Task 3364361

Name EightBitModified-1605932434-17219-8_1
Workunit 1572620
Created 20 Dec 2020, 11:35:24 UTC
Sent 20 Dec 2020, 12:33:05 UTC
Report deadline 27 Dec 2020, 12:33:05 UTC
Received 21 Dec 2020, 1:31:21 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 5259
Run time 24 min 47 sec
CPU time 24 min 44 sec
Validate state Valid
Credit 2,080.00
Device peak FLOPS 6,566.84 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.80 (cuda10200)
x86_64-pc-linux-gnu
Peak working set size 1.83 GB
Peak swap size 13.42 GB
Peak disk usage 2.98 GB

Stderr output

<core_client_version>7.16.14</core_client_version>
<![CDATA[
<stderr_txt>
 main:581]	:	INFO	:	Epoch 526 | loss: 0.000391176 | val_loss: 0.000402651 | Time: 1471.11 ms
[2020-12-20 19:18:36	                main:581]	:	INFO	:	Epoch 527 | loss: 0.000387513 | val_loss: 0.000403142 | Time: 1481.86 ms
[2020-12-20 19:18:38	                main:581]	:	INFO	:	Epoch 528 | loss: 0.000396953 | val_loss: 0.000399233 | Time: 1468.16 ms
[2020-12-20 19:18:39	                main:581]	:	INFO	:	Epoch 529 | loss: 0.000387564 | val_loss: 0.000404568 | Time: 1460.16 ms
[2020-12-20 19:18:40	                main:581]	:	INFO	:	Epoch 530 | loss: 0.00042185 | val_loss: 0.000442341 | Time: 1478.58 ms
[2020-12-20 19:18:42	                main:581]	:	INFO	:	Epoch 531 | loss: 0.000409091 | val_loss: 0.000416935 | Time: 1448.25 ms
[2020-12-20 19:18:43	                main:581]	:	INFO	:	Epoch 532 | loss: 0.000392132 | val_loss: 0.000404297 | Time: 1465.94 ms
[2020-12-20 19:18:45	                main:581]	:	INFO	:	Epoch 533 | loss: 0.000393018 | val_loss: 0.000407543 | Time: 1529.83 ms
[2020-12-20 19:18:46	                main:581]	:	INFO	:	Epoch 534 | loss: 0.000395515 | val_loss: 0.00040102 | Time: 1489.34 ms
[2020-12-20 19:18:48	                main:581]	:	INFO	:	Epoch 535 | loss: 0.000389019 | val_loss: 0.000395894 | Time: 1486.65 ms
[2020-12-20 19:18:49	                main:581]	:	INFO	:	Epoch 536 | loss: 0.000400818 | val_loss: 0.000409288 | Time: 1472.08 ms
[2020-12-20 19:18:51	                main:581]	:	INFO	:	Epoch 537 | loss: 0.000389365 | val_loss: 0.000393691 | Time: 1465.63 ms
[2020-12-20 19:18:52	                main:581]	:	INFO	:	Epoch 538 | loss: 0.000386605 | val_loss: 0.000393785 | Time: 1473.8 ms
[2020-12-20 19:18:54	                main:581]	:	INFO	:	Epoch 539 | loss: 0.000386524 | val_loss: 0.000398493 | Time: 1455.01 ms
[2020-12-20 19:18:55	                main:581]	:	INFO	:	Epoch 540 | loss: 0.000395147 | val_loss: 0.000441926 | Time: 1472.98 ms
[2020-12-20 19:18:57	                main:581]	:	INFO	:	Epoch 541 | loss: 0.000422062 | val_loss: 0.000406579 | Time: 1459.27 ms
[2020-12-20 19:18:58	                main:581]	:	INFO	:	Epoch 542 | loss: 0.00039301 | val_loss: 0.000401283 | Time: 1481.32 ms
[2020-12-20 19:19:00	                main:581]	:	INFO	:	Epoch 543 | loss: 0.000386561 | val_loss: 0.000395583 | Time: 1500.01 ms
[2020-12-20 19:19:01	                main:581]	:	INFO	:	Epoch 544 | loss: 0.000385969 | val_loss: 0.000402872 | Time: 1482.88 ms
[2020-12-20 19:19:03	                main:581]	:	INFO	:	Epoch 545 | loss: 0.000404379 | val_loss: 0.000409712 | Time: 1474.78 ms
[2020-12-20 19:19:04	                main:581]	:	INFO	:	Epoch 546 | loss: 0.000388385 | val_loss: 0.000393256 | Time: 1488.16 ms
[2020-12-20 19:19:06	                main:581]	:	INFO	:	Epoch 547 | loss: 0.0003843 | val_loss: 0.000398456 | Time: 1485.14 ms
[2020-12-20 19:19:07	                main:581]	:	INFO	:	Epoch 548 | loss: 0.000393673 | val_loss: 0.000402726 | Time: 1453.35 ms
[2020-12-20 19:19:09	                main:581]	:	INFO	:	Epoch 549 | loss: 0.000385133 | val_loss: 0.00039341 | Time: 1472.11 ms
[2020-12-20 19:19:10	                main:581]	:	INFO	:	Epoch 550 | loss: 0.000386002 | val_loss: 0.000406268 | Time: 1458.42 ms
[2020-12-20 19:19:11	                main:581]	:	INFO	:	Epoch 551 | loss: 0.000406277 | val_loss: 0.000401773 | Time: 1454.49 ms
[2020-12-20 19:19:13	                main:581]	:	INFO	:	Epoch 552 | loss: 0.000388092 | val_loss: 0.00039597 | Time: 1463.44 ms
[2020-12-20 19:19:14	                main:581]	:	INFO	:	Epoch 553 | loss: 0.000387609 | val_loss: 0.000403354 | Time: 1456.44 ms
[2020-12-20 19:19:16	                main:581]	:	INFO	:	Epoch 554 | loss: 0.000397858 | val_loss: 0.000403453 | Time: 1440.91 ms
[2020-12-20 19:19:17	                main:581]	:	INFO	:	Epoch 555 | loss: 0.000386393 | val_loss: 0.00040419 | Time: 1453.25 ms
[2020-12-20 19:19:19	                main:581]	:	INFO	:	Epoch 556 | loss: 0.000387704 | val_loss: 0.000397293 | Time: 1483.6 ms
[2020-12-20 19:19:20	                main:581]	:	INFO	:	Epoch 557 | loss: 0.000405076 | val_loss: 0.000414708 | Time: 1426.11 ms
[2020-12-20 19:19:22	                main:581]	:	INFO	:	Epoch 558 | loss: 0.000391584 | val_loss: 0.000402782 | Time: 1418.59 ms
[2020-12-20 19:19:23	                main:581]	:	INFO	:	Epoch 559 | loss: 0.00039838 | val_loss: 0.000430673 | Time: 1466.36 ms
[2020-12-20 19:19:24	                main:581]	:	INFO	:	Epoch 560 | loss: 0.000390673 | val_loss: 0.000393216 | Time: 1446.42 ms
[2020-12-20 19:19:26	                main:581]	:	INFO	:	Epoch 561 | loss: 0.000382251 | val_loss: 0.000392739 | Time: 1432.72 ms
[2020-12-20 19:19:27	                main:581]	:	INFO	:	Epoch 562 | loss: 0.000385539 | val_loss: 0.000403827 | Time: 1443.28 ms
[2020-12-20 19:19:29	                main:581]	:	INFO	:	Epoch 563 | loss: 0.000396371 | val_loss: 0.000422799 | Time: 1461.17 ms
[2020-12-20 19:19:30	                main:581]	:	INFO	:	Epoch 564 | loss: 0.000401414 | val_loss: 0.00041197 | Time: 1450.12 ms
[2020-12-20 19:19:32	                main:581]	:	INFO	:	Epoch 565 | loss: 0.000389576 | val_loss: 0.000401319 | Time: 1443.85 ms
[2020-12-20 19:19:33	                main:581]	:	INFO	:	Epoch 566 | loss: 0.000390248 | val_loss: 0.000395227 | Time: 1427.76 ms
[2020-12-20 19:19:35	                main:581]	:	INFO	:	Epoch 567 | loss: 0.000384485 | val_loss: 0.000394782 | Time: 1427.45 ms
[2020-12-20 19:19:36	                main:581]	:	INFO	:	Epoch 568 | loss: 0.000381624 | val_loss: 0.00039603 | Time: 1428.09 ms
[2020-12-20 19:19:37	                main:581]	:	INFO	:	Epoch 569 | loss: 0.000393896 | val_loss: 0.000471045 | Time: 1421.2 ms
[2020-12-20 19:19:39	                main:581]	:	INFO	:	Epoch 570 | loss: 0.000432245 | val_loss: 0.000426631 | Time: 1433.12 ms
[2020-12-20 19:19:40	                main:581]	:	INFO	:	Epoch 571 | loss: 0.000393571 | val_loss: 0.000400449 | Time: 1428.71 ms
[2020-12-20 19:19:42	                main:581]	:	INFO	:	Epoch 572 | loss: 0.000383103 | val_loss: 0.000392324 | Time: 1418.31 ms
[2020-12-20 19:19:43	                main:581]	:	INFO	:	Epoch 573 | loss: 0.000383267 | val_loss: 0.000394027 | Time: 1418.25 ms
[2020-12-20 19:19:45	                main:581]	:	INFO	:	Epoch 574 | loss: 0.000379687 | val_loss: 0.000393963 | Time: 1426.28 ms
[2020-12-20 19:19:46	                main:581]	:	INFO	:	Epoch 575 | loss: 0.000407856 | val_loss: 0.00040213 | Time: 1409.95 ms
[2020-12-20 19:19:47	                main:581]	:	INFO	:	Epoch 576 | loss: 0.00039524 | val_loss: 0.000397317 | Time: 1418.29 ms
[2020-12-20 19:19:49	                main:581]	:	INFO	:	Epoch 577 | loss: 0.000384051 | val_loss: 0.000393918 | Time: 1413.78 ms
[2020-12-20 19:19:50	                main:581]	:	INFO	:	Epoch 578 | loss: 0.000383886 | val_loss: 0.000400784 | Time: 1415.21 ms
[2020-12-20 19:19:52	                main:581]	:	INFO	:	Epoch 579 | loss: 0.000384714 | val_loss: 0.000393986 | Time: 1429.74 ms
[2020-12-20 19:19:53	                main:581]	:	INFO	:	Epoch 580 | loss: 0.000385749 | val_loss: 0.000399228 | Time: 1411.13 ms
[2020-12-20 19:19:54	                main:581]	:	INFO	:	Epoch 581 | loss: 0.000393219 | val_loss: 0.00042256 | Time: 1425.19 ms
[2020-12-20 19:19:56	                main:581]	:	INFO	:	Epoch 582 | loss: 0.000389247 | val_loss: 0.000398165 | Time: 1418.1 ms
[2020-12-20 19:19:57	                main:581]	:	INFO	:	Epoch 583 | loss: 0.000414931 | val_loss: 0.000402861 | Time: 1449.92 ms
[2020-12-20 19:19:59	                main:581]	:	INFO	:	Epoch 584 | loss: 0.000388294 | val_loss: 0.000394777 | Time: 1414.76 ms
[2020-12-20 19:20:00	                main:581]	:	INFO	:	Epoch 585 | loss: 0.000388564 | val_loss: 0.000404997 | Time: 1427.62 ms
[2020-12-20 19:20:02	                main:581]	:	INFO	:	Epoch 586 | loss: 0.000387241 | val_loss: 0.000395918 | Time: 1412.76 ms
[2020-12-20 19:20:03	                main:581]	:	INFO	:	Epoch 587 | loss: 0.000382443 | val_loss: 0.000392749 | Time: 1455.15 ms
[2020-12-20 19:20:05	                main:581]	:	INFO	:	Epoch 588 | loss: 0.00038541 | val_loss: 0.000415802 | Time: 1460.7 ms
[2020-12-20 19:20:06	                main:581]	:	INFO	:	Epoch 589 | loss: 0.000420949 | val_loss: 0.00040653 | Time: 1464.21 ms
[2020-12-20 19:20:07	                main:581]	:	INFO	:	Epoch 590 | loss: 0.000385472 | val_loss: 0.000392553 | Time: 1451.82 ms
[2020-12-20 19:20:09	                main:581]	:	INFO	:	Epoch 591 | loss: 0.000383585 | val_loss: 0.000400319 | Time: 1446.14 ms
[2020-12-20 19:20:10	                main:581]	:	INFO	:	Epoch 592 | loss: 0.000386063 | val_loss: 0.000409547 | Time: 1464.58 ms
[2020-12-20 19:20:12	                main:581]	:	INFO	:	Epoch 593 | loss: 0.00038616 | val_loss: 0.000395359 | Time: 1439.35 ms
[2020-12-20 19:20:13	                main:581]	:	INFO	:	Epoch 594 | loss: 0.000382795 | val_loss: 0.000395336 | Time: 1465 ms
[2020-12-20 19:20:15	                main:581]	:	INFO	:	Epoch 595 | loss: 0.000386809 | val_loss: 0.000405148 | Time: 1439.89 ms
[2020-12-20 19:20:16	                main:581]	:	INFO	:	Epoch 596 | loss: 0.000399048 | val_loss: 0.000401527 | Time: 1434.86 ms
[2020-12-20 19:20:18	                main:581]	:	INFO	:	Epoch 597 | loss: 0.000392376 | val_loss: 0.000402741 | Time: 1443.39 ms
[2020-12-20 19:20:19	                main:581]	:	INFO	:	Epoch 598 | loss: 0.00038574 | val_loss: 0.00039617 | Time: 1454.72 ms
[2020-12-20 19:20:20	                main:581]	:	INFO	:	Epoch 599 | loss: 0.00039368 | val_loss: 0.00040471 | Time: 1429.41 ms
[2020-12-20 19:20:22	                main:581]	:	INFO	:	Epoch 600 | loss: 0.000386078 | val_loss: 0.000404534 | Time: 1466.69 ms
[2020-12-20 19:20:23	                main:581]	:	INFO	:	Epoch 601 | loss: 0.000408685 | val_loss: 0.000397549 | Time: 1462.08 ms
[2020-12-20 19:20:25	                main:581]	:	INFO	:	Epoch 602 | loss: 0.000388119 | val_loss: 0.000395272 | Time: 1460.31 ms
[2020-12-20 19:20:26	                main:581]	:	INFO	:	Epoch 603 | loss: 0.000382298 | val_loss: 0.000389908 | Time: 1468.56 ms
[2020-12-20 19:20:28	                main:581]	:	INFO	:	Epoch 604 | loss: 0.000378842 | val_loss: 0.000392327 | Time: 1446.91 ms
[2020-12-20 19:20:29	                main:581]	:	INFO	:	Epoch 605 | loss: 0.000382698 | val_loss: 0.000410797 | Time: 1475.41 ms
[2020-12-20 19:20:31	                main:581]	:	INFO	:	Epoch 606 | loss: 0.000430402 | val_loss: 0.000406817 | Time: 1475.83 ms
[2020-12-20 19:20:32	                main:581]	:	INFO	:	Epoch 607 | loss: 0.000392146 | val_loss: 0.000400573 | Time: 1478.6 ms
[2020-12-20 19:20:34	                main:581]	:	INFO	:	Epoch 608 | loss: 0.00038306 | val_loss: 0.000392553 | Time: 1496.09 ms
[2020-12-20 19:20:35	                main:581]	:	INFO	:	Epoch 609 | loss: 0.000379574 | val_loss: 0.000392559 | Time: 1445.35 ms
[2020-12-20 19:20:37	                main:581]	:	INFO	:	Epoch 610 | loss: 0.000387894 | val_loss: 0.000429999 | Time: 1426.71 ms
[2020-12-20 19:20:38	                main:581]	:	INFO	:	Epoch 611 | loss: 0.00041859 | val_loss: 0.000407366 | Time: 1465.07 ms
[2020-12-20 19:20:39	                main:581]	:	INFO	:	Epoch 612 | loss: 0.000388694 | val_loss: 0.000393783 | Time: 1437.59 ms
[2020-12-20 19:20:41	                main:581]	:	INFO	:	Epoch 613 | loss: 0.000382989 | val_loss: 0.000399178 | Time: 1422.86 ms
[2020-12-20 19:20:42	                main:581]	:	INFO	:	Epoch 614 | loss: 0.000385806 | val_loss: 0.000394218 | Time: 1445.07 ms
[2020-12-20 19:20:44	                main:581]	:	INFO	:	Epoch 615 | loss: 0.000381609 | val_loss: 0.000398755 | Time: 1427.09 ms
[2020-12-20 19:20:45	                main:581]	:	INFO	:	Epoch 616 | loss: 0.000388413 | val_loss: 0.000398648 | Time: 1461.16 ms
[2020-12-20 19:20:47	                main:581]	:	INFO	:	Epoch 617 | loss: 0.000385378 | val_loss: 0.000396084 | Time: 1460.83 ms
[2020-12-20 19:20:48	                main:581]	:	INFO	:	Epoch 618 | loss: 0.000391894 | val_loss: 0.000405695 | Time: 1469.86 ms
[2020-12-20 19:20:50	                main:581]	:	INFO	:	Epoch 619 | loss: 0.000388153 | val_loss: 0.000395576 | Time: 1440.68 ms
[2020-12-20 19:20:51	                main:581]	:	INFO	:	Epoch 620 | loss: 0.000385752 | val_loss: 0.000414209 | Time: 1473.95 ms
[2020-12-20 19:20:53	                main:581]	:	INFO	:	Epoch 621 | loss: 0.000390357 | val_loss: 0.000397028 | Time: 1449.89 ms
[2020-12-20 19:20:54	                main:581]	:	INFO	:	Epoch 622 | loss: 0.000387937 | val_loss: 0.000422031 | Time: 1468.7 ms
[2020-12-20 19:20:55	                main:581]	:	INFO	:	Epoch 623 | loss: 0.000402208 | val_loss: 0.00040301 | Time: 1489.39 ms
[2020-12-20 19:20:57	                main:581]	:	INFO	:	Epoch 624 | loss: 0.000388776 | val_loss: 0.000396604 | Time: 1455.75 ms
[2020-12-20 19:20:58	                main:581]	:	INFO	:	Epoch 625 | loss: 0.000385019 | val_loss: 0.000402973 | Time: 1476.39 ms
[2020-12-20 19:21:00	                main:581]	:	INFO	:	Epoch 626 | loss: 0.000384552 | val_loss: 0.000396775 | Time: 1478.17 ms
[2020-12-20 19:21:01	                main:581]	:	INFO	:	Epoch 627 | loss: 0.000384571 | val_loss: 0.000400714 | Time: 1467.35 ms
[2020-12-20 19:21:03	                main:581]	:	INFO	:	Epoch 628 | loss: 0.000403408 | val_loss: 0.000428316 | Time: 1493.72 ms
[2020-12-20 19:21:04	                main:581]	:	INFO	:	Epoch 629 | loss: 0.000390568 | val_loss: 0.00039993 | Time: 1467.51 ms
[2020-12-20 19:21:06	                main:581]	:	INFO	:	Epoch 630 | loss: 0.000383224 | val_loss: 0.000395267 | Time: 1479.88 ms
[2020-12-20 19:21:07	                main:581]	:	INFO	:	Epoch 631 | loss: 0.00038124 | val_loss: 0.000395462 | Time: 1458.27 ms
[2020-12-20 19:21:09	                main:581]	:	INFO	:	Epoch 632 | loss: 0.000380925 | val_loss: 0.000399575 | Time: 1455.37 ms
[2020-12-20 19:21:10	                main:581]	:	INFO	:	Epoch 633 | loss: 0.000402231 | val_loss: 0.000420024 | Time: 1455.35 ms
[2020-12-20 19:21:12	                main:581]	:	INFO	:	Epoch 634 | loss: 0.00040223 | val_loss: 0.000402306 | Time: 1472.93 ms
[2020-12-20 19:21:13	                main:581]	:	INFO	:	Epoch 635 | loss: 0.000386276 | val_loss: 0.000394449 | Time: 1456.66 ms
[2020-12-20 19:21:15	                main:581]	:	INFO	:	Epoch 636 | loss: 0.000382373 | val_loss: 0.000394117 | Time: 1463.39 ms
[2020-12-20 19:21:16	                main:581]	:	INFO	:	Epoch 637 | loss: 0.00038076 | val_loss: 0.000393373 | Time: 1469.94 ms
[2020-12-20 19:21:18	                main:581]	:	INFO	:	Epoch 638 | loss: 0.000379602 | val_loss: 0.000393493 | Time: 1488.42 ms
[2020-12-20 19:21:19	                main:581]	:	INFO	:	Epoch 639 | loss: 0.000434284 | val_loss: 0.000460339 | Time: 1490.2 ms
[2020-12-20 19:21:20	                main:581]	:	INFO	:	Epoch 640 | loss: 0.000400299 | val_loss: 0.000406549 | Time: 1462 ms
[2020-12-20 19:21:22	                main:581]	:	INFO	:	Epoch 641 | loss: 0.000383371 | val_loss: 0.000396143 | Time: 1497.63 ms
[2020-12-20 19:21:23	                main:581]	:	INFO	:	Epoch 642 | loss: 0.000384557 | val_loss: 0.000417125 | Time: 1481.68 ms
[2020-12-20 19:21:25	                main:581]	:	INFO	:	Epoch 643 | loss: 0.000405111 | val_loss: 0.000398314 | Time: 1501.53 ms
[2020-12-20 19:21:26	                main:581]	:	INFO	:	Epoch 644 | loss: 0.000383204 | val_loss: 0.000394033 | Time: 1475.18 ms
[2020-12-20 19:21:28	                main:581]	:	INFO	:	Epoch 645 | loss: 0.00037961 | val_loss: 0.000391302 | Time: 1468.29 ms
[2020-12-20 19:21:29	                main:581]	:	INFO	:	Epoch 646 | loss: 0.000379265 | val_loss: 0.000392103 | Time: 1478.39 ms
[2020-12-20 19:21:31	                main:581]	:	INFO	:	Epoch 647 | loss: 0.000382359 | val_loss: 0.000408017 | Time: 1472.7 ms
[2020-12-20 19:21:32	                main:581]	:	INFO	:	Epoch 648 | loss: 0.000385258 | val_loss: 0.000393222 | Time: 1471.07 ms
[2020-12-20 19:21:34	                main:581]	:	INFO	:	Epoch 649 | loss: 0.000401735 | val_loss: 0.000413865 | Time: 1467.53 ms
[2020-12-20 19:21:35	                main:581]	:	INFO	:	Epoch 650 | loss: 0.000388927 | val_loss: 0.000397652 | Time: 1448.57 ms
[2020-12-20 19:21:37	                main:581]	:	INFO	:	Epoch 651 | loss: 0.000384457 | val_loss: 0.000394741 | Time: 1464.96 ms
[2020-12-20 19:21:38	                main:581]	:	INFO	:	Epoch 652 | loss: 0.000382726 | val_loss: 0.000394799 | Time: 1449.01 ms
[2020-12-20 19:21:40	                main:581]	:	INFO	:	Epoch 653 | loss: 0.000394445 | val_loss: 0.00041547 | Time: 1454.79 ms
[2020-12-20 19:21:41	                main:581]	:	INFO	:	Epoch 654 | loss: 0.000385982 | val_loss: 0.00039232 | Time: 1462.95 ms
[2020-12-20 19:21:43	                main:581]	:	INFO	:	Epoch 655 | loss: 0.000378192 | val_loss: 0.000395947 | Time: 1452.07 ms
[2020-12-20 19:21:44	                main:581]	:	INFO	:	Epoch 656 | loss: 0.000384624 | val_loss: 0.000403646 | Time: 1456.08 ms
[2020-12-20 19:21:45	                main:581]	:	INFO	:	Epoch 657 | loss: 0.000401006 | val_loss: 0.000395895 | Time: 1460.33 ms
[2020-12-20 19:21:47	                main:581]	:	INFO	:	Epoch 658 | loss: 0.000385413 | val_loss: 0.000395999 | Time: 1448.97 ms
[2020-12-20 19:21:48	                main:581]	:	INFO	:	Epoch 659 | loss: 0.000386528 | val_loss: 0.000421786 | Time: 1477.91 ms
[2020-12-20 19:21:50	                main:581]	:	INFO	:	Epoch 660 | loss: 0.000427749 | val_loss: 0.000431522 | Time: 1496.84 ms
[2020-12-20 19:21:51	                main:581]	:	INFO	:	Epoch 661 | loss: 0.000395563 | val_loss: 0.000399256 | Time: 1472.29 ms
[2020-12-20 19:21:53	                main:581]	:	INFO	:	Epoch 662 | loss: 0.000381216 | val_loss: 0.000391159 | Time: 1482.4 ms
[2020-12-20 19:21:54	                main:581]	:	INFO	:	Epoch 663 | loss: 0.000377235 | val_loss: 0.000389574 | Time: 1463.03 ms
[2020-12-20 19:21:56	                main:581]	:	INFO	:	Epoch 664 | loss: 0.000379688 | val_loss: 0.000404304 | Time: 1464.28 ms
[2020-12-20 19:21:57	                main:581]	:	INFO	:	Epoch 665 | loss: 0.000441566 | val_loss: 0.000407779 | Time: 1483.83 ms
[2020-12-20 19:21:59	                main:581]	:	INFO	:	Epoch 666 | loss: 0.00039467 | val_loss: 0.000403813 | Time: 1460.35 ms
[2020-12-20 19:22:00	                main:581]	:	INFO	:	Epoch 667 | loss: 0.000382687 | val_loss: 0.00039208 | Time: 1478.56 ms
[2020-12-20 19:22:02	                main:581]	:	INFO	:	Epoch 668 | loss: 0.00038027 | val_loss: 0.000394689 | Time: 1488.74 ms
[2020-12-20 19:22:03	                main:581]	:	INFO	:	Epoch 669 | loss: 0.000377829 | val_loss: 0.000389131 | Time: 1441.77 ms
[2020-12-20 19:22:05	                main:581]	:	INFO	:	Epoch 670 | loss: 0.000386136 | val_loss: 0.000428789 | Time: 1440.63 ms
[2020-12-20 19:22:06	                main:581]	:	INFO	:	Epoch 671 | loss: 0.000393598 | val_loss: 0.000395998 | Time: 1495.26 ms
[2020-12-20 19:22:08	                main:581]	:	INFO	:	Epoch 672 | loss: 0.000382375 | val_loss: 0.000393034 | Time: 1489.94 ms
[2020-12-20 19:22:09	                main:581]	:	INFO	:	Epoch 673 | loss: 0.000377637 | val_loss: 0.000391643 | Time: 1463.64 ms
[2020-12-20 19:22:10	                main:581]	:	INFO	:	Epoch 674 | loss: 0.000378234 | val_loss: 0.000389222 | Time: 1495.1 ms
[2020-12-20 19:22:12	                main:581]	:	INFO	:	Epoch 675 | loss: 0.000377028 | val_loss: 0.000394413 | Time: 1473.76 ms
[2020-12-20 19:22:13	                main:581]	:	INFO	:	Epoch 676 | loss: 0.000410613 | val_loss: 0.000415124 | Time: 1471.69 ms
[2020-12-20 19:22:15	                main:581]	:	INFO	:	Epoch 677 | loss: 0.000388062 | val_loss: 0.000392797 | Time: 1456.55 ms
[2020-12-20 19:22:16	                main:581]	:	INFO	:	Epoch 678 | loss: 0.00037848 | val_loss: 0.000390264 | Time: 1476.62 ms
[2020-12-20 19:22:18	                main:581]	:	INFO	:	Epoch 679 | loss: 0.000376878 | val_loss: 0.000390945 | Time: 1475.45 ms
[2020-12-20 19:22:19	                main:581]	:	INFO	:	Epoch 680 | loss: 0.000377933 | val_loss: 0.000391265 | Time: 1481.29 ms
[2020-12-20 19:22:21	                main:581]	:	INFO	:	Epoch 681 | loss: 0.000415859 | val_loss: 0.000412969 | Time: 1497.05 ms
[2020-12-20 19:22:22	                main:581]	:	INFO	:	Epoch 682 | loss: 0.000404349 | val_loss: 0.000404712 | Time: 1473.4 ms
[2020-12-20 19:22:24	                main:581]	:	INFO	:	Epoch 683 | loss: 0.000387375 | val_loss: 0.000395947 | Time: 1483.55 ms
[2020-12-20 19:22:25	                main:581]	:	INFO	:	Epoch 684 | loss: 0.000379662 | val_loss: 0.00039299 | Time: 1493.19 ms
[2020-12-20 19:22:27	                main:581]	:	INFO	:	Epoch 685 | loss: 0.000380268 | val_loss: 0.000401819 | Time: 1520.52 ms
[2020-12-20 19:22:28	                main:581]	:	INFO	:	Epoch 686 | loss: 0.000408686 | val_loss: 0.000395235 | Time: 1479.73 ms
[2020-12-20 19:22:30	                main:581]	:	INFO	:	Epoch 687 | loss: 0.000385484 | val_loss: 0.0003956 | Time: 1454.48 ms
[2020-12-20 19:22:31	                main:581]	:	INFO	:	Epoch 688 | loss: 0.000381023 | val_loss: 0.000391398 | Time: 1477.14 ms
[2020-12-20 19:22:33	                main:581]	:	INFO	:	Epoch 689 | loss: 0.000378978 | val_loss: 0.000390613 | Time: 1458 ms
[2020-12-20 19:22:34	                main:581]	:	INFO	:	Epoch 690 | loss: 0.000378405 | val_loss: 0.000390303 | Time: 1480.97 ms
[2020-12-20 19:22:36	                main:581]	:	INFO	:	Epoch 691 | loss: 0.000379558 | val_loss: 0.000397434 | Time: 1460.08 ms
[2020-12-20 19:22:37	                main:581]	:	INFO	:	Epoch 692 | loss: 0.000394375 | val_loss: 0.000410025 | Time: 1433.65 ms
[2020-12-20 19:22:38	                main:581]	:	INFO	:	Epoch 693 | loss: 0.000398253 | val_loss: 0.000401625 | Time: 1444.79 ms
[2020-12-20 19:22:40	                main:581]	:	INFO	:	Epoch 694 | loss: 0.000382671 | val_loss: 0.000391362 | Time: 1469.45 ms
[2020-12-20 19:22:41	                main:581]	:	INFO	:	Epoch 695 | loss: 0.000379643 | val_loss: 0.000395134 | Time: 1455.17 ms
[2020-12-20 19:22:43	                main:581]	:	INFO	:	Epoch 696 | loss: 0.000390206 | val_loss: 0.000396694 | Time: 1467.27 ms
[2020-12-20 19:22:44	                main:581]	:	INFO	:	Epoch 697 | loss: 0.000387608 | val_loss: 0.000400659 | Time: 1447.32 ms
[2020-12-20 19:22:46	                main:581]	:	INFO	:	Epoch 698 | loss: 0.00039253 | val_loss: 0.000399075 | Time: 1476.9 ms
[2020-12-20 19:22:47	                main:581]	:	INFO	:	Epoch 699 | loss: 0.000380954 | val_loss: 0.00039303 | Time: 1437.24 ms
[2020-12-20 19:22:49	                main:581]	:	INFO	:	Epoch 700 | loss: 0.000378842 | val_loss: 0.000393193 | Time: 1423.42 ms
[2020-12-20 19:22:50	                main:581]	:	INFO	:	Epoch 701 | loss: 0.000382461 | val_loss: 0.000398818 | Time: 1419.99 ms
[2020-12-20 19:22:52	                main:581]	:	INFO	:	Epoch 702 | loss: 0.00041071 | val_loss: 0.000432834 | Time: 1439.91 ms
[2020-12-20 19:22:53	                main:581]	:	INFO	:	Epoch 703 | loss: 0.000398904 | val_loss: 0.000396459 | Time: 1454.23 ms
[2020-12-20 19:22:54	                main:581]	:	INFO	:	Epoch 704 | loss: 0.000381857 | val_loss: 0.000394409 | Time: 1436.69 ms
[2020-12-20 19:22:56	                main:581]	:	INFO	:	Epoch 705 | loss: 0.000379274 | val_loss: 0.000390819 | Time: 1413.1 ms
[2020-12-20 19:22:57	                main:581]	:	INFO	:	Epoch 706 | loss: 0.000400734 | val_loss: 0.000409432 | Time: 1431.2 ms
[2020-12-20 19:22:59	                main:581]	:	INFO	:	Epoch 707 | loss: 0.000387482 | val_loss: 0.000398833 | Time: 1436.31 ms
[2020-12-20 19:23:00	                main:581]	:	INFO	:	Epoch 708 | loss: 0.000381023 | val_loss: 0.00039289 | Time: 1466.44 ms
[2020-12-20 19:23:02	                main:581]	:	INFO	:	Epoch 709 | loss: 0.000378125 | val_loss: 0.000389795 | Time: 1452.02 ms
[2020-12-20 19:23:03	                main:581]	:	INFO	:	Epoch 710 | loss: 0.000402609 | val_loss: 0.000411494 | Time: 1451.18 ms
[2020-12-20 19:23:05	                main:581]	:	INFO	:	Epoch 711 | loss: 0.000393324 | val_loss: 0.000394959 | Time: 1443.84 ms
[2020-12-20 19:23:06	                main:581]	:	INFO	:	Epoch 712 | loss: 0.000382987 | val_loss: 0.000394043 | Time: 1420.96 ms
[2020-12-20 19:23:07	                main:581]	:	INFO	:	Epoch 713 | loss: 0.000381597 | val_loss: 0.000398165 | Time: 1413.66 ms
[2020-12-20 19:23:09	                main:581]	:	INFO	:	Epoch 714 | loss: 0.000392518 | val_loss: 0.00039119 | Time: 1426.65 ms
[2020-12-20 19:23:10	                main:581]	:	INFO	:	Epoch 715 | loss: 0.000378633 | val_loss: 0.000389236 | Time: 1426.14 ms
[2020-12-20 19:23:12	                main:581]	:	INFO	:	Epoch 716 | loss: 0.000378026 | val_loss: 0.000391531 | Time: 1432.05 ms
[2020-12-20 19:23:13	                main:581]	:	INFO	:	Epoch 717 | loss: 0.000381029 | val_loss: 0.000402638 | Time: 1434.63 ms
[2020-12-20 19:23:15	                main:581]	:	INFO	:	Epoch 718 | loss: 0.00041436 | val_loss: 0.000414964 | Time: 1471.29 ms
[2020-12-20 19:23:16	                main:581]	:	INFO	:	Epoch 719 | loss: 0.000391648 | val_loss: 0.00040185 | Time: 1493.95 ms
[2020-12-20 19:23:18	                main:581]	:	INFO	:	Epoch 720 | loss: 0.00038498 | val_loss: 0.00039487 | Time: 1486.74 ms
[2020-12-20 19:23:19	                main:581]	:	INFO	:	Epoch 721 | loss: 0.000382122 | val_loss: 0.000401588 | Time: 1484.28 ms
[2020-12-20 19:23:20	                main:581]	:	INFO	:	Epoch 722 | loss: 0.000391583 | val_loss: 0.000394301 | Time: 1487.65 ms
[2020-12-20 19:23:22	                main:581]	:	INFO	:	Epoch 723 | loss: 0.000379111 | val_loss: 0.000393267 | Time: 1452.06 ms
[2020-12-20 19:23:23	                main:581]	:	INFO	:	Epoch 724 | loss: 0.000380317 | val_loss: 0.00039066 | Time: 1464.61 ms
[2020-12-20 19:23:25	                main:581]	:	INFO	:	Epoch 725 | loss: 0.000378749 | val_loss: 0.000395835 | Time: 1474.46 ms
[2020-12-20 19:23:26	                main:581]	:	INFO	:	Epoch 726 | loss: 0.000392359 | val_loss: 0.000420674 | Time: 1461.04 ms
[2020-12-20 19:23:28	                main:581]	:	INFO	:	Epoch 727 | loss: 0.000404966 | val_loss: 0.00041925 | Time: 1491.24 ms
[2020-12-20 19:23:29	                main:581]	:	INFO	:	Epoch 728 | loss: 0.000408448 | val_loss: 0.000400108 | Time: 1509.73 ms
[2020-12-20 19:23:31	                main:581]	:	INFO	:	Epoch 729 | loss: 0.000381488 | val_loss: 0.00039198 | Time: 1511.43 ms
[2020-12-20 19:23:32	                main:581]	:	INFO	:	Epoch 730 | loss: 0.000376751 | val_loss: 0.000391369 | Time: 1505.9 ms
[2020-12-20 19:23:34	                main:581]	:	INFO	:	Epoch 731 | loss: 0.000378286 | val_loss: 0.000393442 | Time: 1495.87 ms
[2020-12-20 19:23:35	                main:581]	:	INFO	:	Epoch 732 | loss: 0.000392642 | val_loss: 0.000396393 | Time: 1520.64 ms
[2020-12-20 19:23:37	                main:581]	:	INFO	:	Epoch 733 | loss: 0.000380379 | val_loss: 0.000391401 | Time: 1496.06 ms
[2020-12-20 19:23:38	                main:581]	:	INFO	:	Epoch 734 | loss: 0.000378207 | val_loss: 0.000392697 | Time: 1466.96 ms
[2020-12-20 19:23:40	                main:581]	:	INFO	:	Epoch 735 | loss: 0.000385456 | val_loss: 0.000417426 | Time: 1486.38 ms
[2020-12-20 19:23:41	                main:581]	:	INFO	:	Epoch 736 | loss: 0.00039568 | val_loss: 0.000408201 | Time: 1482.14 ms
[2020-12-20 19:23:43	                main:581]	:	INFO	:	Epoch 737 | loss: 0.000384155 | val_loss: 0.000396145 | Time: 1472.03 ms
[2020-12-20 19:23:44	                main:581]	:	INFO	:	Epoch 738 | loss: 0.000402002 | val_loss: 0.000400728 | Time: 1464.17 ms
[2020-12-20 19:23:46	                main:581]	:	INFO	:	Epoch 739 | loss: 0.00038552 | val_loss: 0.000395398 | Time: 1474.6 ms
[2020-12-20 19:23:47	                main:581]	:	INFO	:	Epoch 740 | loss: 0.000380333 | val_loss: 0.000394565 | Time: 1481.97 ms
[2020-12-20 19:23:49	                main:581]	:	INFO	:	Epoch 741 | loss: 0.000381159 | val_loss: 0.000398801 | Time: 1483.39 ms
[2020-12-20 19:23:50	                main:581]	:	INFO	:	Epoch 742 | loss: 0.000391733 | val_loss: 0.000412818 | Time: 1474.77 ms
[2020-12-20 19:23:52	                main:581]	:	INFO	:	Epoch 743 | loss: 0.000387787 | val_loss: 0.000395526 | Time: 1481.47 ms
[2020-12-20 19:23:53	                main:581]	:	INFO	:	Epoch 744 | loss: 0.000381771 | val_loss: 0.000395445 | Time: 1457.74 ms
[2020-12-20 19:23:55	                main:581]	:	INFO	:	Epoch 745 | loss: 0.000391987 | val_loss: 0.000399603 | Time: 1435.49 ms
[2020-12-20 19:23:56	                main:581]	:	INFO	:	Epoch 746 | loss: 0.00038153 | val_loss: 0.000396775 | Time: 1461.69 ms
[2020-12-20 19:23:57	                main:581]	:	INFO	:	Epoch 747 | loss: 0.000398087 | val_loss: 0.000418055 | Time: 1445.95 ms
[2020-12-20 19:23:59	                main:581]	:	INFO	:	Epoch 748 | loss: 0.00038484 | val_loss: 0.000393313 | Time: 1439.34 ms
[2020-12-20 19:24:00	                main:581]	:	INFO	:	Epoch 749 | loss: 0.000384253 | val_loss: 0.000406588 | Time: 1456.48 ms
[2020-12-20 19:24:02	                main:581]	:	INFO	:	Epoch 750 | loss: 0.000381784 | val_loss: 0.000391279 | Time: 1439.1 ms
[2020-12-20 19:24:03	                main:581]	:	INFO	:	Epoch 751 | loss: 0.000380051 | val_loss: 0.000394563 | Time: 1453.55 ms
[2020-12-20 19:24:05	                main:581]	:	INFO	:	Epoch 752 | loss: 0.000396357 | val_loss: 0.000402081 | Time: 1441.04 ms
[2020-12-20 19:24:06	                main:581]	:	INFO	:	Epoch 753 | loss: 0.000395793 | val_loss: 0.000398284 | Time: 1416.61 ms
[2020-12-20 19:24:08	                main:581]	:	INFO	:	Epoch 754 | loss: 0.000382816 | val_loss: 0.000392586 | Time: 1436.27 ms
[2020-12-20 19:24:09	                main:581]	:	INFO	:	Epoch 755 | loss: 0.000395358 | val_loss: 0.000469216 | Time: 1507.09 ms
[2020-12-20 19:24:10	                main:581]	:	INFO	:	Epoch 756 | loss: 0.000410407 | val_loss: 0.000402941 | Time: 1472.64 ms
[2020-12-20 19:24:12	                main:581]	:	INFO	:	Epoch 757 | loss: 0.000383303 | val_loss: 0.000393729 | Time: 1495.38 ms
[2020-12-20 19:24:13	                main:581]	:	INFO	:	Epoch 758 | loss: 0.000381707 | val_loss: 0.000401699 | Time: 1466.74 ms
[2020-12-20 19:24:15	                main:581]	:	INFO	:	Epoch 759 | loss: 0.000387927 | val_loss: 0.000389274 | Time: 1497.92 ms
[2020-12-20 19:24:16	                main:581]	:	INFO	:	Epoch 760 | loss: 0.000378209 | val_loss: 0.000390358 | Time: 1495.18 ms
[2020-12-20 19:24:18	                main:581]	:	INFO	:	Epoch 761 | loss: 0.000376587 | val_loss: 0.000387668 | Time: 1476.32 ms
[2020-12-20 19:24:19	                main:581]	:	INFO	:	Epoch 762 | loss: 0.00037512 | val_loss: 0.000387489 | Time: 1482.84 ms
[2020-12-20 19:24:21	                main:581]	:	INFO	:	Epoch 763 | loss: 0.000394513 | val_loss: 0.000438 | Time: 1472.35 ms
[2020-12-20 19:24:22	                main:581]	:	INFO	:	Epoch 764 | loss: 0.000397865 | val_loss: 0.00039434 | Time: 1464.33 ms
[2020-12-20 19:24:24	                main:581]	:	INFO	:	Epoch 765 | loss: 0.000382238 | val_loss: 0.000390981 | Time: 1484.31 ms
[2020-12-20 19:24:25	                main:581]	:	INFO	:	Epoch 766 | loss: 0.000381141 | val_loss: 0.000397773 | Time: 1444.78 ms
[2020-12-20 19:24:27	                main:581]	:	INFO	:	Epoch 767 | loss: 0.000394473 | val_loss: 0.000388902 | Time: 1481.45 ms
[2020-12-20 19:24:28	                main:581]	:	INFO	:	Epoch 768 | loss: 0.000383175 | val_loss: 0.000392072 | Time: 1483.85 ms
[2020-12-20 19:24:30	                main:581]	:	INFO	:	Epoch 769 | loss: 0.000380918 | val_loss: 0.000396224 | Time: 1462.84 ms
[2020-12-20 19:24:31	                main:581]	:	INFO	:	Epoch 770 | loss: 0.000392336 | val_loss: 0.000397322 | Time: 1460.59 ms
[2020-12-20 19:24:33	                main:581]	:	INFO	:	Epoch 771 | loss: 0.000382371 | val_loss: 0.000390311 | Time: 1462.24 ms
[2020-12-20 19:24:34	                main:581]	:	INFO	:	Epoch 772 | loss: 0.000378973 | val_loss: 0.000391807 | Time: 1455.22 ms
[2020-12-20 19:24:36	                main:581]	:	INFO	:	Epoch 773 | loss: 0.000399224 | val_loss: 0.000422124 | Time: 1466.36 ms
[2020-12-20 19:24:37	                main:581]	:	INFO	:	Epoch 774 | loss: 0.000392986 | val_loss: 0.000399565 | Time: 1473.36 ms
[2020-12-20 19:24:38	                main:581]	:	INFO	:	Epoch 775 | loss: 0.000380424 | val_loss: 0.000388886 | Time: 1467.61 ms
[2020-12-20 19:24:40	                main:581]	:	INFO	:	Epoch 776 | loss: 0.000376446 | val_loss: 0.000391241 | Time: 1467.34 ms
[2020-12-20 19:24:41	                main:581]	:	INFO	:	Epoch 777 | loss: 0.000396514 | val_loss: 0.000435737 | Time: 1460.36 ms
[2020-12-20 19:24:43	                main:581]	:	INFO	:	Epoch 778 | loss: 0.000390555 | val_loss: 0.000389648 | Time: 1478.95 ms
[2020-12-20 19:24:44	                main:581]	:	INFO	:	Epoch 779 | loss: 0.000380362 | val_loss: 0.00039245 | Time: 1483.25 ms
[2020-12-20 19:24:46	                main:581]	:	INFO	:	Epoch 780 | loss: 0.000377485 | val_loss: 0.000389625 | Time: 1484.09 ms
[2020-12-20 19:24:47	                main:581]	:	INFO	:	Epoch 781 | loss: 0.000407105 | val_loss: 0.000404046 | Time: 1498.41 ms
[2020-12-20 19:24:49	                main:581]	:	INFO	:	Epoch 782 | loss: 0.000385172 | val_loss: 0.000392344 | Time: 1464.16 ms
[2020-12-20 19:24:50	                main:581]	:	INFO	:	Epoch 783 | loss: 0.000378561 | val_loss: 0.00039031 | Time: 1460.62 ms
[2020-12-20 19:24:52	                main:581]	:	INFO	:	Epoch 784 | loss: 0.000379284 | val_loss: 0.00039838 | Time: 1454.84 ms
[2020-12-20 19:24:53	                main:581]	:	INFO	:	Epoch 785 | loss: 0.000409301 | val_loss: 0.000401789 | Time: 1470.85 ms
[2020-12-20 19:24:55	                main:581]	:	INFO	:	Epoch 786 | loss: 0.000387949 | val_loss: 0.000396335 | Time: 1460.26 ms
[2020-12-20 19:24:56	                main:581]	:	INFO	:	Epoch 787 | loss: 0.000381606 | val_loss: 0.000389894 | Time: 1447.43 ms
[2020-12-20 19:24:58	                main:581]	:	INFO	:	Epoch 788 | loss: 0.000382162 | val_loss: 0.000388189 | Time: 1457.08 ms
[2020-12-20 19:24:59	                main:581]	:	INFO	:	Epoch 789 | loss: 0.000389332 | val_loss: 0.000423237 | Time: 1460.94 ms
[2020-12-20 19:25:00	                main:581]	:	INFO	:	Epoch 790 | loss: 0.000388604 | val_loss: 0.00039216 | Time: 1452.52 ms
[2020-12-20 19:25:02	                main:581]	:	INFO	:	Epoch 791 | loss: 0.00037809 | val_loss: 0.000392208 | Time: 1448.64 ms
[2020-12-20 19:25:03	                main:581]	:	INFO	:	Epoch 792 | loss: 0.000376387 | val_loss: 0.000386827 | Time: 1442.37 ms
[2020-12-20 19:25:05	                main:581]	:	INFO	:	Epoch 793 | loss: 0.000381962 | val_loss: 0.000416016 | Time: 1429.17 ms
[2020-12-20 19:25:06	                main:581]	:	INFO	:	Epoch 794 | loss: 0.000411195 | val_loss: 0.000393106 | Time: 1427.3 ms
[2020-12-20 19:25:08	                main:581]	:	INFO	:	Epoch 795 | loss: 0.000392232 | val_loss: 0.000407002 | Time: 1438.85 ms
[2020-12-20 19:25:09	                main:581]	:	INFO	:	Epoch 796 | loss: 0.000385018 | val_loss: 0.000394209 | Time: 1441.76 ms
[2020-12-20 19:25:11	                main:581]	:	INFO	:	Epoch 797 | loss: 0.000376614 | val_loss: 0.000391911 | Time: 1440.02 ms
[2020-12-20 19:25:12	                main:581]	:	INFO	:	Epoch 798 | loss: 0.000377653 | val_loss: 0.000393157 | Time: 1429.77 ms
[2020-12-20 19:25:13	                main:581]	:	INFO	:	Epoch 799 | loss: 0.000397482 | val_loss: 0.000405201 | Time: 1444.15 ms
[2020-12-20 19:25:15	                main:581]	:	INFO	:	Epoch 800 | loss: 0.000383864 | val_loss: 0.000393631 | Time: 1455.88 ms
[2020-12-20 19:25:16	                main:581]	:	INFO	:	Epoch 801 | loss: 0.000379987 | val_loss: 0.000394313 | Time: 1462.89 ms
[2020-12-20 19:25:18	                main:581]	:	INFO	:	Epoch 802 | loss: 0.000400097 | val_loss: 0.000469771 | Time: 1441.7 ms
[2020-12-20 19:25:19	                main:581]	:	INFO	:	Epoch 803 | loss: 0.000404443 | val_loss: 0.000406344 | Time: 1453.44 ms
[2020-12-20 19:25:21	                main:581]	:	INFO	:	Epoch 804 | loss: 0.00038455 | val_loss: 0.000391434 | Time: 1442.21 ms
[2020-12-20 19:25:22	                main:581]	:	INFO	:	Epoch 805 | loss: 0.000380886 | val_loss: 0.000389953 | Time: 1440.4 ms
[2020-12-20 19:25:24	                main:581]	:	INFO	:	Epoch 806 | loss: 0.000378216 | val_loss: 0.000392356 | Time: 1424.39 ms
[2020-12-20 19:25:25	                main:581]	:	INFO	:	Epoch 807 | loss: 0.00037914 | val_loss: 0.000391828 | Time: 1434.17 ms
[2020-12-20 19:25:26	                main:581]	:	INFO	:	Epoch 808 | loss: 0.000398994 | val_loss: 0.000395833 | Time: 1428.05 ms
[2020-12-20 19:25:28	                main:581]	:	INFO	:	Epoch 809 | loss: 0.000385295 | val_loss: 0.000392994 | Time: 1409 ms
[2020-12-20 19:25:29	                main:581]	:	INFO	:	Epoch 810 | loss: 0.000380597 | val_loss: 0.000387938 | Time: 1448.79 ms
[2020-12-20 19:25:31	                main:581]	:	INFO	:	Epoch 811 | loss: 0.000376148 | val_loss: 0.000388819 | Time: 1445.08 ms
[2020-12-20 19:25:32	                main:581]	:	INFO	:	Epoch 812 | loss: 0.000382228 | val_loss: 0.000409072 | Time: 1435.03 ms
[2020-12-20 19:25:34	                main:581]	:	INFO	:	Epoch 813 | loss: 0.000410156 | val_loss: 0.000412622 | Time: 1437.87 ms
[2020-12-20 19:25:35	                main:581]	:	INFO	:	Epoch 814 | loss: 0.000393864 | val_loss: 0.000397109 | Time: 1433.29 ms
[2020-12-20 19:25:36	                main:581]	:	INFO	:	Epoch 815 | loss: 0.000379236 | val_loss: 0.000388647 | Time: 1427.04 ms
[2020-12-20 19:25:38	                main:581]	:	INFO	:	Epoch 816 | loss: 0.000375256 | val_loss: 0.00038613 | Time: 1462.64 ms
[2020-12-20 19:25:39	                main:581]	:	INFO	:	Epoch 817 | loss: 0.000376079 | val_loss: 0.000390745 | Time: 1454.6 ms
[2020-12-20 19:25:41	                main:581]	:	INFO	:	Epoch 818 | loss: 0.000395518 | val_loss: 0.000425927 | Time: 1436.31 ms
[2020-12-20 19:25:42	                main:581]	:	INFO	:	Epoch 819 | loss: 0.00039235 | val_loss: 0.000402604 | Time: 1432.93 ms
[2020-12-20 19:25:44	                main:581]	:	INFO	:	Epoch 820 | loss: 0.00038314 | val_loss: 0.000400149 | Time: 1425.99 ms
[2020-12-20 19:25:45	                main:581]	:	INFO	:	Epoch 821 | loss: 0.000384287 | val_loss: 0.00039152 | Time: 1442.41 ms
[2020-12-20 19:25:47	                main:581]	:	INFO	:	Epoch 822 | loss: 0.000381255 | val_loss: 0.000390997 | Time: 1438.15 ms
[2020-12-20 19:25:48	                main:581]	:	INFO	:	Epoch 823 | loss: 0.00038393 | val_loss: 0.000398472 | Time: 1440.12 ms
[2020-12-20 19:25:49	                main:581]	:	INFO	:	Epoch 824 | loss: 0.000386077 | val_loss: 0.000394167 | Time: 1421.84 ms
[2020-12-20 19:25:51	                main:581]	:	INFO	:	Epoch 825 | loss: 0.000381184 | val_loss: 0.000393673 | Time: 1410.88 ms
[2020-12-20 19:25:52	                main:581]	:	INFO	:	Epoch 826 | loss: 0.000399532 | val_loss: 0.000392699 | Time: 1428.84 ms
[2020-12-20 19:25:54	                main:581]	:	INFO	:	Epoch 827 | loss: 0.000386825 | val_loss: 0.000401773 | Time: 1459.2 ms
[2020-12-20 19:25:55	                main:581]	:	INFO	:	Epoch 828 | loss: 0.000399491 | val_loss: 0.000397404 | Time: 1454.76 ms
[2020-12-20 19:25:57	                main:581]	:	INFO	:	Epoch 829 | loss: 0.000385555 | val_loss: 0.000393121 | Time: 1460.88 ms
[2020-12-20 19:25:58	                main:581]	:	INFO	:	Epoch 830 | loss: 0.000376795 | val_loss: 0.000386953 | Time: 1483.85 ms
[2020-12-20 19:26:00	                main:581]	:	INFO	:	Epoch 831 | loss: 0.000375943 | val_loss: 0.000389043 | Time: 1449.91 ms
[2020-12-20 19:26:01	                main:581]	:	INFO	:	Epoch 832 | loss: 0.000377308 | val_loss: 0.000397333 | Time: 1452.37 ms
[2020-12-20 19:26:03	                main:581]	:	INFO	:	Epoch 833 | loss: 0.000413565 | val_loss: 0.00041754 | Time: 1480.69 ms
[2020-12-20 19:26:04	                main:581]	:	INFO	:	Epoch 834 | loss: 0.000389092 | val_loss: 0.000395338 | Time: 1482.63 ms
[2020-12-20 19:26:05	                main:581]	:	INFO	:	Epoch 835 | loss: 0.00037909 | val_loss: 0.000388953 | Time: 1467.3 ms
[2020-12-20 19:26:07	                main:581]	:	INFO	:	Epoch 836 | loss: 0.000378047 | val_loss: 0.000392961 | Time: 1449.7 ms
[2020-12-20 19:26:08	                main:581]	:	INFO	:	Epoch 837 | loss: 0.000382277 | val_loss: 0.000407089 | Time: 1460.78 ms
[2020-12-20 19:26:10	                main:581]	:	INFO	:	Epoch 838 | loss: 0.000401067 | val_loss: 0.000406019 | Time: 1430.84 ms
[2020-12-20 19:26:11	                main:581]	:	INFO	:	Epoch 839 | loss: 0.000403299 | val_loss: 0.000403097 | Time: 1465.16 ms
[2020-12-20 19:26:13	                main:581]	:	INFO	:	Epoch 840 | loss: 0.000382793 | val_loss: 0.000389579 | Time: 1461.02 ms
[2020-12-20 19:26:14	                main:581]	:	INFO	:	Epoch 841 | loss: 0.000377511 | val_loss: 0.000391645 | Time: 1446.35 ms
[2020-12-20 19:26:16	                main:581]	:	INFO	:	Epoch 842 | loss: 0.000376994 | val_loss: 0.000387325 | Time: 1431.67 ms
[2020-12-20 19:26:17	                main:581]	:	INFO	:	Epoch 843 | loss: 0.000375747 | val_loss: 0.000387501 | Time: 1457.95 ms
[2020-12-20 19:26:19	                main:581]	:	INFO	:	Epoch 844 | loss: 0.00037753 | val_loss: 0.000394618 | Time: 1456.71 ms
[2020-12-20 19:26:20	                main:581]	:	INFO	:	Epoch 845 | loss: 0.000402523 | val_loss: 0.000402842 | Time: 1459.89 ms
[2020-12-20 19:26:21	                main:581]	:	INFO	:	Epoch 846 | loss: 0.000386172 | val_loss: 0.000400776 | Time: 1460.37 ms
[2020-12-20 19:26:23	                main:581]	:	INFO	:	Epoch 847 | loss: 0.000381304 | val_loss: 0.000387013 | Time: 1479.22 ms
[2020-12-20 19:26:24	                main:581]	:	INFO	:	Epoch 848 | loss: 0.000375755 | val_loss: 0.00038995 | Time: 1457.01 ms
[2020-12-20 19:26:26	                main:581]	:	INFO	:	Epoch 849 | loss: 0.000406476 | val_loss: 0.000411116 | Time: 1453.25 ms
[2020-12-20 19:26:27	                main:581]	:	INFO	:	Epoch 850 | loss: 0.000386879 | val_loss: 0.000392907 | Time: 1458.98 ms
[2020-12-20 19:26:29	                main:581]	:	INFO	:	Epoch 851 | loss: 0.000381802 | val_loss: 0.000398735 | Time: 1471.86 ms
[2020-12-20 19:26:30	                main:581]	:	INFO	:	Epoch 852 | loss: 0.000389929 | val_loss: 0.000390229 | Time: 1455.77 ms
[2020-12-20 19:26:32	                main:581]	:	INFO	:	Epoch 853 | loss: 0.000378408 | val_loss: 0.000387668 | Time: 1465.41 ms
[2020-12-20 19:26:33	                main:581]	:	INFO	:	Epoch 854 | loss: 0.000378494 | val_loss: 0.00039948 | Time: 1505.9 ms
[2020-12-20 19:26:35	                main:581]	:	INFO	:	Epoch 855 | loss: 0.000391062 | val_loss: 0.000401651 | Time: 1491.46 ms
[2020-12-20 19:26:36	                main:581]	:	INFO	:	Epoch 856 | loss: 0.000388377 | val_loss: 0.000391332 | Time: 1466.02 ms
[2020-12-20 19:26:38	                main:581]	:	INFO	:	Epoch 857 | loss: 0.000379659 | val_loss: 0.000394466 | Time: 1474.5 ms
[2020-12-20 19:26:39	                main:581]	:	INFO	:	Epoch 858 | loss: 0.000399082 | val_loss: 0.000391751 | Time: 1458.53 ms
[2020-12-20 19:26:41	                main:581]	:	INFO	:	Epoch 859 | loss: 0.000385327 | val_loss: 0.000403727 | Time: 1476.72 ms
[2020-12-20 19:26:42	                main:581]	:	INFO	:	Epoch 860 | loss: 0.00038313 | val_loss: 0.000400229 | Time: 1478.61 ms
[2020-12-20 19:26:43	                main:581]	:	INFO	:	Epoch 861 | loss: 0.000383861 | val_loss: 0.000403196 | Time: 1456 ms
[2020-12-20 19:26:45	                main:581]	:	INFO	:	Epoch 862 | loss: 0.000386773 | val_loss: 0.000395534 | Time: 1483.86 ms
[2020-12-20 19:26:46	                main:581]	:	INFO	:	Epoch 863 | loss: 0.000393712 | val_loss: 0.000398338 | Time: 1470.8 ms
[2020-12-20 19:26:48	                main:581]	:	INFO	:	Epoch 864 | loss: 0.000382912 | val_loss: 0.000394309 | Time: 1494.56 ms
[2020-12-20 19:26:49	                main:581]	:	INFO	:	Epoch 865 | loss: 0.00039304 | val_loss: 0.000414628 | Time: 1490.62 ms
[2020-12-20 19:26:51	                main:581]	:	INFO	:	Epoch 866 | loss: 0.000385139 | val_loss: 0.000388546 | Time: 1496.92 ms
[2020-12-20 19:26:52	                main:581]	:	INFO	:	Epoch 867 | loss: 0.000376338 | val_loss: 0.000389146 | Time: 1501.09 ms
[2020-12-20 19:26:54	                main:581]	:	INFO	:	Epoch 868 | loss: 0.000380745 | val_loss: 0.000410307 | Time: 1473.19 ms
[2020-12-20 19:26:55	                main:581]	:	INFO	:	Epoch 869 | loss: 0.000422053 | val_loss: 0.000431242 | Time: 1439.35 ms
[2020-12-20 19:26:57	                main:581]	:	INFO	:	Epoch 870 | loss: 0.000388541 | val_loss: 0.000398165 | Time: 1458.22 ms
[2020-12-20 19:26:58	                main:581]	:	INFO	:	Epoch 871 | loss: 0.000380855 | val_loss: 0.000389259 | Time: 1441.96 ms
[2020-12-20 19:27:00	                main:581]	:	INFO	:	Epoch 872 | loss: 0.000377344 | val_loss: 0.000390291 | Time: 1432.92 ms
[2020-12-20 19:27:01	                main:581]	:	INFO	:	Epoch 873 | loss: 0.000392628 | val_loss: 0.00041141 | Time: 1423.09 ms
[2020-12-20 19:27:03	                main:581]	:	INFO	:	Epoch 874 | loss: 0.000386765 | val_loss: 0.00038982 | Time: 1420.1 ms
[2020-12-20 19:27:04	                main:581]	:	INFO	:	Epoch 875 | loss: 0.000376586 | val_loss: 0.000386701 | Time: 1420.24 ms
[2020-12-20 19:27:05	                main:581]	:	INFO	:	Epoch 876 | loss: 0.000377365 | val_loss: 0.00039368 | Time: 1421.98 ms
[2020-12-20 19:27:07	                main:581]	:	INFO	:	Epoch 877 | loss: 0.00038226 | val_loss: 0.00039959 | Time: 1438.01 ms
[2020-12-20 19:27:08	                main:581]	:	INFO	:	Epoch 878 | loss: 0.000400314 | val_loss: 0.000415551 | Time: 1443.16 ms
[2020-12-20 19:27:10	                main:581]	:	INFO	:	Epoch 879 | loss: 0.000392869 | val_loss: 0.000394579 | Time: 1425.19 ms
[2020-12-20 19:27:11	                main:581]	:	INFO	:	Epoch 880 | loss: 0.000379805 | val_loss: 0.000389279 | Time: 1432.08 ms
[2020-12-20 19:27:13	                main:581]	:	INFO	:	Epoch 881 | loss: 0.000377863 | val_loss: 0.000388247 | Time: 1439.76 ms
[2020-12-20 19:27:14	                main:581]	:	INFO	:	Epoch 882 | loss: 0.000375983 | val_loss: 0.000387117 | Time: 1434.42 ms
[2020-12-20 19:27:15	                main:581]	:	INFO	:	Epoch 883 | loss: 0.000409335 | val_loss: 0.000470082 | Time: 1432.5 ms
[2020-12-20 19:27:17	                main:581]	:	INFO	:	Epoch 884 | loss: 0.000410147 | val_loss: 0.000397375 | Time: 1428.92 ms
[2020-12-20 19:27:18	                main:581]	:	INFO	:	Epoch 885 | loss: 0.000382732 | val_loss: 0.00039059 | Time: 1429.73 ms
[2020-12-20 19:27:20	                main:581]	:	INFO	:	Epoch 886 | loss: 0.000378068 | val_loss: 0.000390345 | Time: 1435.56 ms
[2020-12-20 19:27:21	                main:581]	:	INFO	:	Epoch 887 | loss: 0.000375844 | val_loss: 0.000388274 | Time: 1426.66 ms
[2020-12-20 19:27:23	                main:581]	:	INFO	:	Epoch 888 | loss: 0.000376785 | val_loss: 0.000394901 | Time: 1423.56 ms
[2020-12-20 19:27:24	                main:581]	:	INFO	:	Epoch 889 | loss: 0.000388968 | val_loss: 0.000428838 | Time: 1429.25 ms
[2020-12-20 19:27:25	                main:581]	:	INFO	:	Epoch 890 | loss: 0.00040805 | val_loss: 0.000395234 | Time: 1427.4 ms
[2020-12-20 19:27:27	                main:581]	:	INFO	:	Epoch 891 | loss: 0.000381938 | val_loss: 0.00038777 | Time: 1431.15 ms
[2020-12-20 19:27:28	                main:581]	:	INFO	:	Epoch 892 | loss: 0.000381785 | val_loss: 0.000398854 | Time: 1444.76 ms
[2020-12-20 19:27:30	                main:581]	:	INFO	:	Epoch 893 | loss: 0.000401286 | val_loss: 0.000409142 | Time: 1425.71 ms
[2020-12-20 19:27:31	                main:581]	:	INFO	:	Epoch 894 | loss: 0.000398487 | val_loss: 0.00040688 | Time: 1446.96 ms
[2020-12-20 19:27:33	                main:581]	:	INFO	:	Epoch 895 | loss: 0.000397524 | val_loss: 0.000409451 | Time: 1426.94 ms
[2020-12-20 19:27:34	                main:581]	:	INFO	:	Epoch 896 | loss: 0.000386405 | val_loss: 0.0003905 | Time: 1429.37 ms
[2020-12-20 19:27:35	                main:581]	:	INFO	:	Epoch 897 | loss: 0.000378382 | val_loss: 0.000389017 | Time: 1409.8 ms
[2020-12-20 19:27:37	                main:581]	:	INFO	:	Epoch 898 | loss: 0.00038847 | val_loss: 0.000467412 | Time: 1399.07 ms
[2020-12-20 19:27:38	                main:581]	:	INFO	:	Epoch 899 | loss: 0.000426755 | val_loss: 0.000408239 | Time: 1460.12 ms
[2020-12-20 19:27:40	                main:581]	:	INFO	:	Epoch 900 | loss: 0.000398572 | val_loss: 0.000401736 | Time: 1435.18 ms
[2020-12-20 19:27:41	                main:581]	:	INFO	:	Epoch 901 | loss: 0.000389138 | val_loss: 0.000399242 | Time: 1439.59 ms
[2020-12-20 19:27:43	                main:581]	:	INFO	:	Epoch 902 | loss: 0.000396504 | val_loss: 0.000426498 | Time: 1448.08 ms
[2020-12-20 19:27:44	                main:581]	:	INFO	:	Epoch 903 | loss: 0.00039298 | val_loss: 0.000391294 | Time: 1439.52 ms
[2020-12-20 19:27:45	                main:581]	:	INFO	:	Epoch 904 | loss: 0.000390791 | val_loss: 0.000449391 | Time: 1443.51 ms
[2020-12-20 19:27:47	                main:581]	:	INFO	:	Epoch 905 | loss: 0.000394596 | val_loss: 0.000390866 | Time: 1467.73 ms
[2020-12-20 19:27:48	                main:581]	:	INFO	:	Epoch 906 | loss: 0.000377689 | val_loss: 0.000387166 | Time: 1459.93 ms
[2020-12-20 19:27:50	                main:581]	:	INFO	:	Epoch 907 | loss: 0.000376496 | val_loss: 0.000386248 | Time: 1474.48 ms
[2020-12-20 19:27:51	                main:581]	:	INFO	:	Epoch 908 | loss: 0.0003743 | val_loss: 0.000387726 | Time: 1442.12 ms
[2020-12-20 19:27:53	                main:581]	:	INFO	:	Epoch 909 | loss: 0.000388306 | val_loss: 0.00043577 | Time: 1468.36 ms
[2020-12-20 19:27:54	                main:581]	:	INFO	:	Epoch 910 | loss: 0.000412063 | val_loss: 0.000407938 | Time: 1494.12 ms
[2020-12-20 19:27:56	                main:581]	:	INFO	:	Epoch 911 | loss: 0.000384497 | val_loss: 0.000391237 | Time: 1461.87 ms
[2020-12-20 19:27:57	                main:581]	:	INFO	:	Epoch 912 | loss: 0.000377948 | val_loss: 0.000390191 | Time: 1528.36 ms
[2020-12-20 19:27:59	                main:581]	:	INFO	:	Epoch 913 | loss: 0.000378407 | val_loss: 0.000394132 | Time: 1484.9 ms
[2020-12-20 19:28:00	                main:581]	:	INFO	:	Epoch 914 | loss: 0.000385419 | val_loss: 0.000392786 | Time: 1498.2 ms
[2020-12-20 19:28:02	                main:581]	:	INFO	:	Epoch 915 | loss: 0.000378477 | val_loss: 0.000394111 | Time: 1501.82 ms
[2020-12-20 19:28:03	                main:581]	:	INFO	:	Epoch 916 | loss: 0.000381692 | val_loss: 0.000394389 | Time: 1440.02 ms
[2020-12-20 19:28:05	                main:581]	:	INFO	:	Epoch 917 | loss: 0.000385557 | val_loss: 0.000386691 | Time: 1467.4 ms
[2020-12-20 19:28:06	                main:581]	:	INFO	:	Epoch 918 | loss: 0.000376524 | val_loss: 0.000388705 | Time: 1448.77 ms
[2020-12-20 19:28:08	                main:581]	:	INFO	:	Epoch 919 | loss: 0.000399198 | val_loss: 0.000450461 | Time: 1428.25 ms
[2020-12-20 19:28:09	                main:581]	:	INFO	:	Epoch 920 | loss: 0.000400909 | val_loss: 0.00040453 | Time: 1454.09 ms
[2020-12-20 19:28:10	                main:581]	:	INFO	:	Epoch 921 | loss: 0.000393435 | val_loss: 0.000422827 | Time: 1449.82 ms
[2020-12-20 19:28:12	                main:581]	:	INFO	:	Epoch 922 | loss: 0.000387143 | val_loss: 0.000390948 | Time: 1451.63 ms
[2020-12-20 19:28:13	                main:581]	:	INFO	:	Epoch 923 | loss: 0.000379553 | val_loss: 0.000394983 | Time: 1424.46 ms
[2020-12-20 19:28:15	                main:581]	:	INFO	:	Epoch 924 | loss: 0.000379429 | val_loss: 0.00038977 | Time: 1419.59 ms
[2020-12-20 19:28:16	                main:581]	:	INFO	:	Epoch 925 | loss: 0.000376329 | val_loss: 0.000389397 | Time: 1403.69 ms
[2020-12-20 19:28:18	                main:581]	:	INFO	:	Epoch 926 | loss: 0.000375416 | val_loss: 0.000385944 | Time: 1471.69 ms
[2020-12-20 19:28:19	                main:581]	:	INFO	:	Epoch 927 | loss: 0.000388277 | val_loss: 0.000438202 | Time: 1446.74 ms
[2020-12-20 19:28:21	                main:581]	:	INFO	:	Epoch 928 | loss: 0.000403114 | val_loss: 0.000389493 | Time: 1491.72 ms
[2020-12-20 19:28:22	                main:581]	:	INFO	:	Epoch 929 | loss: 0.000378312 | val_loss: 0.0003882 | Time: 1499.24 ms
[2020-12-20 19:28:24	                main:581]	:	INFO	:	Epoch 930 | loss: 0.000377102 | val_loss: 0.000387388 | Time: 1485.78 ms
[2020-12-20 19:28:25	                main:581]	:	INFO	:	Epoch 931 | loss: 0.000375174 | val_loss: 0.000388391 | Time: 1475.71 ms
[2020-12-20 19:28:26	                main:581]	:	INFO	:	Epoch 932 | loss: 0.000394358 | val_loss: 0.000442267 | Time: 1457.26 ms
[2020-12-20 19:28:28	                main:581]	:	INFO	:	Epoch 933 | loss: 0.000398052 | val_loss: 0.000395024 | Time: 1463.89 ms
[2020-12-20 19:28:29	                main:581]	:	INFO	:	Epoch 934 | loss: 0.000378269 | val_loss: 0.000388448 | Time: 1444.98 ms
[2020-12-20 19:28:31	                main:581]	:	INFO	:	Epoch 935 | loss: 0.000374456 | val_loss: 0.000390458 | Time: 1451.65 ms
[2020-12-20 19:28:32	                main:581]	:	INFO	:	Epoch 936 | loss: 0.000378928 | val_loss: 0.000397369 | Time: 1436.23 ms
[2020-12-20 19:28:34	                main:581]	:	INFO	:	Epoch 937 | loss: 0.000401535 | val_loss: 0.000411781 | Time: 1442.18 ms
[2020-12-20 19:28:35	                main:581]	:	INFO	:	Epoch 938 | loss: 0.00038732 | val_loss: 0.000397247 | Time: 1453.82 ms
[2020-12-20 19:28:37	                main:581]	:	INFO	:	Epoch 939 | loss: 0.00038134 | val_loss: 0.000395387 | Time: 1435.35 ms
[2020-12-20 19:28:38	                main:581]	:	INFO	:	Epoch 940 | loss: 0.000393763 | val_loss: 0.00041299 | Time: 1443.89 ms
[2020-12-20 19:28:40	                main:581]	:	INFO	:	Epoch 941 | loss: 0.000384126 | val_loss: 0.000394521 | Time: 1444.9 ms
[2020-12-20 19:28:41	                main:581]	:	INFO	:	Epoch 942 | loss: 0.000379447 | val_loss: 0.000393261 | Time: 1442.27 ms
[2020-12-20 19:28:42	                main:581]	:	INFO	:	Epoch 943 | loss: 0.000381716 | val_loss: 0.000395483 | Time: 1433.71 ms
[2020-12-20 19:28:44	                main:581]	:	INFO	:	Epoch 944 | loss: 0.000393295 | val_loss: 0.000390959 | Time: 1437.63 ms
[2020-12-20 19:28:45	                main:581]	:	INFO	:	Epoch 945 | loss: 0.000379078 | val_loss: 0.000391857 | Time: 1455.29 ms
[2020-12-20 19:28:47	                main:581]	:	INFO	:	Epoch 946 | loss: 0.000378134 | val_loss: 0.000389846 | Time: 1444.82 ms
[2020-12-20 19:28:48	                main:581]	:	INFO	:	Epoch 947 | loss: 0.000391773 | val_loss: 0.000434124 | Time: 1455.57 ms
[2020-12-20 19:28:50	                main:581]	:	INFO	:	Epoch 948 | loss: 0.000402387 | val_loss: 0.000394262 | Time: 1447.1 ms
[2020-12-20 19:28:51	                main:581]	:	INFO	:	Epoch 949 | loss: 0.00038204 | val_loss: 0.000391386 | Time: 1435.55 ms
[2020-12-20 19:28:53	                main:581]	:	INFO	:	Epoch 950 | loss: 0.000376988 | val_loss: 0.000388908 | Time: 1438.11 ms
[2020-12-20 19:28:54	                main:581]	:	INFO	:	Epoch 951 | loss: 0.000393882 | val_loss: 0.000427469 | Time: 1458.01 ms
[2020-12-20 19:28:55	                main:581]	:	INFO	:	Epoch 952 | loss: 0.000398151 | val_loss: 0.000398612 | Time: 1456.35 ms
[2020-12-20 19:28:57	                main:581]	:	INFO	:	Epoch 953 | loss: 0.000381512 | val_loss: 0.000390042 | Time: 1428.16 ms
[2020-12-20 19:28:58	                main:581]	:	INFO	:	Epoch 954 | loss: 0.000377975 | val_loss: 0.00038944 | Time: 1448.22 ms
[2020-12-20 19:29:00	                main:581]	:	INFO	:	Epoch 955 | loss: 0.000383814 | val_loss: 0.000405984 | Time: 1492.9 ms
[2020-12-20 19:29:01	                main:581]	:	INFO	:	Epoch 956 | loss: 0.000385559 | val_loss: 0.000403233 | Time: 1381.53 ms
[2020-12-20 19:29:03	                main:581]	:	INFO	:	Epoch 957 | loss: 0.000381851 | val_loss: 0.000388886 | Time: 1386.4 ms
[2020-12-20 19:29:04	                main:581]	:	INFO	:	Epoch 958 | loss: 0.000380969 | val_loss: 0.000395493 | Time: 1380.48 ms
[2020-12-20 19:29:05	                main:581]	:	INFO	:	Epoch 959 | loss: 0.000391257 | val_loss: 0.000402968 | Time: 1376.03 ms
[2020-12-20 19:29:07	                main:581]	:	INFO	:	Epoch 960 | loss: 0.000381948 | val_loss: 0.000391915 | Time: 1385.62 ms
[2020-12-20 19:29:08	                main:581]	:	INFO	:	Epoch 961 | loss: 0.000390022 | val_loss: 0.000407679 | Time: 1388.85 ms
[2020-12-20 19:29:09	                main:581]	:	INFO	:	Epoch 962 | loss: 0.000385984 | val_loss: 0.000396505 | Time: 1385.44 ms
[2020-12-20 19:29:11	                main:581]	:	INFO	:	Epoch 963 | loss: 0.000387525 | val_loss: 0.000400876 | Time: 1377.22 ms
[2020-12-20 19:29:12	                main:581]	:	INFO	:	Epoch 964 | loss: 0.000380137 | val_loss: 0.000389357 | Time: 1383.03 ms
[2020-12-20 19:29:14	                main:581]	:	INFO	:	Epoch 965 | loss: 0.00037895 | val_loss: 0.000388551 | Time: 1375.14 ms
[2020-12-20 19:29:15	                main:581]	:	INFO	:	Epoch 966 | loss: 0.000381169 | val_loss: 0.000427023 | Time: 1413.16 ms
[2020-12-20 19:29:16	                main:581]	:	INFO	:	Epoch 967 | loss: 0.000421862 | val_loss: 0.000402278 | Time: 1417.08 ms
[2020-12-20 19:29:18	                main:581]	:	INFO	:	Epoch 968 | loss: 0.000385959 | val_loss: 0.000390263 | Time: 1424.53 ms
[2020-12-20 19:29:19	                main:581]	:	INFO	:	Epoch 969 | loss: 0.000378488 | val_loss: 0.000391259 | Time: 1429.08 ms
[2020-12-20 19:29:21	                main:581]	:	INFO	:	Epoch 970 | loss: 0.00038169 | val_loss: 0.000397592 | Time: 1438.77 ms
[2020-12-20 19:29:22	                main:581]	:	INFO	:	Epoch 971 | loss: 0.000383659 | val_loss: 0.000393232 | Time: 1457.95 ms
[2020-12-20 19:29:24	                main:581]	:	INFO	:	Epoch 972 | loss: 0.000379537 | val_loss: 0.000389657 | Time: 1454.38 ms
[2020-12-20 19:29:25	                main:581]	:	INFO	:	Epoch 973 | loss: 0.000377405 | val_loss: 0.000394695 | Time: 1476.34 ms
[2020-12-20 19:29:27	                main:581]	:	INFO	:	Epoch 974 | loss: 0.000394018 | val_loss: 0.000424858 | Time: 1461.08 ms
[2020-12-20 19:29:28	                main:581]	:	INFO	:	Epoch 975 | loss: 0.000459419 | val_loss: 0.000486721 | Time: 1459.24 ms
[2020-12-20 19:29:29	                main:581]	:	INFO	:	Epoch 976 | loss: 0.000477283 | val_loss: 0.0004535 | Time: 1455.98 ms
[2020-12-20 19:29:31	                main:581]	:	INFO	:	Epoch 977 | loss: 0.00042759 | val_loss: 0.000405396 | Time: 1479.65 ms
[2020-12-20 19:29:32	                main:581]	:	INFO	:	Epoch 978 | loss: 0.000385957 | val_loss: 0.000391826 | Time: 1489.03 ms
[2020-12-20 19:29:34	                main:581]	:	INFO	:	Epoch 979 | loss: 0.000375407 | val_loss: 0.000385203 | Time: 1475.64 ms
[2020-12-20 19:29:35	                main:581]	:	INFO	:	Epoch 980 | loss: 0.00037288 | val_loss: 0.000384593 | Time: 1491.83 ms
[2020-12-20 19:29:37	                main:581]	:	INFO	:	Epoch 981 | loss: 0.000373685 | val_loss: 0.000386978 | Time: 1477.52 ms
[2020-12-20 19:29:38	                main:581]	:	INFO	:	Epoch 982 | loss: 0.000373873 | val_loss: 0.000386012 | Time: 1445.32 ms
[2020-12-20 19:29:40	                main:581]	:	INFO	:	Epoch 983 | loss: 0.000372509 | val_loss: 0.000384784 | Time: 1454.01 ms
[2020-12-20 19:29:41	                main:581]	:	INFO	:	Epoch 984 | loss: 0.000373465 | val_loss: 0.000384953 | Time: 1432.45 ms
[2020-12-20 19:29:43	                main:581]	:	INFO	:	Epoch 985 | loss: 0.000377287 | val_loss: 0.000405688 | Time: 1442.98 ms
[2020-12-20 19:29:44	                main:581]	:	INFO	:	Epoch 986 | loss: 0.000386973 | val_loss: 0.000385595 | Time: 1412.5 ms
[2020-12-20 19:29:46	                main:581]	:	INFO	:	Epoch 987 | loss: 0.000374226 | val_loss: 0.000386355 | Time: 1424.07 ms
[2020-12-20 19:29:47	                main:581]	:	INFO	:	Epoch 988 | loss: 0.000374167 | val_loss: 0.000387189 | Time: 1433.12 ms
[2020-12-20 19:29:48	                main:581]	:	INFO	:	Epoch 989 | loss: 0.000374742 | val_loss: 0.000389576 | Time: 1457.36 ms
[2020-12-20 19:29:50	                main:581]	:	INFO	:	Epoch 990 | loss: 0.000394425 | val_loss: 0.000435592 | Time: 1438.34 ms
[2020-12-20 19:29:51	                main:581]	:	INFO	:	Epoch 991 | loss: 0.000442825 | val_loss: 0.000404836 | Time: 1441.51 ms
[2020-12-20 19:29:53	                main:581]	:	INFO	:	Epoch 992 | loss: 0.000393749 | val_loss: 0.000403212 | Time: 1438.83 ms
[2020-12-20 19:29:54	                main:581]	:	INFO	:	Epoch 993 | loss: 0.000380506 | val_loss: 0.000386691 | Time: 1431.14 ms
[2020-12-20 19:29:56	                main:581]	:	INFO	:	Epoch 994 | loss: 0.00037533 | val_loss: 0.000384311 | Time: 1441.9 ms
[2020-12-20 19:29:57	                main:581]	:	INFO	:	Epoch 995 | loss: 0.000373599 | val_loss: 0.00038417 | Time: 1426.44 ms
[2020-12-20 19:29:58	                main:581]	:	INFO	:	Epoch 996 | loss: 0.000372307 | val_loss: 0.000385539 | Time: 1448.95 ms
[2020-12-20 19:30:00	                main:581]	:	INFO	:	Epoch 997 | loss: 0.000377307 | val_loss: 0.000400959 | Time: 1447.11 ms
[2020-12-20 19:30:01	                main:581]	:	INFO	:	Epoch 998 | loss: 0.000398521 | val_loss: 0.000398275 | Time: 1443.35 ms
[2020-12-20 19:30:03	                main:581]	:	INFO	:	Epoch 999 | loss: 0.00038083 | val_loss: 0.000387475 | Time: 1445.04 ms
[2020-12-20 19:30:04	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.000373495 | val_loss: 0.00038526 | Time: 1422.63 ms
[2020-12-20 19:30:06	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.000374606 | val_loss: 0.000387449 | Time: 1441.78 ms
[2020-12-20 19:30:07	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.000381777 | val_loss: 0.000396212 | Time: 1415.74 ms
[2020-12-20 19:30:09	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.000379776 | val_loss: 0.000396505 | Time: 1405.46 ms
[2020-12-20 19:30:10	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.000399002 | val_loss: 0.000401762 | Time: 1420.81 ms
[2020-12-20 19:30:11	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.0003828 | val_loss: 0.000395962 | Time: 1429.15 ms
[2020-12-20 19:30:13	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.000378892 | val_loss: 0.00038773 | Time: 1405.97 ms
[2020-12-20 19:30:14	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.00037782 | val_loss: 0.000396506 | Time: 1411.23 ms
[2020-12-20 19:30:16	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.000389866 | val_loss: 0.000390267 | Time: 1418.12 ms
[2020-12-20 19:30:17	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.000380465 | val_loss: 0.000392956 | Time: 1427.26 ms
[2020-12-20 19:30:18	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.000379795 | val_loss: 0.000393537 | Time: 1433.42 ms
[2020-12-20 19:30:20	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.000378909 | val_loss: 0.000390419 | Time: 1391.67 ms
[2020-12-20 19:30:21	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.000403617 | val_loss: 0.000395067 | Time: 1435.33 ms
[2020-12-20 19:30:23	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.000388615 | val_loss: 0.000392522 | Time: 1418.33 ms
[2020-12-20 19:30:24	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.000380711 | val_loss: 0.000388021 | Time: 1442.49 ms
[2020-12-20 19:30:26	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.000376718 | val_loss: 0.000389329 | Time: 1422.77 ms
[2020-12-20 19:30:27	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.000382514 | val_loss: 0.000420969 | Time: 1431.23 ms
[2020-12-20 19:30:28	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.000397827 | val_loss: 0.000394057 | Time: 1428.21 ms
[2020-12-20 19:30:30	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.000376279 | val_loss: 0.000388268 | Time: 1430.83 ms
[2020-12-20 19:30:31	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.000385483 | val_loss: 0.000411556 | Time: 1445.65 ms
[2020-12-20 19:30:33	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.000385629 | val_loss: 0.000389933 | Time: 1415.63 ms
[2020-12-20 19:30:34	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.000377638 | val_loss: 0.000386128 | Time: 1428.13 ms
[2020-12-20 19:30:36	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.000374729 | val_loss: 0.000388831 | Time: 1428.54 ms
[2020-12-20 19:30:37	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.000414596 | val_loss: 0.000416987 | Time: 1426.53 ms
[2020-12-20 19:30:38	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.000396136 | val_loss: 0.000393819 | Time: 1424.1 ms
[2020-12-20 19:30:38	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.000393819
[2020-12-20 19:30:38	                main:610]	:	INFO	:	Saving end state to config to file
[2020-12-20 19:30:38	                main:615]	:	INFO	:	Success, exiting..
19:30:38 (2286688): 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)