 0.00309498 | val_loss: 0.00354833 | Time: 1399.94 ms
[2020-12-21 11:17:06	                main:581]	:	INFO	:	Epoch 915 | loss: 0.00338198 | val_loss: 0.00327322 | Time: 1393.36 ms
[2020-12-21 11:17:07	                main:581]	:	INFO	:	Epoch 916 | loss: 0.0032208 | val_loss: 0.00317207 | Time: 1408.3 ms
[2020-12-21 11:17:09	                main:581]	:	INFO	:	Epoch 917 | loss: 0.00318766 | val_loss: 0.00330927 | Time: 1391.02 ms
[2020-12-21 11:17:10	                main:581]	:	INFO	:	Epoch 918 | loss: 0.00316427 | val_loss: 0.00325865 | Time: 1414.24 ms
[2020-12-21 11:17:11	                main:581]	:	INFO	:	Epoch 919 | loss: 0.00311343 | val_loss: 0.00337955 | Time: 1434.65 ms
[2020-12-21 11:17:13	                main:581]	:	INFO	:	Epoch 920 | loss: 0.00315084 | val_loss: 0.00316958 | Time: 1414.52 ms
[2020-12-21 11:17:14	                main:581]	:	INFO	:	Epoch 921 | loss: 0.00312039 | val_loss: 0.0032363 | Time: 1409.37 ms
[2020-12-21 11:17:16	                main:581]	:	INFO	:	Epoch 922 | loss: 0.00315425 | val_loss: 0.00340872 | Time: 1393.57 ms
[2020-12-21 11:17:17	                main:581]	:	INFO	:	Epoch 923 | loss: 0.0034916 | val_loss: 0.00333989 | Time: 1380.1 ms
[2020-12-21 11:17:18	                main:581]	:	INFO	:	Epoch 924 | loss: 0.00335994 | val_loss: 0.00321948 | Time: 1407.36 ms
[2020-12-21 11:17:20	                main:581]	:	INFO	:	Epoch 925 | loss: 0.00317577 | val_loss: 0.00317727 | Time: 1408.77 ms
[2020-12-21 11:17:21	                main:581]	:	INFO	:	Epoch 926 | loss: 0.00310762 | val_loss: 0.00312793 | Time: 1398.23 ms
[2020-12-21 11:17:23	                main:581]	:	INFO	:	Epoch 927 | loss: 0.00311745 | val_loss: 0.00318426 | Time: 1391.66 ms
[2020-12-21 11:17:24	                main:581]	:	INFO	:	Epoch 928 | loss: 0.00312951 | val_loss: 0.00331118 | Time: 1429.64 ms
[2020-12-21 11:17:25	                main:581]	:	INFO	:	Epoch 929 | loss: 0.00313343 | val_loss: 0.00318621 | Time: 1387.95 ms
[2020-12-21 11:17:27	                main:581]	:	INFO	:	Epoch 930 | loss: 0.0031309 | val_loss: 0.00311615 | Time: 1395.25 ms
[2020-12-21 11:17:28	                main:581]	:	INFO	:	Epoch 931 | loss: 0.0031222 | val_loss: 0.00317479 | Time: 1401.88 ms
[2020-12-21 11:17:30	                main:581]	:	INFO	:	Epoch 932 | loss: 0.00319942 | val_loss: 0.00312219 | Time: 1386.92 ms
[2020-12-21 11:17:31	                main:581]	:	INFO	:	Epoch 933 | loss: 0.00313669 | val_loss: 0.00313487 | Time: 1398.94 ms
[2020-12-21 11:17:32	                main:581]	:	INFO	:	Epoch 934 | loss: 0.00318433 | val_loss: 0.00313298 | Time: 1386.18 ms
[2020-12-21 11:17:34	                main:581]	:	INFO	:	Epoch 935 | loss: 0.00314997 | val_loss: 0.00313508 | Time: 1385.2 ms
[2020-12-21 11:17:35	                main:581]	:	INFO	:	Epoch 936 | loss: 0.00323216 | val_loss: 0.00377884 | Time: 1386.89 ms
[2020-12-21 11:17:37	                main:581]	:	INFO	:	Epoch 937 | loss: 0.00353748 | val_loss: 0.00334061 | Time: 1388.62 ms
[2020-12-21 11:17:38	                main:581]	:	INFO	:	Epoch 938 | loss: 0.00321931 | val_loss: 0.00325548 | Time: 1387.15 ms
[2020-12-21 11:17:39	                main:581]	:	INFO	:	Epoch 939 | loss: 0.00311524 | val_loss: 0.00314934 | Time: 1391.61 ms
[2020-12-21 11:17:41	                main:581]	:	INFO	:	Epoch 940 | loss: 0.00315722 | val_loss: 0.00317882 | Time: 1388.02 ms
[2020-12-21 11:17:42	                main:581]	:	INFO	:	Epoch 941 | loss: 0.00335203 | val_loss: 0.00360474 | Time: 1386.39 ms
[2020-12-21 11:17:43	                main:581]	:	INFO	:	Epoch 942 | loss: 0.00344729 | val_loss: 0.00343711 | Time: 1383.01 ms
[2020-12-21 11:17:45	                main:581]	:	INFO	:	Epoch 943 | loss: 0.00328729 | val_loss: 0.00334474 | Time: 1381.37 ms
[2020-12-21 11:17:46	                main:581]	:	INFO	:	Epoch 944 | loss: 0.00318813 | val_loss: 0.00317483 | Time: 1377.63 ms
[2020-12-21 11:17:48	                main:581]	:	INFO	:	Epoch 945 | loss: 0.00311106 | val_loss: 0.00314311 | Time: 1388.98 ms
[2020-12-21 11:17:49	                main:581]	:	INFO	:	Epoch 946 | loss: 0.00311015 | val_loss: 0.0031354 | Time: 1382.33 ms
[2020-12-21 11:17:50	                main:581]	:	INFO	:	Epoch 947 | loss: 0.0031484 | val_loss: 0.00351032 | Time: 1384.19 ms
[2020-12-21 11:17:52	                main:581]	:	INFO	:	Epoch 948 | loss: 0.0031692 | val_loss: 0.00311645 | Time: 1387.46 ms
[2020-12-21 11:17:53	                main:581]	:	INFO	:	Epoch 949 | loss: 0.00318416 | val_loss: 0.00325123 | Time: 1388.77 ms
[2020-12-21 11:17:55	                main:581]	:	INFO	:	Epoch 950 | loss: 0.00346148 | val_loss: 0.00334192 | Time: 1383.63 ms
[2020-12-21 11:17:56	                main:581]	:	INFO	:	Epoch 951 | loss: 0.00329785 | val_loss: 0.00323189 | Time: 1386.83 ms
[2020-12-21 11:17:57	                main:581]	:	INFO	:	Epoch 952 | loss: 0.00312492 | val_loss: 0.00314038 | Time: 1383.43 ms
[2020-12-21 11:17:59	                main:581]	:	INFO	:	Epoch 953 | loss: 0.00307594 | val_loss: 0.00312578 | Time: 1392.56 ms
[2020-12-21 11:18:00	                main:581]	:	INFO	:	Epoch 954 | loss: 0.0031077 | val_loss: 0.00315077 | Time: 1389.83 ms
[2020-12-21 11:18:01	                main:581]	:	INFO	:	Epoch 955 | loss: 0.00315431 | val_loss: 0.00333256 | Time: 1379.66 ms
[2020-12-21 11:18:03	                main:581]	:	INFO	:	Epoch 956 | loss: 0.00334732 | val_loss: 0.00356683 | Time: 1395.16 ms
[2020-12-21 11:18:04	                main:581]	:	INFO	:	Epoch 957 | loss: 0.00326657 | val_loss: 0.00318218 | Time: 1438.23 ms
[2020-12-21 11:18:06	                main:581]	:	INFO	:	Epoch 958 | loss: 0.0031344 | val_loss: 0.00316202 | Time: 1445.4 ms
[2020-12-21 11:18:07	                main:581]	:	INFO	:	Epoch 959 | loss: 0.00317361 | val_loss: 0.00325156 | Time: 1414.06 ms
[2020-12-21 11:18:09	                main:581]	:	INFO	:	Epoch 960 | loss: 0.00314909 | val_loss: 0.00327382 | Time: 1394.32 ms
[2020-12-21 11:18:10	                main:581]	:	INFO	:	Epoch 961 | loss: 0.00322128 | val_loss: 0.00313022 | Time: 1395.82 ms
[2020-12-21 11:18:11	                main:581]	:	INFO	:	Epoch 962 | loss: 0.00333189 | val_loss: 0.00322298 | Time: 1396.32 ms
[2020-12-21 11:18:13	                main:581]	:	INFO	:	Epoch 963 | loss: 0.0035379 | val_loss: 0.00329515 | Time: 1393.47 ms
[2020-12-21 11:18:14	                main:581]	:	INFO	:	Epoch 964 | loss: 0.00324103 | val_loss: 0.00319054 | Time: 1401.6 ms
[2020-12-21 11:18:16	                main:581]	:	INFO	:	Epoch 965 | loss: 0.00312781 | val_loss: 0.00314131 | Time: 1397.84 ms
[2020-12-21 11:18:17	                main:581]	:	INFO	:	Epoch 966 | loss: 0.00313401 | val_loss: 0.00314638 | Time: 1397.7 ms
[2020-12-21 11:18:18	                main:581]	:	INFO	:	Epoch 967 | loss: 0.00309824 | val_loss: 0.00315575 | Time: 1401.29 ms
[2020-12-21 11:18:20	                main:581]	:	INFO	:	Epoch 968 | loss: 0.00310078 | val_loss: 0.00323691 | Time: 1398.57 ms
[2020-12-21 11:18:21	                main:581]	:	INFO	:	Epoch 969 | loss: 0.00315439 | val_loss: 0.0031142 | Time: 1392.02 ms
[2020-12-21 11:18:23	                main:581]	:	INFO	:	Epoch 970 | loss: 0.00319632 | val_loss: 0.00321878 | Time: 1397.8 ms
[2020-12-21 11:18:24	                main:581]	:	INFO	:	Epoch 971 | loss: 0.00318994 | val_loss: 0.00316828 | Time: 1391.58 ms
[2020-12-21 11:18:25	                main:581]	:	INFO	:	Epoch 972 | loss: 0.00313624 | val_loss: 0.00312201 | Time: 1394.46 ms
[2020-12-21 11:18:27	                main:581]	:	INFO	:	Epoch 973 | loss: 0.00310937 | val_loss: 0.00311412 | Time: 1397.06 ms
[2020-12-21 11:18:28	                main:581]	:	INFO	:	Epoch 974 | loss: 0.00312695 | val_loss: 0.00321485 | Time: 1396.28 ms
[2020-12-21 11:18:30	                main:581]	:	INFO	:	Epoch 975 | loss: 0.00315937 | val_loss: 0.00316276 | Time: 1400.1 ms
[2020-12-21 11:18:31	                main:581]	:	INFO	:	Epoch 976 | loss: 0.00352968 | val_loss: 0.00375643 | Time: 1395.39 ms
[2020-12-21 11:18:32	                main:581]	:	INFO	:	Epoch 977 | loss: 0.00332458 | val_loss: 0.00314813 | Time: 1397.75 ms
[2020-12-21 11:18:34	                main:581]	:	INFO	:	Epoch 978 | loss: 0.00315123 | val_loss: 0.00315941 | Time: 1400.88 ms
[2020-12-21 11:18:35	                main:581]	:	INFO	:	Epoch 979 | loss: 0.00309542 | val_loss: 0.00313047 | Time: 1393.63 ms
[2020-12-21 11:18:37	                main:581]	:	INFO	:	Epoch 980 | loss: 0.00310839 | val_loss: 0.00313342 | Time: 1389.64 ms
[2020-12-21 11:18:38	                main:581]	:	INFO	:	Epoch 981 | loss: 0.00310132 | val_loss: 0.00312494 | Time: 1390.44 ms
[2020-12-21 11:18:39	                main:581]	:	INFO	:	Epoch 982 | loss: 0.00312648 | val_loss: 0.00315279 | Time: 1390.36 ms
[2020-12-21 11:18:41	                main:581]	:	INFO	:	Epoch 983 | loss: 0.00313181 | val_loss: 0.00311497 | Time: 1389.65 ms
[2020-12-21 11:18:42	                main:581]	:	INFO	:	Epoch 984 | loss: 0.00313805 | val_loss: 0.00312096 | Time: 1408.55 ms
[2020-12-21 11:18:44	                main:581]	:	INFO	:	Epoch 985 | loss: 0.00313933 | val_loss: 0.00310707 | Time: 1434.51 ms
[2020-12-21 11:18:45	                main:581]	:	INFO	:	Epoch 986 | loss: 0.00311616 | val_loss: 0.00320205 | Time: 1452.16 ms
[2020-12-21 11:18:46	                main:581]	:	INFO	:	Epoch 987 | loss: 0.00312871 | val_loss: 0.00333554 | Time: 1436.01 ms
[2020-12-21 11:18:48	                main:581]	:	INFO	:	Epoch 988 | loss: 0.0034238 | val_loss: 0.00352584 | Time: 1426.32 ms
[2020-12-21 11:18:49	                main:581]	:	INFO	:	Epoch 989 | loss: 0.00344528 | val_loss: 0.00339141 | Time: 1420.41 ms
[2020-12-21 11:18:51	                main:581]	:	INFO	:	Epoch 990 | loss: 0.00331539 | val_loss: 0.00316088 | Time: 1416.59 ms
[2020-12-21 11:18:52	                main:581]	:	INFO	:	Epoch 991 | loss: 0.00339019 | val_loss: 0.00331303 | Time: 1413.42 ms
[2020-12-21 11:18:54	                main:581]	:	INFO	:	Epoch 992 | loss: 0.00324884 | val_loss: 0.00326327 | Time: 1420.92 ms
[2020-12-21 11:18:55	                main:581]	:	INFO	:	Epoch 993 | loss: 0.00311264 | val_loss: 0.00314235 | Time: 1404.68 ms
[2020-12-21 11:18:56	                main:581]	:	INFO	:	Epoch 994 | loss: 0.00308598 | val_loss: 0.00312113 | Time: 1431.69 ms
[2020-12-21 11:18:58	                main:581]	:	INFO	:	Epoch 995 | loss: 0.00311232 | val_loss: 0.00311717 | Time: 1401.88 ms
[2020-12-21 11:18:59	                main:581]	:	INFO	:	Epoch 996 | loss: 0.00310742 | val_loss: 0.00312034 | Time: 1406.59 ms
[2020-12-21 11:19:01	                main:581]	:	INFO	:	Epoch 997 | loss: 0.00312247 | val_loss: 0.00320683 | Time: 1406.2 ms
[2020-12-21 11:19:02	                main:581]	:	INFO	:	Epoch 998 | loss: 0.00314197 | val_loss: 0.00317374 | Time: 1398.42 ms
[2020-12-21 11:19:03	                main:581]	:	INFO	:	Epoch 999 | loss: 0.00313461 | val_loss: 0.00334741 | Time: 1396.45 ms
[2020-12-21 11:19:05	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.00320995 | val_loss: 0.00324684 | Time: 1421.76 ms
[2020-12-21 11:19:06	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.00332035 | val_loss: 0.00364144 | Time: 1391.92 ms
[2020-12-21 11:19:08	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.00341237 | val_loss: 0.00320805 | Time: 1424.08 ms
[2020-12-21 11:19:09	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.00315954 | val_loss: 0.00324747 | Time: 1436.35 ms
[2020-12-21 11:19:10	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.00316157 | val_loss: 0.00316923 | Time: 1423.95 ms
[2020-12-21 11:19:12	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.00314713 | val_loss: 0.00314032 | Time: 1424.29 ms
[2020-12-21 11:19:13	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.00309247 | val_loss: 0.00312342 | Time: 1416.61 ms
[2020-12-21 11:19:15	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.00309154 | val_loss: 0.0032399 | Time: 1412.43 ms
[2020-12-21 11:19:16	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.00311815 | val_loss: 0.00310808 | Time: 1408.69 ms
[2020-12-21 11:19:18	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.0034793 | val_loss: 0.00391481 | Time: 1392.98 ms
[2020-12-21 11:19:19	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.003437 | val_loss: 0.00320856 | Time: 1435.64 ms
[2020-12-21 11:19:20	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.00317002 | val_loss: 0.0031329 | Time: 1447.99 ms
[2020-12-21 11:19:22	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.00314782 | val_loss: 0.00313291 | Time: 1428.26 ms
[2020-12-21 11:19:23	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.00314466 | val_loss: 0.00317034 | Time: 1416.46 ms
[2020-12-21 11:19:25	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.00310911 | val_loss: 0.00311295 | Time: 1441.76 ms
[2020-12-21 11:19:26	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.00312298 | val_loss: 0.00320968 | Time: 1409.44 ms
[2020-12-21 11:19:27	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.00321745 | val_loss: 0.00312921 | Time: 1401.11 ms
[2020-12-21 11:19:29	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.00333683 | val_loss: 0.00326389 | Time: 1425.28 ms
[2020-12-21 11:19:30	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.00344287 | val_loss: 0.00342274 | Time: 1425.04 ms
[2020-12-21 11:19:32	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.00324185 | val_loss: 0.00315962 | Time: 1427.31 ms
[2020-12-21 11:19:33	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.00310008 | val_loss: 0.00314746 | Time: 1404.01 ms
[2020-12-21 11:19:35	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.00308004 | val_loss: 0.00314595 | Time: 1420.07 ms
[2020-12-21 11:19:36	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.00316648 | val_loss: 0.00317408 | Time: 1439.77 ms
[2020-12-21 11:19:37	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.00312234 | val_loss: 0.00321542 | Time: 1400.05 ms
[2020-12-21 11:19:39	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.00310429 | val_loss: 0.00312306 | Time: 1433.91 ms
[2020-12-21 11:19:39	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.00312306
[2020-12-21 11:19:39	                main:610]	:	INFO	:	Saving end state to config to file
[2020-12-21 11:19:39	                main:615]	:	INFO	:	Success, exiting..
11:19:39 (1795143): 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)