Task 3275889

Name EightBitModified-1605455636-2140-5_0
Workunit 1548016
Created 14 Dec 2020, 10:58:39 UTC
Sent 15 Dec 2020, 14:26:27 UTC
Report deadline 22 Dec 2020, 14:26:27 UTC
Received 16 Dec 2020, 5:42:05 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 5147
Run time 27 min 43 sec
CPU time 27 min 39 sec
Validate state Valid
Credit 2,080.00
Device peak FLOPS 4,116.93 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 13.39 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: 0.000134041 | val_loss: 0.000139075 | Time: 1575.4 ms
[2020-12-15 23:55:57	                main:581]	:	INFO	:	Epoch 527 | loss: 0.000120643 | val_loss: 0.000135672 | Time: 1626.89 ms
[2020-12-15 23:55:58	                main:581]	:	INFO	:	Epoch 528 | loss: 0.000118904 | val_loss: 0.000133764 | Time: 1610.01 ms
[2020-12-15 23:56:00	                main:581]	:	INFO	:	Epoch 529 | loss: 0.000120053 | val_loss: 0.000140995 | Time: 1633.45 ms
[2020-12-15 23:56:02	                main:581]	:	INFO	:	Epoch 530 | loss: 0.000149376 | val_loss: 0.000155236 | Time: 1599.67 ms
[2020-12-15 23:56:03	                main:581]	:	INFO	:	Epoch 531 | loss: 0.000140911 | val_loss: 0.000162435 | Time: 1612.9 ms
[2020-12-15 23:56:05	                main:581]	:	INFO	:	Epoch 532 | loss: 0.000130159 | val_loss: 0.000140708 | Time: 1621.35 ms
[2020-12-15 23:56:06	                main:581]	:	INFO	:	Epoch 533 | loss: 0.000122311 | val_loss: 0.000145394 | Time: 1616.12 ms
[2020-12-15 23:56:08	                main:581]	:	INFO	:	Epoch 534 | loss: 0.000163126 | val_loss: 0.000161283 | Time: 1606.42 ms
[2020-12-15 23:56:10	                main:581]	:	INFO	:	Epoch 535 | loss: 0.000140713 | val_loss: 0.000192594 | Time: 1619.73 ms
[2020-12-15 23:56:11	                main:581]	:	INFO	:	Epoch 536 | loss: 0.000158073 | val_loss: 0.000144579 | Time: 1618.59 ms
[2020-12-15 23:56:13	                main:581]	:	INFO	:	Epoch 537 | loss: 0.000128609 | val_loss: 0.000141912 | Time: 1602.44 ms
[2020-12-15 23:56:14	                main:581]	:	INFO	:	Epoch 538 | loss: 0.00012701 | val_loss: 0.00015166 | Time: 1602.94 ms
[2020-12-15 23:56:16	                main:581]	:	INFO	:	Epoch 539 | loss: 0.000129314 | val_loss: 0.000140637 | Time: 1598.71 ms
[2020-12-15 23:56:18	                main:581]	:	INFO	:	Epoch 540 | loss: 0.000123242 | val_loss: 0.000140076 | Time: 1607.43 ms
[2020-12-15 23:56:19	                main:581]	:	INFO	:	Epoch 541 | loss: 0.000157737 | val_loss: 0.000168231 | Time: 1600.59 ms
[2020-12-15 23:56:21	                main:581]	:	INFO	:	Epoch 542 | loss: 0.000190879 | val_loss: 0.000169843 | Time: 1598.3 ms
[2020-12-15 23:56:23	                main:581]	:	INFO	:	Epoch 543 | loss: 0.000146423 | val_loss: 0.000147332 | Time: 1607.61 ms
[2020-12-15 23:56:24	                main:581]	:	INFO	:	Epoch 544 | loss: 0.000124587 | val_loss: 0.000137267 | Time: 1607.68 ms
[2020-12-15 23:56:26	                main:581]	:	INFO	:	Epoch 545 | loss: 0.000119123 | val_loss: 0.000135432 | Time: 1597.92 ms
[2020-12-15 23:56:27	                main:581]	:	INFO	:	Epoch 546 | loss: 0.000183826 | val_loss: 0.000191917 | Time: 1619.95 ms
[2020-12-15 23:56:29	                main:581]	:	INFO	:	Epoch 547 | loss: 0.00018294 | val_loss: 0.000254606 | Time: 1615.12 ms
[2020-12-15 23:56:31	                main:581]	:	INFO	:	Epoch 548 | loss: 0.000169482 | val_loss: 0.000151925 | Time: 1615.79 ms
[2020-12-15 23:56:32	                main:581]	:	INFO	:	Epoch 549 | loss: 0.000127713 | val_loss: 0.000139516 | Time: 1603.91 ms
[2020-12-15 23:56:34	                main:581]	:	INFO	:	Epoch 550 | loss: 0.000123034 | val_loss: 0.000135963 | Time: 1623.5 ms
[2020-12-15 23:56:35	                main:581]	:	INFO	:	Epoch 551 | loss: 0.000126745 | val_loss: 0.000209219 | Time: 1615.44 ms
[2020-12-15 23:56:37	                main:581]	:	INFO	:	Epoch 552 | loss: 0.000155608 | val_loss: 0.000146511 | Time: 1619.94 ms
[2020-12-15 23:56:39	                main:581]	:	INFO	:	Epoch 553 | loss: 0.000126465 | val_loss: 0.000148681 | Time: 1615.58 ms
[2020-12-15 23:56:40	                main:581]	:	INFO	:	Epoch 554 | loss: 0.000169478 | val_loss: 0.00017653 | Time: 1615.28 ms
[2020-12-15 23:56:42	                main:581]	:	INFO	:	Epoch 555 | loss: 0.000135296 | val_loss: 0.000138633 | Time: 1603.08 ms
[2020-12-15 23:56:43	                main:581]	:	INFO	:	Epoch 556 | loss: 0.000122006 | val_loss: 0.000136106 | Time: 1603.59 ms
[2020-12-15 23:56:45	                main:581]	:	INFO	:	Epoch 557 | loss: 0.000132432 | val_loss: 0.000143694 | Time: 1611.09 ms
[2020-12-15 23:56:47	                main:581]	:	INFO	:	Epoch 558 | loss: 0.000151733 | val_loss: 0.000147897 | Time: 1609.48 ms
[2020-12-15 23:56:48	                main:581]	:	INFO	:	Epoch 559 | loss: 0.000133742 | val_loss: 0.000141095 | Time: 1610.55 ms
[2020-12-15 23:56:50	                main:581]	:	INFO	:	Epoch 560 | loss: 0.000120195 | val_loss: 0.000134058 | Time: 1605.46 ms
[2020-12-15 23:56:52	                main:581]	:	INFO	:	Epoch 561 | loss: 0.000133118 | val_loss: 0.000209287 | Time: 1616.17 ms
[2020-12-15 23:56:53	                main:581]	:	INFO	:	Epoch 562 | loss: 0.000171408 | val_loss: 0.000152286 | Time: 1601.07 ms
[2020-12-15 23:56:55	                main:581]	:	INFO	:	Epoch 563 | loss: 0.00012787 | val_loss: 0.000141673 | Time: 1616.07 ms
[2020-12-15 23:56:56	                main:581]	:	INFO	:	Epoch 564 | loss: 0.000122206 | val_loss: 0.000148292 | Time: 1605.71 ms
[2020-12-15 23:56:58	                main:581]	:	INFO	:	Epoch 565 | loss: 0.000134861 | val_loss: 0.000140899 | Time: 1615.2 ms
[2020-12-15 23:57:00	                main:581]	:	INFO	:	Epoch 566 | loss: 0.00012146 | val_loss: 0.000136674 | Time: 1630.74 ms
[2020-12-15 23:57:01	                main:581]	:	INFO	:	Epoch 567 | loss: 0.000121959 | val_loss: 0.000152553 | Time: 1605.91 ms
[2020-12-15 23:57:03	                main:581]	:	INFO	:	Epoch 568 | loss: 0.0001664 | val_loss: 0.000154693 | Time: 1597.17 ms
[2020-12-15 23:57:04	                main:581]	:	INFO	:	Epoch 569 | loss: 0.000145032 | val_loss: 0.000168217 | Time: 1600.51 ms
[2020-12-15 23:57:06	                main:581]	:	INFO	:	Epoch 570 | loss: 0.000129553 | val_loss: 0.000139899 | Time: 1605.41 ms
[2020-12-15 23:57:08	                main:581]	:	INFO	:	Epoch 571 | loss: 0.000122517 | val_loss: 0.000136747 | Time: 1606.21 ms
[2020-12-15 23:57:09	                main:581]	:	INFO	:	Epoch 572 | loss: 0.000120549 | val_loss: 0.000142759 | Time: 1617.6 ms
[2020-12-15 23:57:11	                main:581]	:	INFO	:	Epoch 573 | loss: 0.000191244 | val_loss: 0.000273607 | Time: 1595.08 ms
[2020-12-15 23:57:12	                main:581]	:	INFO	:	Epoch 574 | loss: 0.000195415 | val_loss: 0.000177428 | Time: 1602.99 ms
[2020-12-15 23:57:14	                main:581]	:	INFO	:	Epoch 575 | loss: 0.000144841 | val_loss: 0.000144526 | Time: 1610.46 ms
[2020-12-15 23:57:16	                main:581]	:	INFO	:	Epoch 576 | loss: 0.000123488 | val_loss: 0.000136326 | Time: 1598.89 ms
[2020-12-15 23:57:17	                main:581]	:	INFO	:	Epoch 577 | loss: 0.00011819 | val_loss: 0.00013318 | Time: 1598.99 ms
[2020-12-15 23:57:19	                main:581]	:	INFO	:	Epoch 578 | loss: 0.00011962 | val_loss: 0.000158733 | Time: 1613.58 ms
[2020-12-15 23:57:20	                main:581]	:	INFO	:	Epoch 579 | loss: 0.000165448 | val_loss: 0.000150304 | Time: 1618.4 ms
[2020-12-15 23:57:22	                main:581]	:	INFO	:	Epoch 580 | loss: 0.00012758 | val_loss: 0.0001362 | Time: 1625.3 ms
[2020-12-15 23:57:24	                main:581]	:	INFO	:	Epoch 581 | loss: 0.000123433 | val_loss: 0.000174466 | Time: 1608.21 ms
[2020-12-15 23:57:25	                main:581]	:	INFO	:	Epoch 582 | loss: 0.000194066 | val_loss: 0.000161421 | Time: 1637.24 ms
[2020-12-15 23:57:27	                main:581]	:	INFO	:	Epoch 583 | loss: 0.000140249 | val_loss: 0.000192386 | Time: 1633.9 ms
[2020-12-15 23:57:29	                main:581]	:	INFO	:	Epoch 584 | loss: 0.000147588 | val_loss: 0.000148765 | Time: 1653.72 ms
[2020-12-15 23:57:30	                main:581]	:	INFO	:	Epoch 585 | loss: 0.000123931 | val_loss: 0.000135861 | Time: 1662.52 ms
[2020-12-15 23:57:32	                main:581]	:	INFO	:	Epoch 586 | loss: 0.000118282 | val_loss: 0.000133363 | Time: 1614.63 ms
[2020-12-15 23:57:34	                main:581]	:	INFO	:	Epoch 587 | loss: 0.000129608 | val_loss: 0.000221453 | Time: 1608.24 ms
[2020-12-15 23:57:35	                main:581]	:	INFO	:	Epoch 588 | loss: 0.000155592 | val_loss: 0.000148436 | Time: 1614.4 ms
[2020-12-15 23:57:37	                main:581]	:	INFO	:	Epoch 589 | loss: 0.000125656 | val_loss: 0.000141548 | Time: 1659.03 ms
[2020-12-15 23:57:38	                main:581]	:	INFO	:	Epoch 590 | loss: 0.00016034 | val_loss: 0.00014527 | Time: 1617.94 ms
[2020-12-15 23:57:40	                main:581]	:	INFO	:	Epoch 591 | loss: 0.000128193 | val_loss: 0.00013729 | Time: 1612.46 ms
[2020-12-15 23:57:42	                main:581]	:	INFO	:	Epoch 592 | loss: 0.000123981 | val_loss: 0.000140629 | Time: 1632.73 ms
[2020-12-15 23:57:43	                main:581]	:	INFO	:	Epoch 593 | loss: 0.000129442 | val_loss: 0.000151349 | Time: 1636.98 ms
[2020-12-15 23:57:45	                main:581]	:	INFO	:	Epoch 594 | loss: 0.00435048 | val_loss: 0.00929313 | Time: 1631.29 ms
[2020-12-15 23:57:47	                main:581]	:	INFO	:	Epoch 595 | loss: 0.0109128 | val_loss: 0.00514464 | Time: 1619.26 ms
[2020-12-15 23:57:48	                main:581]	:	INFO	:	Epoch 596 | loss: 0.00355488 | val_loss: 0.0021291 | Time: 1611.75 ms
[2020-12-15 23:57:50	                main:581]	:	INFO	:	Epoch 597 | loss: 0.00172125 | val_loss: 0.00140434 | Time: 1612.82 ms
[2020-12-15 23:57:51	                main:581]	:	INFO	:	Epoch 598 | loss: 0.00126673 | val_loss: 0.00118758 | Time: 1602.01 ms
[2020-12-15 23:57:53	                main:581]	:	INFO	:	Epoch 599 | loss: 0.00110613 | val_loss: 0.00106654 | Time: 1615.66 ms
[2020-12-15 23:57:55	                main:581]	:	INFO	:	Epoch 600 | loss: 0.00101035 | val_loss: 0.00098718 | Time: 1598.86 ms
[2020-12-15 23:57:56	                main:581]	:	INFO	:	Epoch 601 | loss: 0.00094332 | val_loss: 0.000934459 | Time: 1626.8 ms
[2020-12-15 23:57:58	                main:581]	:	INFO	:	Epoch 602 | loss: 0.000900352 | val_loss: 0.000899732 | Time: 1630.37 ms
[2020-12-15 23:57:59	                main:581]	:	INFO	:	Epoch 603 | loss: 0.000870302 | val_loss: 0.00087388 | Time: 1601.08 ms
[2020-12-15 23:58:01	                main:581]	:	INFO	:	Epoch 604 | loss: 0.000846899 | val_loss: 0.000852126 | Time: 1600.61 ms
[2020-12-15 23:58:03	                main:581]	:	INFO	:	Epoch 605 | loss: 0.000826546 | val_loss: 0.000833267 | Time: 1613.14 ms
[2020-12-15 23:58:04	                main:581]	:	INFO	:	Epoch 606 | loss: 0.000807176 | val_loss: 0.000819035 | Time: 1609.55 ms
[2020-12-15 23:58:06	                main:581]	:	INFO	:	Epoch 607 | loss: 0.000909991 | val_loss: 0.000893405 | Time: 1605.26 ms
[2020-12-15 23:58:07	                main:581]	:	INFO	:	Epoch 608 | loss: 0.000794774 | val_loss: 0.00077181 | Time: 1614.68 ms
[2020-12-15 23:58:09	                main:581]	:	INFO	:	Epoch 609 | loss: 0.000726066 | val_loss: 0.000710877 | Time: 1623.88 ms
[2020-12-15 23:58:11	                main:581]	:	INFO	:	Epoch 610 | loss: 0.000658952 | val_loss: 0.000645697 | Time: 1616.88 ms
[2020-12-15 23:58:12	                main:581]	:	INFO	:	Epoch 611 | loss: 0.000603225 | val_loss: 0.000605926 | Time: 1602.72 ms
[2020-12-15 23:58:14	                main:581]	:	INFO	:	Epoch 612 | loss: 0.000575268 | val_loss: 0.000586814 | Time: 1601.22 ms
[2020-12-15 23:58:16	                main:581]	:	INFO	:	Epoch 613 | loss: 0.000559511 | val_loss: 0.00057336 | Time: 1603.76 ms
[2020-12-15 23:58:17	                main:581]	:	INFO	:	Epoch 614 | loss: 0.000548792 | val_loss: 0.000564095 | Time: 1600.37 ms
[2020-12-15 23:58:19	                main:581]	:	INFO	:	Epoch 615 | loss: 0.000540905 | val_loss: 0.000556257 | Time: 1602.23 ms
[2020-12-15 23:58:20	                main:581]	:	INFO	:	Epoch 616 | loss: 0.000534373 | val_loss: 0.000549102 | Time: 1599.44 ms
[2020-12-15 23:58:22	                main:581]	:	INFO	:	Epoch 617 | loss: 0.000530765 | val_loss: 0.000569689 | Time: 1628.08 ms
[2020-12-15 23:58:24	                main:581]	:	INFO	:	Epoch 618 | loss: 0.000583858 | val_loss: 0.000580562 | Time: 1603.1 ms
[2020-12-15 23:58:25	                main:581]	:	INFO	:	Epoch 619 | loss: 0.000528625 | val_loss: 0.000528383 | Time: 1602.7 ms
[2020-12-15 23:58:27	                main:581]	:	INFO	:	Epoch 620 | loss: 0.000503939 | val_loss: 0.000514414 | Time: 1603.66 ms
[2020-12-15 23:58:28	                main:581]	:	INFO	:	Epoch 621 | loss: 0.000520148 | val_loss: 0.00061846 | Time: 1599.24 ms
[2020-12-15 23:58:30	                main:581]	:	INFO	:	Epoch 622 | loss: 0.000531919 | val_loss: 0.00052195 | Time: 1598.73 ms
[2020-12-15 23:58:32	                main:581]	:	INFO	:	Epoch 623 | loss: 0.000500261 | val_loss: 0.000503255 | Time: 1600.9 ms
[2020-12-15 23:58:33	                main:581]	:	INFO	:	Epoch 624 | loss: 0.000493735 | val_loss: 0.000503509 | Time: 1611.5 ms
[2020-12-15 23:58:35	                main:581]	:	INFO	:	Epoch 625 | loss: 0.000483939 | val_loss: 0.000513743 | Time: 1634.38 ms
[2020-12-15 23:58:36	                main:581]	:	INFO	:	Epoch 626 | loss: 0.000566678 | val_loss: 0.000682482 | Time: 1625.6 ms
[2020-12-15 23:58:38	                main:581]	:	INFO	:	Epoch 627 | loss: 0.0005218 | val_loss: 0.000497252 | Time: 1631.4 ms
[2020-12-15 23:58:40	                main:581]	:	INFO	:	Epoch 628 | loss: 0.000483145 | val_loss: 0.000499015 | Time: 1630.76 ms
[2020-12-15 23:58:41	                main:581]	:	INFO	:	Epoch 629 | loss: 0.000522763 | val_loss: 0.000553057 | Time: 1624.09 ms
[2020-12-15 23:58:43	                main:581]	:	INFO	:	Epoch 630 | loss: 0.000496027 | val_loss: 0.000509233 | Time: 1607.08 ms
[2020-12-15 23:58:45	                main:581]	:	INFO	:	Epoch 631 | loss: 0.000477416 | val_loss: 0.000487302 | Time: 1607.28 ms
[2020-12-15 23:58:46	                main:581]	:	INFO	:	Epoch 632 | loss: 0.000467459 | val_loss: 0.000485748 | Time: 1621.45 ms
[2020-12-15 23:58:48	                main:581]	:	INFO	:	Epoch 633 | loss: 0.000540202 | val_loss: 0.000569299 | Time: 1614.92 ms
[2020-12-15 23:58:49	                main:581]	:	INFO	:	Epoch 634 | loss: 0.000497735 | val_loss: 0.000485708 | Time: 1614.37 ms
[2020-12-15 23:58:51	                main:581]	:	INFO	:	Epoch 635 | loss: 0.000472386 | val_loss: 0.000480828 | Time: 1613.2 ms
[2020-12-15 23:58:53	                main:581]	:	INFO	:	Epoch 636 | loss: 0.000466493 | val_loss: 0.000495131 | Time: 1601.78 ms
[2020-12-15 23:58:54	                main:581]	:	INFO	:	Epoch 637 | loss: 0.000548872 | val_loss: 0.000514788 | Time: 1627.95 ms
[2020-12-15 23:58:56	                main:581]	:	INFO	:	Epoch 638 | loss: 0.000480759 | val_loss: 0.000479721 | Time: 1629.81 ms
[2020-12-15 23:58:58	                main:581]	:	INFO	:	Epoch 639 | loss: 0.00045898 | val_loss: 0.000500342 | Time: 1632.07 ms
[2020-12-15 23:58:59	                main:581]	:	INFO	:	Epoch 640 | loss: 0.000556086 | val_loss: 0.000496675 | Time: 1599.18 ms
[2020-12-15 23:59:01	                main:581]	:	INFO	:	Epoch 641 | loss: 0.00047694 | val_loss: 0.000478801 | Time: 1611.05 ms
[2020-12-15 23:59:02	                main:581]	:	INFO	:	Epoch 642 | loss: 0.000455977 | val_loss: 0.000468972 | Time: 1605.44 ms
[2020-12-15 23:59:04	                main:581]	:	INFO	:	Epoch 643 | loss: 0.000456102 | val_loss: 0.000470265 | Time: 1613.79 ms
[2020-12-15 23:59:06	                main:581]	:	INFO	:	Epoch 644 | loss: 0.000451344 | val_loss: 0.000498536 | Time: 1615.46 ms
[2020-12-15 23:59:07	                main:581]	:	INFO	:	Epoch 645 | loss: 0.000590979 | val_loss: 0.000548553 | Time: 1601.75 ms
[2020-12-15 23:59:09	                main:581]	:	INFO	:	Epoch 646 | loss: 0.000476671 | val_loss: 0.000469697 | Time: 1609.8 ms
[2020-12-15 23:59:10	                main:581]	:	INFO	:	Epoch 647 | loss: 0.000450458 | val_loss: 0.000465428 | Time: 1619.38 ms
[2020-12-15 23:59:12	                main:581]	:	INFO	:	Epoch 648 | loss: 0.000470127 | val_loss: 0.000474602 | Time: 1626.44 ms
[2020-12-15 23:59:14	                main:581]	:	INFO	:	Epoch 649 | loss: 0.000450052 | val_loss: 0.000460797 | Time: 1627.19 ms
[2020-12-15 23:59:15	                main:581]	:	INFO	:	Epoch 650 | loss: 0.000438747 | val_loss: 0.000465587 | Time: 1633.44 ms
[2020-12-15 23:59:17	                main:581]	:	INFO	:	Epoch 651 | loss: 0.000482384 | val_loss: 0.000480763 | Time: 1622.43 ms
[2020-12-15 23:59:19	                main:581]	:	INFO	:	Epoch 652 | loss: 0.000444254 | val_loss: 0.000446739 | Time: 1611.32 ms
[2020-12-15 23:59:20	                main:581]	:	INFO	:	Epoch 653 | loss: 0.000479571 | val_loss: 0.000449385 | Time: 1614.55 ms
[2020-12-15 23:59:22	                main:581]	:	INFO	:	Epoch 654 | loss: 0.000443888 | val_loss: 0.000439192 | Time: 1615.17 ms
[2020-12-15 23:59:23	                main:581]	:	INFO	:	Epoch 655 | loss: 0.000515754 | val_loss: 0.000553658 | Time: 1609.16 ms
[2020-12-15 23:59:25	                main:581]	:	INFO	:	Epoch 656 | loss: 0.000465428 | val_loss: 0.000448019 | Time: 1625.81 ms
[2020-12-15 23:59:27	                main:581]	:	INFO	:	Epoch 657 | loss: 0.000416362 | val_loss: 0.000424241 | Time: 1622.34 ms
[2020-12-15 23:59:28	                main:581]	:	INFO	:	Epoch 658 | loss: 0.000403756 | val_loss: 0.000413807 | Time: 1620.59 ms
[2020-12-15 23:59:30	                main:581]	:	INFO	:	Epoch 659 | loss: 0.000425554 | val_loss: 0.000444823 | Time: 1612.23 ms
[2020-12-15 23:59:31	                main:581]	:	INFO	:	Epoch 660 | loss: 0.00044023 | val_loss: 0.000428931 | Time: 1627.21 ms
[2020-12-15 23:59:33	                main:581]	:	INFO	:	Epoch 661 | loss: 0.000393876 | val_loss: 0.000394756 | Time: 1622.66 ms
[2020-12-15 23:59:35	                main:581]	:	INFO	:	Epoch 662 | loss: 0.000379778 | val_loss: 0.000391338 | Time: 1625.92 ms
[2020-12-15 23:59:36	                main:581]	:	INFO	:	Epoch 663 | loss: 0.00044235 | val_loss: 0.000478394 | Time: 1625.75 ms
[2020-12-15 23:59:38	                main:581]	:	INFO	:	Epoch 664 | loss: 0.000403156 | val_loss: 0.000392666 | Time: 1625.07 ms
[2020-12-15 23:59:40	                main:581]	:	INFO	:	Epoch 665 | loss: 0.000374815 | val_loss: 0.000382148 | Time: 1628.77 ms
[2020-12-15 23:59:41	                main:581]	:	INFO	:	Epoch 666 | loss: 0.000367106 | val_loss: 0.000377675 | Time: 1628.72 ms
[2020-12-15 23:59:43	                main:581]	:	INFO	:	Epoch 667 | loss: 0.000369425 | val_loss: 0.000418442 | Time: 1622.1 ms
[2020-12-15 23:59:44	                main:581]	:	INFO	:	Epoch 668 | loss: 0.000405557 | val_loss: 0.00037849 | Time: 1624.73 ms
[2020-12-15 23:59:46	                main:581]	:	INFO	:	Epoch 669 | loss: 0.000367692 | val_loss: 0.000374428 | Time: 1602.56 ms
[2020-12-15 23:59:48	                main:581]	:	INFO	:	Epoch 670 | loss: 0.000392131 | val_loss: 0.000437233 | Time: 1603.76 ms
[2020-12-15 23:59:49	                main:581]	:	INFO	:	Epoch 671 | loss: 0.000383371 | val_loss: 0.000373871 | Time: 1600.91 ms
[2020-12-15 23:59:51	                main:581]	:	INFO	:	Epoch 672 | loss: 0.000360375 | val_loss: 0.000370712 | Time: 1611.22 ms
[2020-12-15 23:59:52	                main:581]	:	INFO	:	Epoch 673 | loss: 0.000358278 | val_loss: 0.000367094 | Time: 1611.4 ms
[2020-12-15 23:59:54	                main:581]	:	INFO	:	Epoch 674 | loss: 0.000367206 | val_loss: 0.000465558 | Time: 1611.78 ms
[2020-12-15 23:59:56	                main:581]	:	INFO	:	Epoch 675 | loss: 0.000469808 | val_loss: 0.00042155 | Time: 1619.96 ms
[2020-12-15 23:59:57	                main:581]	:	INFO	:	Epoch 676 | loss: 0.00037305 | val_loss: 0.000374673 | Time: 1617.79 ms
[2020-12-15 23:59:59	                main:581]	:	INFO	:	Epoch 677 | loss: 0.00035851 | val_loss: 0.000367924 | Time: 1617.62 ms
[2020-12-16 00:00:01	                main:581]	:	INFO	:	Epoch 678 | loss: 0.000354836 | val_loss: 0.000365998 | Time: 1614.16 ms
[2020-12-16 00:00:02	                main:581]	:	INFO	:	Epoch 679 | loss: 0.000353673 | val_loss: 0.000365551 | Time: 1615.69 ms
[2020-12-16 00:00:04	                main:581]	:	INFO	:	Epoch 680 | loss: 0.000356751 | val_loss: 0.000402311 | Time: 1620.19 ms
[2020-12-16 00:00:05	                main:581]	:	INFO	:	Epoch 681 | loss: 0.000425578 | val_loss: 0.000384847 | Time: 1616.9 ms
[2020-12-16 00:00:07	                main:581]	:	INFO	:	Epoch 682 | loss: 0.00036604 | val_loss: 0.000366713 | Time: 1625.18 ms
[2020-12-16 00:00:09	                main:581]	:	INFO	:	Epoch 683 | loss: 0.000357862 | val_loss: 0.000384146 | Time: 1614.89 ms
[2020-12-16 00:00:10	                main:581]	:	INFO	:	Epoch 684 | loss: 0.000372319 | val_loss: 0.000366068 | Time: 1615.75 ms
[2020-12-16 00:00:12	                main:581]	:	INFO	:	Epoch 685 | loss: 0.000353907 | val_loss: 0.000362962 | Time: 1608.53 ms
[2020-12-16 00:00:13	                main:581]	:	INFO	:	Epoch 686 | loss: 0.000350124 | val_loss: 0.000360754 | Time: 1600.79 ms
[2020-12-16 00:00:15	                main:581]	:	INFO	:	Epoch 687 | loss: 0.000352992 | val_loss: 0.000392819 | Time: 1599.66 ms
[2020-12-16 00:00:17	                main:581]	:	INFO	:	Epoch 688 | loss: 0.000427174 | val_loss: 0.000390321 | Time: 1605.36 ms
[2020-12-16 00:00:18	                main:581]	:	INFO	:	Epoch 689 | loss: 0.000363175 | val_loss: 0.00036542 | Time: 1610.23 ms
[2020-12-16 00:00:20	                main:581]	:	INFO	:	Epoch 690 | loss: 0.000352957 | val_loss: 0.000360611 | Time: 1610.51 ms
[2020-12-16 00:00:22	                main:581]	:	INFO	:	Epoch 691 | loss: 0.000349813 | val_loss: 0.000363677 | Time: 1604.7 ms
[2020-12-16 00:00:23	                main:581]	:	INFO	:	Epoch 692 | loss: 0.000376043 | val_loss: 0.000453849 | Time: 1603.52 ms
[2020-12-16 00:00:25	                main:581]	:	INFO	:	Epoch 693 | loss: 0.00037774 | val_loss: 0.000371101 | Time: 1609.03 ms
[2020-12-16 00:00:26	                main:581]	:	INFO	:	Epoch 694 | loss: 0.000354129 | val_loss: 0.000366122 | Time: 1604.9 ms
[2020-12-16 00:00:28	                main:581]	:	INFO	:	Epoch 695 | loss: 0.000369887 | val_loss: 0.00038384 | Time: 1603.49 ms
[2020-12-16 00:00:30	                main:581]	:	INFO	:	Epoch 696 | loss: 0.000358431 | val_loss: 0.000366818 | Time: 1613.78 ms
[2020-12-16 00:00:31	                main:581]	:	INFO	:	Epoch 697 | loss: 0.000349871 | val_loss: 0.00036228 | Time: 1606.08 ms
[2020-12-16 00:00:33	                main:581]	:	INFO	:	Epoch 698 | loss: 0.000361034 | val_loss: 0.000387948 | Time: 1604.65 ms
[2020-12-16 00:00:34	                main:581]	:	INFO	:	Epoch 699 | loss: 0.000404159 | val_loss: 0.000371637 | Time: 1611.21 ms
[2020-12-16 00:00:36	                main:581]	:	INFO	:	Epoch 700 | loss: 0.000358689 | val_loss: 0.000361722 | Time: 1606.19 ms
[2020-12-16 00:00:38	                main:581]	:	INFO	:	Epoch 701 | loss: 0.000349693 | val_loss: 0.000358113 | Time: 1606.98 ms
[2020-12-16 00:00:39	                main:581]	:	INFO	:	Epoch 702 | loss: 0.000354099 | val_loss: 0.000388881 | Time: 1609.04 ms
[2020-12-16 00:00:41	                main:581]	:	INFO	:	Epoch 703 | loss: 0.000377054 | val_loss: 0.000369671 | Time: 1606.54 ms
[2020-12-16 00:00:42	                main:581]	:	INFO	:	Epoch 704 | loss: 0.000361571 | val_loss: 0.000392246 | Time: 1630.94 ms
[2020-12-16 00:00:44	                main:581]	:	INFO	:	Epoch 705 | loss: 0.000386087 | val_loss: 0.000377554 | Time: 1611.16 ms
[2020-12-16 00:00:46	                main:581]	:	INFO	:	Epoch 706 | loss: 0.00035458 | val_loss: 0.000361403 | Time: 1612.91 ms
[2020-12-16 00:00:47	                main:581]	:	INFO	:	Epoch 707 | loss: 0.000349221 | val_loss: 0.000365397 | Time: 1604.16 ms
[2020-12-16 00:00:49	                main:581]	:	INFO	:	Epoch 708 | loss: 0.000390784 | val_loss: 0.000403019 | Time: 1606.29 ms
[2020-12-16 00:00:50	                main:581]	:	INFO	:	Epoch 709 | loss: 0.00036534 | val_loss: 0.000366716 | Time: 1603.89 ms
[2020-12-16 00:00:52	                main:581]	:	INFO	:	Epoch 710 | loss: 0.000361012 | val_loss: 0.000442277 | Time: 1604.41 ms
[2020-12-16 00:00:54	                main:581]	:	INFO	:	Epoch 711 | loss: 0.000385808 | val_loss: 0.000358951 | Time: 1615.33 ms
[2020-12-16 00:00:55	                main:581]	:	INFO	:	Epoch 712 | loss: 0.000349393 | val_loss: 0.000362166 | Time: 1607.84 ms
[2020-12-16 00:00:57	                main:581]	:	INFO	:	Epoch 713 | loss: 0.000350114 | val_loss: 0.000371313 | Time: 1607.84 ms
[2020-12-16 00:00:59	                main:581]	:	INFO	:	Epoch 714 | loss: 0.000364852 | val_loss: 0.000388129 | Time: 1608.48 ms
[2020-12-16 00:01:00	                main:581]	:	INFO	:	Epoch 715 | loss: 0.000364336 | val_loss: 0.000364536 | Time: 1610.19 ms
[2020-12-16 00:01:02	                main:581]	:	INFO	:	Epoch 716 | loss: 0.000348233 | val_loss: 0.000361994 | Time: 1613.5 ms
[2020-12-16 00:01:03	                main:581]	:	INFO	:	Epoch 717 | loss: 0.000405276 | val_loss: 0.000420114 | Time: 1623.28 ms
[2020-12-16 00:01:05	                main:581]	:	INFO	:	Epoch 718 | loss: 0.000375768 | val_loss: 0.000384014 | Time: 1608.14 ms
[2020-12-16 00:01:07	                main:581]	:	INFO	:	Epoch 719 | loss: 0.000367591 | val_loss: 0.0003747 | Time: 1606.81 ms
[2020-12-16 00:01:08	                main:581]	:	INFO	:	Epoch 720 | loss: 0.000349403 | val_loss: 0.000357629 | Time: 1605.91 ms
[2020-12-16 00:01:10	                main:581]	:	INFO	:	Epoch 721 | loss: 0.000350916 | val_loss: 0.00038151 | Time: 1606.36 ms
[2020-12-16 00:01:11	                main:581]	:	INFO	:	Epoch 722 | loss: 0.000373098 | val_loss: 0.000375636 | Time: 1610.21 ms
[2020-12-16 00:01:13	                main:581]	:	INFO	:	Epoch 723 | loss: 0.000349745 | val_loss: 0.000361064 | Time: 1605.91 ms
[2020-12-16 00:01:15	                main:581]	:	INFO	:	Epoch 724 | loss: 0.000351959 | val_loss: 0.000414078 | Time: 1614.27 ms
[2020-12-16 00:01:16	                main:581]	:	INFO	:	Epoch 725 | loss: 0.000465231 | val_loss: 0.00037329 | Time: 1622.6 ms
[2020-12-16 00:01:18	                main:581]	:	INFO	:	Epoch 726 | loss: 0.000362534 | val_loss: 0.000368159 | Time: 1622.43 ms
[2020-12-16 00:01:19	                main:581]	:	INFO	:	Epoch 727 | loss: 0.000361494 | val_loss: 0.000385924 | Time: 1613.69 ms
[2020-12-16 00:01:21	                main:581]	:	INFO	:	Epoch 728 | loss: 0.000359009 | val_loss: 0.000359666 | Time: 1610.93 ms
[2020-12-16 00:01:23	                main:581]	:	INFO	:	Epoch 729 | loss: 0.000348895 | val_loss: 0.000359877 | Time: 1616.5 ms
[2020-12-16 00:01:24	                main:581]	:	INFO	:	Epoch 730 | loss: 0.000350005 | val_loss: 0.000360509 | Time: 1607.13 ms
[2020-12-16 00:01:26	                main:581]	:	INFO	:	Epoch 731 | loss: 0.000354836 | val_loss: 0.000372738 | Time: 1610.11 ms
[2020-12-16 00:01:28	                main:581]	:	INFO	:	Epoch 732 | loss: 0.000384006 | val_loss: 0.000402432 | Time: 1620.18 ms
[2020-12-16 00:01:29	                main:581]	:	INFO	:	Epoch 733 | loss: 0.000357527 | val_loss: 0.000359333 | Time: 1621.41 ms
[2020-12-16 00:01:31	                main:581]	:	INFO	:	Epoch 734 | loss: 0.000346654 | val_loss: 0.000356289 | Time: 1624.95 ms
[2020-12-16 00:01:32	                main:581]	:	INFO	:	Epoch 735 | loss: 0.000347215 | val_loss: 0.000380063 | Time: 1629.38 ms
[2020-12-16 00:01:34	                main:581]	:	INFO	:	Epoch 736 | loss: 0.000375377 | val_loss: 0.000379044 | Time: 1617.87 ms
[2020-12-16 00:01:36	                main:581]	:	INFO	:	Epoch 737 | loss: 0.00039177 | val_loss: 0.000376169 | Time: 1622.55 ms
[2020-12-16 00:01:37	                main:581]	:	INFO	:	Epoch 738 | loss: 0.000355608 | val_loss: 0.000360059 | Time: 1615.87 ms
[2020-12-16 00:01:39	                main:581]	:	INFO	:	Epoch 739 | loss: 0.000344299 | val_loss: 0.000354519 | Time: 1611.62 ms
[2020-12-16 00:01:41	                main:581]	:	INFO	:	Epoch 740 | loss: 0.000364127 | val_loss: 0.000492706 | Time: 1614.67 ms
[2020-12-16 00:01:42	                main:581]	:	INFO	:	Epoch 741 | loss: 0.000413948 | val_loss: 0.000390616 | Time: 1619.93 ms
[2020-12-16 00:01:44	                main:581]	:	INFO	:	Epoch 742 | loss: 0.000359402 | val_loss: 0.000365742 | Time: 1613.6 ms
[2020-12-16 00:01:45	                main:581]	:	INFO	:	Epoch 743 | loss: 0.00035307 | val_loss: 0.000358084 | Time: 1621.55 ms
[2020-12-16 00:01:47	                main:581]	:	INFO	:	Epoch 744 | loss: 0.000347435 | val_loss: 0.000357585 | Time: 1622 ms
[2020-12-16 00:01:49	                main:581]	:	INFO	:	Epoch 745 | loss: 0.000349713 | val_loss: 0.000381678 | Time: 1622.47 ms
[2020-12-16 00:01:50	                main:581]	:	INFO	:	Epoch 746 | loss: 0.00038812 | val_loss: 0.000366872 | Time: 1626.07 ms
[2020-12-16 00:01:52	                main:581]	:	INFO	:	Epoch 747 | loss: 0.000349184 | val_loss: 0.000355585 | Time: 1624.3 ms
[2020-12-16 00:01:53	                main:581]	:	INFO	:	Epoch 748 | loss: 0.000344947 | val_loss: 0.000363751 | Time: 1621.35 ms
[2020-12-16 00:01:55	                main:581]	:	INFO	:	Epoch 749 | loss: 0.000395163 | val_loss: 0.000369211 | Time: 1614.68 ms
[2020-12-16 00:01:57	                main:581]	:	INFO	:	Epoch 750 | loss: 0.000357293 | val_loss: 0.000372306 | Time: 1607.38 ms
[2020-12-16 00:01:58	                main:581]	:	INFO	:	Epoch 751 | loss: 0.000359284 | val_loss: 0.000362175 | Time: 1613.5 ms
[2020-12-16 00:02:00	                main:581]	:	INFO	:	Epoch 752 | loss: 0.000346148 | val_loss: 0.000362747 | Time: 1622.78 ms
[2020-12-16 00:02:02	                main:581]	:	INFO	:	Epoch 753 | loss: 0.000352857 | val_loss: 0.000359372 | Time: 1623.96 ms
[2020-12-16 00:02:03	                main:581]	:	INFO	:	Epoch 754 | loss: 0.000349342 | val_loss: 0.000369627 | Time: 1622.26 ms
[2020-12-16 00:02:05	                main:581]	:	INFO	:	Epoch 755 | loss: 0.000381217 | val_loss: 0.000439438 | Time: 1624.72 ms
[2020-12-16 00:02:06	                main:581]	:	INFO	:	Epoch 756 | loss: 0.000375755 | val_loss: 0.000357576 | Time: 1621.44 ms
[2020-12-16 00:02:08	                main:581]	:	INFO	:	Epoch 757 | loss: 0.000347095 | val_loss: 0.000356091 | Time: 1621.61 ms
[2020-12-16 00:02:10	                main:581]	:	INFO	:	Epoch 758 | loss: 0.000349204 | val_loss: 0.000388886 | Time: 1622.93 ms
[2020-12-16 00:02:11	                main:581]	:	INFO	:	Epoch 759 | loss: 0.000379882 | val_loss: 0.000366791 | Time: 1629.67 ms
[2020-12-16 00:02:13	                main:581]	:	INFO	:	Epoch 760 | loss: 0.000402158 | val_loss: 0.000392382 | Time: 1629.21 ms
[2020-12-16 00:02:15	                main:581]	:	INFO	:	Epoch 761 | loss: 0.000368639 | val_loss: 0.000360862 | Time: 1628.98 ms
[2020-12-16 00:02:16	                main:581]	:	INFO	:	Epoch 762 | loss: 0.000348349 | val_loss: 0.000359825 | Time: 1612.15 ms
[2020-12-16 00:02:18	                main:581]	:	INFO	:	Epoch 763 | loss: 0.000366498 | val_loss: 0.000377834 | Time: 1620.27 ms
[2020-12-16 00:02:19	                main:581]	:	INFO	:	Epoch 764 | loss: 0.000349853 | val_loss: 0.000363085 | Time: 1628.78 ms
[2020-12-16 00:02:21	                main:581]	:	INFO	:	Epoch 765 | loss: 0.000348546 | val_loss: 0.000360917 | Time: 1619.6 ms
[2020-12-16 00:02:23	                main:581]	:	INFO	:	Epoch 766 | loss: 0.000345406 | val_loss: 0.000359225 | Time: 1632.31 ms
[2020-12-16 00:02:24	                main:581]	:	INFO	:	Epoch 767 | loss: 0.000373807 | val_loss: 0.000359776 | Time: 1610.08 ms
[2020-12-16 00:02:26	                main:581]	:	INFO	:	Epoch 768 | loss: 0.000350238 | val_loss: 0.000365556 | Time: 1618.47 ms
[2020-12-16 00:02:28	                main:581]	:	INFO	:	Epoch 769 | loss: 0.000399246 | val_loss: 0.000404579 | Time: 1618.7 ms
[2020-12-16 00:02:29	                main:581]	:	INFO	:	Epoch 770 | loss: 0.000363109 | val_loss: 0.00037292 | Time: 1616.01 ms
[2020-12-16 00:02:31	                main:581]	:	INFO	:	Epoch 771 | loss: 0.000366029 | val_loss: 0.000406461 | Time: 1613.16 ms
[2020-12-16 00:02:32	                main:581]	:	INFO	:	Epoch 772 | loss: 0.000358479 | val_loss: 0.00035865 | Time: 1605.56 ms
[2020-12-16 00:02:34	                main:581]	:	INFO	:	Epoch 773 | loss: 0.000346401 | val_loss: 0.000351749 | Time: 1616.72 ms
[2020-12-16 00:02:36	                main:581]	:	INFO	:	Epoch 774 | loss: 0.000340857 | val_loss: 0.000351928 | Time: 1609.23 ms
[2020-12-16 00:02:37	                main:581]	:	INFO	:	Epoch 775 | loss: 0.000342128 | val_loss: 0.000365117 | Time: 1606.44 ms
[2020-12-16 00:02:39	                main:581]	:	INFO	:	Epoch 776 | loss: 0.00036671 | val_loss: 0.000424784 | Time: 1603.9 ms
[2020-12-16 00:02:40	                main:581]	:	INFO	:	Epoch 777 | loss: 0.000428582 | val_loss: 0.000401288 | Time: 1602.46 ms
[2020-12-16 00:02:42	                main:581]	:	INFO	:	Epoch 778 | loss: 0.000362483 | val_loss: 0.000358315 | Time: 1605.32 ms
[2020-12-16 00:02:44	                main:581]	:	INFO	:	Epoch 779 | loss: 0.000344703 | val_loss: 0.000353331 | Time: 1605 ms
[2020-12-16 00:02:45	                main:581]	:	INFO	:	Epoch 780 | loss: 0.000341632 | val_loss: 0.000351518 | Time: 1604.6 ms
[2020-12-16 00:02:47	                main:581]	:	INFO	:	Epoch 781 | loss: 0.000340867 | val_loss: 0.000353297 | Time: 1603.81 ms
[2020-12-16 00:02:48	                main:581]	:	INFO	:	Epoch 782 | loss: 0.000364001 | val_loss: 0.000399416 | Time: 1605.23 ms
[2020-12-16 00:02:50	                main:581]	:	INFO	:	Epoch 783 | loss: 0.000374465 | val_loss: 0.000399518 | Time: 1605.66 ms
[2020-12-16 00:02:52	                main:581]	:	INFO	:	Epoch 784 | loss: 0.000382925 | val_loss: 0.000364089 | Time: 1602.72 ms
[2020-12-16 00:02:53	                main:581]	:	INFO	:	Epoch 785 | loss: 0.000346935 | val_loss: 0.000354272 | Time: 1610.39 ms
[2020-12-16 00:02:55	                main:581]	:	INFO	:	Epoch 786 | loss: 0.000341656 | val_loss: 0.000351485 | Time: 1603.75 ms
[2020-12-16 00:02:56	                main:581]	:	INFO	:	Epoch 787 | loss: 0.000366803 | val_loss: 0.000388254 | Time: 1628.05 ms
[2020-12-16 00:02:58	                main:581]	:	INFO	:	Epoch 788 | loss: 0.000354747 | val_loss: 0.000356529 | Time: 1605.64 ms
[2020-12-16 00:03:00	                main:581]	:	INFO	:	Epoch 789 | loss: 0.000372557 | val_loss: 0.000592421 | Time: 1625.88 ms
[2020-12-16 00:03:01	                main:581]	:	INFO	:	Epoch 790 | loss: 0.000412849 | val_loss: 0.000364041 | Time: 1617.66 ms
[2020-12-16 00:03:03	                main:581]	:	INFO	:	Epoch 791 | loss: 0.000359517 | val_loss: 0.000388886 | Time: 1604.13 ms
[2020-12-16 00:03:05	                main:581]	:	INFO	:	Epoch 792 | loss: 0.000367921 | val_loss: 0.000354367 | Time: 1600.82 ms
[2020-12-16 00:03:06	                main:581]	:	INFO	:	Epoch 793 | loss: 0.000344778 | val_loss: 0.000350982 | Time: 1599.71 ms
[2020-12-16 00:03:08	                main:581]	:	INFO	:	Epoch 794 | loss: 0.000341262 | val_loss: 0.000361713 | Time: 1601.37 ms
[2020-12-16 00:03:09	                main:581]	:	INFO	:	Epoch 795 | loss: 0.000375131 | val_loss: 0.00038169 | Time: 1605.42 ms
[2020-12-16 00:03:11	                main:581]	:	INFO	:	Epoch 796 | loss: 0.000353521 | val_loss: 0.00035479 | Time: 1603.13 ms
[2020-12-16 00:03:13	                main:581]	:	INFO	:	Epoch 797 | loss: 0.000344206 | val_loss: 0.000355399 | Time: 1604.58 ms
[2020-12-16 00:03:14	                main:581]	:	INFO	:	Epoch 798 | loss: 0.000340212 | val_loss: 0.0003554 | Time: 1608.12 ms
[2020-12-16 00:03:16	                main:581]	:	INFO	:	Epoch 799 | loss: 0.000387786 | val_loss: 0.000358607 | Time: 1629.61 ms
[2020-12-16 00:03:17	                main:581]	:	INFO	:	Epoch 800 | loss: 0.000348052 | val_loss: 0.000351268 | Time: 1619.5 ms
[2020-12-16 00:03:19	                main:581]	:	INFO	:	Epoch 801 | loss: 0.000339244 | val_loss: 0.000347472 | Time: 1621.28 ms
[2020-12-16 00:03:21	                main:581]	:	INFO	:	Epoch 802 | loss: 0.000337932 | val_loss: 0.000349005 | Time: 1621.02 ms
[2020-12-16 00:03:22	                main:581]	:	INFO	:	Epoch 803 | loss: 0.000379213 | val_loss: 0.000621231 | Time: 1620.68 ms
[2020-12-16 00:03:24	                main:581]	:	INFO	:	Epoch 804 | loss: 0.000420235 | val_loss: 0.000363838 | Time: 1633.35 ms
[2020-12-16 00:03:26	                main:581]	:	INFO	:	Epoch 805 | loss: 0.000356105 | val_loss: 0.000364348 | Time: 1626.63 ms
[2020-12-16 00:03:27	                main:581]	:	INFO	:	Epoch 806 | loss: 0.000346293 | val_loss: 0.000352587 | Time: 1620.23 ms
[2020-12-16 00:03:29	                main:581]	:	INFO	:	Epoch 807 | loss: 0.000348429 | val_loss: 0.000421428 | Time: 1634.42 ms
[2020-12-16 00:03:30	                main:581]	:	INFO	:	Epoch 808 | loss: 0.00038435 | val_loss: 0.00035847 | Time: 1621.96 ms
[2020-12-16 00:03:32	                main:581]	:	INFO	:	Epoch 809 | loss: 0.000347192 | val_loss: 0.000358963 | Time: 1629.27 ms
[2020-12-16 00:03:34	                main:581]	:	INFO	:	Epoch 810 | loss: 0.000340911 | val_loss: 0.000350504 | Time: 1620.05 ms
[2020-12-16 00:03:35	                main:581]	:	INFO	:	Epoch 811 | loss: 0.00033848 | val_loss: 0.000348664 | Time: 1622.3 ms
[2020-12-16 00:03:37	                main:581]	:	INFO	:	Epoch 812 | loss: 0.000339619 | val_loss: 0.000360411 | Time: 1623.72 ms
[2020-12-16 00:03:39	                main:581]	:	INFO	:	Epoch 813 | loss: 0.000393815 | val_loss: 0.000476332 | Time: 1607.31 ms
[2020-12-16 00:03:40	                main:581]	:	INFO	:	Epoch 814 | loss: 0.00038227 | val_loss: 0.000367225 | Time: 1608.02 ms
[2020-12-16 00:03:42	                main:581]	:	INFO	:	Epoch 815 | loss: 0.000345119 | val_loss: 0.00035133 | Time: 1617.62 ms
[2020-12-16 00:03:43	                main:581]	:	INFO	:	Epoch 816 | loss: 0.000337907 | val_loss: 0.000347727 | Time: 1623.37 ms
[2020-12-16 00:03:45	                main:581]	:	INFO	:	Epoch 817 | loss: 0.000337018 | val_loss: 0.000353202 | Time: 1625.47 ms
[2020-12-16 00:03:47	                main:581]	:	INFO	:	Epoch 818 | loss: 0.000361671 | val_loss: 0.000386758 | Time: 1616.12 ms
[2020-12-16 00:03:48	                main:581]	:	INFO	:	Epoch 819 | loss: 0.000375097 | val_loss: 0.000381505 | Time: 1616.94 ms
[2020-12-16 00:03:50	                main:581]	:	INFO	:	Epoch 820 | loss: 0.000348193 | val_loss: 0.00035115 | Time: 1617.95 ms
[2020-12-16 00:03:51	                main:581]	:	INFO	:	Epoch 821 | loss: 0.000341316 | val_loss: 0.000351908 | Time: 1616.49 ms
[2020-12-16 00:03:53	                main:581]	:	INFO	:	Epoch 822 | loss: 0.000344371 | val_loss: 0.000378837 | Time: 1613.19 ms
[2020-12-16 00:03:55	                main:581]	:	INFO	:	Epoch 823 | loss: 0.000437721 | val_loss: 0.00048 | Time: 1610.86 ms
[2020-12-16 00:03:56	                main:581]	:	INFO	:	Epoch 824 | loss: 0.000387587 | val_loss: 0.000374231 | Time: 1624.47 ms
[2020-12-16 00:03:58	                main:581]	:	INFO	:	Epoch 825 | loss: 0.000369249 | val_loss: 0.000359953 | Time: 1623.97 ms
[2020-12-16 00:04:00	                main:581]	:	INFO	:	Epoch 826 | loss: 0.000342529 | val_loss: 0.000349801 | Time: 1622.45 ms
[2020-12-16 00:04:01	                main:581]	:	INFO	:	Epoch 827 | loss: 0.000337864 | val_loss: 0.000347481 | Time: 1625.04 ms
[2020-12-16 00:04:03	                main:581]	:	INFO	:	Epoch 828 | loss: 0.000372842 | val_loss: 0.000423412 | Time: 1612.73 ms
[2020-12-16 00:04:04	                main:581]	:	INFO	:	Epoch 829 | loss: 0.000372899 | val_loss: 0.000357943 | Time: 1610.57 ms
[2020-12-16 00:04:06	                main:581]	:	INFO	:	Epoch 830 | loss: 0.000343674 | val_loss: 0.000348273 | Time: 1611.44 ms
[2020-12-16 00:04:08	                main:581]	:	INFO	:	Epoch 831 | loss: 0.000336808 | val_loss: 0.000346597 | Time: 1605.46 ms
[2020-12-16 00:04:09	                main:581]	:	INFO	:	Epoch 832 | loss: 0.000364397 | val_loss: 0.000400896 | Time: 1607.65 ms
[2020-12-16 00:04:11	                main:581]	:	INFO	:	Epoch 833 | loss: 0.00035312 | val_loss: 0.000354244 | Time: 1611.72 ms
[2020-12-16 00:04:12	                main:581]	:	INFO	:	Epoch 834 | loss: 0.000342606 | val_loss: 0.000356446 | Time: 1614.57 ms
[2020-12-16 00:04:14	                main:581]	:	INFO	:	Epoch 835 | loss: 0.00035015 | val_loss: 0.000356295 | Time: 1623.08 ms
[2020-12-16 00:04:16	                main:581]	:	INFO	:	Epoch 836 | loss: 0.000352698 | val_loss: 0.000364696 | Time: 1622.48 ms
[2020-12-16 00:04:17	                main:581]	:	INFO	:	Epoch 837 | loss: 0.000347307 | val_loss: 0.000355886 | Time: 1631.87 ms
[2020-12-16 00:04:19	                main:581]	:	INFO	:	Epoch 838 | loss: 0.000375876 | val_loss: 0.000383348 | Time: 1611.31 ms
[2020-12-16 00:04:21	                main:581]	:	INFO	:	Epoch 839 | loss: 0.000354878 | val_loss: 0.000352472 | Time: 1616.23 ms
[2020-12-16 00:04:22	                main:581]	:	INFO	:	Epoch 840 | loss: 0.00037719 | val_loss: 0.000389543 | Time: 1616.81 ms
[2020-12-16 00:04:24	                main:581]	:	INFO	:	Epoch 841 | loss: 0.000353243 | val_loss: 0.000350951 | Time: 1613.55 ms
[2020-12-16 00:04:25	                main:581]	:	INFO	:	Epoch 842 | loss: 0.000338017 | val_loss: 0.000346524 | Time: 1611.57 ms
[2020-12-16 00:04:27	                main:581]	:	INFO	:	Epoch 843 | loss: 0.000335759 | val_loss: 0.000346879 | Time: 1605.44 ms
[2020-12-16 00:04:29	                main:581]	:	INFO	:	Epoch 844 | loss: 0.000341302 | val_loss: 0.000383678 | Time: 1612.57 ms
[2020-12-16 00:04:30	                main:581]	:	INFO	:	Epoch 845 | loss: 0.000375307 | val_loss: 0.000374764 | Time: 1604.2 ms
[2020-12-16 00:04:32	                main:581]	:	INFO	:	Epoch 846 | loss: 0.000357115 | val_loss: 0.000351474 | Time: 1603.99 ms
[2020-12-16 00:04:33	                main:581]	:	INFO	:	Epoch 847 | loss: 0.000347818 | val_loss: 0.000370075 | Time: 1608.28 ms
[2020-12-16 00:04:35	                main:581]	:	INFO	:	Epoch 848 | loss: 0.000346917 | val_loss: 0.000353564 | Time: 1608.55 ms
[2020-12-16 00:04:37	                main:581]	:	INFO	:	Epoch 849 | loss: 0.000345333 | val_loss: 0.000399446 | Time: 1615.47 ms
[2020-12-16 00:04:38	                main:581]	:	INFO	:	Epoch 850 | loss: 0.0003911 | val_loss: 0.000371434 | Time: 1610.35 ms
[2020-12-16 00:04:40	                main:581]	:	INFO	:	Epoch 851 | loss: 0.000370484 | val_loss: 0.000364161 | Time: 1607.87 ms
[2020-12-16 00:04:41	                main:581]	:	INFO	:	Epoch 852 | loss: 0.000347959 | val_loss: 0.000350315 | Time: 1608.51 ms
[2020-12-16 00:04:43	                main:581]	:	INFO	:	Epoch 853 | loss: 0.000340175 | val_loss: 0.000347282 | Time: 1613.33 ms
[2020-12-16 00:04:45	                main:581]	:	INFO	:	Epoch 854 | loss: 0.000335644 | val_loss: 0.000350012 | Time: 1604.16 ms
[2020-12-16 00:04:46	                main:581]	:	INFO	:	Epoch 855 | loss: 0.000345066 | val_loss: 0.000377421 | Time: 1630.33 ms
[2020-12-16 00:04:48	                main:581]	:	INFO	:	Epoch 856 | loss: 0.000385214 | val_loss: 0.000389221 | Time: 1623.19 ms
[2020-12-16 00:04:50	                main:581]	:	INFO	:	Epoch 857 | loss: 0.000371806 | val_loss: 0.000355347 | Time: 1615.93 ms
[2020-12-16 00:04:51	                main:581]	:	INFO	:	Epoch 858 | loss: 0.000345527 | val_loss: 0.000350619 | Time: 1615.63 ms
[2020-12-16 00:04:53	                main:581]	:	INFO	:	Epoch 859 | loss: 0.000337514 | val_loss: 0.000346741 | Time: 1624.12 ms
[2020-12-16 00:04:54	                main:581]	:	INFO	:	Epoch 860 | loss: 0.000343687 | val_loss: 0.000398933 | Time: 1617.11 ms
[2020-12-16 00:04:56	                main:581]	:	INFO	:	Epoch 861 | loss: 0.000391372 | val_loss: 0.000404995 | Time: 1617.52 ms
[2020-12-16 00:04:58	                main:581]	:	INFO	:	Epoch 862 | loss: 0.0003531 | val_loss: 0.000352188 | Time: 1614.21 ms
[2020-12-16 00:04:59	                main:581]	:	INFO	:	Epoch 863 | loss: 0.000337571 | val_loss: 0.000345016 | Time: 1599.97 ms
[2020-12-16 00:05:01	                main:581]	:	INFO	:	Epoch 864 | loss: 0.000335504 | val_loss: 0.000344572 | Time: 1603.54 ms
[2020-12-16 00:05:02	                main:581]	:	INFO	:	Epoch 865 | loss: 0.000338723 | val_loss: 0.000381624 | Time: 1604.57 ms
[2020-12-16 00:05:04	                main:581]	:	INFO	:	Epoch 866 | loss: 0.000420388 | val_loss: 0.00037483 | Time: 1606.21 ms
[2020-12-16 00:05:06	                main:581]	:	INFO	:	Epoch 867 | loss: 0.000360596 | val_loss: 0.000353676 | Time: 1601.59 ms
[2020-12-16 00:05:07	                main:581]	:	INFO	:	Epoch 868 | loss: 0.00034049 | val_loss: 0.000346675 | Time: 1607.99 ms
[2020-12-16 00:05:09	                main:581]	:	INFO	:	Epoch 869 | loss: 0.000358342 | val_loss: 0.000375437 | Time: 1616.26 ms
[2020-12-16 00:05:11	                main:581]	:	INFO	:	Epoch 870 | loss: 0.000346178 | val_loss: 0.000348744 | Time: 1633.73 ms
[2020-12-16 00:05:12	                main:581]	:	INFO	:	Epoch 871 | loss: 0.000336698 | val_loss: 0.000345832 | Time: 1638.76 ms
[2020-12-16 00:05:14	                main:581]	:	INFO	:	Epoch 872 | loss: 0.000337961 | val_loss: 0.000360583 | Time: 1628.51 ms
[2020-12-16 00:05:15	                main:581]	:	INFO	:	Epoch 873 | loss: 0.000383858 | val_loss: 0.000383131 | Time: 1629.38 ms
[2020-12-16 00:05:17	                main:581]	:	INFO	:	Epoch 874 | loss: 0.000350404 | val_loss: 0.000354729 | Time: 1639.26 ms
[2020-12-16 00:05:19	                main:581]	:	INFO	:	Epoch 875 | loss: 0.0003405 | val_loss: 0.000352153 | Time: 1632.01 ms
[2020-12-16 00:05:20	                main:581]	:	INFO	:	Epoch 876 | loss: 0.000344505 | val_loss: 0.000372118 | Time: 1626.93 ms
[2020-12-16 00:05:22	                main:581]	:	INFO	:	Epoch 877 | loss: 0.000377319 | val_loss: 0.000410817 | Time: 1634.95 ms
[2020-12-16 00:05:24	                main:581]	:	INFO	:	Epoch 878 | loss: 0.00037239 | val_loss: 0.000359125 | Time: 1611.77 ms
[2020-12-16 00:05:25	                main:581]	:	INFO	:	Epoch 879 | loss: 0.000338633 | val_loss: 0.000346792 | Time: 1623.23 ms
[2020-12-16 00:05:27	                main:581]	:	INFO	:	Epoch 880 | loss: 0.00033496 | val_loss: 0.000346465 | Time: 1635.53 ms
[2020-12-16 00:05:28	                main:581]	:	INFO	:	Epoch 881 | loss: 0.000356182 | val_loss: 0.000482595 | Time: 1626.2 ms
[2020-12-16 00:05:30	                main:581]	:	INFO	:	Epoch 882 | loss: 0.000407507 | val_loss: 0.000377017 | Time: 1625.44 ms
[2020-12-16 00:05:32	                main:581]	:	INFO	:	Epoch 883 | loss: 0.000367136 | val_loss: 0.000356164 | Time: 1616.12 ms
[2020-12-16 00:05:33	                main:581]	:	INFO	:	Epoch 884 | loss: 0.000342513 | val_loss: 0.000353252 | Time: 1619.18 ms
[2020-12-16 00:05:35	                main:581]	:	INFO	:	Epoch 885 | loss: 0.000344414 | val_loss: 0.000346107 | Time: 1614.69 ms
[2020-12-16 00:05:37	                main:581]	:	INFO	:	Epoch 886 | loss: 0.00033522 | val_loss: 0.000345462 | Time: 1609.52 ms
[2020-12-16 00:05:38	                main:581]	:	INFO	:	Epoch 887 | loss: 0.000365355 | val_loss: 0.00039538 | Time: 1615.95 ms
[2020-12-16 00:05:40	                main:581]	:	INFO	:	Epoch 888 | loss: 0.00036027 | val_loss: 0.000359127 | Time: 1607.61 ms
[2020-12-16 00:05:41	                main:581]	:	INFO	:	Epoch 889 | loss: 0.000371972 | val_loss: 0.000376602 | Time: 1608.74 ms
[2020-12-16 00:05:43	                main:581]	:	INFO	:	Epoch 890 | loss: 0.000345963 | val_loss: 0.000350995 | Time: 1607.68 ms
[2020-12-16 00:05:45	                main:581]	:	INFO	:	Epoch 891 | loss: 0.000335313 | val_loss: 0.000344529 | Time: 1612.95 ms
[2020-12-16 00:05:46	                main:581]	:	INFO	:	Epoch 892 | loss: 0.000334194 | val_loss: 0.000346566 | Time: 1609.89 ms
[2020-12-16 00:05:48	                main:581]	:	INFO	:	Epoch 893 | loss: 0.000369044 | val_loss: 0.000361912 | Time: 1617.53 ms
[2020-12-16 00:05:49	                main:581]	:	INFO	:	Epoch 894 | loss: 0.000363485 | val_loss: 0.000379281 | Time: 1622.34 ms
[2020-12-16 00:05:51	                main:581]	:	INFO	:	Epoch 895 | loss: 0.000350662 | val_loss: 0.000347624 | Time: 1618.41 ms
[2020-12-16 00:05:53	                main:581]	:	INFO	:	Epoch 896 | loss: 0.000337467 | val_loss: 0.000349201 | Time: 1618.65 ms
[2020-12-16 00:05:54	                main:581]	:	INFO	:	Epoch 897 | loss: 0.000341349 | val_loss: 0.000364213 | Time: 1611.95 ms
[2020-12-16 00:05:56	                main:581]	:	INFO	:	Epoch 898 | loss: 0.000352043 | val_loss: 0.000379354 | Time: 1614.29 ms
[2020-12-16 00:05:58	                main:581]	:	INFO	:	Epoch 899 | loss: 0.000389834 | val_loss: 0.000361507 | Time: 1612.99 ms
[2020-12-16 00:05:59	                main:581]	:	INFO	:	Epoch 900 | loss: 0.000372779 | val_loss: 0.000367526 | Time: 1614.3 ms
[2020-12-16 00:06:01	                main:581]	:	INFO	:	Epoch 901 | loss: 0.000345523 | val_loss: 0.000347519 | Time: 1614.27 ms
[2020-12-16 00:06:02	                main:581]	:	INFO	:	Epoch 902 | loss: 0.00033591 | val_loss: 0.00034508 | Time: 1614.69 ms
[2020-12-16 00:06:04	                main:581]	:	INFO	:	Epoch 903 | loss: 0.000334426 | val_loss: 0.000354534 | Time: 1609.54 ms
[2020-12-16 00:06:06	                main:581]	:	INFO	:	Epoch 904 | loss: 0.000363505 | val_loss: 0.00035398 | Time: 1608.41 ms
[2020-12-16 00:06:07	                main:581]	:	INFO	:	Epoch 905 | loss: 0.000339849 | val_loss: 0.00034728 | Time: 1623.65 ms
[2020-12-16 00:06:09	                main:581]	:	INFO	:	Epoch 906 | loss: 0.000351144 | val_loss: 0.000372229 | Time: 1615.84 ms
[2020-12-16 00:06:10	                main:581]	:	INFO	:	Epoch 907 | loss: 0.000354856 | val_loss: 0.000388249 | Time: 1615.92 ms
[2020-12-16 00:06:12	                main:581]	:	INFO	:	Epoch 908 | loss: 0.000362425 | val_loss: 0.000377675 | Time: 1610.64 ms
[2020-12-16 00:06:14	                main:581]	:	INFO	:	Epoch 909 | loss: 0.000350666 | val_loss: 0.000352863 | Time: 1603.71 ms
[2020-12-16 00:06:15	                main:581]	:	INFO	:	Epoch 910 | loss: 0.000339847 | val_loss: 0.000349694 | Time: 1611.53 ms
[2020-12-16 00:06:17	                main:581]	:	INFO	:	Epoch 911 | loss: 0.000394593 | val_loss: 0.000557422 | Time: 1613.29 ms
[2020-12-16 00:06:19	                main:581]	:	INFO	:	Epoch 912 | loss: 0.000400915 | val_loss: 0.000400601 | Time: 1615.74 ms
[2020-12-16 00:06:20	                main:581]	:	INFO	:	Epoch 913 | loss: 0.000364064 | val_loss: 0.000353397 | Time: 1601.3 ms
[2020-12-16 00:06:22	                main:581]	:	INFO	:	Epoch 914 | loss: 0.000347334 | val_loss: 0.000372875 | Time: 1607.26 ms
[2020-12-16 00:06:23	                main:581]	:	INFO	:	Epoch 915 | loss: 0.000342909 | val_loss: 0.000344141 | Time: 1615.72 ms
[2020-12-16 00:06:25	                main:581]	:	INFO	:	Epoch 916 | loss: 0.000333279 | val_loss: 0.000341702 | Time: 1618.55 ms
[2020-12-16 00:06:27	                main:581]	:	INFO	:	Epoch 917 | loss: 0.000357201 | val_loss: 0.00039457 | Time: 1602.88 ms
[2020-12-16 00:06:28	                main:581]	:	INFO	:	Epoch 918 | loss: 0.000354523 | val_loss: 0.000350658 | Time: 1612.9 ms
[2020-12-16 00:06:30	                main:581]	:	INFO	:	Epoch 919 | loss: 0.00033647 | val_loss: 0.000343964 | Time: 1610.14 ms
[2020-12-16 00:06:31	                main:581]	:	INFO	:	Epoch 920 | loss: 0.000333526 | val_loss: 0.000353869 | Time: 1602.51 ms
[2020-12-16 00:06:33	                main:581]	:	INFO	:	Epoch 921 | loss: 0.000358385 | val_loss: 0.000353877 | Time: 1603.2 ms
[2020-12-16 00:06:35	                main:581]	:	INFO	:	Epoch 922 | loss: 0.000339737 | val_loss: 0.000348197 | Time: 1599.87 ms
[2020-12-16 00:06:36	                main:581]	:	INFO	:	Epoch 923 | loss: 0.00034923 | val_loss: 0.000388837 | Time: 1604.14 ms
[2020-12-16 00:06:38	                main:581]	:	INFO	:	Epoch 924 | loss: 0.000399258 | val_loss: 0.000378131 | Time: 1608 ms
[2020-12-16 00:06:39	                main:581]	:	INFO	:	Epoch 925 | loss: 0.000353988 | val_loss: 0.000352319 | Time: 1602.34 ms
[2020-12-16 00:06:41	                main:581]	:	INFO	:	Epoch 926 | loss: 0.000335868 | val_loss: 0.000342752 | Time: 1620.24 ms
[2020-12-16 00:06:43	                main:581]	:	INFO	:	Epoch 927 | loss: 0.00033522 | val_loss: 0.000362239 | Time: 1601.57 ms
[2020-12-16 00:06:44	                main:581]	:	INFO	:	Epoch 928 | loss: 0.00035095 | val_loss: 0.000366733 | Time: 1610.07 ms
[2020-12-16 00:06:46	                main:581]	:	INFO	:	Epoch 929 | loss: 0.000349492 | val_loss: 0.000350276 | Time: 1618.5 ms
[2020-12-16 00:06:47	                main:581]	:	INFO	:	Epoch 930 | loss: 0.000335029 | val_loss: 0.000347123 | Time: 1616.73 ms
[2020-12-16 00:06:49	                main:581]	:	INFO	:	Epoch 931 | loss: 0.000403523 | val_loss: 0.000452243 | Time: 1612.55 ms
[2020-12-16 00:06:51	                main:581]	:	INFO	:	Epoch 932 | loss: 0.000389466 | val_loss: 0.00036732 | Time: 1613.94 ms
[2020-12-16 00:06:52	                main:581]	:	INFO	:	Epoch 933 | loss: 0.000353864 | val_loss: 0.000349859 | Time: 1622.43 ms
[2020-12-16 00:06:54	                main:581]	:	INFO	:	Epoch 934 | loss: 0.000336335 | val_loss: 0.000343156 | Time: 1620.86 ms
[2020-12-16 00:06:56	                main:581]	:	INFO	:	Epoch 935 | loss: 0.000331659 | val_loss: 0.000342048 | Time: 1603.91 ms
[2020-12-16 00:06:57	                main:581]	:	INFO	:	Epoch 936 | loss: 0.000330582 | val_loss: 0.000340774 | Time: 1610.76 ms
[2020-12-16 00:06:59	                main:581]	:	INFO	:	Epoch 937 | loss: 0.000386326 | val_loss: 0.00037564 | Time: 1605.54 ms
[2020-12-16 00:07:00	                main:581]	:	INFO	:	Epoch 938 | loss: 0.000368768 | val_loss: 0.000358325 | Time: 1615.93 ms
[2020-12-16 00:07:02	                main:581]	:	INFO	:	Epoch 939 | loss: 0.000342754 | val_loss: 0.000353372 | Time: 1597.53 ms
[2020-12-16 00:07:04	                main:581]	:	INFO	:	Epoch 940 | loss: 0.000367613 | val_loss: 0.000375327 | Time: 1615.26 ms
[2020-12-16 00:07:05	                main:581]	:	INFO	:	Epoch 941 | loss: 0.000342039 | val_loss: 0.000346482 | Time: 1606.34 ms
[2020-12-16 00:07:07	                main:581]	:	INFO	:	Epoch 942 | loss: 0.000331798 | val_loss: 0.000340868 | Time: 1599.64 ms
[2020-12-16 00:07:08	                main:581]	:	INFO	:	Epoch 943 | loss: 0.000333326 | val_loss: 0.000353209 | Time: 1612.3 ms
[2020-12-16 00:07:10	                main:581]	:	INFO	:	Epoch 944 | loss: 0.000366061 | val_loss: 0.000372746 | Time: 1598.06 ms
[2020-12-16 00:07:12	                main:581]	:	INFO	:	Epoch 945 | loss: 0.000341748 | val_loss: 0.000351391 | Time: 1610.29 ms
[2020-12-16 00:07:13	                main:581]	:	INFO	:	Epoch 946 | loss: 0.000375544 | val_loss: 0.000383637 | Time: 1605.81 ms
[2020-12-16 00:07:15	                main:581]	:	INFO	:	Epoch 947 | loss: 0.000345871 | val_loss: 0.000350748 | Time: 1617.9 ms
[2020-12-16 00:07:16	                main:581]	:	INFO	:	Epoch 948 | loss: 0.000337277 | val_loss: 0.000342976 | Time: 1611.2 ms
[2020-12-16 00:07:18	                main:581]	:	INFO	:	Epoch 949 | loss: 0.000373665 | val_loss: 0.000390383 | Time: 1604.59 ms
[2020-12-16 00:07:20	                main:581]	:	INFO	:	Epoch 950 | loss: 0.000351942 | val_loss: 0.000348155 | Time: 1598.79 ms
[2020-12-16 00:07:21	                main:581]	:	INFO	:	Epoch 951 | loss: 0.000335973 | val_loss: 0.00034651 | Time: 1606.37 ms
[2020-12-16 00:07:23	                main:581]	:	INFO	:	Epoch 952 | loss: 0.000336197 | val_loss: 0.000358181 | Time: 1619.02 ms
[2020-12-16 00:07:25	                main:581]	:	INFO	:	Epoch 953 | loss: 0.000374604 | val_loss: 0.000366045 | Time: 1621.9 ms
[2020-12-16 00:07:26	                main:581]	:	INFO	:	Epoch 954 | loss: 0.000352248 | val_loss: 0.000370857 | Time: 1596.56 ms
[2020-12-16 00:07:28	                main:581]	:	INFO	:	Epoch 955 | loss: 0.000342019 | val_loss: 0.00034496 | Time: 1623 ms
[2020-12-16 00:07:29	                main:581]	:	INFO	:	Epoch 956 | loss: 0.000333794 | val_loss: 0.000350835 | Time: 1609.11 ms
[2020-12-16 00:07:31	                main:581]	:	INFO	:	Epoch 957 | loss: 0.000367949 | val_loss: 0.000371148 | Time: 1604.08 ms
[2020-12-16 00:07:33	                main:581]	:	INFO	:	Epoch 958 | loss: 0.000340789 | val_loss: 0.000343208 | Time: 1611.65 ms
[2020-12-16 00:07:34	                main:581]	:	INFO	:	Epoch 959 | loss: 0.000334177 | val_loss: 0.00036161 | Time: 1604.59 ms
[2020-12-16 00:07:36	                main:581]	:	INFO	:	Epoch 960 | loss: 0.000389126 | val_loss: 0.000364328 | Time: 1603.67 ms
[2020-12-16 00:07:37	                main:581]	:	INFO	:	Epoch 961 | loss: 0.000358671 | val_loss: 0.000365335 | Time: 1611.58 ms
[2020-12-16 00:07:39	                main:581]	:	INFO	:	Epoch 962 | loss: 0.000343339 | val_loss: 0.00034617 | Time: 1610.18 ms
[2020-12-16 00:07:41	                main:581]	:	INFO	:	Epoch 963 | loss: 0.000332903 | val_loss: 0.000343346 | Time: 1601.92 ms
[2020-12-16 00:07:42	                main:581]	:	INFO	:	Epoch 964 | loss: 0.000351987 | val_loss: 0.000360502 | Time: 1605.03 ms
[2020-12-16 00:07:44	                main:581]	:	INFO	:	Epoch 965 | loss: 0.000338197 | val_loss: 0.000343136 | Time: 1611.78 ms
[2020-12-16 00:07:45	                main:581]	:	INFO	:	Epoch 966 | loss: 0.000333907 | val_loss: 0.000358074 | Time: 1606.89 ms
[2020-12-16 00:07:47	                main:581]	:	INFO	:	Epoch 967 | loss: 0.000398625 | val_loss: 0.000356874 | Time: 1611.58 ms
[2020-12-16 00:07:49	                main:581]	:	INFO	:	Epoch 968 | loss: 0.000361293 | val_loss: 0.000396405 | Time: 1602.79 ms
[2020-12-16 00:07:50	                main:581]	:	INFO	:	Epoch 969 | loss: 0.000364388 | val_loss: 0.000350349 | Time: 1604.32 ms
[2020-12-16 00:07:52	                main:581]	:	INFO	:	Epoch 970 | loss: 0.000336744 | val_loss: 0.000343022 | Time: 1604.09 ms
[2020-12-16 00:07:53	                main:581]	:	INFO	:	Epoch 971 | loss: 0.000330863 | val_loss: 0.000342863 | Time: 1618.61 ms
[2020-12-16 00:07:55	                main:581]	:	INFO	:	Epoch 972 | loss: 0.000370877 | val_loss: 0.000361253 | Time: 1608.83 ms
[2020-12-16 00:07:57	                main:581]	:	INFO	:	Epoch 973 | loss: 0.000354199 | val_loss: 0.000357048 | Time: 1600.79 ms
[2020-12-16 00:07:58	                main:581]	:	INFO	:	Epoch 974 | loss: 0.000342004 | val_loss: 0.000348939 | Time: 1605.47 ms
[2020-12-16 00:08:00	                main:581]	:	INFO	:	Epoch 975 | loss: 0.00033219 | val_loss: 0.000339321 | Time: 1602.3 ms
[2020-12-16 00:08:01	                main:581]	:	INFO	:	Epoch 976 | loss: 0.000369285 | val_loss: 0.000397283 | Time: 1602.28 ms
[2020-12-16 00:08:03	                main:581]	:	INFO	:	Epoch 977 | loss: 0.000364944 | val_loss: 0.000390424 | Time: 1608.1 ms
[2020-12-16 00:08:05	                main:581]	:	INFO	:	Epoch 978 | loss: 0.000350964 | val_loss: 0.000348792 | Time: 1603.65 ms
[2020-12-16 00:08:06	                main:581]	:	INFO	:	Epoch 979 | loss: 0.000334456 | val_loss: 0.000341322 | Time: 1599.82 ms
[2020-12-16 00:08:08	                main:581]	:	INFO	:	Epoch 980 | loss: 0.000362029 | val_loss: 0.000368166 | Time: 1613.56 ms
[2020-12-16 00:08:10	                main:581]	:	INFO	:	Epoch 981 | loss: 0.000345615 | val_loss: 0.000348997 | Time: 1606.31 ms
[2020-12-16 00:08:11	                main:581]	:	INFO	:	Epoch 982 | loss: 0.000370614 | val_loss: 0.000369619 | Time: 1605.19 ms
[2020-12-16 00:08:13	                main:581]	:	INFO	:	Epoch 983 | loss: 0.000346596 | val_loss: 0.000350068 | Time: 1620.53 ms
[2020-12-16 00:08:14	                main:581]	:	INFO	:	Epoch 984 | loss: 0.000333881 | val_loss: 0.000342376 | Time: 1628.12 ms
[2020-12-16 00:08:16	                main:581]	:	INFO	:	Epoch 985 | loss: 0.000331253 | val_loss: 0.000350372 | Time: 1617.86 ms
[2020-12-16 00:08:18	                main:581]	:	INFO	:	Epoch 986 | loss: 0.000368279 | val_loss: 0.000390421 | Time: 1621.99 ms
[2020-12-16 00:08:19	                main:581]	:	INFO	:	Epoch 987 | loss: 0.000349541 | val_loss: 0.000350778 | Time: 1620.56 ms
[2020-12-16 00:08:21	                main:581]	:	INFO	:	Epoch 988 | loss: 0.000335352 | val_loss: 0.000342342 | Time: 1626.35 ms
[2020-12-16 00:08:22	                main:581]	:	INFO	:	Epoch 989 | loss: 0.000344 | val_loss: 0.000456647 | Time: 1618.72 ms
[2020-12-16 00:08:24	                main:581]	:	INFO	:	Epoch 990 | loss: 0.000390026 | val_loss: 0.000357182 | Time: 1618.8 ms
[2020-12-16 00:08:26	                main:581]	:	INFO	:	Epoch 991 | loss: 0.00034259 | val_loss: 0.000345161 | Time: 1619.05 ms
[2020-12-16 00:08:27	                main:581]	:	INFO	:	Epoch 992 | loss: 0.000333532 | val_loss: 0.00034201 | Time: 1610.66 ms
[2020-12-16 00:08:29	                main:581]	:	INFO	:	Epoch 993 | loss: 0.000343078 | val_loss: 0.000408613 | Time: 1632.92 ms
[2020-12-16 00:08:31	                main:581]	:	INFO	:	Epoch 994 | loss: 0.00036251 | val_loss: 0.000350329 | Time: 1705.48 ms
[2020-12-16 00:08:32	                main:581]	:	INFO	:	Epoch 995 | loss: 0.000333824 | val_loss: 0.000343368 | Time: 1688.76 ms
[2020-12-16 00:08:34	                main:581]	:	INFO	:	Epoch 996 | loss: 0.00033216 | val_loss: 0.000356195 | Time: 1672.39 ms
[2020-12-16 00:08:36	                main:581]	:	INFO	:	Epoch 997 | loss: 0.000364916 | val_loss: 0.000377653 | Time: 1664.16 ms
[2020-12-16 00:08:37	                main:581]	:	INFO	:	Epoch 998 | loss: 0.000347854 | val_loss: 0.000347799 | Time: 1654.06 ms
[2020-12-16 00:08:39	                main:581]	:	INFO	:	Epoch 999 | loss: 0.000331422 | val_loss: 0.00033921 | Time: 1620.05 ms
[2020-12-16 00:08:41	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.000330937 | val_loss: 0.000358619 | Time: 1637.18 ms
[2020-12-16 00:08:42	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.000378866 | val_loss: 0.000426933 | Time: 1625.73 ms
[2020-12-16 00:08:44	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.000379061 | val_loss: 0.000359336 | Time: 1632.24 ms
[2020-12-16 00:08:46	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.000341328 | val_loss: 0.00035021 | Time: 1657.19 ms
[2020-12-16 00:08:47	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.000335743 | val_loss: 0.000344206 | Time: 1702.61 ms
[2020-12-16 00:08:49	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.000359508 | val_loss: 0.000368724 | Time: 1685.32 ms
[2020-12-16 00:08:51	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.000346369 | val_loss: 0.000348861 | Time: 1712.98 ms
[2020-12-16 00:08:52	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.000332586 | val_loss: 0.000339178 | Time: 1641.17 ms
[2020-12-16 00:08:54	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.000370398 | val_loss: 0.000605123 | Time: 1640.71 ms
[2020-12-16 00:08:56	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.000465848 | val_loss: 0.000520673 | Time: 1635.5 ms
[2020-12-16 00:08:57	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.000407948 | val_loss: 0.000370651 | Time: 1643.05 ms
[2020-12-16 00:08:59	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.000344437 | val_loss: 0.000344605 | Time: 1661.04 ms
[2020-12-16 00:09:00	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.000332117 | val_loss: 0.000340069 | Time: 1639.27 ms
[2020-12-16 00:09:02	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.000329751 | val_loss: 0.000343103 | Time: 1642.62 ms
[2020-12-16 00:09:04	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.000335035 | val_loss: 0.000348956 | Time: 1625.72 ms
[2020-12-16 00:09:05	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.000336014 | val_loss: 0.000339656 | Time: 1699.94 ms
[2020-12-16 00:09:07	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.000332904 | val_loss: 0.000364785 | Time: 1718.3 ms
[2020-12-16 00:09:09	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.00035581 | val_loss: 0.000346662 | Time: 1701.48 ms
[2020-12-16 00:09:11	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.000340698 | val_loss: 0.000358861 | Time: 1715.82 ms
[2020-12-16 00:09:12	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.000345036 | val_loss: 0.000343157 | Time: 1703.23 ms
[2020-12-16 00:09:14	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.000331727 | val_loss: 0.000340064 | Time: 1675.84 ms
[2020-12-16 00:09:16	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.000351428 | val_loss: 0.000474539 | Time: 1700.39 ms
[2020-12-16 00:09:17	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.000370926 | val_loss: 0.000352979 | Time: 1650.59 ms
[2020-12-16 00:09:19	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.000350553 | val_loss: 0.00041406 | Time: 1620.35 ms
[2020-12-16 00:09:21	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.000351006 | val_loss: 0.000343753 | Time: 1609.84 ms
[2020-12-16 00:09:21	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.000343753
[2020-12-16 00:09:21	                main:610]	:	INFO	:	Saving end state to config to file
[2020-12-16 00:09:21	                main:615]	:	INFO	:	Success, exiting..
00:09:21 (2827342): 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)