Task 3295089

Name EightBitModified-1605932838-29842-5_0
Workunit 1564723
Created 15 Dec 2020, 16:13:41 UTC
Sent 18 Dec 2020, 3:57:02 UTC
Report deadline 25 Dec 2020, 3:57:02 UTC
Received 18 Dec 2020, 17:03:23 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 5259
Run time 25 min 2 sec
CPU time 24 min 59 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>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
Epoch 526 | loss: 0.000847265 | val_loss: 0.000860871 | Time: 1475.16 ms
[2020-12-18 11:51:02	                main:581]	:	INFO	:	Epoch 527 | loss: 0.000823535 | val_loss: 0.000858324 | Time: 1439.03 ms
[2020-12-18 11:51:03	                main:581]	:	INFO	:	Epoch 528 | loss: 0.000817847 | val_loss: 0.000848546 | Time: 1445.22 ms
[2020-12-18 11:51:05	                main:581]	:	INFO	:	Epoch 529 | loss: 0.000818274 | val_loss: 0.000852818 | Time: 1450.62 ms
[2020-12-18 11:51:06	                main:581]	:	INFO	:	Epoch 530 | loss: 0.000838301 | val_loss: 0.000945837 | Time: 1454.45 ms
[2020-12-18 11:51:08	                main:581]	:	INFO	:	Epoch 531 | loss: 0.000852153 | val_loss: 0.000845749 | Time: 1453.67 ms
[2020-12-18 11:51:09	                main:581]	:	INFO	:	Epoch 532 | loss: 0.000817323 | val_loss: 0.000850784 | Time: 1443.37 ms
[2020-12-18 11:51:11	                main:581]	:	INFO	:	Epoch 533 | loss: 0.000813214 | val_loss: 0.000843834 | Time: 1471.6 ms
[2020-12-18 11:51:12	                main:581]	:	INFO	:	Epoch 534 | loss: 0.000812377 | val_loss: 0.000844464 | Time: 1481.2 ms
[2020-12-18 11:51:14	                main:581]	:	INFO	:	Epoch 535 | loss: 0.000821591 | val_loss: 0.000870955 | Time: 1471.39 ms
[2020-12-18 11:51:15	                main:581]	:	INFO	:	Epoch 536 | loss: 0.000857549 | val_loss: 0.000882495 | Time: 1482.74 ms
[2020-12-18 11:51:16	                main:581]	:	INFO	:	Epoch 537 | loss: 0.00082924 | val_loss: 0.000852769 | Time: 1442.57 ms
[2020-12-18 11:51:18	                main:581]	:	INFO	:	Epoch 538 | loss: 0.000815731 | val_loss: 0.000848527 | Time: 1446.8 ms
[2020-12-18 11:51:19	                main:581]	:	INFO	:	Epoch 539 | loss: 0.000820181 | val_loss: 0.000854003 | Time: 1485.87 ms
[2020-12-18 11:51:21	                main:581]	:	INFO	:	Epoch 540 | loss: 0.000817744 | val_loss: 0.000840843 | Time: 1508.42 ms
[2020-12-18 11:51:22	                main:581]	:	INFO	:	Epoch 541 | loss: 0.000810064 | val_loss: 0.000847041 | Time: 1527.86 ms
[2020-12-18 11:51:24	                main:581]	:	INFO	:	Epoch 542 | loss: 0.000848636 | val_loss: 0.000981404 | Time: 1476.88 ms
[2020-12-18 11:51:25	                main:581]	:	INFO	:	Epoch 543 | loss: 0.000844405 | val_loss: 0.000848821 | Time: 1462.36 ms
[2020-12-18 11:51:27	                main:581]	:	INFO	:	Epoch 544 | loss: 0.000845034 | val_loss: 0.00087903 | Time: 1427.69 ms
[2020-12-18 11:51:28	                main:581]	:	INFO	:	Epoch 545 | loss: 0.00081734 | val_loss: 0.000838449 | Time: 1431.5 ms
[2020-12-18 11:51:30	                main:581]	:	INFO	:	Epoch 546 | loss: 0.000806603 | val_loss: 0.00083139 | Time: 1480.92 ms
[2020-12-18 11:51:31	                main:581]	:	INFO	:	Epoch 547 | loss: 0.000807159 | val_loss: 0.000859673 | Time: 1464.17 ms
[2020-12-18 11:51:33	                main:581]	:	INFO	:	Epoch 548 | loss: 0.000832731 | val_loss: 0.000841034 | Time: 1467.6 ms
[2020-12-18 11:51:34	                main:581]	:	INFO	:	Epoch 549 | loss: 0.000805112 | val_loss: 0.000832923 | Time: 1477.09 ms
[2020-12-18 11:51:36	                main:581]	:	INFO	:	Epoch 550 | loss: 0.000821934 | val_loss: 0.000999661 | Time: 1493.42 ms
[2020-12-18 11:51:37	                main:581]	:	INFO	:	Epoch 551 | loss: 0.000909979 | val_loss: 0.000833145 | Time: 1476.41 ms
[2020-12-18 11:51:39	                main:581]	:	INFO	:	Epoch 552 | loss: 0.000816446 | val_loss: 0.000839738 | Time: 1460.34 ms
[2020-12-18 11:51:40	                main:581]	:	INFO	:	Epoch 553 | loss: 0.000810365 | val_loss: 0.000850478 | Time: 1475.94 ms
[2020-12-18 11:51:42	                main:581]	:	INFO	:	Epoch 554 | loss: 0.000814148 | val_loss: 0.000831982 | Time: 1477.58 ms
[2020-12-18 11:51:43	                main:581]	:	INFO	:	Epoch 555 | loss: 0.000805523 | val_loss: 0.000840556 | Time: 1469.79 ms
[2020-12-18 11:51:44	                main:581]	:	INFO	:	Epoch 556 | loss: 0.000803028 | val_loss: 0.000826317 | Time: 1487.67 ms
[2020-12-18 11:51:46	                main:581]	:	INFO	:	Epoch 557 | loss: 0.000801943 | val_loss: 0.000835756 | Time: 1479.68 ms
[2020-12-18 11:51:47	                main:581]	:	INFO	:	Epoch 558 | loss: 0.00081783 | val_loss: 0.000826612 | Time: 1482.89 ms
[2020-12-18 11:51:49	                main:581]	:	INFO	:	Epoch 559 | loss: 0.000802594 | val_loss: 0.000838552 | Time: 1486.32 ms
[2020-12-18 11:51:50	                main:581]	:	INFO	:	Epoch 560 | loss: 0.000825488 | val_loss: 0.000886183 | Time: 1450.67 ms
[2020-12-18 11:51:52	                main:581]	:	INFO	:	Epoch 561 | loss: 0.000821694 | val_loss: 0.000827425 | Time: 1453.03 ms
[2020-12-18 11:51:53	                main:581]	:	INFO	:	Epoch 562 | loss: 0.000801955 | val_loss: 0.000826996 | Time: 1443.85 ms
[2020-12-18 11:51:55	                main:581]	:	INFO	:	Epoch 563 | loss: 0.000846202 | val_loss: 0.000851593 | Time: 1462.64 ms
[2020-12-18 11:51:56	                main:581]	:	INFO	:	Epoch 564 | loss: 0.0008159 | val_loss: 0.000827221 | Time: 1476.64 ms
[2020-12-18 11:51:58	                main:581]	:	INFO	:	Epoch 565 | loss: 0.000801878 | val_loss: 0.000821651 | Time: 1449.2 ms
[2020-12-18 11:51:59	                main:581]	:	INFO	:	Epoch 566 | loss: 0.00079761 | val_loss: 0.000837012 | Time: 1473.01 ms
[2020-12-18 11:52:01	                main:581]	:	INFO	:	Epoch 567 | loss: 0.000852763 | val_loss: 0.00082239 | Time: 1450.64 ms
[2020-12-18 11:52:02	                main:581]	:	INFO	:	Epoch 568 | loss: 0.000812544 | val_loss: 0.000827269 | Time: 1464.91 ms
[2020-12-18 11:52:04	                main:581]	:	INFO	:	Epoch 569 | loss: 0.000795767 | val_loss: 0.000818649 | Time: 1481.09 ms
[2020-12-18 11:52:05	                main:581]	:	INFO	:	Epoch 570 | loss: 0.000803362 | val_loss: 0.00087254 | Time: 1468.82 ms
[2020-12-18 11:52:06	                main:581]	:	INFO	:	Epoch 571 | loss: 0.000819567 | val_loss: 0.000825901 | Time: 1448.31 ms
[2020-12-18 11:52:08	                main:581]	:	INFO	:	Epoch 572 | loss: 0.000798478 | val_loss: 0.000831878 | Time: 1481.16 ms
[2020-12-18 11:52:09	                main:581]	:	INFO	:	Epoch 573 | loss: 0.000885165 | val_loss: 0.000909961 | Time: 1452.21 ms
[2020-12-18 11:52:11	                main:581]	:	INFO	:	Epoch 574 | loss: 0.000823331 | val_loss: 0.000836991 | Time: 1471.55 ms
[2020-12-18 11:52:12	                main:581]	:	INFO	:	Epoch 575 | loss: 0.000796773 | val_loss: 0.000817474 | Time: 1448.11 ms
[2020-12-18 11:52:14	                main:581]	:	INFO	:	Epoch 576 | loss: 0.000791871 | val_loss: 0.000814791 | Time: 1484.55 ms
[2020-12-18 11:52:15	                main:581]	:	INFO	:	Epoch 577 | loss: 0.000820212 | val_loss: 0.000866995 | Time: 1498.22 ms
[2020-12-18 11:52:17	                main:581]	:	INFO	:	Epoch 578 | loss: 0.000808792 | val_loss: 0.000823617 | Time: 1451.81 ms
[2020-12-18 11:52:18	                main:581]	:	INFO	:	Epoch 579 | loss: 0.000793779 | val_loss: 0.00081482 | Time: 1463.4 ms
[2020-12-18 11:52:20	                main:581]	:	INFO	:	Epoch 580 | loss: 0.000794741 | val_loss: 0.000817594 | Time: 1436.37 ms
[2020-12-18 11:52:21	                main:581]	:	INFO	:	Epoch 581 | loss: 0.000822881 | val_loss: 0.000910779 | Time: 1446.62 ms
[2020-12-18 11:52:23	                main:581]	:	INFO	:	Epoch 582 | loss: 0.000820074 | val_loss: 0.00082146 | Time: 1443.79 ms
[2020-12-18 11:52:24	                main:581]	:	INFO	:	Epoch 583 | loss: 0.000791092 | val_loss: 0.000812335 | Time: 1438.24 ms
[2020-12-18 11:52:25	                main:581]	:	INFO	:	Epoch 584 | loss: 0.000787926 | val_loss: 0.000816753 | Time: 1460.26 ms
[2020-12-18 11:52:27	                main:581]	:	INFO	:	Epoch 585 | loss: 0.000838546 | val_loss: 0.000890127 | Time: 1493.34 ms
[2020-12-18 11:52:28	                main:581]	:	INFO	:	Epoch 586 | loss: 0.000810005 | val_loss: 0.000822791 | Time: 1472.05 ms
[2020-12-18 11:52:30	                main:581]	:	INFO	:	Epoch 587 | loss: 0.000831639 | val_loss: 0.000869729 | Time: 1518.29 ms
[2020-12-18 11:52:31	                main:581]	:	INFO	:	Epoch 588 | loss: 0.000799397 | val_loss: 0.000813749 | Time: 1462.85 ms
[2020-12-18 11:52:33	                main:581]	:	INFO	:	Epoch 589 | loss: 0.000786429 | val_loss: 0.000809687 | Time: 1451.26 ms
[2020-12-18 11:52:34	                main:581]	:	INFO	:	Epoch 590 | loss: 0.000785878 | val_loss: 0.000811248 | Time: 1436.95 ms
[2020-12-18 11:52:36	                main:581]	:	INFO	:	Epoch 591 | loss: 0.000816295 | val_loss: 0.000935097 | Time: 1442.16 ms
[2020-12-18 11:52:37	                main:581]	:	INFO	:	Epoch 592 | loss: 0.000845326 | val_loss: 0.000824402 | Time: 1475.43 ms
[2020-12-18 11:52:39	                main:581]	:	INFO	:	Epoch 593 | loss: 0.000793235 | val_loss: 0.000811807 | Time: 1446.77 ms
[2020-12-18 11:52:40	                main:581]	:	INFO	:	Epoch 594 | loss: 0.00078486 | val_loss: 0.00080563 | Time: 1466.48 ms
[2020-12-18 11:52:42	                main:581]	:	INFO	:	Epoch 595 | loss: 0.000783514 | val_loss: 0.000816751 | Time: 1492.19 ms
[2020-12-18 11:52:43	                main:581]	:	INFO	:	Epoch 596 | loss: 0.000833597 | val_loss: 0.000841303 | Time: 1472.75 ms
[2020-12-18 11:52:45	                main:581]	:	INFO	:	Epoch 597 | loss: 0.000810454 | val_loss: 0.000948719 | Time: 1480.95 ms
[2020-12-18 11:52:46	                main:581]	:	INFO	:	Epoch 598 | loss: 0.000921201 | val_loss: 0.000828938 | Time: 1481.56 ms
[2020-12-18 11:52:48	                main:581]	:	INFO	:	Epoch 599 | loss: 0.000801511 | val_loss: 0.00081443 | Time: 1496.13 ms
[2020-12-18 11:52:49	                main:581]	:	INFO	:	Epoch 600 | loss: 0.00078508 | val_loss: 0.000804892 | Time: 1495.52 ms
[2020-12-18 11:52:50	                main:581]	:	INFO	:	Epoch 601 | loss: 0.000781304 | val_loss: 0.000804112 | Time: 1475.1 ms
[2020-12-18 11:52:52	                main:581]	:	INFO	:	Epoch 602 | loss: 0.000780502 | val_loss: 0.000804772 | Time: 1504.92 ms
[2020-12-18 11:52:53	                main:581]	:	INFO	:	Epoch 603 | loss: 0.000783043 | val_loss: 0.000822784 | Time: 1485.15 ms
[2020-12-18 11:52:55	                main:581]	:	INFO	:	Epoch 604 | loss: 0.000823255 | val_loss: 0.000816631 | Time: 1484.83 ms
[2020-12-18 11:52:56	                main:581]	:	INFO	:	Epoch 605 | loss: 0.000790405 | val_loss: 0.000807558 | Time: 1453.45 ms
[2020-12-18 11:52:58	                main:581]	:	INFO	:	Epoch 606 | loss: 0.000787644 | val_loss: 0.000802298 | Time: 1481.84 ms
[2020-12-18 11:52:59	                main:581]	:	INFO	:	Epoch 607 | loss: 0.000780878 | val_loss: 0.000820042 | Time: 1499.57 ms
[2020-12-18 11:53:01	                main:581]	:	INFO	:	Epoch 608 | loss: 0.000864646 | val_loss: 0.000870355 | Time: 1462.45 ms
[2020-12-18 11:53:02	                main:581]	:	INFO	:	Epoch 609 | loss: 0.000798864 | val_loss: 0.000812224 | Time: 1493.02 ms
[2020-12-18 11:53:04	                main:581]	:	INFO	:	Epoch 610 | loss: 0.000781616 | val_loss: 0.000803303 | Time: 1475.3 ms
[2020-12-18 11:53:05	                main:581]	:	INFO	:	Epoch 611 | loss: 0.000778075 | val_loss: 0.000800612 | Time: 1472.79 ms
[2020-12-18 11:53:07	                main:581]	:	INFO	:	Epoch 612 | loss: 0.000805696 | val_loss: 0.000849937 | Time: 1450.37 ms
[2020-12-18 11:53:08	                main:581]	:	INFO	:	Epoch 613 | loss: 0.000787321 | val_loss: 0.000802097 | Time: 1475.14 ms
[2020-12-18 11:53:10	                main:581]	:	INFO	:	Epoch 614 | loss: 0.00077489 | val_loss: 0.000798775 | Time: 1434.21 ms
[2020-12-18 11:53:11	                main:581]	:	INFO	:	Epoch 615 | loss: 0.000848624 | val_loss: 0.000830583 | Time: 1436.1 ms
[2020-12-18 11:53:13	                main:581]	:	INFO	:	Epoch 616 | loss: 0.000797375 | val_loss: 0.000814026 | Time: 1433.07 ms
[2020-12-18 11:53:14	                main:581]	:	INFO	:	Epoch 617 | loss: 0.000781336 | val_loss: 0.000803111 | Time: 1447.04 ms
[2020-12-18 11:53:15	                main:581]	:	INFO	:	Epoch 618 | loss: 0.000775528 | val_loss: 0.000812371 | Time: 1481.25 ms
[2020-12-18 11:53:17	                main:581]	:	INFO	:	Epoch 619 | loss: 0.000818714 | val_loss: 0.000828354 | Time: 1478.41 ms
[2020-12-18 11:53:18	                main:581]	:	INFO	:	Epoch 620 | loss: 0.000780349 | val_loss: 0.000795358 | Time: 1460.19 ms
[2020-12-18 11:53:20	                main:581]	:	INFO	:	Epoch 621 | loss: 0.00077218 | val_loss: 0.000811761 | Time: 1450.46 ms
[2020-12-18 11:53:21	                main:581]	:	INFO	:	Epoch 622 | loss: 0.000878398 | val_loss: 0.000830636 | Time: 1434.25 ms
[2020-12-18 11:53:23	                main:581]	:	INFO	:	Epoch 623 | loss: 0.000789406 | val_loss: 0.000794873 | Time: 1471.36 ms
[2020-12-18 11:53:24	                main:581]	:	INFO	:	Epoch 624 | loss: 0.000771446 | val_loss: 0.000790841 | Time: 1469.01 ms
[2020-12-18 11:53:26	                main:581]	:	INFO	:	Epoch 625 | loss: 0.000767569 | val_loss: 0.000789492 | Time: 1464.85 ms
[2020-12-18 11:53:27	                main:581]	:	INFO	:	Epoch 626 | loss: 0.000765599 | val_loss: 0.000790361 | Time: 1452.24 ms
[2020-12-18 11:53:29	                main:581]	:	INFO	:	Epoch 627 | loss: 0.000795073 | val_loss: 0.000849174 | Time: 1499.31 ms
[2020-12-18 11:53:30	                main:581]	:	INFO	:	Epoch 628 | loss: 0.00078199 | val_loss: 0.000791358 | Time: 1443.2 ms
[2020-12-18 11:53:32	                main:581]	:	INFO	:	Epoch 629 | loss: 0.000781128 | val_loss: 0.000895199 | Time: 1452.93 ms
[2020-12-18 11:53:33	                main:581]	:	INFO	:	Epoch 630 | loss: 0.000844757 | val_loss: 0.000816723 | Time: 1471.51 ms
[2020-12-18 11:53:34	                main:581]	:	INFO	:	Epoch 631 | loss: 0.000774364 | val_loss: 0.000787586 | Time: 1467.57 ms
[2020-12-18 11:53:36	                main:581]	:	INFO	:	Epoch 632 | loss: 0.000761965 | val_loss: 0.000780235 | Time: 1468.64 ms
[2020-12-18 11:53:37	                main:581]	:	INFO	:	Epoch 633 | loss: 0.000760475 | val_loss: 0.000783381 | Time: 1453.85 ms
[2020-12-18 11:53:39	                main:581]	:	INFO	:	Epoch 634 | loss: 0.000807017 | val_loss: 0.000815049 | Time: 1483.02 ms
[2020-12-18 11:53:40	                main:581]	:	INFO	:	Epoch 635 | loss: 0.000774946 | val_loss: 0.000786144 | Time: 1459.24 ms
[2020-12-18 11:53:42	                main:581]	:	INFO	:	Epoch 636 | loss: 0.000814492 | val_loss: 0.00119185 | Time: 1446.12 ms
[2020-12-18 11:53:43	                main:581]	:	INFO	:	Epoch 637 | loss: 0.000872848 | val_loss: 0.000802653 | Time: 1445.67 ms
[2020-12-18 11:53:45	                main:581]	:	INFO	:	Epoch 638 | loss: 0.000777899 | val_loss: 0.000784992 | Time: 1473.3 ms
[2020-12-18 11:53:46	                main:581]	:	INFO	:	Epoch 639 | loss: 0.000760563 | val_loss: 0.000778095 | Time: 1486.43 ms
[2020-12-18 11:53:48	                main:581]	:	INFO	:	Epoch 640 | loss: 0.000755676 | val_loss: 0.000773624 | Time: 1462.29 ms
[2020-12-18 11:53:49	                main:581]	:	INFO	:	Epoch 641 | loss: 0.00076261 | val_loss: 0.000791166 | Time: 1469.09 ms
[2020-12-18 11:53:51	                main:581]	:	INFO	:	Epoch 642 | loss: 0.000761438 | val_loss: 0.000778033 | Time: 1476.3 ms
[2020-12-18 11:53:52	                main:581]	:	INFO	:	Epoch 643 | loss: 0.000759924 | val_loss: 0.000775845 | Time: 1473.95 ms
[2020-12-18 11:53:54	                main:581]	:	INFO	:	Epoch 644 | loss: 0.000765695 | val_loss: 0.00081898 | Time: 1466.28 ms
[2020-12-18 11:53:55	                main:581]	:	INFO	:	Epoch 645 | loss: 0.000787079 | val_loss: 0.000812784 | Time: 1485.94 ms
[2020-12-18 11:53:56	                main:581]	:	INFO	:	Epoch 646 | loss: 0.000765363 | val_loss: 0.00077686 | Time: 1468.36 ms
[2020-12-18 11:53:58	                main:581]	:	INFO	:	Epoch 647 | loss: 0.000782648 | val_loss: 0.000827354 | Time: 1469.72 ms
[2020-12-18 11:53:59	                main:581]	:	INFO	:	Epoch 648 | loss: 0.000773704 | val_loss: 0.000790479 | Time: 1488.37 ms
[2020-12-18 11:54:01	                main:581]	:	INFO	:	Epoch 649 | loss: 0.000762105 | val_loss: 0.000788626 | Time: 1490.38 ms
[2020-12-18 11:54:02	                main:581]	:	INFO	:	Epoch 650 | loss: 0.000758134 | val_loss: 0.000771623 | Time: 1457.07 ms
[2020-12-18 11:54:04	                main:581]	:	INFO	:	Epoch 651 | loss: 0.000759982 | val_loss: 0.000813327 | Time: 1461.08 ms
[2020-12-18 11:54:05	                main:581]	:	INFO	:	Epoch 652 | loss: 0.000874181 | val_loss: 0.000845694 | Time: 1462.96 ms
[2020-12-18 11:54:07	                main:581]	:	INFO	:	Epoch 653 | loss: 0.000784641 | val_loss: 0.000778904 | Time: 1443.45 ms
[2020-12-18 11:54:08	                main:581]	:	INFO	:	Epoch 654 | loss: 0.000756766 | val_loss: 0.000775846 | Time: 1464.65 ms
[2020-12-18 11:54:10	                main:581]	:	INFO	:	Epoch 655 | loss: 0.000750873 | val_loss: 0.00076915 | Time: 1458.68 ms
[2020-12-18 11:54:11	                main:581]	:	INFO	:	Epoch 656 | loss: 0.000777622 | val_loss: 0.000842554 | Time: 1406.63 ms
[2020-12-18 11:54:13	                main:581]	:	INFO	:	Epoch 657 | loss: 0.000768798 | val_loss: 0.000778316 | Time: 1408.17 ms
[2020-12-18 11:54:14	                main:581]	:	INFO	:	Epoch 658 | loss: 0.000752241 | val_loss: 0.000769616 | Time: 1423.41 ms
[2020-12-18 11:54:15	                main:581]	:	INFO	:	Epoch 659 | loss: 0.000748964 | val_loss: 0.000772606 | Time: 1450.9 ms
[2020-12-18 11:54:17	                main:581]	:	INFO	:	Epoch 660 | loss: 0.000798284 | val_loss: 0.000771832 | Time: 1406.87 ms
[2020-12-18 11:54:18	                main:581]	:	INFO	:	Epoch 661 | loss: 0.0007622 | val_loss: 0.000771688 | Time: 1431.17 ms
[2020-12-18 11:54:20	                main:581]	:	INFO	:	Epoch 662 | loss: 0.000772281 | val_loss: 0.000896155 | Time: 1457.76 ms
[2020-12-18 11:54:21	                main:581]	:	INFO	:	Epoch 663 | loss: 0.000793174 | val_loss: 0.000780555 | Time: 1435.72 ms
[2020-12-18 11:54:23	                main:581]	:	INFO	:	Epoch 664 | loss: 0.000758382 | val_loss: 0.000769652 | Time: 1482.59 ms
[2020-12-18 11:54:24	                main:581]	:	INFO	:	Epoch 665 | loss: 0.000759733 | val_loss: 0.000843658 | Time: 1476.37 ms
[2020-12-18 11:54:26	                main:581]	:	INFO	:	Epoch 666 | loss: 0.000804958 | val_loss: 0.000775514 | Time: 1459.65 ms
[2020-12-18 11:54:27	                main:581]	:	INFO	:	Epoch 667 | loss: 0.000756165 | val_loss: 0.000770427 | Time: 1477.92 ms
[2020-12-18 11:54:28	                main:581]	:	INFO	:	Epoch 668 | loss: 0.000749454 | val_loss: 0.000769646 | Time: 1447.58 ms
[2020-12-18 11:54:30	                main:581]	:	INFO	:	Epoch 669 | loss: 0.000754281 | val_loss: 0.000778937 | Time: 1470.52 ms
[2020-12-18 11:54:31	                main:581]	:	INFO	:	Epoch 670 | loss: 0.000762994 | val_loss: 0.000848559 | Time: 1502.83 ms
[2020-12-18 11:54:33	                main:581]	:	INFO	:	Epoch 671 | loss: 0.000830324 | val_loss: 0.000795122 | Time: 1462.66 ms
[2020-12-18 11:54:34	                main:581]	:	INFO	:	Epoch 672 | loss: 0.000759566 | val_loss: 0.000770497 | Time: 1486.45 ms
[2020-12-18 11:54:36	                main:581]	:	INFO	:	Epoch 673 | loss: 0.000777938 | val_loss: 0.000814108 | Time: 1463.36 ms
[2020-12-18 11:54:37	                main:581]	:	INFO	:	Epoch 674 | loss: 0.000759424 | val_loss: 0.000769734 | Time: 1472.72 ms
[2020-12-18 11:54:39	                main:581]	:	INFO	:	Epoch 675 | loss: 0.000746855 | val_loss: 0.000764358 | Time: 1457.64 ms
[2020-12-18 11:54:40	                main:581]	:	INFO	:	Epoch 676 | loss: 0.000743506 | val_loss: 0.000763278 | Time: 1457.15 ms
[2020-12-18 11:54:42	                main:581]	:	INFO	:	Epoch 677 | loss: 0.000815653 | val_loss: 0.000809319 | Time: 1423.42 ms
[2020-12-18 11:54:43	                main:581]	:	INFO	:	Epoch 678 | loss: 0.000786024 | val_loss: 0.000779071 | Time: 1435.99 ms
[2020-12-18 11:54:45	                main:581]	:	INFO	:	Epoch 679 | loss: 0.000751024 | val_loss: 0.000766785 | Time: 1446.81 ms
[2020-12-18 11:54:46	                main:581]	:	INFO	:	Epoch 680 | loss: 0.000745313 | val_loss: 0.000767396 | Time: 1450.38 ms
[2020-12-18 11:54:47	                main:581]	:	INFO	:	Epoch 681 | loss: 0.00076223 | val_loss: 0.000868769 | Time: 1490.53 ms
[2020-12-18 11:54:49	                main:581]	:	INFO	:	Epoch 682 | loss: 0.000793323 | val_loss: 0.000769822 | Time: 1477.05 ms
[2020-12-18 11:54:50	                main:581]	:	INFO	:	Epoch 683 | loss: 0.000753332 | val_loss: 0.000768539 | Time: 1435.6 ms
[2020-12-18 11:54:52	                main:581]	:	INFO	:	Epoch 684 | loss: 0.00074824 | val_loss: 0.000772242 | Time: 1441.89 ms
[2020-12-18 11:54:53	                main:581]	:	INFO	:	Epoch 685 | loss: 0.000781469 | val_loss: 0.000782082 | Time: 1444.91 ms
[2020-12-18 11:54:55	                main:581]	:	INFO	:	Epoch 686 | loss: 0.000752072 | val_loss: 0.000771172 | Time: 1442.07 ms
[2020-12-18 11:54:56	                main:581]	:	INFO	:	Epoch 687 | loss: 0.000745423 | val_loss: 0.000767064 | Time: 1469.4 ms
[2020-12-18 11:54:58	                main:581]	:	INFO	:	Epoch 688 | loss: 0.000765948 | val_loss: 0.000904299 | Time: 1457.74 ms
[2020-12-18 11:54:59	                main:581]	:	INFO	:	Epoch 689 | loss: 0.000831685 | val_loss: 0.000834644 | Time: 1460.2 ms
[2020-12-18 11:55:01	                main:581]	:	INFO	:	Epoch 690 | loss: 0.000770956 | val_loss: 0.000770818 | Time: 1458.01 ms
[2020-12-18 11:55:02	                main:581]	:	INFO	:	Epoch 691 | loss: 0.000744777 | val_loss: 0.000759882 | Time: 1448.84 ms
[2020-12-18 11:55:03	                main:581]	:	INFO	:	Epoch 692 | loss: 0.000741232 | val_loss: 0.000761749 | Time: 1469.57 ms
[2020-12-18 11:55:05	                main:581]	:	INFO	:	Epoch 693 | loss: 0.000830894 | val_loss: 0.000795242 | Time: 1458.94 ms
[2020-12-18 11:55:06	                main:581]	:	INFO	:	Epoch 694 | loss: 0.000774778 | val_loss: 0.000779921 | Time: 1455.58 ms
[2020-12-18 11:55:08	                main:581]	:	INFO	:	Epoch 695 | loss: 0.000749867 | val_loss: 0.0007642 | Time: 1436.83 ms
[2020-12-18 11:55:09	                main:581]	:	INFO	:	Epoch 696 | loss: 0.00074195 | val_loss: 0.000760618 | Time: 1464.71 ms
[2020-12-18 11:55:11	                main:581]	:	INFO	:	Epoch 697 | loss: 0.000745816 | val_loss: 0.000794856 | Time: 1496.23 ms
[2020-12-18 11:55:12	                main:581]	:	INFO	:	Epoch 698 | loss: 0.000780811 | val_loss: 0.000777807 | Time: 1487.64 ms
[2020-12-18 11:55:14	                main:581]	:	INFO	:	Epoch 699 | loss: 0.000750803 | val_loss: 0.000768205 | Time: 1500.21 ms
[2020-12-18 11:55:15	                main:581]	:	INFO	:	Epoch 700 | loss: 0.000744971 | val_loss: 0.000776539 | Time: 1493.64 ms
[2020-12-18 11:55:17	                main:581]	:	INFO	:	Epoch 701 | loss: 0.000789454 | val_loss: 0.000795619 | Time: 1452.96 ms
[2020-12-18 11:55:18	                main:581]	:	INFO	:	Epoch 702 | loss: 0.000757494 | val_loss: 0.00077004 | Time: 1483.22 ms
[2020-12-18 11:55:20	                main:581]	:	INFO	:	Epoch 703 | loss: 0.000748033 | val_loss: 0.000796124 | Time: 1529.07 ms
[2020-12-18 11:55:21	                main:581]	:	INFO	:	Epoch 704 | loss: 0.00078625 | val_loss: 0.000773158 | Time: 1480.17 ms
[2020-12-18 11:55:23	                main:581]	:	INFO	:	Epoch 705 | loss: 0.000746592 | val_loss: 0.000762729 | Time: 1444.37 ms
[2020-12-18 11:55:24	                main:581]	:	INFO	:	Epoch 706 | loss: 0.00075219 | val_loss: 0.000828552 | Time: 1461.93 ms
[2020-12-18 11:55:26	                main:581]	:	INFO	:	Epoch 707 | loss: 0.000794294 | val_loss: 0.00076509 | Time: 1457.02 ms
[2020-12-18 11:55:27	                main:581]	:	INFO	:	Epoch 708 | loss: 0.000748551 | val_loss: 0.000764944 | Time: 1464.61 ms
[2020-12-18 11:55:29	                main:581]	:	INFO	:	Epoch 709 | loss: 0.000741323 | val_loss: 0.000764017 | Time: 1456 ms
[2020-12-18 11:55:30	                main:581]	:	INFO	:	Epoch 710 | loss: 0.000762556 | val_loss: 0.00084999 | Time: 1433.71 ms
[2020-12-18 11:55:31	                main:581]	:	INFO	:	Epoch 711 | loss: 0.000777355 | val_loss: 0.000770323 | Time: 1452.42 ms
[2020-12-18 11:55:33	                main:581]	:	INFO	:	Epoch 712 | loss: 0.000744269 | val_loss: 0.000768698 | Time: 1459 ms
[2020-12-18 11:55:34	                main:581]	:	INFO	:	Epoch 713 | loss: 0.000808859 | val_loss: 0.000811517 | Time: 1470.26 ms
[2020-12-18 11:55:36	                main:581]	:	INFO	:	Epoch 714 | loss: 0.000756881 | val_loss: 0.000760609 | Time: 1442.13 ms
[2020-12-18 11:55:37	                main:581]	:	INFO	:	Epoch 715 | loss: 0.000745731 | val_loss: 0.000767377 | Time: 1496.37 ms
[2020-12-18 11:55:39	                main:581]	:	INFO	:	Epoch 716 | loss: 0.000758044 | val_loss: 0.000764532 | Time: 1471.57 ms
[2020-12-18 11:55:40	                main:581]	:	INFO	:	Epoch 717 | loss: 0.000749761 | val_loss: 0.000760638 | Time: 1468.03 ms
[2020-12-18 11:55:42	                main:581]	:	INFO	:	Epoch 718 | loss: 0.000744111 | val_loss: 0.000772258 | Time: 1487.37 ms
[2020-12-18 11:55:43	                main:581]	:	INFO	:	Epoch 719 | loss: 0.000772294 | val_loss: 0.000821207 | Time: 1455.23 ms
[2020-12-18 11:55:45	                main:581]	:	INFO	:	Epoch 720 | loss: 0.000769542 | val_loss: 0.00080135 | Time: 1483.71 ms
[2020-12-18 11:55:46	                main:581]	:	INFO	:	Epoch 721 | loss: 0.00075413 | val_loss: 0.000768601 | Time: 1508.09 ms
[2020-12-18 11:55:48	                main:581]	:	INFO	:	Epoch 722 | loss: 0.000738633 | val_loss: 0.000754936 | Time: 1455.39 ms
[2020-12-18 11:55:49	                main:581]	:	INFO	:	Epoch 723 | loss: 0.000778684 | val_loss: 0.000944299 | Time: 1475.06 ms
[2020-12-18 11:55:51	                main:581]	:	INFO	:	Epoch 724 | loss: 0.00079145 | val_loss: 0.000775271 | Time: 1468.42 ms
[2020-12-18 11:55:52	                main:581]	:	INFO	:	Epoch 725 | loss: 0.000745275 | val_loss: 0.000761892 | Time: 1440.43 ms
[2020-12-18 11:55:53	                main:581]	:	INFO	:	Epoch 726 | loss: 0.00073905 | val_loss: 0.000754257 | Time: 1450.32 ms
[2020-12-18 11:55:55	                main:581]	:	INFO	:	Epoch 727 | loss: 0.000738339 | val_loss: 0.000777947 | Time: 1489.11 ms
[2020-12-18 11:55:56	                main:581]	:	INFO	:	Epoch 728 | loss: 0.00084257 | val_loss: 0.000811834 | Time: 1466.2 ms
[2020-12-18 11:55:58	                main:581]	:	INFO	:	Epoch 729 | loss: 0.000758991 | val_loss: 0.000764308 | Time: 1442.71 ms
[2020-12-18 11:55:59	                main:581]	:	INFO	:	Epoch 730 | loss: 0.000740288 | val_loss: 0.000758322 | Time: 1478.35 ms
[2020-12-18 11:56:01	                main:581]	:	INFO	:	Epoch 731 | loss: 0.000743264 | val_loss: 0.000821348 | Time: 1489.25 ms
[2020-12-18 11:56:02	                main:581]	:	INFO	:	Epoch 732 | loss: 0.000793387 | val_loss: 0.000769445 | Time: 1443.69 ms
[2020-12-18 11:56:04	                main:581]	:	INFO	:	Epoch 733 | loss: 0.000742275 | val_loss: 0.000759688 | Time: 1461.61 ms
[2020-12-18 11:56:05	                main:581]	:	INFO	:	Epoch 734 | loss: 0.000735543 | val_loss: 0.000753217 | Time: 1452.35 ms
[2020-12-18 11:56:07	                main:581]	:	INFO	:	Epoch 735 | loss: 0.000735075 | val_loss: 0.000787519 | Time: 1462.08 ms
[2020-12-18 11:56:08	                main:581]	:	INFO	:	Epoch 736 | loss: 0.000811011 | val_loss: 0.000789449 | Time: 1493.47 ms
[2020-12-18 11:56:10	                main:581]	:	INFO	:	Epoch 737 | loss: 0.000751475 | val_loss: 0.000760323 | Time: 1461.36 ms
[2020-12-18 11:56:11	                main:581]	:	INFO	:	Epoch 738 | loss: 0.000735122 | val_loss: 0.000753234 | Time: 1484.16 ms
[2020-12-18 11:56:13	                main:581]	:	INFO	:	Epoch 739 | loss: 0.000733469 | val_loss: 0.000754711 | Time: 1480.96 ms
[2020-12-18 11:56:14	                main:581]	:	INFO	:	Epoch 740 | loss: 0.000759631 | val_loss: 0.000928866 | Time: 1494.4 ms
[2020-12-18 11:56:15	                main:581]	:	INFO	:	Epoch 741 | loss: 0.000804129 | val_loss: 0.000783056 | Time: 1445.17 ms
[2020-12-18 11:56:17	                main:581]	:	INFO	:	Epoch 742 | loss: 0.000753367 | val_loss: 0.000771125 | Time: 1455.59 ms
[2020-12-18 11:56:18	                main:581]	:	INFO	:	Epoch 743 | loss: 0.000758609 | val_loss: 0.000772752 | Time: 1473.59 ms
[2020-12-18 11:56:20	                main:581]	:	INFO	:	Epoch 744 | loss: 0.00074116 | val_loss: 0.000755965 | Time: 1469.6 ms
[2020-12-18 11:56:21	                main:581]	:	INFO	:	Epoch 745 | loss: 0.000736137 | val_loss: 0.000756125 | Time: 1470.86 ms
[2020-12-18 11:56:23	                main:581]	:	INFO	:	Epoch 746 | loss: 0.000780974 | val_loss: 0.000823288 | Time: 1449.02 ms
[2020-12-18 11:56:24	                main:581]	:	INFO	:	Epoch 747 | loss: 0.000755133 | val_loss: 0.000760283 | Time: 1460.78 ms
[2020-12-18 11:56:26	                main:581]	:	INFO	:	Epoch 748 | loss: 0.000735768 | val_loss: 0.000754549 | Time: 1496.01 ms
[2020-12-18 11:56:27	                main:581]	:	INFO	:	Epoch 749 | loss: 0.000746239 | val_loss: 0.000778306 | Time: 1449.14 ms
[2020-12-18 11:56:29	                main:581]	:	INFO	:	Epoch 750 | loss: 0.000756156 | val_loss: 0.000845271 | Time: 1444.8 ms
[2020-12-18 11:56:30	                main:581]	:	INFO	:	Epoch 751 | loss: 0.000797338 | val_loss: 0.000778554 | Time: 1493.57 ms
[2020-12-18 11:56:32	                main:581]	:	INFO	:	Epoch 752 | loss: 0.000744843 | val_loss: 0.000761244 | Time: 1477.64 ms
[2020-12-18 11:56:33	                main:581]	:	INFO	:	Epoch 753 | loss: 0.000733381 | val_loss: 0.000751921 | Time: 1450.66 ms
[2020-12-18 11:56:35	                main:581]	:	INFO	:	Epoch 754 | loss: 0.000755592 | val_loss: 0.000814935 | Time: 1455.19 ms
[2020-12-18 11:56:36	                main:581]	:	INFO	:	Epoch 755 | loss: 0.000773103 | val_loss: 0.000774173 | Time: 1461.97 ms
[2020-12-18 11:56:37	                main:581]	:	INFO	:	Epoch 756 | loss: 0.000739597 | val_loss: 0.000752702 | Time: 1448.16 ms
[2020-12-18 11:56:39	                main:581]	:	INFO	:	Epoch 757 | loss: 0.000735317 | val_loss: 0.000763572 | Time: 1468.27 ms
[2020-12-18 11:56:40	                main:581]	:	INFO	:	Epoch 758 | loss: 0.000754787 | val_loss: 0.000776318 | Time: 1509.25 ms
[2020-12-18 11:56:42	                main:581]	:	INFO	:	Epoch 759 | loss: 0.000743405 | val_loss: 0.000756008 | Time: 1487.06 ms
[2020-12-18 11:56:43	                main:581]	:	INFO	:	Epoch 760 | loss: 0.00074405 | val_loss: 0.000780569 | Time: 1464.87 ms
[2020-12-18 11:56:45	                main:581]	:	INFO	:	Epoch 761 | loss: 0.000761872 | val_loss: 0.000840899 | Time: 1501.66 ms
[2020-12-18 11:56:46	                main:581]	:	INFO	:	Epoch 762 | loss: 0.000777415 | val_loss: 0.00076024 | Time: 1465.59 ms
[2020-12-18 11:56:48	                main:581]	:	INFO	:	Epoch 763 | loss: 0.000723625 | val_loss: 0.00075327 | Time: 1452.6 ms
[2020-12-18 11:56:49	                main:581]	:	INFO	:	Epoch 764 | loss: 0.000759918 | val_loss: 0.00068979 | Time: 1473.95 ms
[2020-12-18 11:56:51	                main:581]	:	INFO	:	Epoch 765 | loss: 0.000656681 | val_loss: 0.000653064 | Time: 1469.55 ms
[2020-12-18 11:56:52	                main:581]	:	INFO	:	Epoch 766 | loss: 0.000631514 | val_loss: 0.000645423 | Time: 1499.31 ms
[2020-12-18 11:56:54	                main:581]	:	INFO	:	Epoch 767 | loss: 0.000626342 | val_loss: 0.000641666 | Time: 1487.36 ms
[2020-12-18 11:56:55	                main:581]	:	INFO	:	Epoch 768 | loss: 0.000622733 | val_loss: 0.000642418 | Time: 1460.33 ms
[2020-12-18 11:56:57	                main:581]	:	INFO	:	Epoch 769 | loss: 0.000694611 | val_loss: 0.000696047 | Time: 1488.97 ms
[2020-12-18 11:56:58	                main:581]	:	INFO	:	Epoch 770 | loss: 0.000654231 | val_loss: 0.000644706 | Time: 1474.27 ms
[2020-12-18 11:57:00	                main:581]	:	INFO	:	Epoch 771 | loss: 0.000625444 | val_loss: 0.000638729 | Time: 1486.14 ms
[2020-12-18 11:57:01	                main:581]	:	INFO	:	Epoch 772 | loss: 0.000622438 | val_loss: 0.000635737 | Time: 1513.51 ms
[2020-12-18 11:57:03	                main:581]	:	INFO	:	Epoch 773 | loss: 0.000633398 | val_loss: 0.000712874 | Time: 1468.93 ms
[2020-12-18 11:57:04	                main:581]	:	INFO	:	Epoch 774 | loss: 0.000675412 | val_loss: 0.000643283 | Time: 1481.14 ms
[2020-12-18 11:57:06	                main:581]	:	INFO	:	Epoch 775 | loss: 0.000628279 | val_loss: 0.000641795 | Time: 1512.12 ms
[2020-12-18 11:57:07	                main:581]	:	INFO	:	Epoch 776 | loss: 0.000620043 | val_loss: 0.000634549 | Time: 1463.02 ms
[2020-12-18 11:57:09	                main:581]	:	INFO	:	Epoch 777 | loss: 0.000619706 | val_loss: 0.000644337 | Time: 1473.29 ms
[2020-12-18 11:57:10	                main:581]	:	INFO	:	Epoch 778 | loss: 0.000708791 | val_loss: 0.000755208 | Time: 1492.67 ms
[2020-12-18 11:57:12	                main:581]	:	INFO	:	Epoch 779 | loss: 0.000700365 | val_loss: 0.000655454 | Time: 1490.45 ms
[2020-12-18 11:57:13	                main:581]	:	INFO	:	Epoch 780 | loss: 0.000633837 | val_loss: 0.000641563 | Time: 1503.8 ms
[2020-12-18 11:57:15	                main:581]	:	INFO	:	Epoch 781 | loss: 0.000618853 | val_loss: 0.000630804 | Time: 1527.83 ms
[2020-12-18 11:57:16	                main:581]	:	INFO	:	Epoch 782 | loss: 0.000615918 | val_loss: 0.000636093 | Time: 1467.8 ms
[2020-12-18 11:57:17	                main:581]	:	INFO	:	Epoch 783 | loss: 0.000624535 | val_loss: 0.000647135 | Time: 1477.49 ms
[2020-12-18 11:57:19	                main:581]	:	INFO	:	Epoch 784 | loss: 0.000666838 | val_loss: 0.000691373 | Time: 1447.99 ms
[2020-12-18 11:57:20	                main:581]	:	INFO	:	Epoch 785 | loss: 0.000640718 | val_loss: 0.000637886 | Time: 1440.61 ms
[2020-12-18 11:57:22	                main:581]	:	INFO	:	Epoch 786 | loss: 0.000621526 | val_loss: 0.000635143 | Time: 1461.96 ms
[2020-12-18 11:57:23	                main:581]	:	INFO	:	Epoch 787 | loss: 0.000620142 | val_loss: 0.000646716 | Time: 1500.31 ms
[2020-12-18 11:57:25	                main:581]	:	INFO	:	Epoch 788 | loss: 0.000694596 | val_loss: 0.000717493 | Time: 1462.53 ms
[2020-12-18 11:57:26	                main:581]	:	INFO	:	Epoch 789 | loss: 0.000662069 | val_loss: 0.000650757 | Time: 1465.91 ms
[2020-12-18 11:57:28	                main:581]	:	INFO	:	Epoch 790 | loss: 0.000624198 | val_loss: 0.000635514 | Time: 1449.93 ms
[2020-12-18 11:57:29	                main:581]	:	INFO	:	Epoch 791 | loss: 0.000616218 | val_loss: 0.000628871 | Time: 1424.42 ms
[2020-12-18 11:57:31	                main:581]	:	INFO	:	Epoch 792 | loss: 0.00062696 | val_loss: 0.000717714 | Time: 1497.08 ms
[2020-12-18 11:57:32	                main:581]	:	INFO	:	Epoch 793 | loss: 0.000686949 | val_loss: 0.000657406 | Time: 1476.99 ms
[2020-12-18 11:57:34	                main:581]	:	INFO	:	Epoch 794 | loss: 0.000630601 | val_loss: 0.000632008 | Time: 1458.19 ms
[2020-12-18 11:57:35	                main:581]	:	INFO	:	Epoch 795 | loss: 0.000618417 | val_loss: 0.000634752 | Time: 1469.87 ms
[2020-12-18 11:57:37	                main:581]	:	INFO	:	Epoch 796 | loss: 0.000616088 | val_loss: 0.000647432 | Time: 1455.21 ms
[2020-12-18 11:57:38	                main:581]	:	INFO	:	Epoch 797 | loss: 0.000653973 | val_loss: 0.000647408 | Time: 1423.23 ms
[2020-12-18 11:57:39	                main:581]	:	INFO	:	Epoch 798 | loss: 0.000624317 | val_loss: 0.000630969 | Time: 1398.67 ms
[2020-12-18 11:57:41	                main:581]	:	INFO	:	Epoch 799 | loss: 0.000617777 | val_loss: 0.000649625 | Time: 1401.3 ms
[2020-12-18 11:57:42	                main:581]	:	INFO	:	Epoch 800 | loss: 0.000661965 | val_loss: 0.000649312 | Time: 1439.82 ms
[2020-12-18 11:57:44	                main:581]	:	INFO	:	Epoch 801 | loss: 0.000620903 | val_loss: 0.000628279 | Time: 1492.01 ms
[2020-12-18 11:57:45	                main:581]	:	INFO	:	Epoch 802 | loss: 0.000663511 | val_loss: 0.000725983 | Time: 1473.5 ms
[2020-12-18 11:57:47	                main:581]	:	INFO	:	Epoch 803 | loss: 0.000638734 | val_loss: 0.000634842 | Time: 1439.06 ms
[2020-12-18 11:57:48	                main:581]	:	INFO	:	Epoch 804 | loss: 0.000615666 | val_loss: 0.000630793 | Time: 1462.59 ms
[2020-12-18 11:57:49	                main:581]	:	INFO	:	Epoch 805 | loss: 0.000612943 | val_loss: 0.000633769 | Time: 1442.87 ms
[2020-12-18 11:57:51	                main:581]	:	INFO	:	Epoch 806 | loss: 0.000691719 | val_loss: 0.000728664 | Time: 1441.26 ms
[2020-12-18 11:57:52	                main:581]	:	INFO	:	Epoch 807 | loss: 0.000645987 | val_loss: 0.000638878 | Time: 1426.1 ms
[2020-12-18 11:57:54	                main:581]	:	INFO	:	Epoch 808 | loss: 0.00061732 | val_loss: 0.000627296 | Time: 1459.72 ms
[2020-12-18 11:57:55	                main:581]	:	INFO	:	Epoch 809 | loss: 0.000612306 | val_loss: 0.00064449 | Time: 1455.69 ms
[2020-12-18 11:57:57	                main:581]	:	INFO	:	Epoch 810 | loss: 0.000683575 | val_loss: 0.000655576 | Time: 1448.36 ms
[2020-12-18 11:57:58	                main:581]	:	INFO	:	Epoch 811 | loss: 0.000630388 | val_loss: 0.000635068 | Time: 1465.41 ms
[2020-12-18 11:58:00	                main:581]	:	INFO	:	Epoch 812 | loss: 0.000613176 | val_loss: 0.000628561 | Time: 1512.88 ms
[2020-12-18 11:58:01	                main:581]	:	INFO	:	Epoch 813 | loss: 0.000609143 | val_loss: 0.000622477 | Time: 1484.67 ms
[2020-12-18 11:58:03	                main:581]	:	INFO	:	Epoch 814 | loss: 0.000610163 | val_loss: 0.000649286 | Time: 1493.16 ms
[2020-12-18 11:58:04	                main:581]	:	INFO	:	Epoch 815 | loss: 0.000697451 | val_loss: 0.000733338 | Time: 1480.78 ms
[2020-12-18 11:58:06	                main:581]	:	INFO	:	Epoch 816 | loss: 0.000650052 | val_loss: 0.000632544 | Time: 1498.52 ms
[2020-12-18 11:58:07	                main:581]	:	INFO	:	Epoch 817 | loss: 0.000612997 | val_loss: 0.000627246 | Time: 1477.5 ms
[2020-12-18 11:58:09	                main:581]	:	INFO	:	Epoch 818 | loss: 0.000608881 | val_loss: 0.000625137 | Time: 1461.88 ms
[2020-12-18 11:58:10	                main:581]	:	INFO	:	Epoch 819 | loss: 0.000613311 | val_loss: 0.000665887 | Time: 1499.07 ms
[2020-12-18 11:58:12	                main:581]	:	INFO	:	Epoch 820 | loss: 0.00070671 | val_loss: 0.0006519 | Time: 1471.18 ms
[2020-12-18 11:58:13	                main:581]	:	INFO	:	Epoch 821 | loss: 0.000625613 | val_loss: 0.000630243 | Time: 1508.88 ms
[2020-12-18 11:58:15	                main:581]	:	INFO	:	Epoch 822 | loss: 0.000614575 | val_loss: 0.00062724 | Time: 1471.12 ms
[2020-12-18 11:58:16	                main:581]	:	INFO	:	Epoch 823 | loss: 0.00060719 | val_loss: 0.000621464 | Time: 1486.43 ms
[2020-12-18 11:58:17	                main:581]	:	INFO	:	Epoch 824 | loss: 0.000623966 | val_loss: 0.000714337 | Time: 1459.13 ms
[2020-12-18 11:58:19	                main:581]	:	INFO	:	Epoch 825 | loss: 0.000666099 | val_loss: 0.000636665 | Time: 1453.97 ms
[2020-12-18 11:58:20	                main:581]	:	INFO	:	Epoch 826 | loss: 0.000614605 | val_loss: 0.000621649 | Time: 1440.08 ms
[2020-12-18 11:58:22	                main:581]	:	INFO	:	Epoch 827 | loss: 0.000638166 | val_loss: 0.000782255 | Time: 1450.13 ms
[2020-12-18 11:58:23	                main:581]	:	INFO	:	Epoch 828 | loss: 0.000653852 | val_loss: 0.000634663 | Time: 1440.15 ms
[2020-12-18 11:58:25	                main:581]	:	INFO	:	Epoch 829 | loss: 0.000614931 | val_loss: 0.000625816 | Time: 1485.12 ms
[2020-12-18 11:58:26	                main:581]	:	INFO	:	Epoch 830 | loss: 0.000610835 | val_loss: 0.000632291 | Time: 1477.53 ms
[2020-12-18 11:58:28	                main:581]	:	INFO	:	Epoch 831 | loss: 0.000619365 | val_loss: 0.000621941 | Time: 1501.94 ms
[2020-12-18 11:58:29	                main:581]	:	INFO	:	Epoch 832 | loss: 0.000604228 | val_loss: 0.000620036 | Time: 1479.75 ms
[2020-12-18 11:58:31	                main:581]	:	INFO	:	Epoch 833 | loss: 0.000677585 | val_loss: 0.00072434 | Time: 1470.04 ms
[2020-12-18 11:58:32	                main:581]	:	INFO	:	Epoch 834 | loss: 0.00066442 | val_loss: 0.00063908 | Time: 1461.11 ms
[2020-12-18 11:58:34	                main:581]	:	INFO	:	Epoch 835 | loss: 0.000616951 | val_loss: 0.000624445 | Time: 1458.46 ms
[2020-12-18 11:58:35	                main:581]	:	INFO	:	Epoch 836 | loss: 0.000604807 | val_loss: 0.000616447 | Time: 1459.79 ms
[2020-12-18 11:58:37	                main:581]	:	INFO	:	Epoch 837 | loss: 0.000605493 | val_loss: 0.000651328 | Time: 1460.86 ms
[2020-12-18 11:58:38	                main:581]	:	INFO	:	Epoch 838 | loss: 0.000693323 | val_loss: 0.000651856 | Time: 1484.25 ms
[2020-12-18 11:58:39	                main:581]	:	INFO	:	Epoch 839 | loss: 0.000618033 | val_loss: 0.000623404 | Time: 1453.03 ms
[2020-12-18 11:58:41	                main:581]	:	INFO	:	Epoch 840 | loss: 0.000606728 | val_loss: 0.000623039 | Time: 1443.79 ms
[2020-12-18 11:58:42	                main:581]	:	INFO	:	Epoch 841 | loss: 0.000633885 | val_loss: 0.000636227 | Time: 1445.77 ms
[2020-12-18 11:58:44	                main:581]	:	INFO	:	Epoch 842 | loss: 0.000611966 | val_loss: 0.000619975 | Time: 1428.72 ms
[2020-12-18 11:58:45	                main:581]	:	INFO	:	Epoch 843 | loss: 0.000603215 | val_loss: 0.000621482 | Time: 1450.89 ms
[2020-12-18 11:58:47	                main:581]	:	INFO	:	Epoch 844 | loss: 0.000646563 | val_loss: 0.000724216 | Time: 1479.22 ms
[2020-12-18 11:58:48	                main:581]	:	INFO	:	Epoch 845 | loss: 0.000671174 | val_loss: 0.000639087 | Time: 1468.54 ms
[2020-12-18 11:58:50	                main:581]	:	INFO	:	Epoch 846 | loss: 0.000612606 | val_loss: 0.000621624 | Time: 1483.19 ms
[2020-12-18 11:58:51	                main:581]	:	INFO	:	Epoch 847 | loss: 0.000603327 | val_loss: 0.000616838 | Time: 1481.82 ms
[2020-12-18 11:58:53	                main:581]	:	INFO	:	Epoch 848 | loss: 0.000601337 | val_loss: 0.000623543 | Time: 1469.87 ms
[2020-12-18 11:58:54	                main:581]	:	INFO	:	Epoch 849 | loss: 0.000613446 | val_loss: 0.000660582 | Time: 1500.44 ms
[2020-12-18 11:58:56	                main:581]	:	INFO	:	Epoch 850 | loss: 0.00079932 | val_loss: 0.000762328 | Time: 1478.57 ms
[2020-12-18 11:58:57	                main:581]	:	INFO	:	Epoch 851 | loss: 0.000703773 | val_loss: 0.00065021 | Time: 1475.3 ms
[2020-12-18 11:58:59	                main:581]	:	INFO	:	Epoch 852 | loss: 0.000616061 | val_loss: 0.000621782 | Time: 1473.08 ms
[2020-12-18 11:59:00	                main:581]	:	INFO	:	Epoch 853 | loss: 0.000600114 | val_loss: 0.000611517 | Time: 1447.51 ms
[2020-12-18 11:59:01	                main:581]	:	INFO	:	Epoch 854 | loss: 0.000594108 | val_loss: 0.000610542 | Time: 1466.02 ms
[2020-12-18 11:59:03	                main:581]	:	INFO	:	Epoch 855 | loss: 0.000598228 | val_loss: 0.000660445 | Time: 1483.93 ms
[2020-12-18 11:59:04	                main:581]	:	INFO	:	Epoch 856 | loss: 0.000672821 | val_loss: 0.000638523 | Time: 1501.79 ms
[2020-12-18 11:59:06	                main:581]	:	INFO	:	Epoch 857 | loss: 0.000609134 | val_loss: 0.000614258 | Time: 1513.12 ms
[2020-12-18 11:59:07	                main:581]	:	INFO	:	Epoch 858 | loss: 0.000596063 | val_loss: 0.000608782 | Time: 1477.42 ms
[2020-12-18 11:59:09	                main:581]	:	INFO	:	Epoch 859 | loss: 0.000593098 | val_loss: 0.000612176 | Time: 1485.34 ms
[2020-12-18 11:59:10	                main:581]	:	INFO	:	Epoch 860 | loss: 0.00061668 | val_loss: 0.000652613 | Time: 1468.17 ms
[2020-12-18 11:59:12	                main:581]	:	INFO	:	Epoch 861 | loss: 0.000617958 | val_loss: 0.000620019 | Time: 1470.64 ms
[2020-12-18 11:59:13	                main:581]	:	INFO	:	Epoch 862 | loss: 0.000600788 | val_loss: 0.000611552 | Time: 1504.68 ms
[2020-12-18 11:59:15	                main:581]	:	INFO	:	Epoch 863 | loss: 0.000602969 | val_loss: 0.000620251 | Time: 1485.16 ms
[2020-12-18 11:59:16	                main:581]	:	INFO	:	Epoch 864 | loss: 0.000632651 | val_loss: 0.000797979 | Time: 1490.52 ms
[2020-12-18 11:59:18	                main:581]	:	INFO	:	Epoch 865 | loss: 0.000653431 | val_loss: 0.00061983 | Time: 1454.2 ms
[2020-12-18 11:59:19	                main:581]	:	INFO	:	Epoch 866 | loss: 0.000599732 | val_loss: 0.000621433 | Time: 1502.5 ms
[2020-12-18 11:59:21	                main:581]	:	INFO	:	Epoch 867 | loss: 0.000611225 | val_loss: 0.000623838 | Time: 1490.28 ms
[2020-12-18 11:59:22	                main:581]	:	INFO	:	Epoch 868 | loss: 0.000593198 | val_loss: 0.000608258 | Time: 1471.57 ms
[2020-12-18 11:59:24	                main:581]	:	INFO	:	Epoch 869 | loss: 0.000617015 | val_loss: 0.000730089 | Time: 1493.05 ms
[2020-12-18 11:59:25	                main:581]	:	INFO	:	Epoch 870 | loss: 0.000659746 | val_loss: 0.000630402 | Time: 1493.94 ms
[2020-12-18 11:59:27	                main:581]	:	INFO	:	Epoch 871 | loss: 0.000600135 | val_loss: 0.000607354 | Time: 1451.94 ms
[2020-12-18 11:59:28	                main:581]	:	INFO	:	Epoch 872 | loss: 0.000592506 | val_loss: 0.000647257 | Time: 1466.81 ms
[2020-12-18 11:59:30	                main:581]	:	INFO	:	Epoch 873 | loss: 0.000631976 | val_loss: 0.000609271 | Time: 1476.32 ms
[2020-12-18 11:59:31	                main:581]	:	INFO	:	Epoch 874 | loss: 0.000601405 | val_loss: 0.00061036 | Time: 1455.48 ms
[2020-12-18 11:59:33	                main:581]	:	INFO	:	Epoch 875 | loss: 0.000600756 | val_loss: 0.000639209 | Time: 1459.93 ms
[2020-12-18 11:59:34	                main:581]	:	INFO	:	Epoch 876 | loss: 0.000611573 | val_loss: 0.000617829 | Time: 1477.86 ms
[2020-12-18 11:59:36	                main:581]	:	INFO	:	Epoch 877 | loss: 0.000607639 | val_loss: 0.000652063 | Time: 1474.88 ms
[2020-12-18 11:59:37	                main:581]	:	INFO	:	Epoch 878 | loss: 0.000627449 | val_loss: 0.000620088 | Time: 1495.25 ms
[2020-12-18 11:59:38	                main:581]	:	INFO	:	Epoch 879 | loss: 0.0006014 | val_loss: 0.000644223 | Time: 1469.82 ms
[2020-12-18 11:59:40	                main:581]	:	INFO	:	Epoch 880 | loss: 0.000631652 | val_loss: 0.000623989 | Time: 1491.19 ms
[2020-12-18 11:59:41	                main:581]	:	INFO	:	Epoch 881 | loss: 0.000605214 | val_loss: 0.00060226 | Time: 1476.49 ms
[2020-12-18 11:59:43	                main:581]	:	INFO	:	Epoch 882 | loss: 0.000600331 | val_loss: 0.000634479 | Time: 1470.48 ms
[2020-12-18 11:59:44	                main:581]	:	INFO	:	Epoch 883 | loss: 0.000605314 | val_loss: 0.000607988 | Time: 1444.7 ms
[2020-12-18 11:59:46	                main:581]	:	INFO	:	Epoch 884 | loss: 0.000607194 | val_loss: 0.000698906 | Time: 1460.6 ms
[2020-12-18 11:59:47	                main:581]	:	INFO	:	Epoch 885 | loss: 0.000636717 | val_loss: 0.000605905 | Time: 1440.97 ms
[2020-12-18 11:59:49	                main:581]	:	INFO	:	Epoch 886 | loss: 0.0005885 | val_loss: 0.00060296 | Time: 1450.12 ms
[2020-12-18 11:59:50	                main:581]	:	INFO	:	Epoch 887 | loss: 0.000592424 | val_loss: 0.00059656 | Time: 1438.31 ms
[2020-12-18 11:59:52	                main:581]	:	INFO	:	Epoch 888 | loss: 0.000627074 | val_loss: 0.000625718 | Time: 1444.14 ms
[2020-12-18 11:59:53	                main:581]	:	INFO	:	Epoch 889 | loss: 0.000602351 | val_loss: 0.000622348 | Time: 1479.35 ms
[2020-12-18 11:59:55	                main:581]	:	INFO	:	Epoch 890 | loss: 0.000598267 | val_loss: 0.000595335 | Time: 1456.27 ms
[2020-12-18 11:59:56	                main:581]	:	INFO	:	Epoch 891 | loss: 0.000596939 | val_loss: 0.000733438 | Time: 1446.68 ms
[2020-12-18 11:59:57	                main:581]	:	INFO	:	Epoch 892 | loss: 0.000643869 | val_loss: 0.000604448 | Time: 1425.87 ms
[2020-12-18 11:59:59	                main:581]	:	INFO	:	Epoch 893 | loss: 0.000580988 | val_loss: 0.000598395 | Time: 1442.8 ms
[2020-12-18 12:00:00	                main:581]	:	INFO	:	Epoch 894 | loss: 0.000595261 | val_loss: 0.000634034 | Time: 1463.94 ms
[2020-12-18 12:00:02	                main:581]	:	INFO	:	Epoch 895 | loss: 0.000616571 | val_loss: 0.000599909 | Time: 1439.46 ms
[2020-12-18 12:00:03	                main:581]	:	INFO	:	Epoch 896 | loss: 0.000608524 | val_loss: 0.000625109 | Time: 1426.16 ms
[2020-12-18 12:00:05	                main:581]	:	INFO	:	Epoch 897 | loss: 0.000578792 | val_loss: 0.00062607 | Time: 1443.53 ms
[2020-12-18 12:00:06	                main:581]	:	INFO	:	Epoch 898 | loss: 0.000618331 | val_loss: 0.000594062 | Time: 1452.71 ms
[2020-12-18 12:00:08	                main:581]	:	INFO	:	Epoch 899 | loss: 0.000641337 | val_loss: 0.000671015 | Time: 1427.45 ms
[2020-12-18 12:00:09	                main:581]	:	INFO	:	Epoch 900 | loss: 0.000599637 | val_loss: 0.000588937 | Time: 1473.34 ms
[2020-12-18 12:00:10	                main:581]	:	INFO	:	Epoch 901 | loss: 0.000565861 | val_loss: 0.00061377 | Time: 1464.46 ms
[2020-12-18 12:00:12	                main:581]	:	INFO	:	Epoch 902 | loss: 0.000633972 | val_loss: 0.00066098 | Time: 1471.14 ms
[2020-12-18 12:00:13	                main:581]	:	INFO	:	Epoch 903 | loss: 0.00058558 | val_loss: 0.000575627 | Time: 1450.44 ms
[2020-12-18 12:00:15	                main:581]	:	INFO	:	Epoch 904 | loss: 0.000553105 | val_loss: 0.000569123 | Time: 1482.73 ms
[2020-12-18 12:00:16	                main:581]	:	INFO	:	Epoch 905 | loss: 0.000637394 | val_loss: 0.000618494 | Time: 1469.89 ms
[2020-12-18 12:00:18	                main:581]	:	INFO	:	Epoch 906 | loss: 0.000579898 | val_loss: 0.00056672 | Time: 1466.67 ms
[2020-12-18 12:00:19	                main:581]	:	INFO	:	Epoch 907 | loss: 0.000555708 | val_loss: 0.000600349 | Time: 1456.36 ms
[2020-12-18 12:00:21	                main:581]	:	INFO	:	Epoch 908 | loss: 0.000566809 | val_loss: 0.000609885 | Time: 1463.51 ms
[2020-12-18 12:00:22	                main:581]	:	INFO	:	Epoch 909 | loss: 0.000617916 | val_loss: 0.000585554 | Time: 1452.85 ms
[2020-12-18 12:00:24	                main:581]	:	INFO	:	Epoch 910 | loss: 0.000574813 | val_loss: 0.000585828 | Time: 1475.03 ms
[2020-12-18 12:00:25	                main:581]	:	INFO	:	Epoch 911 | loss: 0.000550125 | val_loss: 0.000579199 | Time: 1442.4 ms
[2020-12-18 12:00:27	                main:581]	:	INFO	:	Epoch 912 | loss: 0.000626826 | val_loss: 0.000579458 | Time: 1460.01 ms
[2020-12-18 12:00:28	                main:581]	:	INFO	:	Epoch 913 | loss: 0.000553074 | val_loss: 0.00055214 | Time: 1460.11 ms
[2020-12-18 12:00:29	                main:581]	:	INFO	:	Epoch 914 | loss: 0.000561058 | val_loss: 0.000591806 | Time: 1472.37 ms
[2020-12-18 12:00:31	                main:581]	:	INFO	:	Epoch 915 | loss: 0.0005728 | val_loss: 0.000578182 | Time: 1459.41 ms
[2020-12-18 12:00:32	                main:581]	:	INFO	:	Epoch 916 | loss: 0.000552054 | val_loss: 0.000586179 | Time: 1452.88 ms
[2020-12-18 12:00:34	                main:581]	:	INFO	:	Epoch 917 | loss: 0.000627324 | val_loss: 0.00058891 | Time: 1455.74 ms
[2020-12-18 12:00:35	                main:581]	:	INFO	:	Epoch 918 | loss: 0.000549545 | val_loss: 0.000547306 | Time: 1459.4 ms
[2020-12-18 12:00:37	                main:581]	:	INFO	:	Epoch 919 | loss: 0.000525758 | val_loss: 0.00055094 | Time: 1452.25 ms
[2020-12-18 12:00:38	                main:581]	:	INFO	:	Epoch 920 | loss: 0.000646215 | val_loss: 0.000600229 | Time: 1455.37 ms
[2020-12-18 12:00:40	                main:581]	:	INFO	:	Epoch 921 | loss: 0.000552433 | val_loss: 0.000541801 | Time: 1434.72 ms
[2020-12-18 12:00:41	                main:581]	:	INFO	:	Epoch 922 | loss: 0.000531693 | val_loss: 0.00058653 | Time: 1474.88 ms
[2020-12-18 12:00:43	                main:581]	:	INFO	:	Epoch 923 | loss: 0.000561791 | val_loss: 0.000587295 | Time: 1515.87 ms
[2020-12-18 12:00:44	                main:581]	:	INFO	:	Epoch 924 | loss: 0.000548661 | val_loss: 0.000570467 | Time: 1483.04 ms
[2020-12-18 12:00:46	                main:581]	:	INFO	:	Epoch 925 | loss: 0.000536124 | val_loss: 0.000527585 | Time: 1455.25 ms
[2020-12-18 12:00:47	                main:581]	:	INFO	:	Epoch 926 | loss: 0.000613714 | val_loss: 0.000664481 | Time: 1496.11 ms
[2020-12-18 12:00:49	                main:581]	:	INFO	:	Epoch 927 | loss: 0.000576195 | val_loss: 0.000545417 | Time: 1479.38 ms
[2020-12-18 12:00:50	                main:581]	:	INFO	:	Epoch 928 | loss: 0.000521164 | val_loss: 0.000524282 | Time: 1468.03 ms
[2020-12-18 12:00:51	                main:581]	:	INFO	:	Epoch 929 | loss: 0.000502682 | val_loss: 0.000514987 | Time: 1460.86 ms
[2020-12-18 12:00:53	                main:581]	:	INFO	:	Epoch 930 | loss: 0.000584084 | val_loss: 0.000779533 | Time: 1444.28 ms
[2020-12-18 12:00:54	                main:581]	:	INFO	:	Epoch 931 | loss: 0.000589188 | val_loss: 0.00055055 | Time: 1485.54 ms
[2020-12-18 12:00:56	                main:581]	:	INFO	:	Epoch 932 | loss: 0.000515774 | val_loss: 0.000516835 | Time: 1480.4 ms
[2020-12-18 12:00:57	                main:581]	:	INFO	:	Epoch 933 | loss: 0.000538921 | val_loss: 0.000683437 | Time: 1470.75 ms
[2020-12-18 12:00:59	                main:581]	:	INFO	:	Epoch 934 | loss: 0.000546275 | val_loss: 0.00051993 | Time: 1481.25 ms
[2020-12-18 12:01:00	                main:581]	:	INFO	:	Epoch 935 | loss: 0.000499303 | val_loss: 0.000526276 | Time: 1481.95 ms
[2020-12-18 12:01:02	                main:581]	:	INFO	:	Epoch 936 | loss: 0.000566693 | val_loss: 0.000558938 | Time: 1508.64 ms
[2020-12-18 12:01:03	                main:581]	:	INFO	:	Epoch 937 | loss: 0.000539742 | val_loss: 0.000530482 | Time: 1478.96 ms
[2020-12-18 12:01:05	                main:581]	:	INFO	:	Epoch 938 | loss: 0.000503742 | val_loss: 0.000508438 | Time: 1493.96 ms
[2020-12-18 12:01:06	                main:581]	:	INFO	:	Epoch 939 | loss: 0.000516372 | val_loss: 0.00071033 | Time: 1519.44 ms
[2020-12-18 12:01:08	                main:581]	:	INFO	:	Epoch 940 | loss: 0.000582222 | val_loss: 0.000525132 | Time: 1468.61 ms
[2020-12-18 12:01:09	                main:581]	:	INFO	:	Epoch 941 | loss: 0.000500813 | val_loss: 0.000502722 | Time: 1474.06 ms
[2020-12-18 12:01:11	                main:581]	:	INFO	:	Epoch 942 | loss: 0.000515962 | val_loss: 0.000746541 | Time: 1450.72 ms
[2020-12-18 12:01:12	                main:581]	:	INFO	:	Epoch 943 | loss: 0.000602217 | val_loss: 0.000535819 | Time: 1461.19 ms
[2020-12-18 12:01:14	                main:581]	:	INFO	:	Epoch 944 | loss: 0.000499691 | val_loss: 0.000501352 | Time: 1467.22 ms
[2020-12-18 12:01:15	                main:581]	:	INFO	:	Epoch 945 | loss: 0.000480405 | val_loss: 0.00048639 | Time: 1466.22 ms
[2020-12-18 12:01:17	                main:581]	:	INFO	:	Epoch 946 | loss: 0.000596168 | val_loss: 0.00055587 | Time: 1457.54 ms
[2020-12-18 12:01:18	                main:581]	:	INFO	:	Epoch 947 | loss: 0.000523125 | val_loss: 0.000504089 | Time: 1440.04 ms
[2020-12-18 12:01:19	                main:581]	:	INFO	:	Epoch 948 | loss: 0.000480534 | val_loss: 0.000483961 | Time: 1444.25 ms
[2020-12-18 12:01:21	                main:581]	:	INFO	:	Epoch 949 | loss: 0.000471376 | val_loss: 0.000511348 | Time: 1492.6 ms
[2020-12-18 12:01:22	                main:581]	:	INFO	:	Epoch 950 | loss: 0.000570266 | val_loss: 0.000528601 | Time: 1475.7 ms
[2020-12-18 12:01:24	                main:581]	:	INFO	:	Epoch 951 | loss: 0.000485198 | val_loss: 0.000480927 | Time: 1457.84 ms
[2020-12-18 12:01:25	                main:581]	:	INFO	:	Epoch 952 | loss: 0.000468952 | val_loss: 0.000484028 | Time: 1476.56 ms
[2020-12-18 12:01:27	                main:581]	:	INFO	:	Epoch 953 | loss: 0.000493279 | val_loss: 0.000498997 | Time: 1495.03 ms
[2020-12-18 12:01:28	                main:581]	:	INFO	:	Epoch 954 | loss: 0.000522157 | val_loss: 0.000511816 | Time: 1485.8 ms
[2020-12-18 12:01:30	                main:581]	:	INFO	:	Epoch 955 | loss: 0.000474137 | val_loss: 0.00047943 | Time: 1464.54 ms
[2020-12-18 12:01:31	                main:581]	:	INFO	:	Epoch 956 | loss: 0.000459378 | val_loss: 0.000481483 | Time: 1478.57 ms
[2020-12-18 12:01:33	                main:581]	:	INFO	:	Epoch 957 | loss: 0.000584461 | val_loss: 0.000518366 | Time: 1457.43 ms
[2020-12-18 12:01:34	                main:581]	:	INFO	:	Epoch 958 | loss: 0.000504076 | val_loss: 0.000492744 | Time: 1482.42 ms
[2020-12-18 12:01:36	                main:581]	:	INFO	:	Epoch 959 | loss: 0.000466754 | val_loss: 0.000468987 | Time: 1473.97 ms
[2020-12-18 12:01:37	                main:581]	:	INFO	:	Epoch 960 | loss: 0.000450527 | val_loss: 0.000464207 | Time: 1472.89 ms
[2020-12-18 12:01:39	                main:581]	:	INFO	:	Epoch 961 | loss: 0.000631419 | val_loss: 0.000598134 | Time: 1470.93 ms
[2020-12-18 12:01:40	                main:581]	:	INFO	:	Epoch 962 | loss: 0.000516395 | val_loss: 0.000478991 | Time: 1482.47 ms
[2020-12-18 12:01:42	                main:581]	:	INFO	:	Epoch 963 | loss: 0.000458771 | val_loss: 0.000460913 | Time: 1478 ms
[2020-12-18 12:01:43	                main:581]	:	INFO	:	Epoch 964 | loss: 0.000444506 | val_loss: 0.000454156 | Time: 1493.35 ms
[2020-12-18 12:01:45	                main:581]	:	INFO	:	Epoch 965 | loss: 0.000487201 | val_loss: 0.000479606 | Time: 1492.37 ms
[2020-12-18 12:01:46	                main:581]	:	INFO	:	Epoch 966 | loss: 0.000460468 | val_loss: 0.000468641 | Time: 1502.13 ms
[2020-12-18 12:01:48	                main:581]	:	INFO	:	Epoch 967 | loss: 0.000469689 | val_loss: 0.000487128 | Time: 1472.27 ms
[2020-12-18 12:01:49	                main:581]	:	INFO	:	Epoch 968 | loss: 0.000460526 | val_loss: 0.000460365 | Time: 1443 ms
[2020-12-18 12:01:50	                main:581]	:	INFO	:	Epoch 969 | loss: 0.00046587 | val_loss: 0.000551071 | Time: 1466.03 ms
[2020-12-18 12:01:52	                main:581]	:	INFO	:	Epoch 970 | loss: 0.000500426 | val_loss: 0.000458395 | Time: 1451.3 ms
[2020-12-18 12:01:53	                main:581]	:	INFO	:	Epoch 971 | loss: 0.00044598 | val_loss: 0.000450951 | Time: 1439.41 ms
[2020-12-18 12:01:55	                main:581]	:	INFO	:	Epoch 972 | loss: 0.000443704 | val_loss: 0.000505904 | Time: 1469.46 ms
[2020-12-18 12:01:56	                main:581]	:	INFO	:	Epoch 973 | loss: 0.000583697 | val_loss: 0.000509317 | Time: 1462.63 ms
[2020-12-18 12:01:58	                main:581]	:	INFO	:	Epoch 974 | loss: 0.000466738 | val_loss: 0.000456008 | Time: 1441.02 ms
[2020-12-18 12:01:59	                main:581]	:	INFO	:	Epoch 975 | loss: 0.000437545 | val_loss: 0.000441898 | Time: 1438.56 ms
[2020-12-18 12:02:01	                main:581]	:	INFO	:	Epoch 976 | loss: 0.000444988 | val_loss: 0.000515657 | Time: 1437.41 ms
[2020-12-18 12:02:02	                main:581]	:	INFO	:	Epoch 977 | loss: 0.000481969 | val_loss: 0.000475693 | Time: 1481 ms
[2020-12-18 12:02:04	                main:581]	:	INFO	:	Epoch 978 | loss: 0.000447356 | val_loss: 0.000445129 | Time: 1462.56 ms
[2020-12-18 12:02:05	                main:581]	:	INFO	:	Epoch 979 | loss: 0.000452913 | val_loss: 0.000484475 | Time: 1437.6 ms
[2020-12-18 12:02:06	                main:581]	:	INFO	:	Epoch 980 | loss: 0.000452191 | val_loss: 0.000441824 | Time: 1436.55 ms
[2020-12-18 12:02:08	                main:581]	:	INFO	:	Epoch 981 | loss: 0.000474655 | val_loss: 0.000923779 | Time: 1441.74 ms
[2020-12-18 12:02:09	                main:581]	:	INFO	:	Epoch 982 | loss: 0.00061911 | val_loss: 0.000506916 | Time: 1443.16 ms
[2020-12-18 12:02:11	                main:581]	:	INFO	:	Epoch 983 | loss: 0.0004605 | val_loss: 0.000449198 | Time: 1474.54 ms
[2020-12-18 12:02:12	                main:581]	:	INFO	:	Epoch 984 | loss: 0.000433548 | val_loss: 0.000440888 | Time: 1459.4 ms
[2020-12-18 12:02:14	                main:581]	:	INFO	:	Epoch 985 | loss: 0.000434332 | val_loss: 0.000477587 | Time: 1463.56 ms
[2020-12-18 12:02:15	                main:581]	:	INFO	:	Epoch 986 | loss: 0.000468494 | val_loss: 0.000450144 | Time: 1465.12 ms
[2020-12-18 12:02:17	                main:581]	:	INFO	:	Epoch 987 | loss: 0.000431712 | val_loss: 0.000432984 | Time: 1440.58 ms
[2020-12-18 12:02:18	                main:581]	:	INFO	:	Epoch 988 | loss: 0.000463472 | val_loss: 0.000685877 | Time: 1424.62 ms
[2020-12-18 12:02:19	                main:581]	:	INFO	:	Epoch 989 | loss: 0.000512781 | val_loss: 0.000464494 | Time: 1445.02 ms
[2020-12-18 12:02:21	                main:581]	:	INFO	:	Epoch 990 | loss: 0.000434397 | val_loss: 0.000436244 | Time: 1429.44 ms
[2020-12-18 12:02:22	                main:581]	:	INFO	:	Epoch 991 | loss: 0.000443237 | val_loss: 0.000495484 | Time: 1424.59 ms
[2020-12-18 12:02:24	                main:581]	:	INFO	:	Epoch 992 | loss: 0.000461577 | val_loss: 0.000444064 | Time: 1422.06 ms
[2020-12-18 12:02:25	                main:581]	:	INFO	:	Epoch 993 | loss: 0.000433426 | val_loss: 0.000430765 | Time: 1472.86 ms
[2020-12-18 12:02:27	                main:581]	:	INFO	:	Epoch 994 | loss: 0.000437768 | val_loss: 0.000471807 | Time: 1495.35 ms
[2020-12-18 12:02:28	                main:581]	:	INFO	:	Epoch 995 | loss: 0.000443769 | val_loss: 0.000441954 | Time: 1449.27 ms
[2020-12-18 12:02:30	                main:581]	:	INFO	:	Epoch 996 | loss: 0.000463358 | val_loss: 0.000546786 | Time: 1454.94 ms
[2020-12-18 12:02:31	                main:581]	:	INFO	:	Epoch 997 | loss: 0.000494902 | val_loss: 0.000452906 | Time: 1455.57 ms
[2020-12-18 12:02:33	                main:581]	:	INFO	:	Epoch 998 | loss: 0.000429449 | val_loss: 0.000433911 | Time: 1451.86 ms
[2020-12-18 12:02:34	                main:581]	:	INFO	:	Epoch 999 | loss: 0.000419427 | val_loss: 0.000433978 | Time: 1452.6 ms
[2020-12-18 12:02:35	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.00053111 | val_loss: 0.000564899 | Time: 1465.86 ms
[2020-12-18 12:02:37	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.000465675 | val_loss: 0.000452276 | Time: 1467.06 ms
[2020-12-18 12:02:38	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.000425641 | val_loss: 0.000426318 | Time: 1442.39 ms
[2020-12-18 12:02:40	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.000413447 | val_loss: 0.000426828 | Time: 1464.14 ms
[2020-12-18 12:02:41	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.000508345 | val_loss: 0.000537912 | Time: 1450.54 ms
[2020-12-18 12:02:43	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.000458748 | val_loss: 0.000446056 | Time: 1450.88 ms
[2020-12-18 12:02:44	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.000421398 | val_loss: 0.000423624 | Time: 1468.02 ms
[2020-12-18 12:02:46	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.000411596 | val_loss: 0.000424173 | Time: 1475.16 ms
[2020-12-18 12:02:47	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.000459121 | val_loss: 0.000594874 | Time: 1435.56 ms
[2020-12-18 12:02:49	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.000583501 | val_loss: 0.000470323 | Time: 1470.84 ms
[2020-12-18 12:02:50	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.000438622 | val_loss: 0.000428002 | Time: 1420.14 ms
[2020-12-18 12:02:51	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.000412993 | val_loss: 0.000417681 | Time: 1450.28 ms
[2020-12-18 12:02:53	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.000405812 | val_loss: 0.000413666 | Time: 1481.66 ms
[2020-12-18 12:02:54	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.000413978 | val_loss: 0.000514126 | Time: 1454.95 ms
[2020-12-18 12:02:56	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.00051394 | val_loss: 0.00044238 | Time: 1459.24 ms
[2020-12-18 12:02:57	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.000430563 | val_loss: 0.000427322 | Time: 1463.02 ms
[2020-12-18 12:02:59	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.000420744 | val_loss: 0.000484858 | Time: 1465.47 ms
[2020-12-18 12:03:00	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.000480941 | val_loss: 0.000445737 | Time: 1464.06 ms
[2020-12-18 12:03:02	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.000417528 | val_loss: 0.000419129 | Time: 1506.77 ms
[2020-12-18 12:03:03	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.000414143 | val_loss: 0.00048968 | Time: 1476.05 ms
[2020-12-18 12:03:05	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.000471208 | val_loss: 0.000443661 | Time: 1514.26 ms
[2020-12-18 12:03:06	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.000419213 | val_loss: 0.000431504 | Time: 1465.42 ms
[2020-12-18 12:03:08	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.000417084 | val_loss: 0.000414722 | Time: 1450.34 ms
[2020-12-18 12:03:09	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.000432652 | val_loss: 0.000512653 | Time: 1434.32 ms
[2020-12-18 12:03:11	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.000499553 | val_loss: 0.000444248 | Time: 1424.84 ms
[2020-12-18 12:03:11	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.000444248
[2020-12-18 12:03:11	                main:610]	:	INFO	:	Saving end state to config to file
[2020-12-18 12:03:11	                main:615]	:	INFO	:	Success, exiting..
12:03:11 (4051218): 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)