Task 3315642

Name EightBitModified-1605932705-25675-6_0
Workunit 1582994
Created 16 Dec 2020, 21:28:21 UTC
Sent 18 Dec 2020, 2:26:20 UTC
Report deadline 25 Dec 2020, 2:26:20 UTC
Received 18 Dec 2020, 5:12:35 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 5259
Run time 24 min 53 sec
CPU time 24 min 50 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>
       main:581]	:	INFO	:	Epoch 526 | loss: 0.000323973 | val_loss: 0.000339566 | Time: 1447.48 ms
[2020-12-17 23:00:13	                main:581]	:	INFO	:	Epoch 527 | loss: 0.000321611 | val_loss: 0.000340291 | Time: 1430.54 ms
[2020-12-17 23:00:14	                main:581]	:	INFO	:	Epoch 528 | loss: 0.000320523 | val_loss: 0.000341072 | Time: 1440.35 ms
[2020-12-17 23:00:16	                main:581]	:	INFO	:	Epoch 529 | loss: 0.000327445 | val_loss: 0.000349435 | Time: 1448.64 ms
[2020-12-17 23:00:17	                main:581]	:	INFO	:	Epoch 530 | loss: 0.000325014 | val_loss: 0.000343481 | Time: 1457.11 ms
[2020-12-17 23:00:19	                main:581]	:	INFO	:	Epoch 531 | loss: 0.000323457 | val_loss: 0.00033887 | Time: 1470.39 ms
[2020-12-17 23:00:20	                main:581]	:	INFO	:	Epoch 532 | loss: 0.000321214 | val_loss: 0.000340143 | Time: 1447.43 ms
[2020-12-17 23:00:22	                main:581]	:	INFO	:	Epoch 533 | loss: 0.000324899 | val_loss: 0.000339256 | Time: 1451.66 ms
[2020-12-17 23:00:23	                main:581]	:	INFO	:	Epoch 534 | loss: 0.000321299 | val_loss: 0.000340167 | Time: 1437.95 ms
[2020-12-17 23:00:24	                main:581]	:	INFO	:	Epoch 535 | loss: 0.000325711 | val_loss: 0.000374504 | Time: 1451.9 ms
[2020-12-17 23:00:26	                main:581]	:	INFO	:	Epoch 536 | loss: 0.000338453 | val_loss: 0.000343946 | Time: 1469.15 ms
[2020-12-17 23:00:27	                main:581]	:	INFO	:	Epoch 537 | loss: 0.00032578 | val_loss: 0.000339157 | Time: 1465.33 ms
[2020-12-17 23:00:29	                main:581]	:	INFO	:	Epoch 538 | loss: 0.000321123 | val_loss: 0.000340457 | Time: 1474.51 ms
[2020-12-17 23:00:30	                main:581]	:	INFO	:	Epoch 539 | loss: 0.000319556 | val_loss: 0.000336672 | Time: 1447.96 ms
[2020-12-17 23:00:32	                main:581]	:	INFO	:	Epoch 540 | loss: 0.00032289 | val_loss: 0.000346551 | Time: 1439.51 ms
[2020-12-17 23:00:33	                main:581]	:	INFO	:	Epoch 541 | loss: 0.000328206 | val_loss: 0.000340662 | Time: 1449.61 ms
[2020-12-17 23:00:35	                main:581]	:	INFO	:	Epoch 542 | loss: 0.000320969 | val_loss: 0.000338899 | Time: 1443.42 ms
[2020-12-17 23:00:36	                main:581]	:	INFO	:	Epoch 543 | loss: 0.00032215 | val_loss: 0.000342264 | Time: 1418.34 ms
[2020-12-17 23:00:37	                main:581]	:	INFO	:	Epoch 544 | loss: 0.000323202 | val_loss: 0.000340785 | Time: 1420.36 ms
[2020-12-17 23:00:39	                main:581]	:	INFO	:	Epoch 545 | loss: 0.000340741 | val_loss: 0.00036238 | Time: 1435.35 ms
[2020-12-17 23:00:40	                main:581]	:	INFO	:	Epoch 546 | loss: 0.00330722 | val_loss: 0.00600635 | Time: 1423.47 ms
[2020-12-17 23:00:42	                main:581]	:	INFO	:	Epoch 547 | loss: 0.00402529 | val_loss: 0.00240608 | Time: 1437.02 ms
[2020-12-17 23:00:43	                main:581]	:	INFO	:	Epoch 548 | loss: 0.00159631 | val_loss: 0.000913446 | Time: 1433.09 ms
[2020-12-17 23:00:45	                main:581]	:	INFO	:	Epoch 549 | loss: 0.000735992 | val_loss: 0.000653776 | Time: 1423.54 ms
[2020-12-17 23:00:46	                main:581]	:	INFO	:	Epoch 550 | loss: 0.000484354 | val_loss: 0.000469089 | Time: 1419.73 ms
[2020-12-17 23:00:47	                main:581]	:	INFO	:	Epoch 551 | loss: 0.000444755 | val_loss: 0.00042548 | Time: 1413.22 ms
[2020-12-17 23:00:49	                main:581]	:	INFO	:	Epoch 552 | loss: 0.00037652 | val_loss: 0.000392841 | Time: 1424.33 ms
[2020-12-17 23:00:50	                main:581]	:	INFO	:	Epoch 553 | loss: 0.000347848 | val_loss: 0.000351674 | Time: 1430.23 ms
[2020-12-17 23:00:52	                main:581]	:	INFO	:	Epoch 554 | loss: 0.000331157 | val_loss: 0.000345499 | Time: 1391.36 ms
[2020-12-17 23:00:53	                main:581]	:	INFO	:	Epoch 555 | loss: 0.000328174 | val_loss: 0.000343647 | Time: 1426.02 ms
[2020-12-17 23:00:55	                main:581]	:	INFO	:	Epoch 556 | loss: 0.000326576 | val_loss: 0.000342733 | Time: 1475.03 ms
[2020-12-17 23:00:56	                main:581]	:	INFO	:	Epoch 557 | loss: 0.000325574 | val_loss: 0.000342402 | Time: 1451.28 ms
[2020-12-17 23:00:58	                main:581]	:	INFO	:	Epoch 558 | loss: 0.000324919 | val_loss: 0.000341476 | Time: 1446.16 ms
[2020-12-17 23:00:59	                main:581]	:	INFO	:	Epoch 559 | loss: 0.000324379 | val_loss: 0.000341274 | Time: 1478.97 ms
[2020-12-17 23:01:00	                main:581]	:	INFO	:	Epoch 560 | loss: 0.000324073 | val_loss: 0.000340865 | Time: 1457.45 ms
[2020-12-17 23:01:02	                main:581]	:	INFO	:	Epoch 561 | loss: 0.000323607 | val_loss: 0.000340528 | Time: 1436.76 ms
[2020-12-17 23:01:03	                main:581]	:	INFO	:	Epoch 562 | loss: 0.000323314 | val_loss: 0.000340194 | Time: 1450.4 ms
[2020-12-17 23:01:05	                main:581]	:	INFO	:	Epoch 563 | loss: 0.00032285 | val_loss: 0.000339751 | Time: 1468.7 ms
[2020-12-17 23:01:06	                main:581]	:	INFO	:	Epoch 564 | loss: 0.000322209 | val_loss: 0.000340036 | Time: 1434.83 ms
[2020-12-17 23:01:08	                main:581]	:	INFO	:	Epoch 565 | loss: 0.000323079 | val_loss: 0.000340285 | Time: 1454.74 ms
[2020-12-17 23:01:09	                main:581]	:	INFO	:	Epoch 566 | loss: 0.000322167 | val_loss: 0.000339078 | Time: 1442.17 ms
[2020-12-17 23:01:11	                main:581]	:	INFO	:	Epoch 567 | loss: 0.000321442 | val_loss: 0.000338305 | Time: 1450.79 ms
[2020-12-17 23:01:12	                main:581]	:	INFO	:	Epoch 568 | loss: 0.000321049 | val_loss: 0.000338513 | Time: 1413.17 ms
[2020-12-17 23:01:13	                main:581]	:	INFO	:	Epoch 569 | loss: 0.0003227 | val_loss: 0.000338695 | Time: 1400.3 ms
[2020-12-17 23:01:15	                main:581]	:	INFO	:	Epoch 570 | loss: 0.00032074 | val_loss: 0.000338032 | Time: 1449.04 ms
[2020-12-17 23:01:16	                main:581]	:	INFO	:	Epoch 571 | loss: 0.000322842 | val_loss: 0.000351054 | Time: 1438.26 ms
[2020-12-17 23:01:18	                main:581]	:	INFO	:	Epoch 572 | loss: 0.000331153 | val_loss: 0.000339996 | Time: 1424.88 ms
[2020-12-17 23:01:19	                main:581]	:	INFO	:	Epoch 573 | loss: 0.000321399 | val_loss: 0.000336865 | Time: 1401.33 ms
[2020-12-17 23:01:21	                main:581]	:	INFO	:	Epoch 574 | loss: 0.000319734 | val_loss: 0.000336991 | Time: 1427.89 ms
[2020-12-17 23:01:22	                main:581]	:	INFO	:	Epoch 575 | loss: 0.000319647 | val_loss: 0.000336946 | Time: 1439.47 ms
[2020-12-17 23:01:23	                main:581]	:	INFO	:	Epoch 576 | loss: 0.000319662 | val_loss: 0.000337417 | Time: 1408.85 ms
[2020-12-17 23:01:25	                main:581]	:	INFO	:	Epoch 577 | loss: 0.000319879 | val_loss: 0.000337309 | Time: 1441.29 ms
[2020-12-17 23:01:26	                main:581]	:	INFO	:	Epoch 578 | loss: 0.000319586 | val_loss: 0.000336102 | Time: 1414.97 ms
[2020-12-17 23:01:28	                main:581]	:	INFO	:	Epoch 579 | loss: 0.000319147 | val_loss: 0.00033751 | Time: 1426.07 ms
[2020-12-17 23:01:29	                main:581]	:	INFO	:	Epoch 580 | loss: 0.000330621 | val_loss: 0.000376182 | Time: 1426.19 ms
[2020-12-17 23:01:31	                main:581]	:	INFO	:	Epoch 581 | loss: 0.00033528 | val_loss: 0.000338773 | Time: 1451.68 ms
[2020-12-17 23:01:32	                main:581]	:	INFO	:	Epoch 582 | loss: 0.000321767 | val_loss: 0.00033883 | Time: 1420.25 ms
[2020-12-17 23:01:33	                main:581]	:	INFO	:	Epoch 583 | loss: 0.000319316 | val_loss: 0.00033573 | Time: 1424.37 ms
[2020-12-17 23:01:35	                main:581]	:	INFO	:	Epoch 584 | loss: 0.000318556 | val_loss: 0.000335983 | Time: 1424.47 ms
[2020-12-17 23:01:36	                main:581]	:	INFO	:	Epoch 585 | loss: 0.000318644 | val_loss: 0.000335537 | Time: 1413.07 ms
[2020-12-17 23:01:38	                main:581]	:	INFO	:	Epoch 586 | loss: 0.000318371 | val_loss: 0.000335542 | Time: 1521.56 ms
[2020-12-17 23:01:39	                main:581]	:	INFO	:	Epoch 587 | loss: 0.000318554 | val_loss: 0.000336291 | Time: 1458.69 ms
[2020-12-17 23:01:41	                main:581]	:	INFO	:	Epoch 588 | loss: 0.00031947 | val_loss: 0.000335286 | Time: 1448.95 ms
[2020-12-17 23:01:42	                main:581]	:	INFO	:	Epoch 589 | loss: 0.000319343 | val_loss: 0.000335455 | Time: 1484.22 ms
[2020-12-17 23:01:44	                main:581]	:	INFO	:	Epoch 590 | loss: 0.000318147 | val_loss: 0.000335492 | Time: 1466.03 ms
[2020-12-17 23:01:45	                main:581]	:	INFO	:	Epoch 591 | loss: 0.000326314 | val_loss: 0.000354676 | Time: 1421.29 ms
[2020-12-17 23:01:47	                main:581]	:	INFO	:	Epoch 592 | loss: 0.000325617 | val_loss: 0.000336631 | Time: 1451.88 ms
[2020-12-17 23:01:48	                main:581]	:	INFO	:	Epoch 593 | loss: 0.00031946 | val_loss: 0.000336752 | Time: 1463.06 ms
[2020-12-17 23:01:49	                main:581]	:	INFO	:	Epoch 594 | loss: 0.000318101 | val_loss: 0.000335441 | Time: 1447.83 ms
[2020-12-17 23:01:51	                main:581]	:	INFO	:	Epoch 595 | loss: 0.000317982 | val_loss: 0.000335136 | Time: 1478.45 ms
[2020-12-17 23:01:52	                main:581]	:	INFO	:	Epoch 596 | loss: 0.000317758 | val_loss: 0.000335262 | Time: 1501.77 ms
[2020-12-17 23:01:54	                main:581]	:	INFO	:	Epoch 597 | loss: 0.000318508 | val_loss: 0.000336793 | Time: 1488.87 ms
[2020-12-17 23:01:55	                main:581]	:	INFO	:	Epoch 598 | loss: 0.000345586 | val_loss: 0.000347075 | Time: 1492.58 ms
[2020-12-17 23:01:57	                main:581]	:	INFO	:	Epoch 599 | loss: 0.000326782 | val_loss: 0.000336737 | Time: 1459.38 ms
[2020-12-17 23:01:58	                main:581]	:	INFO	:	Epoch 600 | loss: 0.000319261 | val_loss: 0.000335798 | Time: 1451.23 ms
[2020-12-17 23:02:00	                main:581]	:	INFO	:	Epoch 601 | loss: 0.000317754 | val_loss: 0.00033508 | Time: 1482.19 ms
[2020-12-17 23:02:01	                main:581]	:	INFO	:	Epoch 602 | loss: 0.000317371 | val_loss: 0.000334621 | Time: 1470.01 ms
[2020-12-17 23:02:03	                main:581]	:	INFO	:	Epoch 603 | loss: 0.000317478 | val_loss: 0.000335011 | Time: 1447.82 ms
[2020-12-17 23:02:04	                main:581]	:	INFO	:	Epoch 604 | loss: 0.00031752 | val_loss: 0.000335116 | Time: 1479.72 ms
[2020-12-17 23:02:06	                main:581]	:	INFO	:	Epoch 605 | loss: 0.000317603 | val_loss: 0.000335206 | Time: 1461.92 ms
[2020-12-17 23:02:07	                main:581]	:	INFO	:	Epoch 606 | loss: 0.000317584 | val_loss: 0.000335052 | Time: 1471.24 ms
[2020-12-17 23:02:09	                main:581]	:	INFO	:	Epoch 607 | loss: 0.000317763 | val_loss: 0.00033604 | Time: 1408.77 ms
[2020-12-17 23:02:10	                main:581]	:	INFO	:	Epoch 608 | loss: 0.000320559 | val_loss: 0.000336395 | Time: 1417.39 ms
[2020-12-17 23:02:11	                main:581]	:	INFO	:	Epoch 609 | loss: 0.000318297 | val_loss: 0.000337504 | Time: 1425.78 ms
[2020-12-17 23:02:13	                main:581]	:	INFO	:	Epoch 610 | loss: 0.000330766 | val_loss: 0.000336289 | Time: 1436.71 ms
[2020-12-17 23:02:14	                main:581]	:	INFO	:	Epoch 611 | loss: 0.000321815 | val_loss: 0.00033877 | Time: 1481.18 ms
[2020-12-17 23:02:16	                main:581]	:	INFO	:	Epoch 612 | loss: 0.000319729 | val_loss: 0.000337114 | Time: 1474.97 ms
[2020-12-17 23:02:17	                main:581]	:	INFO	:	Epoch 613 | loss: 0.000318736 | val_loss: 0.000334886 | Time: 1426.34 ms
[2020-12-17 23:02:19	                main:581]	:	INFO	:	Epoch 614 | loss: 0.000320654 | val_loss: 0.00033624 | Time: 1405.19 ms
[2020-12-17 23:02:20	                main:581]	:	INFO	:	Epoch 615 | loss: 0.000319035 | val_loss: 0.000338691 | Time: 1409.53 ms
[2020-12-17 23:02:21	                main:581]	:	INFO	:	Epoch 616 | loss: 0.000319795 | val_loss: 0.000335005 | Time: 1416.2 ms
[2020-12-17 23:02:23	                main:581]	:	INFO	:	Epoch 617 | loss: 0.00031935 | val_loss: 0.00034316 | Time: 1409.19 ms
[2020-12-17 23:02:24	                main:581]	:	INFO	:	Epoch 618 | loss: 0.000333587 | val_loss: 0.000342011 | Time: 1398.08 ms
[2020-12-17 23:02:26	                main:581]	:	INFO	:	Epoch 619 | loss: 0.000323336 | val_loss: 0.000335065 | Time: 1415.25 ms
[2020-12-17 23:02:27	                main:581]	:	INFO	:	Epoch 620 | loss: 0.000319603 | val_loss: 0.000336662 | Time: 1390.18 ms
[2020-12-17 23:02:28	                main:581]	:	INFO	:	Epoch 621 | loss: 0.000317987 | val_loss: 0.00033569 | Time: 1402.17 ms
[2020-12-17 23:02:30	                main:581]	:	INFO	:	Epoch 622 | loss: 0.00031782 | val_loss: 0.000336702 | Time: 1423.05 ms
[2020-12-17 23:02:31	                main:581]	:	INFO	:	Epoch 623 | loss: 0.000323158 | val_loss: 0.00034044 | Time: 1420.49 ms
[2020-12-17 23:02:33	                main:581]	:	INFO	:	Epoch 624 | loss: 0.000321094 | val_loss: 0.000338125 | Time: 1413.38 ms
[2020-12-17 23:02:34	                main:581]	:	INFO	:	Epoch 625 | loss: 0.000320796 | val_loss: 0.000340938 | Time: 1418.81 ms
[2020-12-17 23:02:36	                main:581]	:	INFO	:	Epoch 626 | loss: 0.000322621 | val_loss: 0.000337943 | Time: 1430.91 ms
[2020-12-17 23:02:37	                main:581]	:	INFO	:	Epoch 627 | loss: 0.000320105 | val_loss: 0.000340089 | Time: 1413.03 ms
[2020-12-17 23:02:38	                main:581]	:	INFO	:	Epoch 628 | loss: 0.000321179 | val_loss: 0.000338505 | Time: 1411.85 ms
[2020-12-17 23:02:40	                main:581]	:	INFO	:	Epoch 629 | loss: 0.000324273 | val_loss: 0.00033995 | Time: 1409.19 ms
[2020-12-17 23:02:41	                main:581]	:	INFO	:	Epoch 630 | loss: 0.000319196 | val_loss: 0.000338807 | Time: 1406.07 ms
[2020-12-17 23:02:43	                main:581]	:	INFO	:	Epoch 631 | loss: 0.000332549 | val_loss: 0.000347623 | Time: 1423.45 ms
[2020-12-17 23:02:44	                main:581]	:	INFO	:	Epoch 632 | loss: 0.000324067 | val_loss: 0.000338997 | Time: 1413.75 ms
[2020-12-17 23:02:45	                main:581]	:	INFO	:	Epoch 633 | loss: 0.000319318 | val_loss: 0.000335166 | Time: 1419.87 ms
[2020-12-17 23:02:47	                main:581]	:	INFO	:	Epoch 634 | loss: 0.000318012 | val_loss: 0.000334229 | Time: 1452.86 ms
[2020-12-17 23:02:48	                main:581]	:	INFO	:	Epoch 635 | loss: 0.00031784 | val_loss: 0.000335175 | Time: 1456.09 ms
[2020-12-17 23:02:50	                main:581]	:	INFO	:	Epoch 636 | loss: 0.000318837 | val_loss: 0.000343051 | Time: 1469.34 ms
[2020-12-17 23:02:51	                main:581]	:	INFO	:	Epoch 637 | loss: 0.000328037 | val_loss: 0.000337236 | Time: 1463.97 ms
[2020-12-17 23:02:53	                main:581]	:	INFO	:	Epoch 638 | loss: 0.000322155 | val_loss: 0.000343255 | Time: 1498.96 ms
[2020-12-17 23:02:54	                main:581]	:	INFO	:	Epoch 639 | loss: 0.000331166 | val_loss: 0.000346068 | Time: 1503.06 ms
[2020-12-17 23:02:56	                main:581]	:	INFO	:	Epoch 640 | loss: 0.000323048 | val_loss: 0.000343451 | Time: 1447.73 ms
[2020-12-17 23:02:57	                main:581]	:	INFO	:	Epoch 641 | loss: 0.00032092 | val_loss: 0.000336693 | Time: 1479.76 ms
[2020-12-17 23:02:59	                main:581]	:	INFO	:	Epoch 642 | loss: 0.000319185 | val_loss: 0.000335895 | Time: 1457.72 ms
[2020-12-17 23:03:00	                main:581]	:	INFO	:	Epoch 643 | loss: 0.000318441 | val_loss: 0.000335859 | Time: 1509.32 ms
[2020-12-17 23:03:02	                main:581]	:	INFO	:	Epoch 644 | loss: 0.000335639 | val_loss: 0.000348055 | Time: 1488.35 ms
[2020-12-17 23:03:03	                main:581]	:	INFO	:	Epoch 645 | loss: 0.000327608 | val_loss: 0.000342339 | Time: 1496.43 ms
[2020-12-17 23:03:05	                main:581]	:	INFO	:	Epoch 646 | loss: 0.000320944 | val_loss: 0.00033558 | Time: 1499.05 ms
[2020-12-17 23:03:06	                main:581]	:	INFO	:	Epoch 647 | loss: 0.000318123 | val_loss: 0.000334561 | Time: 1501.81 ms
[2020-12-17 23:03:08	                main:581]	:	INFO	:	Epoch 648 | loss: 0.000317172 | val_loss: 0.000336432 | Time: 1518.02 ms
[2020-12-17 23:03:09	                main:581]	:	INFO	:	Epoch 649 | loss: 0.000319713 | val_loss: 0.000341418 | Time: 1491.85 ms
[2020-12-17 23:03:11	                main:581]	:	INFO	:	Epoch 650 | loss: 0.000323241 | val_loss: 0.00033815 | Time: 1490.66 ms
[2020-12-17 23:03:12	                main:581]	:	INFO	:	Epoch 651 | loss: 0.000319201 | val_loss: 0.00033665 | Time: 1492.02 ms
[2020-12-17 23:03:14	                main:581]	:	INFO	:	Epoch 652 | loss: 0.000320124 | val_loss: 0.000339287 | Time: 1502.78 ms
[2020-12-17 23:03:15	                main:581]	:	INFO	:	Epoch 653 | loss: 0.00032173 | val_loss: 0.00034801 | Time: 1529.37 ms
[2020-12-17 23:03:17	                main:581]	:	INFO	:	Epoch 654 | loss: 0.000335208 | val_loss: 0.000344012 | Time: 1471.71 ms
[2020-12-17 23:03:18	                main:581]	:	INFO	:	Epoch 655 | loss: 0.000320816 | val_loss: 0.000337513 | Time: 1457.1 ms
[2020-12-17 23:03:20	                main:581]	:	INFO	:	Epoch 656 | loss: 0.000319298 | val_loss: 0.000338332 | Time: 1454.27 ms
[2020-12-17 23:03:21	                main:581]	:	INFO	:	Epoch 657 | loss: 0.000323656 | val_loss: 0.000336933 | Time: 1482.99 ms
[2020-12-17 23:03:23	                main:581]	:	INFO	:	Epoch 658 | loss: 0.000319219 | val_loss: 0.000337775 | Time: 1468.33 ms
[2020-12-17 23:03:24	                main:581]	:	INFO	:	Epoch 659 | loss: 0.000318849 | val_loss: 0.000339712 | Time: 1440.61 ms
[2020-12-17 23:03:25	                main:581]	:	INFO	:	Epoch 660 | loss: 0.00032485 | val_loss: 0.000345018 | Time: 1493.08 ms
[2020-12-17 23:03:27	                main:581]	:	INFO	:	Epoch 661 | loss: 0.000326107 | val_loss: 0.000346759 | Time: 1494.07 ms
[2020-12-17 23:03:28	                main:581]	:	INFO	:	Epoch 662 | loss: 0.000321639 | val_loss: 0.000336069 | Time: 1435.14 ms
[2020-12-17 23:03:30	                main:581]	:	INFO	:	Epoch 663 | loss: 0.000318235 | val_loss: 0.000336811 | Time: 1570.85 ms
[2020-12-17 23:03:31	                main:581]	:	INFO	:	Epoch 664 | loss: 0.000321946 | val_loss: 0.000348082 | Time: 1451.12 ms
[2020-12-17 23:03:33	                main:581]	:	INFO	:	Epoch 665 | loss: 0.000346888 | val_loss: 0.000353603 | Time: 1440.24 ms
[2020-12-17 23:03:34	                main:581]	:	INFO	:	Epoch 666 | loss: 0.000326387 | val_loss: 0.000337669 | Time: 1416.46 ms
[2020-12-17 23:03:36	                main:581]	:	INFO	:	Epoch 667 | loss: 0.000319498 | val_loss: 0.000338349 | Time: 1438.48 ms
[2020-12-17 23:03:37	                main:581]	:	INFO	:	Epoch 668 | loss: 0.000318737 | val_loss: 0.000337442 | Time: 1442.41 ms
[2020-12-17 23:03:39	                main:581]	:	INFO	:	Epoch 669 | loss: 0.000319353 | val_loss: 0.000338073 | Time: 1421.48 ms
[2020-12-17 23:03:40	                main:581]	:	INFO	:	Epoch 670 | loss: 0.000325366 | val_loss: 0.000337221 | Time: 1404.69 ms
[2020-12-17 23:03:41	                main:581]	:	INFO	:	Epoch 671 | loss: 0.000320991 | val_loss: 0.000338402 | Time: 1432.7 ms
[2020-12-17 23:03:43	                main:581]	:	INFO	:	Epoch 672 | loss: 0.000321522 | val_loss: 0.00034125 | Time: 1425.74 ms
[2020-12-17 23:03:44	                main:581]	:	INFO	:	Epoch 673 | loss: 0.00032439 | val_loss: 0.000336363 | Time: 1415.73 ms
[2020-12-17 23:03:46	                main:581]	:	INFO	:	Epoch 674 | loss: 0.000321005 | val_loss: 0.000336996 | Time: 1412.97 ms
[2020-12-17 23:03:47	                main:581]	:	INFO	:	Epoch 675 | loss: 0.000318635 | val_loss: 0.000335572 | Time: 1411.36 ms
[2020-12-17 23:03:49	                main:581]	:	INFO	:	Epoch 676 | loss: 0.000318676 | val_loss: 0.00033866 | Time: 1436.29 ms
[2020-12-17 23:03:50	                main:581]	:	INFO	:	Epoch 677 | loss: 0.000333634 | val_loss: 0.000368485 | Time: 1407.12 ms
[2020-12-17 23:03:51	                main:581]	:	INFO	:	Epoch 678 | loss: 0.000332254 | val_loss: 0.000338046 | Time: 1396.82 ms
[2020-12-17 23:03:53	                main:581]	:	INFO	:	Epoch 679 | loss: 0.000321159 | val_loss: 0.000336342 | Time: 1411.03 ms
[2020-12-17 23:03:54	                main:581]	:	INFO	:	Epoch 680 | loss: 0.000319869 | val_loss: 0.000337968 | Time: 1403.82 ms
[2020-12-17 23:03:56	                main:581]	:	INFO	:	Epoch 681 | loss: 0.000320149 | val_loss: 0.000336934 | Time: 1411.29 ms
[2020-12-17 23:03:57	                main:581]	:	INFO	:	Epoch 682 | loss: 0.000320411 | val_loss: 0.000341214 | Time: 1425.67 ms
[2020-12-17 23:03:58	                main:581]	:	INFO	:	Epoch 683 | loss: 0.000322744 | val_loss: 0.000339768 | Time: 1428.74 ms
[2020-12-17 23:04:00	                main:581]	:	INFO	:	Epoch 684 | loss: 0.000322558 | val_loss: 0.000337807 | Time: 1432.41 ms
[2020-12-17 23:04:01	                main:581]	:	INFO	:	Epoch 685 | loss: 0.000325393 | val_loss: 0.000340979 | Time: 1413.74 ms
[2020-12-17 23:04:03	                main:581]	:	INFO	:	Epoch 686 | loss: 0.000325976 | val_loss: 0.000353009 | Time: 1413.65 ms
[2020-12-17 23:04:04	                main:581]	:	INFO	:	Epoch 687 | loss: 0.000325717 | val_loss: 0.000344077 | Time: 1419.95 ms
[2020-12-17 23:04:05	                main:581]	:	INFO	:	Epoch 688 | loss: 0.000324087 | val_loss: 0.000346129 | Time: 1422.39 ms
[2020-12-17 23:04:07	                main:581]	:	INFO	:	Epoch 689 | loss: 0.000331781 | val_loss: 0.000342627 | Time: 1413.47 ms
[2020-12-17 23:04:08	                main:581]	:	INFO	:	Epoch 690 | loss: 0.000322663 | val_loss: 0.000337086 | Time: 1405.28 ms
[2020-12-17 23:04:10	                main:581]	:	INFO	:	Epoch 691 | loss: 0.000320389 | val_loss: 0.000344059 | Time: 1455.1 ms
[2020-12-17 23:04:11	                main:581]	:	INFO	:	Epoch 692 | loss: 0.000324468 | val_loss: 0.000347342 | Time: 1437.13 ms
[2020-12-17 23:04:13	                main:581]	:	INFO	:	Epoch 693 | loss: 0.000322587 | val_loss: 0.000338837 | Time: 1439.34 ms
[2020-12-17 23:04:14	                main:581]	:	INFO	:	Epoch 694 | loss: 0.000323311 | val_loss: 0.000338822 | Time: 1407.85 ms
[2020-12-17 23:04:15	                main:581]	:	INFO	:	Epoch 695 | loss: 0.00032074 | val_loss: 0.000338857 | Time: 1388.92 ms
[2020-12-17 23:04:17	                main:581]	:	INFO	:	Epoch 696 | loss: 0.000320999 | val_loss: 0.000339649 | Time: 1386.24 ms
[2020-12-17 23:04:18	                main:581]	:	INFO	:	Epoch 697 | loss: 0.000322622 | val_loss: 0.000338783 | Time: 1428.47 ms
[2020-12-17 23:04:20	                main:581]	:	INFO	:	Epoch 698 | loss: 0.000324785 | val_loss: 0.000349229 | Time: 1454.53 ms
[2020-12-17 23:04:21	                main:581]	:	INFO	:	Epoch 699 | loss: 0.000327781 | val_loss: 0.00033885 | Time: 1468.48 ms
[2020-12-17 23:04:23	                main:581]	:	INFO	:	Epoch 700 | loss: 0.000319778 | val_loss: 0.000336147 | Time: 1523.23 ms
[2020-12-17 23:04:24	                main:581]	:	INFO	:	Epoch 701 | loss: 0.000320351 | val_loss: 0.000339275 | Time: 1564.95 ms
[2020-12-17 23:04:26	                main:581]	:	INFO	:	Epoch 702 | loss: 0.000339701 | val_loss: 0.000345782 | Time: 1481.17 ms
[2020-12-17 23:04:27	                main:581]	:	INFO	:	Epoch 703 | loss: 0.000327262 | val_loss: 0.000338683 | Time: 1450.41 ms
[2020-12-17 23:04:29	                main:581]	:	INFO	:	Epoch 704 | loss: 0.000320551 | val_loss: 0.000337947 | Time: 1452.22 ms
[2020-12-17 23:04:30	                main:581]	:	INFO	:	Epoch 705 | loss: 0.000319794 | val_loss: 0.000336291 | Time: 1465.2 ms
[2020-12-17 23:04:32	                main:581]	:	INFO	:	Epoch 706 | loss: 0.000319916 | val_loss: 0.000338134 | Time: 1445.56 ms
[2020-12-17 23:04:33	                main:581]	:	INFO	:	Epoch 707 | loss: 0.00032378 | val_loss: 0.000342145 | Time: 1447.74 ms
[2020-12-17 23:04:34	                main:581]	:	INFO	:	Epoch 708 | loss: 0.000320851 | val_loss: 0.000338958 | Time: 1434.41 ms
[2020-12-17 23:04:36	                main:581]	:	INFO	:	Epoch 709 | loss: 0.000327591 | val_loss: 0.000355327 | Time: 1451.51 ms
[2020-12-17 23:04:37	                main:581]	:	INFO	:	Epoch 710 | loss: 0.00033113 | val_loss: 0.000339244 | Time: 1429.16 ms
[2020-12-17 23:04:39	                main:581]	:	INFO	:	Epoch 711 | loss: 0.00032243 | val_loss: 0.000337078 | Time: 1456.89 ms
[2020-12-17 23:04:40	                main:581]	:	INFO	:	Epoch 712 | loss: 0.00031957 | val_loss: 0.000340639 | Time: 1447.1 ms
[2020-12-17 23:04:42	                main:581]	:	INFO	:	Epoch 713 | loss: 0.000323515 | val_loss: 0.00034238 | Time: 1442.7 ms
[2020-12-17 23:04:43	                main:581]	:	INFO	:	Epoch 714 | loss: 0.000324223 | val_loss: 0.000339599 | Time: 1439.62 ms
[2020-12-17 23:04:45	                main:581]	:	INFO	:	Epoch 715 | loss: 0.000325399 | val_loss: 0.000340711 | Time: 1449.42 ms
[2020-12-17 23:04:46	                main:581]	:	INFO	:	Epoch 716 | loss: 0.000320288 | val_loss: 0.000336934 | Time: 1407.59 ms
[2020-12-17 23:04:47	                main:581]	:	INFO	:	Epoch 717 | loss: 0.000320918 | val_loss: 0.000337685 | Time: 1456.38 ms
[2020-12-17 23:04:49	                main:581]	:	INFO	:	Epoch 718 | loss: 0.000321786 | val_loss: 0.000340383 | Time: 1448.75 ms
[2020-12-17 23:04:50	                main:581]	:	INFO	:	Epoch 719 | loss: 0.000333355 | val_loss: 0.000351241 | Time: 1455.31 ms
[2020-12-17 23:04:52	                main:581]	:	INFO	:	Epoch 720 | loss: 0.000329892 | val_loss: 0.000342583 | Time: 1447.49 ms
[2020-12-17 23:04:53	                main:581]	:	INFO	:	Epoch 721 | loss: 0.000326472 | val_loss: 0.000340008 | Time: 1445.14 ms
[2020-12-17 23:04:55	                main:581]	:	INFO	:	Epoch 722 | loss: 0.000320789 | val_loss: 0.000336998 | Time: 1421.41 ms
[2020-12-17 23:04:56	                main:581]	:	INFO	:	Epoch 723 | loss: 0.000321839 | val_loss: 0.000339914 | Time: 1437.32 ms
[2020-12-17 23:04:58	                main:581]	:	INFO	:	Epoch 724 | loss: 0.000321019 | val_loss: 0.000337324 | Time: 1435.96 ms
[2020-12-17 23:04:59	                main:581]	:	INFO	:	Epoch 725 | loss: 0.00031965 | val_loss: 0.000340378 | Time: 1445.01 ms
[2020-12-17 23:05:00	                main:581]	:	INFO	:	Epoch 726 | loss: 0.000338547 | val_loss: 0.00034795 | Time: 1434.37 ms
[2020-12-17 23:05:02	                main:581]	:	INFO	:	Epoch 727 | loss: 0.000328067 | val_loss: 0.00034413 | Time: 1432.97 ms
[2020-12-17 23:05:03	                main:581]	:	INFO	:	Epoch 728 | loss: 0.000323613 | val_loss: 0.000338632 | Time: 1432.42 ms
[2020-12-17 23:05:05	                main:581]	:	INFO	:	Epoch 729 | loss: 0.000320392 | val_loss: 0.0003367 | Time: 1416.06 ms
[2020-12-17 23:05:06	                main:581]	:	INFO	:	Epoch 730 | loss: 0.000318905 | val_loss: 0.000336961 | Time: 1422.3 ms
[2020-12-17 23:05:08	                main:581]	:	INFO	:	Epoch 731 | loss: 0.000323469 | val_loss: 0.000347978 | Time: 1408.4 ms
[2020-12-17 23:05:09	                main:581]	:	INFO	:	Epoch 732 | loss: 0.000325353 | val_loss: 0.000342198 | Time: 1420.25 ms
[2020-12-17 23:05:10	                main:581]	:	INFO	:	Epoch 733 | loss: 0.000321626 | val_loss: 0.00033703 | Time: 1420.68 ms
[2020-12-17 23:05:12	                main:581]	:	INFO	:	Epoch 734 | loss: 0.00031835 | val_loss: 0.000335617 | Time: 1413.89 ms
[2020-12-17 23:05:13	                main:581]	:	INFO	:	Epoch 735 | loss: 0.000319236 | val_loss: 0.000342806 | Time: 1434.58 ms
[2020-12-17 23:05:15	                main:581]	:	INFO	:	Epoch 736 | loss: 0.000337771 | val_loss: 0.000346877 | Time: 1420.09 ms
[2020-12-17 23:05:16	                main:581]	:	INFO	:	Epoch 737 | loss: 0.000328751 | val_loss: 0.000345259 | Time: 1441.81 ms
[2020-12-17 23:05:17	                main:581]	:	INFO	:	Epoch 738 | loss: 0.000322325 | val_loss: 0.000339144 | Time: 1410.63 ms
[2020-12-17 23:05:19	                main:581]	:	INFO	:	Epoch 739 | loss: 0.000320949 | val_loss: 0.000344621 | Time: 1453.68 ms
[2020-12-17 23:05:20	                main:581]	:	INFO	:	Epoch 740 | loss: 0.000325752 | val_loss: 0.000340753 | Time: 1441.85 ms
[2020-12-17 23:05:22	                main:581]	:	INFO	:	Epoch 741 | loss: 0.00032195 | val_loss: 0.000337649 | Time: 1435.13 ms
[2020-12-17 23:05:23	                main:581]	:	INFO	:	Epoch 742 | loss: 0.000319596 | val_loss: 0.000336579 | Time: 1439.22 ms
[2020-12-17 23:05:25	                main:581]	:	INFO	:	Epoch 743 | loss: 0.000323708 | val_loss: 0.000351177 | Time: 1395.29 ms
[2020-12-17 23:05:26	                main:581]	:	INFO	:	Epoch 744 | loss: 0.000332823 | val_loss: 0.000346729 | Time: 1443.59 ms
[2020-12-17 23:05:28	                main:581]	:	INFO	:	Epoch 745 | loss: 0.000324026 | val_loss: 0.000340388 | Time: 1434.58 ms
[2020-12-17 23:05:29	                main:581]	:	INFO	:	Epoch 746 | loss: 0.000321347 | val_loss: 0.000337874 | Time: 1408.89 ms
[2020-12-17 23:05:30	                main:581]	:	INFO	:	Epoch 747 | loss: 0.000325038 | val_loss: 0.000349486 | Time: 1435.43 ms
[2020-12-17 23:05:32	                main:581]	:	INFO	:	Epoch 748 | loss: 0.000329197 | val_loss: 0.000344887 | Time: 1417.89 ms
[2020-12-17 23:05:33	                main:581]	:	INFO	:	Epoch 749 | loss: 0.000323039 | val_loss: 0.000339686 | Time: 1428.59 ms
[2020-12-17 23:05:35	                main:581]	:	INFO	:	Epoch 750 | loss: 0.000325087 | val_loss: 0.00034873 | Time: 1421.12 ms
[2020-12-17 23:05:36	                main:581]	:	INFO	:	Epoch 751 | loss: 0.000324116 | val_loss: 0.000338957 | Time: 1426.47 ms
[2020-12-17 23:05:37	                main:581]	:	INFO	:	Epoch 752 | loss: 0.000319368 | val_loss: 0.000338491 | Time: 1398.27 ms
[2020-12-17 23:05:39	                main:581]	:	INFO	:	Epoch 753 | loss: 0.000321878 | val_loss: 0.000341126 | Time: 1407.01 ms
[2020-12-17 23:05:40	                main:581]	:	INFO	:	Epoch 754 | loss: 0.000328468 | val_loss: 0.000349611 | Time: 1433.12 ms
[2020-12-17 23:05:42	                main:581]	:	INFO	:	Epoch 755 | loss: 0.000326562 | val_loss: 0.000340703 | Time: 1410.98 ms
[2020-12-17 23:05:43	                main:581]	:	INFO	:	Epoch 756 | loss: 0.000323165 | val_loss: 0.000345526 | Time: 1428.98 ms
[2020-12-17 23:05:45	                main:581]	:	INFO	:	Epoch 757 | loss: 0.00033163 | val_loss: 0.000340357 | Time: 1440.22 ms
[2020-12-17 23:05:46	                main:581]	:	INFO	:	Epoch 758 | loss: 0.000322196 | val_loss: 0.000339383 | Time: 1467.42 ms
[2020-12-17 23:05:47	                main:581]	:	INFO	:	Epoch 759 | loss: 0.000322445 | val_loss: 0.000340816 | Time: 1444.41 ms
[2020-12-17 23:05:49	                main:581]	:	INFO	:	Epoch 760 | loss: 0.000327226 | val_loss: 0.000340949 | Time: 1454.15 ms
[2020-12-17 23:05:50	                main:581]	:	INFO	:	Epoch 761 | loss: 0.000323251 | val_loss: 0.000338347 | Time: 1439.58 ms
[2020-12-17 23:05:52	                main:581]	:	INFO	:	Epoch 762 | loss: 0.000321836 | val_loss: 0.000340609 | Time: 1438.75 ms
[2020-12-17 23:05:53	                main:581]	:	INFO	:	Epoch 763 | loss: 0.000335797 | val_loss: 0.000344695 | Time: 1443.67 ms
[2020-12-17 23:05:55	                main:581]	:	INFO	:	Epoch 764 | loss: 0.000330383 | val_loss: 0.000345169 | Time: 1462.69 ms
[2020-12-17 23:05:56	                main:581]	:	INFO	:	Epoch 765 | loss: 0.0003235 | val_loss: 0.000337075 | Time: 1462.08 ms
[2020-12-17 23:05:58	                main:581]	:	INFO	:	Epoch 766 | loss: 0.000319246 | val_loss: 0.000335403 | Time: 1436.35 ms
[2020-12-17 23:05:59	                main:581]	:	INFO	:	Epoch 767 | loss: 0.000318049 | val_loss: 0.000336771 | Time: 1430.57 ms
[2020-12-17 23:06:01	                main:581]	:	INFO	:	Epoch 768 | loss: 0.000319681 | val_loss: 0.000339228 | Time: 1441.35 ms
[2020-12-17 23:06:02	                main:581]	:	INFO	:	Epoch 769 | loss: 0.000335364 | val_loss: 0.000348203 | Time: 1427.45 ms
[2020-12-17 23:06:03	                main:581]	:	INFO	:	Epoch 770 | loss: 0.000325309 | val_loss: 0.000342146 | Time: 1407.4 ms
[2020-12-17 23:06:05	                main:581]	:	INFO	:	Epoch 771 | loss: 0.00032296 | val_loss: 0.000340593 | Time: 1412.36 ms
[2020-12-17 23:06:06	                main:581]	:	INFO	:	Epoch 772 | loss: 0.000321603 | val_loss: 0.000338407 | Time: 1412.21 ms
[2020-12-17 23:06:08	                main:581]	:	INFO	:	Epoch 773 | loss: 0.000320666 | val_loss: 0.000338299 | Time: 1416.53 ms
[2020-12-17 23:06:09	                main:581]	:	INFO	:	Epoch 774 | loss: 0.000328841 | val_loss: 0.00034633 | Time: 1415.22 ms
[2020-12-17 23:06:10	                main:581]	:	INFO	:	Epoch 775 | loss: 0.000324861 | val_loss: 0.0003376 | Time: 1420.09 ms
[2020-12-17 23:06:12	                main:581]	:	INFO	:	Epoch 776 | loss: 0.000324432 | val_loss: 0.000350725 | Time: 1435.81 ms
[2020-12-17 23:06:13	                main:581]	:	INFO	:	Epoch 777 | loss: 0.000329959 | val_loss: 0.000343672 | Time: 1502.5 ms
[2020-12-17 23:06:15	                main:581]	:	INFO	:	Epoch 778 | loss: 0.000322815 | val_loss: 0.000341928 | Time: 1481.06 ms
[2020-12-17 23:06:16	                main:581]	:	INFO	:	Epoch 779 | loss: 0.000322718 | val_loss: 0.000339671 | Time: 1459.06 ms
[2020-12-17 23:06:18	                main:581]	:	INFO	:	Epoch 780 | loss: 0.000321338 | val_loss: 0.000341588 | Time: 1467.08 ms
[2020-12-17 23:06:19	                main:581]	:	INFO	:	Epoch 781 | loss: 0.000323509 | val_loss: 0.00033872 | Time: 1491.69 ms
[2020-12-17 23:06:21	                main:581]	:	INFO	:	Epoch 782 | loss: 0.000323888 | val_loss: 0.000344336 | Time: 1451.15 ms
[2020-12-17 23:06:22	                main:581]	:	INFO	:	Epoch 783 | loss: 0.0003298 | val_loss: 0.000349839 | Time: 1469.89 ms
[2020-12-17 23:06:24	                main:581]	:	INFO	:	Epoch 784 | loss: 0.000324074 | val_loss: 0.000339565 | Time: 1453.4 ms
[2020-12-17 23:06:25	                main:581]	:	INFO	:	Epoch 785 | loss: 0.000326566 | val_loss: 0.000339037 | Time: 1471.47 ms
[2020-12-17 23:06:27	                main:581]	:	INFO	:	Epoch 786 | loss: 0.000323404 | val_loss: 0.000343429 | Time: 1467.64 ms
[2020-12-17 23:06:28	                main:581]	:	INFO	:	Epoch 787 | loss: 0.000321701 | val_loss: 0.000337933 | Time: 1445.32 ms
[2020-12-17 23:06:29	                main:581]	:	INFO	:	Epoch 788 | loss: 0.000324129 | val_loss: 0.000344476 | Time: 1453.1 ms
[2020-12-17 23:06:31	                main:581]	:	INFO	:	Epoch 789 | loss: 0.000327013 | val_loss: 0.000349122 | Time: 1438.32 ms
[2020-12-17 23:06:32	                main:581]	:	INFO	:	Epoch 790 | loss: 0.000333487 | val_loss: 0.000346228 | Time: 1442.1 ms
[2020-12-17 23:06:34	                main:581]	:	INFO	:	Epoch 791 | loss: 0.000325879 | val_loss: 0.000339864 | Time: 1436.53 ms
[2020-12-17 23:06:35	                main:581]	:	INFO	:	Epoch 792 | loss: 0.000323074 | val_loss: 0.00033793 | Time: 1443.83 ms
[2020-12-17 23:06:37	                main:581]	:	INFO	:	Epoch 793 | loss: 0.000321568 | val_loss: 0.000339939 | Time: 1441.17 ms
[2020-12-17 23:06:38	                main:581]	:	INFO	:	Epoch 794 | loss: 0.00032191 | val_loss: 0.00033895 | Time: 1447.38 ms
[2020-12-17 23:06:40	                main:581]	:	INFO	:	Epoch 795 | loss: 0.000323571 | val_loss: 0.000342989 | Time: 1489.99 ms
[2020-12-17 23:06:41	                main:581]	:	INFO	:	Epoch 796 | loss: 0.000329379 | val_loss: 0.000341158 | Time: 1515.82 ms
[2020-12-17 23:06:43	                main:581]	:	INFO	:	Epoch 797 | loss: 0.000328471 | val_loss: 0.000340821 | Time: 1503.04 ms
[2020-12-17 23:06:44	                main:581]	:	INFO	:	Epoch 798 | loss: 0.00032439 | val_loss: 0.000338843 | Time: 1482.64 ms
[2020-12-17 23:06:46	                main:581]	:	INFO	:	Epoch 799 | loss: 0.00032133 | val_loss: 0.000337461 | Time: 1479.9 ms
[2020-12-17 23:06:47	                main:581]	:	INFO	:	Epoch 800 | loss: 0.000320998 | val_loss: 0.000339373 | Time: 1499.51 ms
[2020-12-17 23:06:49	                main:581]	:	INFO	:	Epoch 801 | loss: 0.000325614 | val_loss: 0.000352477 | Time: 1510.44 ms
[2020-12-17 23:06:50	                main:581]	:	INFO	:	Epoch 802 | loss: 0.000331948 | val_loss: 0.000342173 | Time: 1512.7 ms
[2020-12-17 23:06:52	                main:581]	:	INFO	:	Epoch 803 | loss: 0.000323429 | val_loss: 0.000340539 | Time: 1481.99 ms
[2020-12-17 23:06:53	                main:581]	:	INFO	:	Epoch 804 | loss: 0.000325221 | val_loss: 0.000349281 | Time: 1440.59 ms
[2020-12-17 23:06:55	                main:581]	:	INFO	:	Epoch 805 | loss: 0.000328053 | val_loss: 0.000347947 | Time: 1489 ms
[2020-12-17 23:06:56	                main:581]	:	INFO	:	Epoch 806 | loss: 0.000326619 | val_loss: 0.000341419 | Time: 1445.81 ms
[2020-12-17 23:06:57	                main:581]	:	INFO	:	Epoch 807 | loss: 0.000325974 | val_loss: 0.000366186 | Time: 1478.46 ms
[2020-12-17 23:06:59	                main:581]	:	INFO	:	Epoch 808 | loss: 0.00034906 | val_loss: 0.000349643 | Time: 1473.87 ms
[2020-12-17 23:07:00	                main:581]	:	INFO	:	Epoch 809 | loss: 0.000327739 | val_loss: 0.000339538 | Time: 1478.89 ms
[2020-12-17 23:07:02	                main:581]	:	INFO	:	Epoch 810 | loss: 0.000322396 | val_loss: 0.000339559 | Time: 1454.9 ms
[2020-12-17 23:07:03	                main:581]	:	INFO	:	Epoch 811 | loss: 0.000322181 | val_loss: 0.000337817 | Time: 1430.3 ms
[2020-12-17 23:07:05	                main:581]	:	INFO	:	Epoch 812 | loss: 0.000321449 | val_loss: 0.000338624 | Time: 1475.47 ms
[2020-12-17 23:07:06	                main:581]	:	INFO	:	Epoch 813 | loss: 0.000321264 | val_loss: 0.00033951 | Time: 1463.79 ms
[2020-12-17 23:07:08	                main:581]	:	INFO	:	Epoch 814 | loss: 0.000323567 | val_loss: 0.000340937 | Time: 1464.86 ms
[2020-12-17 23:07:09	                main:581]	:	INFO	:	Epoch 815 | loss: 0.000319957 | val_loss: 0.000337224 | Time: 1425.72 ms
[2020-12-17 23:07:11	                main:581]	:	INFO	:	Epoch 816 | loss: 0.000325247 | val_loss: 0.000345442 | Time: 1439.7 ms
[2020-12-17 23:07:12	                main:581]	:	INFO	:	Epoch 817 | loss: 0.000332782 | val_loss: 0.000346836 | Time: 1454.26 ms
[2020-12-17 23:07:13	                main:581]	:	INFO	:	Epoch 818 | loss: 0.000324311 | val_loss: 0.000339724 | Time: 1423.16 ms
[2020-12-17 23:07:15	                main:581]	:	INFO	:	Epoch 819 | loss: 0.000321926 | val_loss: 0.00033771 | Time: 1481.48 ms
[2020-12-17 23:07:16	                main:581]	:	INFO	:	Epoch 820 | loss: 0.000322349 | val_loss: 0.000340708 | Time: 1495.57 ms
[2020-12-17 23:07:18	                main:581]	:	INFO	:	Epoch 821 | loss: 0.000323318 | val_loss: 0.000341889 | Time: 1470.95 ms
[2020-12-17 23:07:19	                main:581]	:	INFO	:	Epoch 822 | loss: 0.000321758 | val_loss: 0.000340621 | Time: 1472.86 ms
[2020-12-17 23:07:21	                main:581]	:	INFO	:	Epoch 823 | loss: 0.000335233 | val_loss: 0.000344382 | Time: 1519.5 ms
[2020-12-17 23:07:22	                main:581]	:	INFO	:	Epoch 824 | loss: 0.000324931 | val_loss: 0.000339361 | Time: 1508.97 ms
[2020-12-17 23:07:24	                main:581]	:	INFO	:	Epoch 825 | loss: 0.000327653 | val_loss: 0.000350097 | Time: 1483.31 ms
[2020-12-17 23:07:25	                main:581]	:	INFO	:	Epoch 826 | loss: 0.000325849 | val_loss: 0.000339261 | Time: 1493.68 ms
[2020-12-17 23:07:27	                main:581]	:	INFO	:	Epoch 827 | loss: 0.000322118 | val_loss: 0.000340998 | Time: 1470.17 ms
[2020-12-17 23:07:28	                main:581]	:	INFO	:	Epoch 828 | loss: 0.000321326 | val_loss: 0.000336974 | Time: 1478.06 ms
[2020-12-17 23:07:30	                main:581]	:	INFO	:	Epoch 829 | loss: 0.000320339 | val_loss: 0.000341575 | Time: 1511.1 ms
[2020-12-17 23:07:31	                main:581]	:	INFO	:	Epoch 830 | loss: 0.000353116 | val_loss: 0.000352729 | Time: 1508.89 ms
[2020-12-17 23:07:33	                main:581]	:	INFO	:	Epoch 831 | loss: 0.000325909 | val_loss: 0.000338172 | Time: 1491.81 ms
[2020-12-17 23:07:34	                main:581]	:	INFO	:	Epoch 832 | loss: 0.000323343 | val_loss: 0.000339238 | Time: 1504.78 ms
[2020-12-17 23:07:36	                main:581]	:	INFO	:	Epoch 833 | loss: 0.000320539 | val_loss: 0.000336592 | Time: 1521.71 ms
[2020-12-17 23:07:37	                main:581]	:	INFO	:	Epoch 834 | loss: 0.000320204 | val_loss: 0.000338806 | Time: 1461.22 ms
[2020-12-17 23:07:39	                main:581]	:	INFO	:	Epoch 835 | loss: 0.000321803 | val_loss: 0.000342368 | Time: 1492.46 ms
[2020-12-17 23:07:40	                main:581]	:	INFO	:	Epoch 836 | loss: 0.000325002 | val_loss: 0.000341911 | Time: 1472.15 ms
[2020-12-17 23:07:42	                main:581]	:	INFO	:	Epoch 837 | loss: 0.000322907 | val_loss: 0.000340451 | Time: 1487.41 ms
[2020-12-17 23:07:43	                main:581]	:	INFO	:	Epoch 838 | loss: 0.000323023 | val_loss: 0.000340908 | Time: 1421.84 ms
[2020-12-17 23:07:45	                main:581]	:	INFO	:	Epoch 839 | loss: 0.000322646 | val_loss: 0.000339734 | Time: 1462.55 ms
[2020-12-17 23:07:46	                main:581]	:	INFO	:	Epoch 840 | loss: 0.000327355 | val_loss: 0.000341646 | Time: 1450.08 ms
[2020-12-17 23:07:48	                main:581]	:	INFO	:	Epoch 841 | loss: 0.000322992 | val_loss: 0.00033893 | Time: 1461.67 ms
[2020-12-17 23:07:49	                main:581]	:	INFO	:	Epoch 842 | loss: 0.000320023 | val_loss: 0.000337529 | Time: 1453.09 ms
[2020-12-17 23:07:50	                main:581]	:	INFO	:	Epoch 843 | loss: 0.000332516 | val_loss: 0.000368186 | Time: 1446.76 ms
[2020-12-17 23:07:52	                main:581]	:	INFO	:	Epoch 844 | loss: 0.000333575 | val_loss: 0.000346388 | Time: 1457.69 ms
[2020-12-17 23:07:53	                main:581]	:	INFO	:	Epoch 845 | loss: 0.00032311 | val_loss: 0.000336524 | Time: 1419.63 ms
[2020-12-17 23:07:55	                main:581]	:	INFO	:	Epoch 846 | loss: 0.000319111 | val_loss: 0.000338 | Time: 1436.22 ms
[2020-12-17 23:07:56	                main:581]	:	INFO	:	Epoch 847 | loss: 0.000320192 | val_loss: 0.000346631 | Time: 1476.34 ms
[2020-12-17 23:07:58	                main:581]	:	INFO	:	Epoch 848 | loss: 0.000332066 | val_loss: 0.000346089 | Time: 1448.23 ms
[2020-12-17 23:07:59	                main:581]	:	INFO	:	Epoch 849 | loss: 0.00032315 | val_loss: 0.000338005 | Time: 1434.82 ms
[2020-12-17 23:08:01	                main:581]	:	INFO	:	Epoch 850 | loss: 0.000322669 | val_loss: 0.000340741 | Time: 1448.29 ms
[2020-12-17 23:08:02	                main:581]	:	INFO	:	Epoch 851 | loss: 0.000329071 | val_loss: 0.000345406 | Time: 1457.41 ms
[2020-12-17 23:08:04	                main:581]	:	INFO	:	Epoch 852 | loss: 0.000327718 | val_loss: 0.000339746 | Time: 1511.76 ms
[2020-12-17 23:08:05	                main:581]	:	INFO	:	Epoch 853 | loss: 0.00032151 | val_loss: 0.000341033 | Time: 1527.87 ms
[2020-12-17 23:08:07	                main:581]	:	INFO	:	Epoch 854 | loss: 0.000324806 | val_loss: 0.000340407 | Time: 1495.87 ms
[2020-12-17 23:08:08	                main:581]	:	INFO	:	Epoch 855 | loss: 0.000324583 | val_loss: 0.000341702 | Time: 1452.34 ms
[2020-12-17 23:08:10	                main:581]	:	INFO	:	Epoch 856 | loss: 0.000327674 | val_loss: 0.000343793 | Time: 1503.54 ms
[2020-12-17 23:08:11	                main:581]	:	INFO	:	Epoch 857 | loss: 0.000326518 | val_loss: 0.00034319 | Time: 1483.26 ms
[2020-12-17 23:08:13	                main:581]	:	INFO	:	Epoch 858 | loss: 0.000320783 | val_loss: 0.000335014 | Time: 1497.81 ms
[2020-12-17 23:08:14	                main:581]	:	INFO	:	Epoch 859 | loss: 0.000323192 | val_loss: 0.000355176 | Time: 1486 ms
[2020-12-17 23:08:15	                main:581]	:	INFO	:	Epoch 860 | loss: 0.000358249 | val_loss: 0.000354247 | Time: 1459.39 ms
[2020-12-17 23:08:17	                main:581]	:	INFO	:	Epoch 861 | loss: 0.000329671 | val_loss: 0.000342151 | Time: 1439.86 ms
[2020-12-17 23:08:18	                main:581]	:	INFO	:	Epoch 862 | loss: 0.000326655 | val_loss: 0.000343498 | Time: 1470.65 ms
[2020-12-17 23:08:20	                main:581]	:	INFO	:	Epoch 863 | loss: 0.00032275 | val_loss: 0.000337324 | Time: 1471.05 ms
[2020-12-17 23:08:21	                main:581]	:	INFO	:	Epoch 864 | loss: 0.000320327 | val_loss: 0.000338722 | Time: 1481.89 ms
[2020-12-17 23:08:23	                main:581]	:	INFO	:	Epoch 865 | loss: 0.000321165 | val_loss: 0.000343336 | Time: 1472.52 ms
[2020-12-17 23:08:24	                main:581]	:	INFO	:	Epoch 866 | loss: 0.000323573 | val_loss: 0.000338613 | Time: 1452.35 ms
[2020-12-17 23:08:26	                main:581]	:	INFO	:	Epoch 867 | loss: 0.000321881 | val_loss: 0.000338007 | Time: 1456.45 ms
[2020-12-17 23:08:27	                main:581]	:	INFO	:	Epoch 868 | loss: 0.000320311 | val_loss: 0.000338248 | Time: 1464.16 ms
[2020-12-17 23:08:29	                main:581]	:	INFO	:	Epoch 869 | loss: 0.000319047 | val_loss: 0.00033593 | Time: 1466.32 ms
[2020-12-17 23:08:30	                main:581]	:	INFO	:	Epoch 870 | loss: 0.000324094 | val_loss: 0.000348502 | Time: 1483.25 ms
[2020-12-17 23:08:32	                main:581]	:	INFO	:	Epoch 871 | loss: 0.000325296 | val_loss: 0.000339612 | Time: 1496.11 ms
[2020-12-17 23:08:33	                main:581]	:	INFO	:	Epoch 872 | loss: 0.000321252 | val_loss: 0.000338115 | Time: 1519.04 ms
[2020-12-17 23:08:35	                main:581]	:	INFO	:	Epoch 873 | loss: 0.000336168 | val_loss: 0.000354519 | Time: 1500.74 ms
[2020-12-17 23:08:36	                main:581]	:	INFO	:	Epoch 874 | loss: 0.000329296 | val_loss: 0.000344212 | Time: 1494.37 ms
[2020-12-17 23:08:38	                main:581]	:	INFO	:	Epoch 875 | loss: 0.000322665 | val_loss: 0.000338736 | Time: 1493.5 ms
[2020-12-17 23:08:39	                main:581]	:	INFO	:	Epoch 876 | loss: 0.000320012 | val_loss: 0.000335987 | Time: 1541.84 ms
[2020-12-17 23:08:41	                main:581]	:	INFO	:	Epoch 877 | loss: 0.000321648 | val_loss: 0.000338421 | Time: 1504.72 ms
[2020-12-17 23:08:42	                main:581]	:	INFO	:	Epoch 878 | loss: 0.00032213 | val_loss: 0.000342692 | Time: 1493.25 ms
[2020-12-17 23:08:44	                main:581]	:	INFO	:	Epoch 879 | loss: 0.000324069 | val_loss: 0.000346455 | Time: 1470.93 ms
[2020-12-17 23:08:45	                main:581]	:	INFO	:	Epoch 880 | loss: 0.000326901 | val_loss: 0.000342743 | Time: 1486.28 ms
[2020-12-17 23:08:47	                main:581]	:	INFO	:	Epoch 881 | loss: 0.00032151 | val_loss: 0.000338523 | Time: 1506.57 ms
[2020-12-17 23:08:48	                main:581]	:	INFO	:	Epoch 882 | loss: 0.000320921 | val_loss: 0.000339885 | Time: 1478.04 ms
[2020-12-17 23:08:50	                main:581]	:	INFO	:	Epoch 883 | loss: 0.000333641 | val_loss: 0.000380264 | Time: 1461.28 ms
[2020-12-17 23:08:51	                main:581]	:	INFO	:	Epoch 884 | loss: 0.000333006 | val_loss: 0.00034313 | Time: 1506.15 ms
[2020-12-17 23:08:53	                main:581]	:	INFO	:	Epoch 885 | loss: 0.000325158 | val_loss: 0.00034165 | Time: 1510.4 ms
[2020-12-17 23:08:54	                main:581]	:	INFO	:	Epoch 886 | loss: 0.000320706 | val_loss: 0.000336459 | Time: 1493.02 ms
[2020-12-17 23:08:56	                main:581]	:	INFO	:	Epoch 887 | loss: 0.000319018 | val_loss: 0.000335485 | Time: 1500.07 ms
[2020-12-17 23:08:57	                main:581]	:	INFO	:	Epoch 888 | loss: 0.000321262 | val_loss: 0.00034003 | Time: 1477.08 ms
[2020-12-17 23:08:59	                main:581]	:	INFO	:	Epoch 889 | loss: 0.000325484 | val_loss: 0.000352795 | Time: 1511.76 ms
[2020-12-17 23:09:00	                main:581]	:	INFO	:	Epoch 890 | loss: 0.000327366 | val_loss: 0.000340645 | Time: 1494.7 ms
[2020-12-17 23:09:02	                main:581]	:	INFO	:	Epoch 891 | loss: 0.000321724 | val_loss: 0.000340439 | Time: 1492.51 ms
[2020-12-17 23:09:03	                main:581]	:	INFO	:	Epoch 892 | loss: 0.000326622 | val_loss: 0.000340095 | Time: 1494.52 ms
[2020-12-17 23:09:05	                main:581]	:	INFO	:	Epoch 893 | loss: 0.000322679 | val_loss: 0.000339559 | Time: 1496 ms
[2020-12-17 23:09:06	                main:581]	:	INFO	:	Epoch 894 | loss: 0.000325242 | val_loss: 0.00034727 | Time: 1484.74 ms
[2020-12-17 23:09:08	                main:581]	:	INFO	:	Epoch 895 | loss: 0.000327641 | val_loss: 0.000346626 | Time: 1514.93 ms
[2020-12-17 23:09:09	                main:581]	:	INFO	:	Epoch 896 | loss: 0.000327465 | val_loss: 0.00033967 | Time: 1497.69 ms
[2020-12-17 23:09:11	                main:581]	:	INFO	:	Epoch 897 | loss: 0.000322222 | val_loss: 0.000340991 | Time: 1490.36 ms
[2020-12-17 23:09:12	                main:581]	:	INFO	:	Epoch 898 | loss: 0.000328468 | val_loss: 0.000336708 | Time: 1519.52 ms
[2020-12-17 23:09:14	                main:581]	:	INFO	:	Epoch 899 | loss: 0.000329091 | val_loss: 0.00034698 | Time: 1481.93 ms
[2020-12-17 23:09:15	                main:581]	:	INFO	:	Epoch 900 | loss: 0.000324099 | val_loss: 0.00033927 | Time: 1489.86 ms
[2020-12-17 23:09:17	                main:581]	:	INFO	:	Epoch 901 | loss: 0.000321286 | val_loss: 0.000344511 | Time: 1497.93 ms
[2020-12-17 23:09:18	                main:581]	:	INFO	:	Epoch 902 | loss: 0.000323789 | val_loss: 0.000338149 | Time: 1471.38 ms
[2020-12-17 23:09:19	                main:581]	:	INFO	:	Epoch 903 | loss: 0.000318827 | val_loss: 0.000335916 | Time: 1453.54 ms
[2020-12-17 23:09:21	                main:581]	:	INFO	:	Epoch 904 | loss: 0.00031911 | val_loss: 0.000338081 | Time: 1447.55 ms
[2020-12-17 23:09:22	                main:581]	:	INFO	:	Epoch 905 | loss: 0.000329733 | val_loss: 0.000345252 | Time: 1472.33 ms
[2020-12-17 23:09:24	                main:581]	:	INFO	:	Epoch 906 | loss: 0.000324083 | val_loss: 0.00034171 | Time: 1437.27 ms
[2020-12-17 23:09:25	                main:581]	:	INFO	:	Epoch 907 | loss: 0.000321654 | val_loss: 0.000337963 | Time: 1415.52 ms
[2020-12-17 23:09:27	                main:581]	:	INFO	:	Epoch 908 | loss: 0.00032294 | val_loss: 0.000345461 | Time: 1417.13 ms
[2020-12-17 23:09:28	                main:581]	:	INFO	:	Epoch 909 | loss: 0.000325476 | val_loss: 0.00035085 | Time: 1405.41 ms
[2020-12-17 23:09:29	                main:581]	:	INFO	:	Epoch 910 | loss: 0.00032742 | val_loss: 0.000343958 | Time: 1404.09 ms
[2020-12-17 23:09:31	                main:581]	:	INFO	:	Epoch 911 | loss: 0.000326043 | val_loss: 0.000339009 | Time: 1426.03 ms
[2020-12-17 23:09:32	                main:581]	:	INFO	:	Epoch 912 | loss: 0.000327806 | val_loss: 0.000359679 | Time: 1410.71 ms
[2020-12-17 23:09:34	                main:581]	:	INFO	:	Epoch 913 | loss: 0.000328661 | val_loss: 0.00034018 | Time: 1419.13 ms
[2020-12-17 23:09:35	                main:581]	:	INFO	:	Epoch 914 | loss: 0.00032537 | val_loss: 0.000339244 | Time: 1425.46 ms
[2020-12-17 23:09:37	                main:581]	:	INFO	:	Epoch 915 | loss: 0.000321103 | val_loss: 0.000338418 | Time: 1415.39 ms
[2020-12-17 23:09:38	                main:581]	:	INFO	:	Epoch 916 | loss: 0.000327675 | val_loss: 0.000340463 | Time: 1404.29 ms
[2020-12-17 23:09:39	                main:581]	:	INFO	:	Epoch 917 | loss: 0.000321106 | val_loss: 0.00033783 | Time: 1422.4 ms
[2020-12-17 23:09:41	                main:581]	:	INFO	:	Epoch 918 | loss: 0.000321207 | val_loss: 0.000336231 | Time: 1418.09 ms
[2020-12-17 23:09:42	                main:581]	:	INFO	:	Epoch 919 | loss: 0.000319056 | val_loss: 0.000338105 | Time: 1420.87 ms
[2020-12-17 23:09:44	                main:581]	:	INFO	:	Epoch 920 | loss: 0.00032368 | val_loss: 0.000342663 | Time: 1422.53 ms
[2020-12-17 23:09:45	                main:581]	:	INFO	:	Epoch 921 | loss: 0.00032716 | val_loss: 0.000353185 | Time: 1408.38 ms
[2020-12-17 23:09:46	                main:581]	:	INFO	:	Epoch 922 | loss: 0.000338083 | val_loss: 0.000346658 | Time: 1424.61 ms
[2020-12-17 23:09:48	                main:581]	:	INFO	:	Epoch 923 | loss: 0.000324293 | val_loss: 0.000341001 | Time: 1435.19 ms
[2020-12-17 23:09:49	                main:581]	:	INFO	:	Epoch 924 | loss: 0.000331969 | val_loss: 0.00034821 | Time: 1390.47 ms
[2020-12-17 23:09:51	                main:581]	:	INFO	:	Epoch 925 | loss: 0.000325266 | val_loss: 0.000343287 | Time: 1422.35 ms
[2020-12-17 23:09:52	                main:581]	:	INFO	:	Epoch 926 | loss: 0.000321982 | val_loss: 0.000337607 | Time: 1438.24 ms
[2020-12-17 23:09:54	                main:581]	:	INFO	:	Epoch 927 | loss: 0.000318649 | val_loss: 0.000335458 | Time: 1462.83 ms
[2020-12-17 23:09:55	                main:581]	:	INFO	:	Epoch 928 | loss: 0.000319699 | val_loss: 0.000341266 | Time: 1479.65 ms
[2020-12-17 23:09:57	                main:581]	:	INFO	:	Epoch 929 | loss: 0.000324499 | val_loss: 0.000339327 | Time: 1465.39 ms
[2020-12-17 23:09:58	                main:581]	:	INFO	:	Epoch 930 | loss: 0.000320517 | val_loss: 0.000340081 | Time: 1469.57 ms
[2020-12-17 23:10:00	                main:581]	:	INFO	:	Epoch 931 | loss: 0.000329812 | val_loss: 0.000342557 | Time: 1477.31 ms
[2020-12-17 23:10:01	                main:581]	:	INFO	:	Epoch 932 | loss: 0.000323784 | val_loss: 0.000337661 | Time: 1442.34 ms
[2020-12-17 23:10:02	                main:581]	:	INFO	:	Epoch 933 | loss: 0.000319938 | val_loss: 0.000336922 | Time: 1464.25 ms
[2020-12-17 23:10:04	                main:581]	:	INFO	:	Epoch 934 | loss: 0.000320545 | val_loss: 0.000343554 | Time: 1480.08 ms
[2020-12-17 23:10:05	                main:581]	:	INFO	:	Epoch 935 | loss: 0.000327586 | val_loss: 0.00034951 | Time: 1456.24 ms
[2020-12-17 23:10:07	                main:581]	:	INFO	:	Epoch 936 | loss: 0.00032464 | val_loss: 0.000346385 | Time: 1477.22 ms
[2020-12-17 23:10:08	                main:581]	:	INFO	:	Epoch 937 | loss: 0.000321522 | val_loss: 0.000338723 | Time: 1452.59 ms
[2020-12-17 23:10:10	                main:581]	:	INFO	:	Epoch 938 | loss: 0.000322481 | val_loss: 0.000343632 | Time: 1478.73 ms
[2020-12-17 23:10:11	                main:581]	:	INFO	:	Epoch 939 | loss: 0.000321972 | val_loss: 0.000346219 | Time: 1433.51 ms
[2020-12-17 23:10:13	                main:581]	:	INFO	:	Epoch 940 | loss: 0.000331021 | val_loss: 0.000344559 | Time: 1429.06 ms
[2020-12-17 23:10:14	                main:581]	:	INFO	:	Epoch 941 | loss: 0.000330842 | val_loss: 0.000348621 | Time: 1467.25 ms
[2020-12-17 23:10:16	                main:581]	:	INFO	:	Epoch 942 | loss: 0.000324329 | val_loss: 0.000338988 | Time: 1449.87 ms
[2020-12-17 23:10:17	                main:581]	:	INFO	:	Epoch 943 | loss: 0.000321225 | val_loss: 0.000343601 | Time: 1480.97 ms
[2020-12-17 23:10:19	                main:581]	:	INFO	:	Epoch 944 | loss: 0.000324223 | val_loss: 0.000345938 | Time: 1475.67 ms
[2020-12-17 23:10:20	                main:581]	:	INFO	:	Epoch 945 | loss: 0.000326318 | val_loss: 0.000342275 | Time: 1468.77 ms
[2020-12-17 23:10:21	                main:581]	:	INFO	:	Epoch 946 | loss: 0.000325348 | val_loss: 0.000337501 | Time: 1447.66 ms
[2020-12-17 23:10:23	                main:581]	:	INFO	:	Epoch 947 | loss: 0.000320054 | val_loss: 0.000339648 | Time: 1484.52 ms
[2020-12-17 23:10:24	                main:581]	:	INFO	:	Epoch 948 | loss: 0.000322059 | val_loss: 0.000342249 | Time: 1471.19 ms
[2020-12-17 23:10:26	                main:581]	:	INFO	:	Epoch 949 | loss: 0.000323191 | val_loss: 0.000340375 | Time: 1479.1 ms
[2020-12-17 23:10:27	                main:581]	:	INFO	:	Epoch 950 | loss: 0.000322267 | val_loss: 0.000345794 | Time: 1477.92 ms
[2020-12-17 23:10:29	                main:581]	:	INFO	:	Epoch 951 | loss: 0.000327872 | val_loss: 0.000339094 | Time: 1477.57 ms
[2020-12-17 23:10:30	                main:581]	:	INFO	:	Epoch 952 | loss: 0.000323261 | val_loss: 0.000342691 | Time: 1483.33 ms
[2020-12-17 23:10:32	                main:581]	:	INFO	:	Epoch 953 | loss: 0.000326517 | val_loss: 0.000351026 | Time: 1476.35 ms
[2020-12-17 23:10:33	                main:581]	:	INFO	:	Epoch 954 | loss: 0.000325463 | val_loss: 0.000344487 | Time: 1453.63 ms
[2020-12-17 23:10:35	                main:581]	:	INFO	:	Epoch 955 | loss: 0.000323581 | val_loss: 0.000338017 | Time: 1455.82 ms
[2020-12-17 23:10:36	                main:581]	:	INFO	:	Epoch 956 | loss: 0.000320339 | val_loss: 0.000338155 | Time: 1450.62 ms
[2020-12-17 23:10:38	                main:581]	:	INFO	:	Epoch 957 | loss: 0.000320401 | val_loss: 0.000342112 | Time: 1490.66 ms
[2020-12-17 23:10:39	                main:581]	:	INFO	:	Epoch 958 | loss: 0.00033351 | val_loss: 0.000342558 | Time: 1462.62 ms
[2020-12-17 23:10:41	                main:581]	:	INFO	:	Epoch 959 | loss: 0.000325975 | val_loss: 0.000342425 | Time: 1452.77 ms
[2020-12-17 23:10:42	                main:581]	:	INFO	:	Epoch 960 | loss: 0.000324076 | val_loss: 0.000337868 | Time: 1459.83 ms
[2020-12-17 23:10:43	                main:581]	:	INFO	:	Epoch 961 | loss: 0.000322729 | val_loss: 0.000338927 | Time: 1420.88 ms
[2020-12-17 23:10:45	                main:581]	:	INFO	:	Epoch 962 | loss: 0.000321081 | val_loss: 0.000343439 | Time: 1439.93 ms
[2020-12-17 23:10:46	                main:581]	:	INFO	:	Epoch 963 | loss: 0.000325671 | val_loss: 0.000345088 | Time: 1422.77 ms
[2020-12-17 23:10:48	                main:581]	:	INFO	:	Epoch 964 | loss: 0.000323023 | val_loss: 0.000338804 | Time: 1434.28 ms
[2020-12-17 23:10:49	                main:581]	:	INFO	:	Epoch 965 | loss: 0.000326391 | val_loss: 0.000360523 | Time: 1440.1 ms
[2020-12-17 23:10:51	                main:581]	:	INFO	:	Epoch 966 | loss: 0.00033083 | val_loss: 0.000343004 | Time: 1445.38 ms
[2020-12-17 23:10:52	                main:581]	:	INFO	:	Epoch 967 | loss: 0.000321911 | val_loss: 0.00033669 | Time: 1443.82 ms
[2020-12-17 23:10:53	                main:581]	:	INFO	:	Epoch 968 | loss: 0.00032311 | val_loss: 0.000338095 | Time: 1451.05 ms
[2020-12-17 23:10:55	                main:581]	:	INFO	:	Epoch 969 | loss: 0.000325028 | val_loss: 0.000340399 | Time: 1424.93 ms
[2020-12-17 23:10:56	                main:581]	:	INFO	:	Epoch 970 | loss: 0.000322818 | val_loss: 0.000339828 | Time: 1415.9 ms
[2020-12-17 23:10:58	                main:581]	:	INFO	:	Epoch 971 | loss: 0.000321472 | val_loss: 0.000336924 | Time: 1426.15 ms
[2020-12-17 23:10:59	                main:581]	:	INFO	:	Epoch 972 | loss: 0.000318793 | val_loss: 0.000336832 | Time: 1425.72 ms
[2020-12-17 23:11:01	                main:581]	:	INFO	:	Epoch 973 | loss: 0.000324073 | val_loss: 0.000351313 | Time: 1433.99 ms
[2020-12-17 23:11:02	                main:581]	:	INFO	:	Epoch 974 | loss: 0.000334027 | val_loss: 0.000346491 | Time: 1438.29 ms
[2020-12-17 23:11:03	                main:581]	:	INFO	:	Epoch 975 | loss: 0.000325275 | val_loss: 0.0003423 | Time: 1434.48 ms
[2020-12-17 23:11:05	                main:581]	:	INFO	:	Epoch 976 | loss: 0.000322905 | val_loss: 0.000338549 | Time: 1439.5 ms
[2020-12-17 23:11:06	                main:581]	:	INFO	:	Epoch 977 | loss: 0.000318659 | val_loss: 0.000336235 | Time: 1435 ms
[2020-12-17 23:11:08	                main:581]	:	INFO	:	Epoch 978 | loss: 0.000318712 | val_loss: 0.000335582 | Time: 1449.29 ms
[2020-12-17 23:11:09	                main:581]	:	INFO	:	Epoch 979 | loss: 0.000324189 | val_loss: 0.000365718 | Time: 1444.79 ms
[2020-12-17 23:11:11	                main:581]	:	INFO	:	Epoch 980 | loss: 0.000343736 | val_loss: 0.000343799 | Time: 1471.62 ms
[2020-12-17 23:11:12	                main:581]	:	INFO	:	Epoch 981 | loss: 0.00032455 | val_loss: 0.000341565 | Time: 1476.53 ms
[2020-12-17 23:11:14	                main:581]	:	INFO	:	Epoch 982 | loss: 0.000321299 | val_loss: 0.00033725 | Time: 1441.93 ms
[2020-12-17 23:11:15	                main:581]	:	INFO	:	Epoch 983 | loss: 0.000319156 | val_loss: 0.000336594 | Time: 1440.37 ms
[2020-12-17 23:11:17	                main:581]	:	INFO	:	Epoch 984 | loss: 0.000319416 | val_loss: 0.000337339 | Time: 1431.84 ms
[2020-12-17 23:11:18	                main:581]	:	INFO	:	Epoch 985 | loss: 0.000321703 | val_loss: 0.00033602 | Time: 1429.18 ms
[2020-12-17 23:11:19	                main:581]	:	INFO	:	Epoch 986 | loss: 0.000320908 | val_loss: 0.000339417 | Time: 1444.71 ms
[2020-12-17 23:11:21	                main:581]	:	INFO	:	Epoch 987 | loss: 0.000324252 | val_loss: 0.000349423 | Time: 1452.86 ms
[2020-12-17 23:11:22	                main:581]	:	INFO	:	Epoch 988 | loss: 0.000328753 | val_loss: 0.000341583 | Time: 1432.11 ms
[2020-12-17 23:11:24	                main:581]	:	INFO	:	Epoch 989 | loss: 0.000322408 | val_loss: 0.000337821 | Time: 1433.48 ms
[2020-12-17 23:11:25	                main:581]	:	INFO	:	Epoch 990 | loss: 0.000320665 | val_loss: 0.000338045 | Time: 1422.06 ms
[2020-12-17 23:11:27	                main:581]	:	INFO	:	Epoch 991 | loss: 0.000324556 | val_loss: 0.000339565 | Time: 1453.07 ms
[2020-12-17 23:11:28	                main:581]	:	INFO	:	Epoch 992 | loss: 0.000323555 | val_loss: 0.000342271 | Time: 1444.94 ms
[2020-12-17 23:11:29	                main:581]	:	INFO	:	Epoch 993 | loss: 0.000321793 | val_loss: 0.000344328 | Time: 1428.7 ms
[2020-12-17 23:11:31	                main:581]	:	INFO	:	Epoch 994 | loss: 0.00033008 | val_loss: 0.000343688 | Time: 1434.4 ms
[2020-12-17 23:11:32	                main:581]	:	INFO	:	Epoch 995 | loss: 0.00032616 | val_loss: 0.000344519 | Time: 1440.32 ms
[2020-12-17 23:11:34	                main:581]	:	INFO	:	Epoch 996 | loss: 0.00032255 | val_loss: 0.000339674 | Time: 1469.61 ms
[2020-12-17 23:11:35	                main:581]	:	INFO	:	Epoch 997 | loss: 0.000320871 | val_loss: 0.000341895 | Time: 1447.5 ms
[2020-12-17 23:11:37	                main:581]	:	INFO	:	Epoch 998 | loss: 0.000324745 | val_loss: 0.00033815 | Time: 1477.05 ms
[2020-12-17 23:11:38	                main:581]	:	INFO	:	Epoch 999 | loss: 0.000324494 | val_loss: 0.000356424 | Time: 1448.56 ms
[2020-12-17 23:11:40	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.000332894 | val_loss: 0.00034076 | Time: 1469.91 ms
[2020-12-17 23:11:41	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.000320545 | val_loss: 0.000336373 | Time: 1465.61 ms
[2020-12-17 23:11:43	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.000319905 | val_loss: 0.000338434 | Time: 1473.14 ms
[2020-12-17 23:11:44	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.000323197 | val_loss: 0.000338183 | Time: 1471.62 ms
[2020-12-17 23:11:46	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.000323241 | val_loss: 0.000340801 | Time: 1470.02 ms
[2020-12-17 23:11:47	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.000323796 | val_loss: 0.000337957 | Time: 1458.31 ms
[2020-12-17 23:11:48	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.000321984 | val_loss: 0.000345569 | Time: 1490.03 ms
[2020-12-17 23:11:50	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.000328941 | val_loss: 0.000342574 | Time: 1486.1 ms
[2020-12-17 23:11:51	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.000322929 | val_loss: 0.000339554 | Time: 1498.86 ms
[2020-12-17 23:11:53	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.000320632 | val_loss: 0.000344354 | Time: 1454.26 ms
[2020-12-17 23:11:54	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.000335223 | val_loss: 0.00035419 | Time: 1481.08 ms
[2020-12-17 23:11:56	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.000330275 | val_loss: 0.000341378 | Time: 1429.59 ms
[2020-12-17 23:11:57	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.000324579 | val_loss: 0.000338071 | Time: 1457.12 ms
[2020-12-17 23:11:59	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.000321188 | val_loss: 0.000336954 | Time: 1458.61 ms
[2020-12-17 23:12:00	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.000317671 | val_loss: 0.000335323 | Time: 1464.5 ms
[2020-12-17 23:12:02	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.000319509 | val_loss: 0.000337923 | Time: 1457.21 ms
[2020-12-17 23:12:03	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.000324797 | val_loss: 0.000351726 | Time: 1467.52 ms
[2020-12-17 23:12:05	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.00032785 | val_loss: 0.000338521 | Time: 1460.17 ms
[2020-12-17 23:12:06	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.000320434 | val_loss: 0.00033578 | Time: 1450.57 ms
[2020-12-17 23:12:08	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.000320279 | val_loss: 0.000340571 | Time: 1478.67 ms
[2020-12-17 23:12:09	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.00032403 | val_loss: 0.000343297 | Time: 1447.7 ms
[2020-12-17 23:12:10	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.000325544 | val_loss: 0.000345013 | Time: 1422.98 ms
[2020-12-17 23:12:12	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.000322041 | val_loss: 0.000337048 | Time: 1474.93 ms
[2020-12-17 23:12:13	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.000321154 | val_loss: 0.000340991 | Time: 1432.09 ms
[2020-12-17 23:12:15	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.000326271 | val_loss: 0.000341172 | Time: 1443.1 ms
[2020-12-17 23:12:15	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.000341172
[2020-12-17 23:12:15	                main:610]	:	INFO	:	Saving end state to config to file
[2020-12-17 23:12:15	                main:615]	:	INFO	:	Success, exiting..
23:12:15 (2092112): 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)