Task 3359927

Name ParityModified-1605453454-14634-9_0
Workunit 1621339
Created 19 Dec 2020, 15:51:22 UTC
Sent 21 Dec 2020, 9:23:31 UTC
Report deadline 28 Dec 2020, 9:23:31 UTC
Received 21 Dec 2020, 23:21:38 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 4379
Run time 34 min 35 sec
CPU time 34 min 31 sec
Validate state Valid
Credit 2,080.00
Device peak FLOPS 4,498.72 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.80 (cuda10200)
x86_64-pc-linux-gnu
Peak working set size 2.33 GB
Peak swap size 10.47 GB
Peak disk usage 2.98 GB

Stderr output

<core_client_version>7.16.14</core_client_version>
<![CDATA[
<stderr_txt>
18:04:06	                main:581]	:	INFO	:	Epoch 510 | loss: 0.0311571 | val_loss: 0.031165 | Time: 2015.14 ms
[2020-12-21 18:04:08	                main:581]	:	INFO	:	Epoch 511 | loss: 0.0311552 | val_loss: 0.031165 | Time: 2022.75 ms
[2020-12-21 18:04:10	                main:581]	:	INFO	:	Epoch 512 | loss: 0.0311548 | val_loss: 0.0311641 | Time: 2025.73 ms
[2020-12-21 18:04:12	                main:581]	:	INFO	:	Epoch 513 | loss: 0.0311548 | val_loss: 0.0311624 | Time: 2023.19 ms
[2020-12-21 18:04:14	                main:581]	:	INFO	:	Epoch 514 | loss: 0.0311531 | val_loss: 0.0311631 | Time: 2024.25 ms
[2020-12-21 18:04:16	                main:581]	:	INFO	:	Epoch 515 | loss: 0.0311537 | val_loss: 0.0311629 | Time: 2010.31 ms
[2020-12-21 18:04:18	                main:581]	:	INFO	:	Epoch 516 | loss: 0.0311535 | val_loss: 0.0311694 | Time: 2026.02 ms
[2020-12-21 18:04:20	                main:581]	:	INFO	:	Epoch 517 | loss: 0.0311543 | val_loss: 0.0311693 | Time: 2019.39 ms
[2020-12-21 18:04:22	                main:581]	:	INFO	:	Epoch 518 | loss: 0.0311534 | val_loss: 0.0311651 | Time: 2016.8 ms
[2020-12-21 18:04:24	                main:581]	:	INFO	:	Epoch 519 | loss: 0.0311532 | val_loss: 0.0311633 | Time: 2024.25 ms
[2020-12-21 18:04:26	                main:581]	:	INFO	:	Epoch 520 | loss: 0.0311533 | val_loss: 0.0311626 | Time: 2023.01 ms
[2020-12-21 18:04:28	                main:581]	:	INFO	:	Epoch 521 | loss: 0.0311529 | val_loss: 0.0311644 | Time: 2022.52 ms
[2020-12-21 18:04:30	                main:581]	:	INFO	:	Epoch 522 | loss: 0.0311524 | val_loss: 0.0311618 | Time: 2024.79 ms
[2020-12-21 18:04:32	                main:581]	:	INFO	:	Epoch 523 | loss: 0.031152 | val_loss: 0.031163 | Time: 2011.73 ms
[2020-12-21 18:04:34	                main:581]	:	INFO	:	Epoch 524 | loss: 0.0311531 | val_loss: 0.0311635 | Time: 2012.74 ms
[2020-12-21 18:04:37	                main:581]	:	INFO	:	Epoch 525 | loss: 0.0311529 | val_loss: 0.0311644 | Time: 2007.06 ms
[2020-12-21 18:04:39	                main:581]	:	INFO	:	Epoch 526 | loss: 0.0311523 | val_loss: 0.0311644 | Time: 2014.76 ms
[2020-12-21 18:04:41	                main:581]	:	INFO	:	Epoch 527 | loss: 0.0311523 | val_loss: 0.0311658 | Time: 2017.53 ms
[2020-12-21 18:04:43	                main:581]	:	INFO	:	Epoch 528 | loss: 0.0311519 | val_loss: 0.0311656 | Time: 2018.46 ms
[2020-12-21 18:04:45	                main:581]	:	INFO	:	Epoch 529 | loss: 0.0311514 | val_loss: 0.031167 | Time: 2015.92 ms
[2020-12-21 18:04:47	                main:581]	:	INFO	:	Epoch 530 | loss: 0.0311518 | val_loss: 0.0311658 | Time: 2022.32 ms
[2020-12-21 18:04:49	                main:581]	:	INFO	:	Epoch 531 | loss: 0.0311511 | val_loss: 0.0311674 | Time: 2020.04 ms
[2020-12-21 18:04:51	                main:581]	:	INFO	:	Epoch 532 | loss: 0.0311518 | val_loss: 0.0311644 | Time: 2011.57 ms
[2020-12-21 18:04:53	                main:581]	:	INFO	:	Epoch 533 | loss: 0.0311507 | val_loss: 0.031166 | Time: 2007.19 ms
[2020-12-21 18:04:55	                main:581]	:	INFO	:	Epoch 534 | loss: 0.03115 | val_loss: 0.0311649 | Time: 2018.54 ms
[2020-12-21 18:04:57	                main:581]	:	INFO	:	Epoch 535 | loss: 0.0311507 | val_loss: 0.0311629 | Time: 2014.08 ms
[2020-12-21 18:04:59	                main:581]	:	INFO	:	Epoch 536 | loss: 0.0311513 | val_loss: 0.0311644 | Time: 2012.87 ms
[2020-12-21 18:05:01	                main:581]	:	INFO	:	Epoch 537 | loss: 0.0311506 | val_loss: 0.031161 | Time: 2021.67 ms
[2020-12-21 18:05:03	                main:581]	:	INFO	:	Epoch 538 | loss: 0.0311518 | val_loss: 0.0311644 | Time: 2021.44 ms
[2020-12-21 18:05:05	                main:581]	:	INFO	:	Epoch 539 | loss: 0.0311507 | val_loss: 0.0311652 | Time: 2018.71 ms
[2020-12-21 18:05:07	                main:581]	:	INFO	:	Epoch 540 | loss: 0.031151 | val_loss: 0.0311627 | Time: 2017.74 ms
[2020-12-21 18:05:09	                main:581]	:	INFO	:	Epoch 541 | loss: 0.0311521 | val_loss: 0.0311634 | Time: 2026.43 ms
[2020-12-21 18:05:11	                main:581]	:	INFO	:	Epoch 542 | loss: 0.0311536 | val_loss: 0.0311698 | Time: 2026.99 ms
[2020-12-21 18:05:13	                main:581]	:	INFO	:	Epoch 543 | loss: 0.0311517 | val_loss: 0.0311659 | Time: 2017.76 ms
[2020-12-21 18:05:15	                main:581]	:	INFO	:	Epoch 544 | loss: 0.0311511 | val_loss: 0.0311645 | Time: 2018.45 ms
[2020-12-21 18:05:17	                main:581]	:	INFO	:	Epoch 545 | loss: 0.0311507 | val_loss: 0.0311642 | Time: 2021.68 ms
[2020-12-21 18:05:19	                main:581]	:	INFO	:	Epoch 546 | loss: 0.0311507 | val_loss: 0.031165 | Time: 2016.94 ms
[2020-12-21 18:05:21	                main:581]	:	INFO	:	Epoch 547 | loss: 0.0311494 | val_loss: 0.0311681 | Time: 2021.38 ms
[2020-12-21 18:05:23	                main:581]	:	INFO	:	Epoch 548 | loss: 0.0311512 | val_loss: 0.0311662 | Time: 2017.31 ms
[2020-12-21 18:05:25	                main:581]	:	INFO	:	Epoch 549 | loss: 0.0311488 | val_loss: 0.0311683 | Time: 2024.54 ms
[2020-12-21 18:05:27	                main:581]	:	INFO	:	Epoch 550 | loss: 0.0311517 | val_loss: 0.0311661 | Time: 2016.7 ms
[2020-12-21 18:05:29	                main:581]	:	INFO	:	Epoch 551 | loss: 0.0311529 | val_loss: 0.0311688 | Time: 2026.28 ms
[2020-12-21 18:05:31	                main:581]	:	INFO	:	Epoch 552 | loss: 0.0311523 | val_loss: 0.0311679 | Time: 2026.27 ms
[2020-12-21 18:05:33	                main:581]	:	INFO	:	Epoch 553 | loss: 0.0311557 | val_loss: 0.0311697 | Time: 2022.95 ms
[2020-12-21 18:05:35	                main:581]	:	INFO	:	Epoch 554 | loss: 0.0311576 | val_loss: 0.0311652 | Time: 2015.69 ms
[2020-12-21 18:05:37	                main:581]	:	INFO	:	Epoch 555 | loss: 0.0311576 | val_loss: 0.0311654 | Time: 2025.62 ms
[2020-12-21 18:05:39	                main:581]	:	INFO	:	Epoch 556 | loss: 0.031157 | val_loss: 0.0311645 | Time: 2019.7 ms
[2020-12-21 18:05:41	                main:581]	:	INFO	:	Epoch 557 | loss: 0.0311555 | val_loss: 0.0311631 | Time: 2010.13 ms
[2020-12-21 18:05:43	                main:581]	:	INFO	:	Epoch 558 | loss: 0.0311569 | val_loss: 0.0311629 | Time: 2019 ms
[2020-12-21 18:05:45	                main:581]	:	INFO	:	Epoch 559 | loss: 0.0311571 | val_loss: 0.031165 | Time: 2020.55 ms
[2020-12-21 18:05:47	                main:581]	:	INFO	:	Epoch 560 | loss: 0.0311543 | val_loss: 0.031163 | Time: 2014.04 ms
[2020-12-21 18:05:49	                main:581]	:	INFO	:	Epoch 561 | loss: 0.0311537 | val_loss: 0.0311635 | Time: 2023.04 ms
[2020-12-21 18:05:51	                main:581]	:	INFO	:	Epoch 562 | loss: 0.031155 | val_loss: 0.0311609 | Time: 2024.46 ms
[2020-12-21 18:05:53	                main:581]	:	INFO	:	Epoch 563 | loss: 0.031156 | val_loss: 0.0311657 | Time: 2021.48 ms
[2020-12-21 18:05:55	                main:581]	:	INFO	:	Epoch 564 | loss: 0.0311586 | val_loss: 0.0311664 | Time: 2017.41 ms
[2020-12-21 18:05:57	                main:581]	:	INFO	:	Epoch 565 | loss: 0.0311605 | val_loss: 0.0311624 | Time: 2032.67 ms
[2020-12-21 18:05:59	                main:581]	:	INFO	:	Epoch 566 | loss: 0.0311615 | val_loss: 0.0311662 | Time: 2017.02 ms
[2020-12-21 18:06:01	                main:581]	:	INFO	:	Epoch 567 | loss: 0.031162 | val_loss: 0.0311648 | Time: 2019.35 ms
[2020-12-21 18:06:03	                main:581]	:	INFO	:	Epoch 568 | loss: 0.0311615 | val_loss: 0.0311615 | Time: 2027.16 ms
[2020-12-21 18:06:05	                main:581]	:	INFO	:	Epoch 569 | loss: 0.0311601 | val_loss: 0.0311635 | Time: 2020.59 ms
[2020-12-21 18:06:07	                main:581]	:	INFO	:	Epoch 570 | loss: 0.0311593 | val_loss: 0.0311628 | Time: 2025.92 ms
[2020-12-21 18:06:09	                main:581]	:	INFO	:	Epoch 571 | loss: 0.0311574 | val_loss: 0.0311615 | Time: 2019.18 ms
[2020-12-21 18:06:11	                main:581]	:	INFO	:	Epoch 572 | loss: 0.0311582 | val_loss: 0.031163 | Time: 2025.73 ms
[2020-12-21 18:06:13	                main:581]	:	INFO	:	Epoch 573 | loss: 0.0311581 | val_loss: 0.0311629 | Time: 2014.85 ms
[2020-12-21 18:06:15	                main:581]	:	INFO	:	Epoch 574 | loss: 0.0311568 | val_loss: 0.0311619 | Time: 2018.83 ms
[2020-12-21 18:06:18	                main:581]	:	INFO	:	Epoch 575 | loss: 0.0311561 | val_loss: 0.0311627 | Time: 2025.59 ms
[2020-12-21 18:06:20	                main:581]	:	INFO	:	Epoch 576 | loss: 0.031155 | val_loss: 0.031162 | Time: 2037.75 ms
[2020-12-21 18:06:22	                main:581]	:	INFO	:	Epoch 577 | loss: 0.0311551 | val_loss: 0.0311623 | Time: 2017.89 ms
[2020-12-21 18:06:24	                main:581]	:	INFO	:	Epoch 578 | loss: 0.0311567 | val_loss: 0.0311641 | Time: 2018.9 ms
[2020-12-21 18:06:26	                main:581]	:	INFO	:	Epoch 579 | loss: 0.0311554 | val_loss: 0.0311644 | Time: 2017.4 ms
[2020-12-21 18:06:28	                main:581]	:	INFO	:	Epoch 580 | loss: 0.0311549 | val_loss: 0.0311653 | Time: 2033.66 ms
[2020-12-21 18:06:30	                main:581]	:	INFO	:	Epoch 581 | loss: 0.0311542 | val_loss: 0.0311665 | Time: 2019.72 ms
[2020-12-21 18:06:32	                main:581]	:	INFO	:	Epoch 582 | loss: 0.0311557 | val_loss: 0.0311652 | Time: 2028.23 ms
[2020-12-21 18:06:34	                main:581]	:	INFO	:	Epoch 583 | loss: 0.0311559 | val_loss: 0.0311625 | Time: 2016.91 ms
[2020-12-21 18:06:36	                main:581]	:	INFO	:	Epoch 584 | loss: 0.0311558 | val_loss: 0.0311631 | Time: 2015.93 ms
[2020-12-21 18:06:38	                main:581]	:	INFO	:	Epoch 585 | loss: 0.0311553 | val_loss: 0.0311625 | Time: 2024.67 ms
[2020-12-21 18:06:40	                main:581]	:	INFO	:	Epoch 586 | loss: 0.0311541 | val_loss: 0.0311644 | Time: 2026.06 ms
[2020-12-21 18:06:42	                main:581]	:	INFO	:	Epoch 587 | loss: 0.0311549 | val_loss: 0.0311638 | Time: 2015.94 ms
[2020-12-21 18:06:44	                main:581]	:	INFO	:	Epoch 588 | loss: 0.0311551 | val_loss: 0.0311656 | Time: 2034.87 ms
[2020-12-21 18:06:46	                main:581]	:	INFO	:	Epoch 589 | loss: 0.0311548 | val_loss: 0.0311635 | Time: 2018.56 ms
[2020-12-21 18:06:48	                main:581]	:	INFO	:	Epoch 590 | loss: 0.0311556 | val_loss: 0.0311634 | Time: 2022.95 ms
[2020-12-21 18:06:50	                main:581]	:	INFO	:	Epoch 591 | loss: 0.0311546 | val_loss: 0.0311657 | Time: 2037.46 ms
[2020-12-21 18:06:52	                main:581]	:	INFO	:	Epoch 592 | loss: 0.0311537 | val_loss: 0.0311625 | Time: 2025.77 ms
[2020-12-21 18:06:54	                main:581]	:	INFO	:	Epoch 593 | loss: 0.0311533 | val_loss: 0.0311642 | Time: 2010.67 ms
[2020-12-21 18:06:56	                main:581]	:	INFO	:	Epoch 594 | loss: 0.0311545 | val_loss: 0.0311631 | Time: 2025.24 ms
[2020-12-21 18:06:58	                main:581]	:	INFO	:	Epoch 595 | loss: 0.0311563 | val_loss: 0.0311626 | Time: 2028.23 ms
[2020-12-21 18:07:00	                main:581]	:	INFO	:	Epoch 596 | loss: 0.0311553 | val_loss: 0.0311645 | Time: 2028.43 ms
[2020-12-21 18:07:02	                main:581]	:	INFO	:	Epoch 597 | loss: 0.0311544 | val_loss: 0.0311665 | Time: 2027.23 ms
[2020-12-21 18:07:04	                main:581]	:	INFO	:	Epoch 598 | loss: 0.0311546 | val_loss: 0.0311634 | Time: 2019.32 ms
[2020-12-21 18:07:06	                main:581]	:	INFO	:	Epoch 599 | loss: 0.0311541 | val_loss: 0.0311654 | Time: 2015.93 ms
[2020-12-21 18:07:08	                main:581]	:	INFO	:	Epoch 600 | loss: 0.031155 | val_loss: 0.0311646 | Time: 2024.31 ms
[2020-12-21 18:07:10	                main:581]	:	INFO	:	Epoch 601 | loss: 0.0311542 | val_loss: 0.0311674 | Time: 2027.21 ms
[2020-12-21 18:07:12	                main:581]	:	INFO	:	Epoch 602 | loss: 0.0311582 | val_loss: 0.031165 | Time: 2020.19 ms
[2020-12-21 18:07:14	                main:581]	:	INFO	:	Epoch 603 | loss: 0.0311592 | val_loss: 0.0311646 | Time: 2019 ms
[2020-12-21 18:07:16	                main:581]	:	INFO	:	Epoch 604 | loss: 0.0311608 | val_loss: 0.0311697 | Time: 2017.53 ms
[2020-12-21 18:07:18	                main:581]	:	INFO	:	Epoch 605 | loss: 0.0311627 | val_loss: 0.0311704 | Time: 2023.82 ms
[2020-12-21 18:07:20	                main:581]	:	INFO	:	Epoch 606 | loss: 0.0311634 | val_loss: 0.0311697 | Time: 2020.65 ms
[2020-12-21 18:07:22	                main:581]	:	INFO	:	Epoch 607 | loss: 0.031159 | val_loss: 0.0311688 | Time: 2024.39 ms
[2020-12-21 18:07:24	                main:581]	:	INFO	:	Epoch 608 | loss: 0.0311619 | val_loss: 0.0311727 | Time: 2020.22 ms
[2020-12-21 18:07:26	                main:581]	:	INFO	:	Epoch 609 | loss: 0.0311604 | val_loss: 0.0311672 | Time: 2026.22 ms
[2020-12-21 18:07:28	                main:581]	:	INFO	:	Epoch 610 | loss: 0.031161 | val_loss: 0.0311686 | Time: 2027.73 ms
[2020-12-21 18:07:30	                main:581]	:	INFO	:	Epoch 611 | loss: 0.031166 | val_loss: 0.031169 | Time: 2023.7 ms
[2020-12-21 18:07:32	                main:581]	:	INFO	:	Epoch 612 | loss: 0.0311664 | val_loss: 0.0311689 | Time: 2017.19 ms
[2020-12-21 18:07:34	                main:581]	:	INFO	:	Epoch 613 | loss: 0.0311705 | val_loss: 0.0311721 | Time: 2023.48 ms
[2020-12-21 18:07:36	                main:581]	:	INFO	:	Epoch 614 | loss: 0.0311721 | val_loss: 0.0311731 | Time: 2026.16 ms
[2020-12-21 18:07:38	                main:581]	:	INFO	:	Epoch 615 | loss: 0.0311731 | val_loss: 0.0311762 | Time: 2026.73 ms
[2020-12-21 18:07:40	                main:581]	:	INFO	:	Epoch 616 | loss: 0.031174 | val_loss: 0.0311776 | Time: 2021.71 ms
[2020-12-21 18:07:42	                main:581]	:	INFO	:	Epoch 617 | loss: 0.0311736 | val_loss: 0.0311751 | Time: 2015.02 ms
[2020-12-21 18:07:45	                main:581]	:	INFO	:	Epoch 618 | loss: 0.0311721 | val_loss: 0.0311736 | Time: 2013.72 ms
[2020-12-21 18:07:47	                main:581]	:	INFO	:	Epoch 619 | loss: 0.0311718 | val_loss: 0.0311746 | Time: 2025.33 ms
[2020-12-21 18:07:49	                main:581]	:	INFO	:	Epoch 620 | loss: 0.0311719 | val_loss: 0.0311747 | Time: 2023.58 ms
[2020-12-21 18:07:51	                main:581]	:	INFO	:	Epoch 621 | loss: 0.0311697 | val_loss: 0.0311723 | Time: 2025.31 ms
[2020-12-21 18:07:53	                main:581]	:	INFO	:	Epoch 622 | loss: 0.0311693 | val_loss: 0.0311731 | Time: 2020.8 ms
[2020-12-21 18:07:55	                main:581]	:	INFO	:	Epoch 623 | loss: 0.0311672 | val_loss: 0.031171 | Time: 2019.36 ms
[2020-12-21 18:07:57	                main:581]	:	INFO	:	Epoch 624 | loss: 0.031167 | val_loss: 0.0311723 | Time: 2021.81 ms
[2020-12-21 18:07:59	                main:581]	:	INFO	:	Epoch 625 | loss: 0.0311654 | val_loss: 0.0311721 | Time: 2016.39 ms
[2020-12-21 18:08:01	                main:581]	:	INFO	:	Epoch 626 | loss: 0.0311667 | val_loss: 0.031174 | Time: 2029.41 ms
[2020-12-21 18:08:03	                main:581]	:	INFO	:	Epoch 627 | loss: 0.0311662 | val_loss: 0.0311729 | Time: 2024.51 ms
[2020-12-21 18:08:05	                main:581]	:	INFO	:	Epoch 628 | loss: 0.0311662 | val_loss: 0.0311724 | Time: 2032.79 ms
[2020-12-21 18:08:07	                main:581]	:	INFO	:	Epoch 629 | loss: 0.0311663 | val_loss: 0.0311717 | Time: 2026.79 ms
[2020-12-21 18:08:09	                main:581]	:	INFO	:	Epoch 630 | loss: 0.0311652 | val_loss: 0.0311722 | Time: 2018.23 ms
[2020-12-21 18:08:11	                main:581]	:	INFO	:	Epoch 631 | loss: 0.0311655 | val_loss: 0.0311739 | Time: 2017.22 ms
[2020-12-21 18:08:13	                main:581]	:	INFO	:	Epoch 632 | loss: 0.0311649 | val_loss: 0.0311764 | Time: 2024.03 ms
[2020-12-21 18:08:15	                main:581]	:	INFO	:	Epoch 633 | loss: 0.0311653 | val_loss: 0.0311689 | Time: 2018.24 ms
[2020-12-21 18:08:17	                main:581]	:	INFO	:	Epoch 634 | loss: 0.0311631 | val_loss: 0.0311698 | Time: 2027.1 ms
[2020-12-21 18:08:19	                main:581]	:	INFO	:	Epoch 635 | loss: 0.0311639 | val_loss: 0.0311726 | Time: 2025.93 ms
[2020-12-21 18:08:21	                main:581]	:	INFO	:	Epoch 636 | loss: 0.0311639 | val_loss: 0.0311696 | Time: 2026.14 ms
[2020-12-21 18:08:23	                main:581]	:	INFO	:	Epoch 637 | loss: 0.0311618 | val_loss: 0.0311705 | Time: 2029.48 ms
[2020-12-21 18:08:25	                main:581]	:	INFO	:	Epoch 638 | loss: 0.0311634 | val_loss: 0.0311705 | Time: 2020.19 ms
[2020-12-21 18:08:27	                main:581]	:	INFO	:	Epoch 639 | loss: 0.0311684 | val_loss: 0.0311696 | Time: 2026.81 ms
[2020-12-21 18:08:29	                main:581]	:	INFO	:	Epoch 640 | loss: 0.0311683 | val_loss: 0.0311769 | Time: 2025.97 ms
[2020-12-21 18:08:31	                main:581]	:	INFO	:	Epoch 641 | loss: 0.0311688 | val_loss: 0.0311691 | Time: 2025.4 ms
[2020-12-21 18:08:33	                main:581]	:	INFO	:	Epoch 642 | loss: 0.0311658 | val_loss: 0.0311672 | Time: 2032.28 ms
[2020-12-21 18:08:35	                main:581]	:	INFO	:	Epoch 643 | loss: 0.0311683 | val_loss: 0.0311714 | Time: 2025.98 ms
[2020-12-21 18:08:37	                main:581]	:	INFO	:	Epoch 644 | loss: 0.0311691 | val_loss: 0.0311676 | Time: 2027.15 ms
[2020-12-21 18:08:39	                main:581]	:	INFO	:	Epoch 645 | loss: 0.0311681 | val_loss: 0.0311703 | Time: 2025.91 ms
[2020-12-21 18:08:41	                main:581]	:	INFO	:	Epoch 646 | loss: 0.0311685 | val_loss: 0.0311685 | Time: 2032.68 ms
[2020-12-21 18:08:43	                main:581]	:	INFO	:	Epoch 647 | loss: 0.031166 | val_loss: 0.0311712 | Time: 2036.3 ms
[2020-12-21 18:08:45	                main:581]	:	INFO	:	Epoch 648 | loss: 0.0311671 | val_loss: 0.0311672 | Time: 2021.07 ms
[2020-12-21 18:08:47	                main:581]	:	INFO	:	Epoch 649 | loss: 0.0311643 | val_loss: 0.0311695 | Time: 2033.25 ms
[2020-12-21 18:08:49	                main:581]	:	INFO	:	Epoch 650 | loss: 0.0311655 | val_loss: 0.0311741 | Time: 2019.47 ms
[2020-12-21 18:08:51	                main:581]	:	INFO	:	Epoch 651 | loss: 0.0311659 | val_loss: 0.0311678 | Time: 2026.69 ms
[2020-12-21 18:08:53	                main:581]	:	INFO	:	Epoch 652 | loss: 0.0311641 | val_loss: 0.0311689 | Time: 2026.58 ms
[2020-12-21 18:08:55	                main:581]	:	INFO	:	Epoch 653 | loss: 0.0311637 | val_loss: 0.0311689 | Time: 2025.37 ms
[2020-12-21 18:08:57	                main:581]	:	INFO	:	Epoch 654 | loss: 0.031165 | val_loss: 0.0311672 | Time: 2018.79 ms
[2020-12-21 18:08:59	                main:581]	:	INFO	:	Epoch 655 | loss: 0.0311656 | val_loss: 0.031171 | Time: 2020.72 ms
[2020-12-21 18:09:01	                main:581]	:	INFO	:	Epoch 656 | loss: 0.0311639 | val_loss: 0.0311682 | Time: 2024.78 ms
[2020-12-21 18:09:03	                main:581]	:	INFO	:	Epoch 657 | loss: 0.0311633 | val_loss: 0.0311738 | Time: 2026.78 ms
[2020-12-21 18:09:06	                main:581]	:	INFO	:	Epoch 658 | loss: 0.0311634 | val_loss: 0.0311695 | Time: 2017.42 ms
[2020-12-21 18:09:08	                main:581]	:	INFO	:	Epoch 659 | loss: 0.031164 | val_loss: 0.0311664 | Time: 2018.5 ms
[2020-12-21 18:09:10	                main:581]	:	INFO	:	Epoch 660 | loss: 0.0311663 | val_loss: 0.03117 | Time: 2027.19 ms
[2020-12-21 18:09:12	                main:581]	:	INFO	:	Epoch 661 | loss: 0.0311638 | val_loss: 0.0311692 | Time: 2022.7 ms
[2020-12-21 18:09:14	                main:581]	:	INFO	:	Epoch 662 | loss: 0.0311633 | val_loss: 0.0311693 | Time: 2020.81 ms
[2020-12-21 18:09:16	                main:581]	:	INFO	:	Epoch 663 | loss: 0.0311624 | val_loss: 0.0311715 | Time: 2021.99 ms
[2020-12-21 18:09:18	                main:581]	:	INFO	:	Epoch 664 | loss: 0.0311612 | val_loss: 0.0311704 | Time: 2015.52 ms
[2020-12-21 18:09:20	                main:581]	:	INFO	:	Epoch 665 | loss: 0.0311607 | val_loss: 0.0311703 | Time: 2028.03 ms
[2020-12-21 18:09:22	                main:581]	:	INFO	:	Epoch 666 | loss: 0.0311606 | val_loss: 0.031169 | Time: 2019.89 ms
[2020-12-21 18:09:24	                main:581]	:	INFO	:	Epoch 667 | loss: 0.0311615 | val_loss: 0.0311699 | Time: 2026.62 ms
[2020-12-21 18:09:26	                main:581]	:	INFO	:	Epoch 668 | loss: 0.0311619 | val_loss: 0.0311728 | Time: 2017.31 ms
[2020-12-21 18:09:28	                main:581]	:	INFO	:	Epoch 669 | loss: 0.0311614 | val_loss: 0.0311686 | Time: 2008.05 ms
[2020-12-21 18:09:30	                main:581]	:	INFO	:	Epoch 670 | loss: 0.0311627 | val_loss: 0.0311695 | Time: 2033.46 ms
[2020-12-21 18:09:32	                main:581]	:	INFO	:	Epoch 671 | loss: 0.0311636 | val_loss: 0.0311746 | Time: 2026.67 ms
[2020-12-21 18:09:34	                main:581]	:	INFO	:	Epoch 672 | loss: 0.0311633 | val_loss: 0.0311681 | Time: 2011.6 ms
[2020-12-21 18:09:36	                main:581]	:	INFO	:	Epoch 673 | loss: 0.0311608 | val_loss: 0.031169 | Time: 2020.85 ms
[2020-12-21 18:09:38	                main:581]	:	INFO	:	Epoch 674 | loss: 0.0311604 | val_loss: 0.0311705 | Time: 2027.59 ms
[2020-12-21 18:09:40	                main:581]	:	INFO	:	Epoch 675 | loss: 0.03116 | val_loss: 0.0311665 | Time: 2009.7 ms
[2020-12-21 18:09:42	                main:581]	:	INFO	:	Epoch 676 | loss: 0.0311625 | val_loss: 0.0311674 | Time: 2026.81 ms
[2020-12-21 18:09:44	                main:581]	:	INFO	:	Epoch 677 | loss: 0.0311644 | val_loss: 0.0311662 | Time: 2026.83 ms
[2020-12-21 18:09:46	                main:581]	:	INFO	:	Epoch 678 | loss: 0.0311627 | val_loss: 0.0311687 | Time: 2020.66 ms
[2020-12-21 18:09:48	                main:581]	:	INFO	:	Epoch 679 | loss: 0.0311617 | val_loss: 0.0311731 | Time: 2027.72 ms
[2020-12-21 18:09:50	                main:581]	:	INFO	:	Epoch 680 | loss: 0.0311619 | val_loss: 0.0311703 | Time: 2024.09 ms
[2020-12-21 18:09:52	                main:581]	:	INFO	:	Epoch 681 | loss: 0.0311622 | val_loss: 0.0311716 | Time: 2028.6 ms
[2020-12-21 18:09:54	                main:581]	:	INFO	:	Epoch 682 | loss: 0.0311621 | val_loss: 0.0311698 | Time: 2019.2 ms
[2020-12-21 18:09:56	                main:581]	:	INFO	:	Epoch 683 | loss: 0.03116 | val_loss: 0.0311704 | Time: 2018.06 ms
[2020-12-21 18:09:58	                main:581]	:	INFO	:	Epoch 684 | loss: 0.0311615 | val_loss: 0.0311715 | Time: 2025 ms
[2020-12-21 18:10:00	                main:581]	:	INFO	:	Epoch 685 | loss: 0.0311627 | val_loss: 0.0311717 | Time: 2027.32 ms
[2020-12-21 18:10:02	                main:581]	:	INFO	:	Epoch 686 | loss: 0.0311615 | val_loss: 0.0311683 | Time: 2023.88 ms
[2020-12-21 18:10:04	                main:581]	:	INFO	:	Epoch 687 | loss: 0.0311593 | val_loss: 0.0311673 | Time: 2031.36 ms
[2020-12-21 18:10:06	                main:581]	:	INFO	:	Epoch 688 | loss: 0.0311595 | val_loss: 0.0311715 | Time: 2030.92 ms
[2020-12-21 18:10:08	                main:581]	:	INFO	:	Epoch 689 | loss: 0.031161 | val_loss: 0.0311713 | Time: 2029.77 ms
[2020-12-21 18:10:10	                main:581]	:	INFO	:	Epoch 690 | loss: 0.0311582 | val_loss: 0.0311702 | Time: 2028.28 ms
[2020-12-21 18:10:12	                main:581]	:	INFO	:	Epoch 691 | loss: 0.0311602 | val_loss: 0.0311715 | Time: 2027.22 ms
[2020-12-21 18:10:14	                main:581]	:	INFO	:	Epoch 692 | loss: 0.0311601 | val_loss: 0.0311717 | Time: 2020.02 ms
[2020-12-21 18:10:16	                main:581]	:	INFO	:	Epoch 693 | loss: 0.0311612 | val_loss: 0.03117 | Time: 2029.36 ms
[2020-12-21 18:10:18	                main:581]	:	INFO	:	Epoch 694 | loss: 0.0311593 | val_loss: 0.0311706 | Time: 2024.62 ms
[2020-12-21 18:10:20	                main:581]	:	INFO	:	Epoch 695 | loss: 0.0311604 | val_loss: 0.0311703 | Time: 2022.52 ms
[2020-12-21 18:10:22	                main:581]	:	INFO	:	Epoch 696 | loss: 0.0311608 | val_loss: 0.03117 | Time: 2026.53 ms
[2020-12-21 18:10:24	                main:581]	:	INFO	:	Epoch 697 | loss: 0.0311648 | val_loss: 0.0311773 | Time: 2019.58 ms
[2020-12-21 18:10:26	                main:581]	:	INFO	:	Epoch 698 | loss: 0.0311652 | val_loss: 0.0311748 | Time: 2019.31 ms
[2020-12-21 18:10:28	                main:581]	:	INFO	:	Epoch 699 | loss: 0.0311645 | val_loss: 0.0311717 | Time: 2027.09 ms
[2020-12-21 18:10:30	                main:581]	:	INFO	:	Epoch 700 | loss: 0.0311614 | val_loss: 0.0311721 | Time: 2020.52 ms
[2020-12-21 18:10:33	                main:581]	:	INFO	:	Epoch 701 | loss: 0.0311592 | val_loss: 0.0311731 | Time: 2017.44 ms
[2020-12-21 18:10:35	                main:581]	:	INFO	:	Epoch 702 | loss: 0.0311595 | val_loss: 0.0311712 | Time: 2023.47 ms
[2020-12-21 18:10:37	                main:581]	:	INFO	:	Epoch 703 | loss: 0.0311603 | val_loss: 0.0311697 | Time: 2022.38 ms
[2020-12-21 18:10:39	                main:581]	:	INFO	:	Epoch 704 | loss: 0.0311631 | val_loss: 0.0311791 | Time: 2029.24 ms
[2020-12-21 18:10:41	                main:581]	:	INFO	:	Epoch 705 | loss: 0.0311607 | val_loss: 0.0311753 | Time: 2020.88 ms
[2020-12-21 18:10:43	                main:581]	:	INFO	:	Epoch 706 | loss: 0.0311613 | val_loss: 0.0311734 | Time: 2014.6 ms
[2020-12-21 18:10:45	                main:581]	:	INFO	:	Epoch 707 | loss: 0.0311612 | val_loss: 0.0311728 | Time: 2034.48 ms
[2020-12-21 18:10:47	                main:581]	:	INFO	:	Epoch 708 | loss: 0.0311638 | val_loss: 0.0311742 | Time: 2020.6 ms
[2020-12-21 18:10:49	                main:581]	:	INFO	:	Epoch 709 | loss: 0.0311629 | val_loss: 0.0311716 | Time: 2022.68 ms
[2020-12-21 18:10:51	                main:581]	:	INFO	:	Epoch 710 | loss: 0.0311628 | val_loss: 0.0311692 | Time: 2029.28 ms
[2020-12-21 18:10:53	                main:581]	:	INFO	:	Epoch 711 | loss: 0.031165 | val_loss: 0.0311691 | Time: 2019.47 ms
[2020-12-21 18:10:55	                main:581]	:	INFO	:	Epoch 712 | loss: 0.0311641 | val_loss: 0.0311674 | Time: 2034.27 ms
[2020-12-21 18:10:57	                main:581]	:	INFO	:	Epoch 713 | loss: 0.031162 | val_loss: 0.0311686 | Time: 2014.92 ms
[2020-12-21 18:10:59	                main:581]	:	INFO	:	Epoch 714 | loss: 0.0311624 | val_loss: 0.0311701 | Time: 2030.5 ms
[2020-12-21 18:11:01	                main:581]	:	INFO	:	Epoch 715 | loss: 0.0311615 | val_loss: 0.0311685 | Time: 2030.02 ms
[2020-12-21 18:11:03	                main:581]	:	INFO	:	Epoch 716 | loss: 0.0311601 | val_loss: 0.0311701 | Time: 2018.42 ms
[2020-12-21 18:11:05	                main:581]	:	INFO	:	Epoch 717 | loss: 0.0311612 | val_loss: 0.0311673 | Time: 2022.6 ms
[2020-12-21 18:11:07	                main:581]	:	INFO	:	Epoch 718 | loss: 0.0311582 | val_loss: 0.0311652 | Time: 2017.03 ms
[2020-12-21 18:11:09	                main:581]	:	INFO	:	Epoch 719 | loss: 0.0311585 | val_loss: 0.0311673 | Time: 2017.9 ms
[2020-12-21 18:11:11	                main:581]	:	INFO	:	Epoch 720 | loss: 0.0311591 | val_loss: 0.0311675 | Time: 2023.26 ms
[2020-12-21 18:11:13	                main:581]	:	INFO	:	Epoch 721 | loss: 0.0311597 | val_loss: 0.0311702 | Time: 2017.38 ms
[2020-12-21 18:11:15	                main:581]	:	INFO	:	Epoch 722 | loss: 0.0311605 | val_loss: 0.0311666 | Time: 2023.76 ms
[2020-12-21 18:11:17	                main:581]	:	INFO	:	Epoch 723 | loss: 0.0311619 | val_loss: 0.0311686 | Time: 2014.05 ms
[2020-12-21 18:11:19	                main:581]	:	INFO	:	Epoch 724 | loss: 0.0311591 | val_loss: 0.0311672 | Time: 2015.29 ms
[2020-12-21 18:11:21	                main:581]	:	INFO	:	Epoch 725 | loss: 0.0311593 | val_loss: 0.0311673 | Time: 2024.37 ms
[2020-12-21 18:11:23	                main:581]	:	INFO	:	Epoch 726 | loss: 0.0311606 | val_loss: 0.0311682 | Time: 2022.58 ms
[2020-12-21 18:11:25	                main:581]	:	INFO	:	Epoch 727 | loss: 0.0311642 | val_loss: 0.0311689 | Time: 2021.81 ms
[2020-12-21 18:11:27	                main:581]	:	INFO	:	Epoch 728 | loss: 0.0311608 | val_loss: 0.0311704 | Time: 2010.01 ms
[2020-12-21 18:11:29	                main:581]	:	INFO	:	Epoch 729 | loss: 0.0311597 | val_loss: 0.0311697 | Time: 2024.78 ms
[2020-12-21 18:11:31	                main:581]	:	INFO	:	Epoch 730 | loss: 0.0311593 | val_loss: 0.0311729 | Time: 2027.43 ms
[2020-12-21 18:11:33	                main:581]	:	INFO	:	Epoch 731 | loss: 0.0311716 | val_loss: 0.0311781 | Time: 2021.05 ms
[2020-12-21 18:11:35	                main:581]	:	INFO	:	Epoch 732 | loss: 0.0311792 | val_loss: 0.0311787 | Time: 2030.44 ms
[2020-12-21 18:11:37	                main:581]	:	INFO	:	Epoch 733 | loss: 0.0311818 | val_loss: 0.0311781 | Time: 2019.02 ms
[2020-12-21 18:11:39	                main:581]	:	INFO	:	Epoch 734 | loss: 0.0311797 | val_loss: 0.0311781 | Time: 2022.69 ms
[2020-12-21 18:11:41	                main:581]	:	INFO	:	Epoch 735 | loss: 0.031179 | val_loss: 0.0311784 | Time: 2020.68 ms
[2020-12-21 18:11:43	                main:581]	:	INFO	:	Epoch 736 | loss: 0.0311768 | val_loss: 0.0311746 | Time: 2019.18 ms
[2020-12-21 18:11:45	                main:581]	:	INFO	:	Epoch 737 | loss: 0.0311761 | val_loss: 0.0311737 | Time: 2027.42 ms
[2020-12-21 18:11:47	                main:581]	:	INFO	:	Epoch 738 | loss: 0.0311756 | val_loss: 0.0311744 | Time: 2012.31 ms
[2020-12-21 18:11:49	                main:581]	:	INFO	:	Epoch 739 | loss: 0.0311757 | val_loss: 0.0311812 | Time: 2017.61 ms
[2020-12-21 18:11:51	                main:581]	:	INFO	:	Epoch 740 | loss: 0.0311756 | val_loss: 0.0311744 | Time: 2027.46 ms
[2020-12-21 18:11:53	                main:581]	:	INFO	:	Epoch 741 | loss: 0.0311745 | val_loss: 0.0311747 | Time: 2016.94 ms
[2020-12-21 18:11:55	                main:581]	:	INFO	:	Epoch 742 | loss: 0.0311747 | val_loss: 0.031174 | Time: 2013.69 ms
[2020-12-21 18:11:57	                main:581]	:	INFO	:	Epoch 743 | loss: 0.0311745 | val_loss: 0.0311746 | Time: 2013.66 ms
[2020-12-21 18:11:59	                main:581]	:	INFO	:	Epoch 744 | loss: 0.0311734 | val_loss: 0.0311735 | Time: 2026.65 ms
[2020-12-21 18:12:01	                main:581]	:	INFO	:	Epoch 745 | loss: 0.0311731 | val_loss: 0.0311763 | Time: 2019.71 ms
[2020-12-21 18:12:03	                main:581]	:	INFO	:	Epoch 746 | loss: 0.031174 | val_loss: 0.0311761 | Time: 2024.15 ms
[2020-12-21 18:12:06	                main:581]	:	INFO	:	Epoch 747 | loss: 0.0311729 | val_loss: 0.0311741 | Time: 2021.65 ms
[2020-12-21 18:12:08	                main:581]	:	INFO	:	Epoch 748 | loss: 0.031172 | val_loss: 0.0311727 | Time: 2029.51 ms
[2020-12-21 18:12:10	                main:581]	:	INFO	:	Epoch 749 | loss: 0.0311722 | val_loss: 0.031175 | Time: 2028.36 ms
[2020-12-21 18:12:12	                main:581]	:	INFO	:	Epoch 750 | loss: 0.0311739 | val_loss: 0.0311725 | Time: 2021.07 ms
[2020-12-21 18:12:14	                main:581]	:	INFO	:	Epoch 751 | loss: 0.0311722 | val_loss: 0.0311735 | Time: 2021.67 ms
[2020-12-21 18:12:16	                main:581]	:	INFO	:	Epoch 752 | loss: 0.031172 | val_loss: 0.031172 | Time: 2019.63 ms
[2020-12-21 18:12:18	                main:581]	:	INFO	:	Epoch 753 | loss: 0.0311749 | val_loss: 0.0311774 | Time: 2026.14 ms
[2020-12-21 18:12:20	                main:581]	:	INFO	:	Epoch 754 | loss: 0.0311731 | val_loss: 0.0311733 | Time: 2019.83 ms
[2020-12-21 18:12:22	                main:581]	:	INFO	:	Epoch 755 | loss: 0.0311715 | val_loss: 0.0311721 | Time: 2026.12 ms
[2020-12-21 18:12:24	                main:581]	:	INFO	:	Epoch 756 | loss: 0.0311719 | val_loss: 0.0311772 | Time: 2016.83 ms
[2020-12-21 18:12:26	                main:581]	:	INFO	:	Epoch 757 | loss: 0.031172 | val_loss: 0.0311743 | Time: 2021.43 ms
[2020-12-21 18:12:28	                main:581]	:	INFO	:	Epoch 758 | loss: 0.0311716 | val_loss: 0.0311763 | Time: 2017.07 ms
[2020-12-21 18:12:30	                main:581]	:	INFO	:	Epoch 759 | loss: 0.031171 | val_loss: 0.0311744 | Time: 2030.2 ms
[2020-12-21 18:12:32	                main:581]	:	INFO	:	Epoch 760 | loss: 0.0311708 | val_loss: 0.0311727 | Time: 2015.35 ms
[2020-12-21 18:12:34	                main:581]	:	INFO	:	Epoch 761 | loss: 0.031171 | val_loss: 0.0311739 | Time: 2023.4 ms
[2020-12-21 18:12:36	                main:581]	:	INFO	:	Epoch 762 | loss: 0.0311706 | val_loss: 0.0311736 | Time: 2034.14 ms
[2020-12-21 18:12:38	                main:581]	:	INFO	:	Epoch 763 | loss: 0.031172 | val_loss: 0.0311781 | Time: 2020 ms
[2020-12-21 18:12:40	                main:581]	:	INFO	:	Epoch 764 | loss: 0.0311715 | val_loss: 0.0311754 | Time: 2021.44 ms
[2020-12-21 18:12:42	                main:581]	:	INFO	:	Epoch 765 | loss: 0.031172 | val_loss: 0.031174 | Time: 2015.05 ms
[2020-12-21 18:12:44	                main:581]	:	INFO	:	Epoch 766 | loss: 0.0311714 | val_loss: 0.0311765 | Time: 2024.62 ms
[2020-12-21 18:12:46	                main:581]	:	INFO	:	Epoch 767 | loss: 0.0311736 | val_loss: 0.0311747 | Time: 2026.6 ms
[2020-12-21 18:12:48	                main:581]	:	INFO	:	Epoch 768 | loss: 0.0311736 | val_loss: 0.031175 | Time: 2017.19 ms
[2020-12-21 18:12:50	                main:581]	:	INFO	:	Epoch 769 | loss: 0.0311721 | val_loss: 0.0311737 | Time: 2027.39 ms
[2020-12-21 18:12:52	                main:581]	:	INFO	:	Epoch 770 | loss: 0.0311731 | val_loss: 0.0311735 | Time: 2016.52 ms
[2020-12-21 18:12:54	                main:581]	:	INFO	:	Epoch 771 | loss: 0.0311714 | val_loss: 0.0311713 | Time: 2013.91 ms
[2020-12-21 18:12:56	                main:581]	:	INFO	:	Epoch 772 | loss: 0.03117 | val_loss: 0.0311734 | Time: 2027.89 ms
[2020-12-21 18:12:58	                main:581]	:	INFO	:	Epoch 773 | loss: 0.0311699 | val_loss: 0.0311722 | Time: 2027.43 ms
[2020-12-21 18:13:00	                main:581]	:	INFO	:	Epoch 774 | loss: 0.0311698 | val_loss: 0.0311728 | Time: 2028.72 ms
[2020-12-21 18:13:02	                main:581]	:	INFO	:	Epoch 775 | loss: 0.0311717 | val_loss: 0.0311747 | Time: 2027.41 ms
[2020-12-21 18:13:04	                main:581]	:	INFO	:	Epoch 776 | loss: 0.0311705 | val_loss: 0.0311793 | Time: 2020.83 ms
[2020-12-21 18:13:06	                main:581]	:	INFO	:	Epoch 777 | loss: 0.0311695 | val_loss: 0.0311742 | Time: 2029.64 ms
[2020-12-21 18:13:08	                main:581]	:	INFO	:	Epoch 778 | loss: 0.031169 | val_loss: 0.0311741 | Time: 2029.72 ms
[2020-12-21 18:13:10	                main:581]	:	INFO	:	Epoch 779 | loss: 0.031169 | val_loss: 0.0311733 | Time: 2025.14 ms
[2020-12-21 18:13:12	                main:581]	:	INFO	:	Epoch 780 | loss: 0.031168 | val_loss: 0.0311732 | Time: 2020.05 ms
[2020-12-21 18:13:14	                main:581]	:	INFO	:	Epoch 781 | loss: 0.0311671 | val_loss: 0.031173 | Time: 2027.06 ms
[2020-12-21 18:13:16	                main:581]	:	INFO	:	Epoch 782 | loss: 0.0311676 | val_loss: 0.0311739 | Time: 2016.5 ms
[2020-12-21 18:13:18	                main:581]	:	INFO	:	Epoch 783 | loss: 0.0311664 | val_loss: 0.0311736 | Time: 2023.02 ms
[2020-12-21 18:13:20	                main:581]	:	INFO	:	Epoch 784 | loss: 0.0311671 | val_loss: 0.0311734 | Time: 2027.85 ms
[2020-12-21 18:13:22	                main:581]	:	INFO	:	Epoch 785 | loss: 0.0311659 | val_loss: 0.0311737 | Time: 2016.33 ms
[2020-12-21 18:13:24	                main:581]	:	INFO	:	Epoch 786 | loss: 0.0311681 | val_loss: 0.0311729 | Time: 2016.71 ms
[2020-12-21 18:13:26	                main:581]	:	INFO	:	Epoch 787 | loss: 0.0311692 | val_loss: 0.0311734 | Time: 2030.87 ms
[2020-12-21 18:13:28	                main:581]	:	INFO	:	Epoch 788 | loss: 0.0311689 | val_loss: 0.0311734 | Time: 2030.89 ms
[2020-12-21 18:13:31	                main:581]	:	INFO	:	Epoch 789 | loss: 0.0311664 | val_loss: 0.0311724 | Time: 2025.79 ms
[2020-12-21 18:13:33	                main:581]	:	INFO	:	Epoch 790 | loss: 0.031167 | val_loss: 0.0311737 | Time: 2017.6 ms
[2020-12-21 18:13:35	                main:581]	:	INFO	:	Epoch 791 | loss: 0.0311686 | val_loss: 0.0311759 | Time: 2025.59 ms
[2020-12-21 18:13:37	                main:581]	:	INFO	:	Epoch 792 | loss: 0.0311683 | val_loss: 0.0311833 | Time: 2021.33 ms
[2020-12-21 18:13:39	                main:581]	:	INFO	:	Epoch 793 | loss: 0.0311682 | val_loss: 0.0311735 | Time: 2030.15 ms
[2020-12-21 18:13:41	                main:581]	:	INFO	:	Epoch 794 | loss: 0.0311712 | val_loss: 0.0311751 | Time: 2023.72 ms
[2020-12-21 18:13:43	                main:581]	:	INFO	:	Epoch 795 | loss: 0.0311702 | val_loss: 0.0311738 | Time: 2014.23 ms
[2020-12-21 18:13:45	                main:581]	:	INFO	:	Epoch 796 | loss: 0.0311688 | val_loss: 0.0311738 | Time: 2034.22 ms
[2020-12-21 18:13:47	                main:581]	:	INFO	:	Epoch 797 | loss: 0.0311676 | val_loss: 0.0311791 | Time: 2017.54 ms
[2020-12-21 18:13:49	                main:581]	:	INFO	:	Epoch 798 | loss: 0.0311685 | val_loss: 0.0311791 | Time: 2027.33 ms
[2020-12-21 18:13:51	                main:581]	:	INFO	:	Epoch 799 | loss: 0.0311678 | val_loss: 0.0311769 | Time: 2021.41 ms
[2020-12-21 18:13:53	                main:581]	:	INFO	:	Epoch 800 | loss: 0.0311675 | val_loss: 0.0311741 | Time: 2031.65 ms
[2020-12-21 18:13:55	                main:581]	:	INFO	:	Epoch 801 | loss: 0.0311669 | val_loss: 0.031172 | Time: 2028.51 ms
[2020-12-21 18:13:57	                main:581]	:	INFO	:	Epoch 802 | loss: 0.0311656 | val_loss: 0.0311734 | Time: 2025.15 ms
[2020-12-21 18:13:59	                main:581]	:	INFO	:	Epoch 803 | loss: 0.0311666 | val_loss: 0.0311768 | Time: 2017.41 ms
[2020-12-21 18:14:01	                main:581]	:	INFO	:	Epoch 804 | loss: 0.0311681 | val_loss: 0.031171 | Time: 2024.88 ms
[2020-12-21 18:14:03	                main:581]	:	INFO	:	Epoch 805 | loss: 0.031166 | val_loss: 0.0311741 | Time: 2020.21 ms
[2020-12-21 18:14:05	                main:581]	:	INFO	:	Epoch 806 | loss: 0.031164 | val_loss: 0.0311741 | Time: 2016.1 ms
[2020-12-21 18:14:07	                main:581]	:	INFO	:	Epoch 807 | loss: 0.0311627 | val_loss: 0.03117 | Time: 2022.99 ms
[2020-12-21 18:14:09	                main:581]	:	INFO	:	Epoch 808 | loss: 0.031165 | val_loss: 0.0311771 | Time: 2014.99 ms
[2020-12-21 18:14:11	                main:581]	:	INFO	:	Epoch 809 | loss: 0.0311672 | val_loss: 0.0311749 | Time: 2023.15 ms
[2020-12-21 18:14:13	                main:581]	:	INFO	:	Epoch 810 | loss: 0.0311694 | val_loss: 0.0311741 | Time: 2025.51 ms
[2020-12-21 18:14:15	                main:581]	:	INFO	:	Epoch 811 | loss: 0.031167 | val_loss: 0.0311728 | Time: 2020.88 ms
[2020-12-21 18:14:17	                main:581]	:	INFO	:	Epoch 812 | loss: 0.0311703 | val_loss: 0.031184 | Time: 2024.73 ms
[2020-12-21 18:14:19	                main:581]	:	INFO	:	Epoch 813 | loss: 0.0311715 | val_loss: 0.0311709 | Time: 2025.41 ms
[2020-12-21 18:14:21	                main:581]	:	INFO	:	Epoch 814 | loss: 0.0311698 | val_loss: 0.0311729 | Time: 2020.58 ms
[2020-12-21 18:14:23	                main:581]	:	INFO	:	Epoch 815 | loss: 0.0311696 | val_loss: 0.0311711 | Time: 2029.48 ms
[2020-12-21 18:14:25	                main:581]	:	INFO	:	Epoch 816 | loss: 0.0311657 | val_loss: 0.0311697 | Time: 2019.11 ms
[2020-12-21 18:14:27	                main:581]	:	INFO	:	Epoch 817 | loss: 0.0311645 | val_loss: 0.0311701 | Time: 2030.03 ms
[2020-12-21 18:14:29	                main:581]	:	INFO	:	Epoch 818 | loss: 0.0311644 | val_loss: 0.0311727 | Time: 2018.39 ms
[2020-12-21 18:14:31	                main:581]	:	INFO	:	Epoch 819 | loss: 0.0311657 | val_loss: 0.0311696 | Time: 2027.62 ms
[2020-12-21 18:14:33	                main:581]	:	INFO	:	Epoch 820 | loss: 0.0311664 | val_loss: 0.0311686 | Time: 2022.37 ms
[2020-12-21 18:14:35	                main:581]	:	INFO	:	Epoch 821 | loss: 0.0311662 | val_loss: 0.0311755 | Time: 2028.47 ms
[2020-12-21 18:14:37	                main:581]	:	INFO	:	Epoch 822 | loss: 0.0311687 | val_loss: 0.0311696 | Time: 2016.3 ms
[2020-12-21 18:14:39	                main:581]	:	INFO	:	Epoch 823 | loss: 0.0311649 | val_loss: 0.0311676 | Time: 2023.9 ms
[2020-12-21 18:14:41	                main:581]	:	INFO	:	Epoch 824 | loss: 0.0311629 | val_loss: 0.0311704 | Time: 2006.69 ms
[2020-12-21 18:14:43	                main:581]	:	INFO	:	Epoch 825 | loss: 0.0311632 | val_loss: 0.0311693 | Time: 1939.3 ms
[2020-12-21 18:14:45	                main:581]	:	INFO	:	Epoch 826 | loss: 0.0311643 | val_loss: 0.0311679 | Time: 2036.42 ms
[2020-12-21 18:14:47	                main:581]	:	INFO	:	Epoch 827 | loss: 0.0311648 | val_loss: 0.0311713 | Time: 2018.84 ms
[2020-12-21 18:14:49	                main:581]	:	INFO	:	Epoch 828 | loss: 0.031164 | val_loss: 0.0311699 | Time: 2018.62 ms
[2020-12-21 18:14:51	                main:581]	:	INFO	:	Epoch 829 | loss: 0.0311629 | val_loss: 0.0311699 | Time: 2027.72 ms
[2020-12-21 18:14:53	                main:581]	:	INFO	:	Epoch 830 | loss: 0.031162 | val_loss: 0.0311724 | Time: 2018.97 ms
[2020-12-21 18:14:55	                main:581]	:	INFO	:	Epoch 831 | loss: 0.031165 | val_loss: 0.0311714 | Time: 2029.61 ms
[2020-12-21 18:14:57	                main:581]	:	INFO	:	Epoch 832 | loss: 0.0311653 | val_loss: 0.0311775 | Time: 2025.14 ms
[2020-12-21 18:14:59	                main:581]	:	INFO	:	Epoch 833 | loss: 0.0311641 | val_loss: 0.03117 | Time: 2019.83 ms
[2020-12-21 18:15:01	                main:581]	:	INFO	:	Epoch 834 | loss: 0.0311642 | val_loss: 0.0311684 | Time: 2032.49 ms
[2020-12-21 18:15:04	                main:581]	:	INFO	:	Epoch 835 | loss: 0.0311651 | val_loss: 0.0311712 | Time: 2023.41 ms
[2020-12-21 18:15:06	                main:581]	:	INFO	:	Epoch 836 | loss: 0.0311629 | val_loss: 0.0311729 | Time: 2024.66 ms
[2020-12-21 18:15:08	                main:581]	:	INFO	:	Epoch 837 | loss: 0.031164 | val_loss: 0.0311718 | Time: 2033.01 ms
[2020-12-21 18:15:10	                main:581]	:	INFO	:	Epoch 838 | loss: 0.0311629 | val_loss: 0.0311744 | Time: 2023.6 ms
[2020-12-21 18:15:12	                main:581]	:	INFO	:	Epoch 839 | loss: 0.0311608 | val_loss: 0.031175 | Time: 2037.96 ms
[2020-12-21 18:15:14	                main:581]	:	INFO	:	Epoch 840 | loss: 0.0311609 | val_loss: 0.0311722 | Time: 2024.88 ms
[2020-12-21 18:15:16	                main:581]	:	INFO	:	Epoch 841 | loss: 0.0311663 | val_loss: 0.0311755 | Time: 2019.85 ms
[2020-12-21 18:15:18	                main:581]	:	INFO	:	Epoch 842 | loss: 0.0311662 | val_loss: 0.0311726 | Time: 2026.82 ms
[2020-12-21 18:15:20	                main:581]	:	INFO	:	Epoch 843 | loss: 0.0311651 | val_loss: 0.0311731 | Time: 2034.34 ms
[2020-12-21 18:15:22	                main:581]	:	INFO	:	Epoch 844 | loss: 0.0311671 | val_loss: 0.031171 | Time: 2029.53 ms
[2020-12-21 18:15:24	                main:581]	:	INFO	:	Epoch 845 | loss: 0.0311646 | val_loss: 0.0311729 | Time: 2019.43 ms
[2020-12-21 18:15:26	                main:581]	:	INFO	:	Epoch 846 | loss: 0.0311625 | val_loss: 0.0311736 | Time: 2030 ms
[2020-12-21 18:15:28	                main:581]	:	INFO	:	Epoch 847 | loss: 0.0311613 | val_loss: 0.0311733 | Time: 2026.68 ms
[2020-12-21 18:15:30	                main:581]	:	INFO	:	Epoch 848 | loss: 0.0311614 | val_loss: 0.0311779 | Time: 2029.99 ms
[2020-12-21 18:15:32	                main:581]	:	INFO	:	Epoch 849 | loss: 0.031162 | val_loss: 0.0311745 | Time: 2016.2 ms
[2020-12-21 18:15:34	                main:581]	:	INFO	:	Epoch 850 | loss: 0.031162 | val_loss: 0.031177 | Time: 2029.1 ms
[2020-12-21 18:15:36	                main:581]	:	INFO	:	Epoch 851 | loss: 0.0311597 | val_loss: 0.0311746 | Time: 2026.6 ms
[2020-12-21 18:15:38	                main:581]	:	INFO	:	Epoch 852 | loss: 0.0311595 | val_loss: 0.0311748 | Time: 1982.79 ms
[2020-12-21 18:15:40	                main:581]	:	INFO	:	Epoch 853 | loss: 0.0311593 | val_loss: 0.0311743 | Time: 2012.51 ms
[2020-12-21 18:15:42	                main:581]	:	INFO	:	Epoch 854 | loss: 0.0311607 | val_loss: 0.0311791 | Time: 2023.23 ms
[2020-12-21 18:15:44	                main:581]	:	INFO	:	Epoch 855 | loss: 0.0311599 | val_loss: 0.0311763 | Time: 2016 ms
[2020-12-21 18:15:46	                main:581]	:	INFO	:	Epoch 856 | loss: 0.0311603 | val_loss: 0.0311733 | Time: 2024.77 ms
[2020-12-21 18:15:48	                main:581]	:	INFO	:	Epoch 857 | loss: 0.0311622 | val_loss: 0.0311749 | Time: 2023.98 ms
[2020-12-21 18:15:50	                main:581]	:	INFO	:	Epoch 858 | loss: 0.0311615 | val_loss: 0.0311775 | Time: 2019.1 ms
[2020-12-21 18:15:52	                main:581]	:	INFO	:	Epoch 859 | loss: 0.0311614 | val_loss: 0.0311739 | Time: 2026.98 ms
[2020-12-21 18:15:54	                main:581]	:	INFO	:	Epoch 860 | loss: 0.0311611 | val_loss: 0.0311711 | Time: 2017.02 ms
[2020-12-21 18:15:56	                main:581]	:	INFO	:	Epoch 861 | loss: 0.0311626 | val_loss: 0.0311699 | Time: 2022.85 ms
[2020-12-21 18:15:58	                main:581]	:	INFO	:	Epoch 862 | loss: 0.0311625 | val_loss: 0.0311746 | Time: 2031.25 ms
[2020-12-21 18:16:00	                main:581]	:	INFO	:	Epoch 863 | loss: 0.0311615 | val_loss: 0.0311742 | Time: 2035.51 ms
[2020-12-21 18:16:02	                main:581]	:	INFO	:	Epoch 864 | loss: 0.0311619 | val_loss: 0.0311753 | Time: 2036.95 ms
[2020-12-21 18:16:04	                main:581]	:	INFO	:	Epoch 865 | loss: 0.0311594 | val_loss: 0.0311745 | Time: 2037.01 ms
[2020-12-21 18:16:06	                main:581]	:	INFO	:	Epoch 866 | loss: 0.0311603 | val_loss: 0.0311719 | Time: 2018.58 ms
[2020-12-21 18:16:08	                main:581]	:	INFO	:	Epoch 867 | loss: 0.031161 | val_loss: 0.03117 | Time: 2031.57 ms
[2020-12-21 18:16:10	                main:581]	:	INFO	:	Epoch 868 | loss: 0.0311631 | val_loss: 0.0311702 | Time: 2026.51 ms
[2020-12-21 18:16:12	                main:581]	:	INFO	:	Epoch 869 | loss: 0.0311606 | val_loss: 0.031168 | Time: 2028.26 ms
[2020-12-21 18:16:14	                main:581]	:	INFO	:	Epoch 870 | loss: 0.0311594 | val_loss: 0.0311737 | Time: 2032.77 ms
[2020-12-21 18:16:16	                main:581]	:	INFO	:	Epoch 871 | loss: 0.03116 | val_loss: 0.0311699 | Time: 2031.53 ms
[2020-12-21 18:16:18	                main:581]	:	INFO	:	Epoch 872 | loss: 0.0311598 | val_loss: 0.0311717 | Time: 2025 ms
[2020-12-21 18:16:20	                main:581]	:	INFO	:	Epoch 873 | loss: 0.0311594 | val_loss: 0.0311702 | Time: 2036.1 ms
[2020-12-21 18:16:23	                main:581]	:	INFO	:	Epoch 874 | loss: 0.0311628 | val_loss: 0.0311715 | Time: 2017.73 ms
[2020-12-21 18:16:25	                main:581]	:	INFO	:	Epoch 875 | loss: 0.0311619 | val_loss: 0.0311716 | Time: 2020.59 ms
[2020-12-21 18:16:27	                main:581]	:	INFO	:	Epoch 876 | loss: 0.0311618 | val_loss: 0.0311709 | Time: 2027.85 ms
[2020-12-21 18:16:29	                main:581]	:	INFO	:	Epoch 877 | loss: 0.0311621 | val_loss: 0.0311709 | Time: 2018 ms
[2020-12-21 18:16:31	                main:581]	:	INFO	:	Epoch 878 | loss: 0.0311628 | val_loss: 0.0311678 | Time: 2020.69 ms
[2020-12-21 18:16:33	                main:581]	:	INFO	:	Epoch 879 | loss: 0.031163 | val_loss: 0.0311688 | Time: 2032.35 ms
[2020-12-21 18:16:35	                main:581]	:	INFO	:	Epoch 880 | loss: 0.0311648 | val_loss: 0.0311742 | Time: 2029.01 ms
[2020-12-21 18:16:37	                main:581]	:	INFO	:	Epoch 881 | loss: 0.0311664 | val_loss: 0.0311724 | Time: 2038.5 ms
[2020-12-21 18:16:39	                main:581]	:	INFO	:	Epoch 882 | loss: 0.031164 | val_loss: 0.0311785 | Time: 2035.39 ms
[2020-12-21 18:16:41	                main:581]	:	INFO	:	Epoch 883 | loss: 0.0311636 | val_loss: 0.0311683 | Time: 2033.16 ms
[2020-12-21 18:16:43	                main:581]	:	INFO	:	Epoch 884 | loss: 0.031162 | val_loss: 0.0311717 | Time: 2037.92 ms
[2020-12-21 18:16:45	                main:581]	:	INFO	:	Epoch 885 | loss: 0.031162 | val_loss: 0.0311713 | Time: 2037.59 ms
[2020-12-21 18:16:47	                main:581]	:	INFO	:	Epoch 886 | loss: 0.0311616 | val_loss: 0.0311694 | Time: 2034.77 ms
[2020-12-21 18:16:49	                main:581]	:	INFO	:	Epoch 887 | loss: 0.0311611 | val_loss: 0.0311711 | Time: 2033.77 ms
[2020-12-21 18:16:51	                main:581]	:	INFO	:	Epoch 888 | loss: 0.03116 | val_loss: 0.0311756 | Time: 2023.32 ms
[2020-12-21 18:16:53	                main:581]	:	INFO	:	Epoch 889 | loss: 0.0311618 | val_loss: 0.0311737 | Time: 2035.92 ms
[2020-12-21 18:16:55	                main:581]	:	INFO	:	Epoch 890 | loss: 0.0311617 | val_loss: 0.0311724 | Time: 2043.86 ms
[2020-12-21 18:16:57	                main:581]	:	INFO	:	Epoch 891 | loss: 0.0311604 | val_loss: 0.03117 | Time: 2025.78 ms
[2020-12-21 18:16:59	                main:581]	:	INFO	:	Epoch 892 | loss: 0.0311597 | val_loss: 0.0311744 | Time: 2031.81 ms
[2020-12-21 18:17:01	                main:581]	:	INFO	:	Epoch 893 | loss: 0.0311595 | val_loss: 0.0311703 | Time: 2034.07 ms
[2020-12-21 18:17:03	                main:581]	:	INFO	:	Epoch 894 | loss: 0.0311579 | val_loss: 0.0311675 | Time: 2039.4 ms
[2020-12-21 18:17:05	                main:581]	:	INFO	:	Epoch 895 | loss: 0.0311578 | val_loss: 0.0311695 | Time: 2030.05 ms
[2020-12-21 18:17:07	                main:581]	:	INFO	:	Epoch 896 | loss: 0.0311612 | val_loss: 0.0311703 | Time: 2035.67 ms
[2020-12-21 18:17:09	                main:581]	:	INFO	:	Epoch 897 | loss: 0.0311594 | val_loss: 0.03117 | Time: 2034.89 ms
[2020-12-21 18:17:11	                main:581]	:	INFO	:	Epoch 898 | loss: 0.0311597 | val_loss: 0.0311735 | Time: 2033.96 ms
[2020-12-21 18:17:13	                main:581]	:	INFO	:	Epoch 899 | loss: 0.0311604 | val_loss: 0.0311735 | Time: 2023.76 ms
[2020-12-21 18:17:15	                main:581]	:	INFO	:	Epoch 900 | loss: 0.0311606 | val_loss: 0.0311695 | Time: 2028.66 ms
[2020-12-21 18:17:17	                main:581]	:	INFO	:	Epoch 901 | loss: 0.031161 | val_loss: 0.0311695 | Time: 2029.3 ms
[2020-12-21 18:17:19	                main:581]	:	INFO	:	Epoch 902 | loss: 0.0311585 | val_loss: 0.0311723 | Time: 2024.29 ms
[2020-12-21 18:17:21	                main:581]	:	INFO	:	Epoch 903 | loss: 0.0311578 | val_loss: 0.0311665 | Time: 2032.31 ms
[2020-12-21 18:17:23	                main:581]	:	INFO	:	Epoch 904 | loss: 0.0311575 | val_loss: 0.0311673 | Time: 2029.26 ms
[2020-12-21 18:17:25	                main:581]	:	INFO	:	Epoch 905 | loss: 0.0311582 | val_loss: 0.0311693 | Time: 2022.73 ms
[2020-12-21 18:17:27	                main:581]	:	INFO	:	Epoch 906 | loss: 0.0311593 | val_loss: 0.0311708 | Time: 2022.13 ms
[2020-12-21 18:17:30	                main:581]	:	INFO	:	Epoch 907 | loss: 0.0311586 | val_loss: 0.0311777 | Time: 2031.13 ms
[2020-12-21 18:17:32	                main:581]	:	INFO	:	Epoch 908 | loss: 0.03116 | val_loss: 0.0311674 | Time: 2023.35 ms
[2020-12-21 18:17:34	                main:581]	:	INFO	:	Epoch 909 | loss: 0.0311598 | val_loss: 0.0311678 | Time: 2029.05 ms
[2020-12-21 18:17:36	                main:581]	:	INFO	:	Epoch 910 | loss: 0.0311599 | val_loss: 0.0311735 | Time: 2031.61 ms
[2020-12-21 18:17:38	                main:581]	:	INFO	:	Epoch 911 | loss: 0.0311613 | val_loss: 0.0311692 | Time: 2023.53 ms
[2020-12-21 18:17:40	                main:581]	:	INFO	:	Epoch 912 | loss: 0.0311623 | val_loss: 0.0311719 | Time: 2029.05 ms
[2020-12-21 18:17:42	                main:581]	:	INFO	:	Epoch 913 | loss: 0.0311617 | val_loss: 0.0311684 | Time: 2029.12 ms
[2020-12-21 18:17:44	                main:581]	:	INFO	:	Epoch 914 | loss: 0.0311615 | val_loss: 0.0311713 | Time: 2022.22 ms
[2020-12-21 18:17:46	                main:581]	:	INFO	:	Epoch 915 | loss: 0.0311611 | val_loss: 0.0311726 | Time: 2029.28 ms
[2020-12-21 18:17:48	                main:581]	:	INFO	:	Epoch 916 | loss: 0.0311588 | val_loss: 0.0311682 | Time: 2015.41 ms
[2020-12-21 18:17:50	                main:581]	:	INFO	:	Epoch 917 | loss: 0.0311581 | val_loss: 0.0311725 | Time: 2019.82 ms
[2020-12-21 18:17:52	                main:581]	:	INFO	:	Epoch 918 | loss: 0.0311582 | val_loss: 0.031169 | Time: 2024.99 ms
[2020-12-21 18:17:54	                main:581]	:	INFO	:	Epoch 919 | loss: 0.0311635 | val_loss: 0.0311697 | Time: 2021.74 ms
[2020-12-21 18:17:56	                main:581]	:	INFO	:	Epoch 920 | loss: 0.0311629 | val_loss: 0.0311762 | Time: 2029.61 ms
[2020-12-21 18:17:58	                main:581]	:	INFO	:	Epoch 921 | loss: 0.0311605 | val_loss: 0.0311699 | Time: 2015.6 ms
[2020-12-21 18:18:00	                main:581]	:	INFO	:	Epoch 922 | loss: 0.0311604 | val_loss: 0.0311694 | Time: 2030.87 ms
[2020-12-21 18:18:02	                main:581]	:	INFO	:	Epoch 923 | loss: 0.0311604 | val_loss: 0.0311699 | Time: 2025.16 ms
[2020-12-21 18:18:04	                main:581]	:	INFO	:	Epoch 924 | loss: 0.0311598 | val_loss: 0.0311721 | Time: 2029.57 ms
[2020-12-21 18:18:06	                main:581]	:	INFO	:	Epoch 925 | loss: 0.0311617 | val_loss: 0.0311697 | Time: 2020.37 ms
[2020-12-21 18:18:08	                main:581]	:	INFO	:	Epoch 926 | loss: 0.0311604 | val_loss: 0.0311727 | Time: 2033.17 ms
[2020-12-21 18:18:10	                main:581]	:	INFO	:	Epoch 927 | loss: 0.0311594 | val_loss: 0.0311684 | Time: 2017.92 ms
[2020-12-21 18:18:12	                main:581]	:	INFO	:	Epoch 928 | loss: 0.0311599 | val_loss: 0.0311733 | Time: 2029.04 ms
[2020-12-21 18:18:14	                main:581]	:	INFO	:	Epoch 929 | loss: 0.0311603 | val_loss: 0.0311735 | Time: 2016.42 ms
[2020-12-21 18:18:16	                main:581]	:	INFO	:	Epoch 930 | loss: 0.0311613 | val_loss: 0.0311784 | Time: 2033.78 ms
[2020-12-21 18:18:18	                main:581]	:	INFO	:	Epoch 931 | loss: 0.0311619 | val_loss: 0.0311795 | Time: 2031.26 ms
[2020-12-21 18:18:20	                main:581]	:	INFO	:	Epoch 932 | loss: 0.0311611 | val_loss: 0.0311734 | Time: 2029.63 ms
[2020-12-21 18:18:22	                main:581]	:	INFO	:	Epoch 933 | loss: 0.0311575 | val_loss: 0.0311696 | Time: 2029.82 ms
[2020-12-21 18:18:24	                main:581]	:	INFO	:	Epoch 934 | loss: 0.0311604 | val_loss: 0.0311849 | Time: 2019.18 ms
[2020-12-21 18:18:26	                main:581]	:	INFO	:	Epoch 935 | loss: 0.0311658 | val_loss: 0.0311723 | Time: 2029.54 ms
[2020-12-21 18:18:28	                main:581]	:	INFO	:	Epoch 936 | loss: 0.0311584 | val_loss: 0.0311698 | Time: 2032.22 ms
[2020-12-21 18:18:30	                main:581]	:	INFO	:	Epoch 937 | loss: 0.0311587 | val_loss: 0.0311719 | Time: 2030.22 ms
[2020-12-21 18:18:32	                main:581]	:	INFO	:	Epoch 938 | loss: 0.0311584 | val_loss: 0.0311834 | Time: 2025.53 ms
[2020-12-21 18:18:34	                main:581]	:	INFO	:	Epoch 939 | loss: 0.031161 | val_loss: 0.0311708 | Time: 2022.1 ms
[2020-12-21 18:18:36	                main:581]	:	INFO	:	Epoch 940 | loss: 0.0311569 | val_loss: 0.0311693 | Time: 2031.84 ms
[2020-12-21 18:18:38	                main:581]	:	INFO	:	Epoch 941 | loss: 0.0311588 | val_loss: 0.0311754 | Time: 2033.53 ms
[2020-12-21 18:18:40	                main:581]	:	INFO	:	Epoch 942 | loss: 0.0311637 | val_loss: 0.0311735 | Time: 2026.32 ms
[2020-12-21 18:18:42	                main:581]	:	INFO	:	Epoch 943 | loss: 0.0311585 | val_loss: 0.0311709 | Time: 2023.72 ms
[2020-12-21 18:18:45	                main:581]	:	INFO	:	Epoch 944 | loss: 0.0311596 | val_loss: 0.0311768 | Time: 2030.97 ms
[2020-12-21 18:18:47	                main:581]	:	INFO	:	Epoch 945 | loss: 0.0311719 | val_loss: 0.0311744 | Time: 2022.95 ms
[2020-12-21 18:18:49	                main:581]	:	INFO	:	Epoch 946 | loss: 0.0311723 | val_loss: 0.0311748 | Time: 2028.89 ms
[2020-12-21 18:18:51	                main:581]	:	INFO	:	Epoch 947 | loss: 0.0311707 | val_loss: 0.0311768 | Time: 2028.42 ms
[2020-12-21 18:18:53	                main:581]	:	INFO	:	Epoch 948 | loss: 0.0311709 | val_loss: 0.0311727 | Time: 2025.16 ms
[2020-12-21 18:18:55	                main:581]	:	INFO	:	Epoch 949 | loss: 0.0311707 | val_loss: 0.0311725 | Time: 2046.52 ms
[2020-12-21 18:18:57	                main:581]	:	INFO	:	Epoch 950 | loss: 0.0311682 | val_loss: 0.0311755 | Time: 2036.77 ms
[2020-12-21 18:18:59	                main:581]	:	INFO	:	Epoch 951 | loss: 0.0311696 | val_loss: 0.0311725 | Time: 2037.76 ms
[2020-12-21 18:19:01	                main:581]	:	INFO	:	Epoch 952 | loss: 0.0311682 | val_loss: 0.0311717 | Time: 2044.4 ms
[2020-12-21 18:19:03	                main:581]	:	INFO	:	Epoch 953 | loss: 0.03117 | val_loss: 0.0311724 | Time: 2037.91 ms
[2020-12-21 18:19:05	                main:581]	:	INFO	:	Epoch 954 | loss: 0.0311675 | val_loss: 0.0311717 | Time: 2027.64 ms
[2020-12-21 18:19:07	                main:581]	:	INFO	:	Epoch 955 | loss: 0.0311664 | val_loss: 0.0311716 | Time: 2030.94 ms
[2020-12-21 18:19:09	                main:581]	:	INFO	:	Epoch 956 | loss: 0.0311686 | val_loss: 0.0311701 | Time: 2028.56 ms
[2020-12-21 18:19:11	                main:581]	:	INFO	:	Epoch 957 | loss: 0.0311674 | val_loss: 0.0311716 | Time: 2030.15 ms
[2020-12-21 18:19:13	                main:581]	:	INFO	:	Epoch 958 | loss: 0.0311669 | val_loss: 0.0311718 | Time: 2030.26 ms
[2020-12-21 18:19:15	                main:581]	:	INFO	:	Epoch 959 | loss: 0.0311683 | val_loss: 0.0311696 | Time: 2018.69 ms
[2020-12-21 18:19:17	                main:581]	:	INFO	:	Epoch 960 | loss: 0.0311702 | val_loss: 0.0311755 | Time: 2031.24 ms
[2020-12-21 18:19:19	                main:581]	:	INFO	:	Epoch 961 | loss: 0.0311689 | val_loss: 0.0311707 | Time: 2028.94 ms
[2020-12-21 18:19:21	                main:581]	:	INFO	:	Epoch 962 | loss: 0.0311686 | val_loss: 0.031172 | Time: 2032.62 ms
[2020-12-21 18:19:23	                main:581]	:	INFO	:	Epoch 963 | loss: 0.0311672 | val_loss: 0.0311725 | Time: 2029.53 ms
[2020-12-21 18:19:25	                main:581]	:	INFO	:	Epoch 964 | loss: 0.0311651 | val_loss: 0.0311714 | Time: 2022.21 ms
[2020-12-21 18:19:27	                main:581]	:	INFO	:	Epoch 965 | loss: 0.0311633 | val_loss: 0.0311702 | Time: 2029.83 ms
[2020-12-21 18:19:29	                main:581]	:	INFO	:	Epoch 966 | loss: 0.0311635 | val_loss: 0.0311697 | Time: 2016.67 ms
[2020-12-21 18:19:31	                main:581]	:	INFO	:	Epoch 967 | loss: 0.0311624 | val_loss: 0.031173 | Time: 2028.09 ms
[2020-12-21 18:19:33	                main:581]	:	INFO	:	Epoch 968 | loss: 0.0311615 | val_loss: 0.0311723 | Time: 2023.19 ms
[2020-12-21 18:19:35	                main:581]	:	INFO	:	Epoch 969 | loss: 0.0311621 | val_loss: 0.0311726 | Time: 2019.46 ms
[2020-12-21 18:19:37	                main:581]	:	INFO	:	Epoch 970 | loss: 0.0311606 | val_loss: 0.031172 | Time: 2033.28 ms
[2020-12-21 18:19:39	                main:581]	:	INFO	:	Epoch 971 | loss: 0.0311596 | val_loss: 0.0311718 | Time: 2020.26 ms
[2020-12-21 18:19:41	                main:581]	:	INFO	:	Epoch 972 | loss: 0.0311596 | val_loss: 0.0311695 | Time: 2031.62 ms
[2020-12-21 18:19:43	                main:581]	:	INFO	:	Epoch 973 | loss: 0.0311583 | val_loss: 0.0311809 | Time: 2026.06 ms
[2020-12-21 18:19:45	                main:581]	:	INFO	:	Epoch 974 | loss: 0.0311616 | val_loss: 0.0311714 | Time: 2026.57 ms
[2020-12-21 18:19:47	                main:581]	:	INFO	:	Epoch 975 | loss: 0.0311617 | val_loss: 0.0311734 | Time: 2035.34 ms
[2020-12-21 18:19:49	                main:581]	:	INFO	:	Epoch 976 | loss: 0.03116 | val_loss: 0.0311766 | Time: 2039.15 ms
[2020-12-21 18:19:52	                main:581]	:	INFO	:	Epoch 977 | loss: 0.0311593 | val_loss: 0.0311682 | Time: 2031.2 ms
[2020-12-21 18:19:54	                main:581]	:	INFO	:	Epoch 978 | loss: 0.031161 | val_loss: 0.0311697 | Time: 2040.11 ms
[2020-12-21 18:19:56	                main:581]	:	INFO	:	Epoch 979 | loss: 0.0311602 | val_loss: 0.0311687 | Time: 2024.55 ms
[2020-12-21 18:19:58	                main:581]	:	INFO	:	Epoch 980 | loss: 0.031161 | val_loss: 0.0311695 | Time: 2037.26 ms
[2020-12-21 18:20:00	                main:581]	:	INFO	:	Epoch 981 | loss: 0.0311596 | val_loss: 0.0311714 | Time: 2040.26 ms
[2020-12-21 18:20:02	                main:581]	:	INFO	:	Epoch 982 | loss: 0.0311604 | val_loss: 0.0311681 | Time: 2037.84 ms
[2020-12-21 18:20:04	                main:581]	:	INFO	:	Epoch 983 | loss: 0.0311591 | val_loss: 0.0311742 | Time: 2035.35 ms
[2020-12-21 18:20:06	                main:581]	:	INFO	:	Epoch 984 | loss: 0.0311594 | val_loss: 0.0311775 | Time: 2027.77 ms
[2020-12-21 18:20:08	                main:581]	:	INFO	:	Epoch 985 | loss: 0.0311596 | val_loss: 0.0311663 | Time: 2032.68 ms
[2020-12-21 18:20:10	                main:581]	:	INFO	:	Epoch 986 | loss: 0.0311569 | val_loss: 0.0311675 | Time: 2036.9 ms
[2020-12-21 18:20:12	                main:581]	:	INFO	:	Epoch 987 | loss: 0.0311573 | val_loss: 0.0311684 | Time: 2026.46 ms
[2020-12-21 18:20:14	                main:581]	:	INFO	:	Epoch 988 | loss: 0.0311581 | val_loss: 0.0311802 | Time: 2038.48 ms
[2020-12-21 18:20:16	                main:581]	:	INFO	:	Epoch 989 | loss: 0.0311602 | val_loss: 0.0311695 | Time: 2039.91 ms
[2020-12-21 18:20:18	                main:581]	:	INFO	:	Epoch 990 | loss: 0.0311611 | val_loss: 0.0311706 | Time: 2019.63 ms
[2020-12-21 18:20:20	                main:581]	:	INFO	:	Epoch 991 | loss: 0.0311595 | val_loss: 0.0311742 | Time: 2035.89 ms
[2020-12-21 18:20:22	                main:581]	:	INFO	:	Epoch 992 | loss: 0.0311608 | val_loss: 0.0311674 | Time: 2032.94 ms
[2020-12-21 18:20:24	                main:581]	:	INFO	:	Epoch 993 | loss: 0.03116 | val_loss: 0.0311696 | Time: 2033.05 ms
[2020-12-21 18:20:26	                main:581]	:	INFO	:	Epoch 994 | loss: 0.0311627 | val_loss: 0.0311717 | Time: 2030.22 ms
[2020-12-21 18:20:28	                main:581]	:	INFO	:	Epoch 995 | loss: 0.0311603 | val_loss: 0.0311723 | Time: 2039.89 ms
[2020-12-21 18:20:30	                main:581]	:	INFO	:	Epoch 996 | loss: 0.0311593 | val_loss: 0.0311682 | Time: 2035.36 ms
[2020-12-21 18:20:32	                main:581]	:	INFO	:	Epoch 997 | loss: 0.0311709 | val_loss: 0.0311714 | Time: 2024.52 ms
[2020-12-21 18:20:34	                main:581]	:	INFO	:	Epoch 998 | loss: 0.0311768 | val_loss: 0.0311733 | Time: 2033.79 ms
[2020-12-21 18:20:36	                main:581]	:	INFO	:	Epoch 999 | loss: 0.0311777 | val_loss: 0.0311741 | Time: 2034.01 ms
[2020-12-21 18:20:38	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.0311743 | val_loss: 0.0311702 | Time: 2033.34 ms
[2020-12-21 18:20:40	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.0311731 | val_loss: 0.0311704 | Time: 2032.3 ms
[2020-12-21 18:20:42	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.0311736 | val_loss: 0.0311701 | Time: 2032.51 ms
[2020-12-21 18:20:44	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.031171 | val_loss: 0.0311705 | Time: 2015.55 ms
[2020-12-21 18:20:46	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.0311706 | val_loss: 0.0311705 | Time: 2031.98 ms
[2020-12-21 18:20:48	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.0311726 | val_loss: 0.0311729 | Time: 2032.01 ms
[2020-12-21 18:20:50	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.0311683 | val_loss: 0.0311735 | Time: 2036.8 ms
[2020-12-21 18:20:52	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.031167 | val_loss: 0.0311703 | Time: 2028.71 ms
[2020-12-21 18:20:55	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.0311655 | val_loss: 0.0311723 | Time: 2038.68 ms
[2020-12-21 18:20:57	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.0311669 | val_loss: 0.0311729 | Time: 2031.85 ms
[2020-12-21 18:20:59	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.0311675 | val_loss: 0.0311711 | Time: 2034.4 ms
[2020-12-21 18:21:01	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.0311654 | val_loss: 0.0311717 | Time: 2034.25 ms
[2020-12-21 18:21:03	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.0311649 | val_loss: 0.0311717 | Time: 2034.73 ms
[2020-12-21 18:21:05	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.0311639 | val_loss: 0.0311708 | Time: 2025.23 ms
[2020-12-21 18:21:07	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.0311647 | val_loss: 0.0311762 | Time: 2036.4 ms
[2020-12-21 18:21:09	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.0311668 | val_loss: 0.0311712 | Time: 2039.04 ms
[2020-12-21 18:21:11	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.0311661 | val_loss: 0.0311707 | Time: 2034.07 ms
[2020-12-21 18:21:13	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.0311681 | val_loss: 0.0311698 | Time: 2024.32 ms
[2020-12-21 18:21:15	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.0311652 | val_loss: 0.0311743 | Time: 2039.46 ms
[2020-12-21 18:21:17	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.0311648 | val_loss: 0.0311731 | Time: 2037.41 ms
[2020-12-21 18:21:19	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.0311634 | val_loss: 0.0311727 | Time: 2029.39 ms
[2020-12-21 18:21:21	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.031164 | val_loss: 0.0311728 | Time: 2032.95 ms
[2020-12-21 18:21:23	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.031163 | val_loss: 0.0311729 | Time: 2034.41 ms
[2020-12-21 18:21:25	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.031162 | val_loss: 0.0311757 | Time: 2035.37 ms
[2020-12-21 18:21:27	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.0311644 | val_loss: 0.0311734 | Time: 2035.4 ms
[2020-12-21 18:21:27	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311734
[2020-12-21 18:21:27	                main:610]	:	INFO	:	Saving end state to config to file
[2020-12-21 18:21:27	                main:615]	:	INFO	:	Success, exiting..
18:21:27 (1519560): 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)