Task 3199640

Name EightBitModified-1605455644-2424-4_0
Workunit 1488536
Created 8 Dec 2020, 7:14:57 UTC
Sent 8 Dec 2020, 23:07:26 UTC
Report deadline 15 Dec 2020, 23:07:26 UTC
Received 9 Dec 2020, 14:37:04 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 4285
Run time 27 min 51 sec
CPU time 27 min 48 sec
Validate state Valid
Credit 2,080.00
Device peak FLOPS 4,234.01 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>
ain:581]	:	INFO	:	Epoch 526 | loss: 0.000206437 | val_loss: 0.000230181 | Time: 1625.81 ms
[2020-12-09 08:22:31	                main:581]	:	INFO	:	Epoch 527 | loss: 0.000220983 | val_loss: 0.000220673 | Time: 1631.62 ms
[2020-12-09 08:22:33	                main:581]	:	INFO	:	Epoch 528 | loss: 0.000205295 | val_loss: 0.000211772 | Time: 1626.89 ms
[2020-12-09 08:22:34	                main:581]	:	INFO	:	Epoch 529 | loss: 0.000203442 | val_loss: 0.00021115 | Time: 1632.69 ms
[2020-12-09 08:22:36	                main:581]	:	INFO	:	Epoch 530 | loss: 0.000202742 | val_loss: 0.000212333 | Time: 1623.39 ms
[2020-12-09 08:22:38	                main:581]	:	INFO	:	Epoch 531 | loss: 0.000203165 | val_loss: 0.00021132 | Time: 1630.23 ms
[2020-12-09 08:22:39	                main:581]	:	INFO	:	Epoch 532 | loss: 0.000206872 | val_loss: 0.00022912 | Time: 1624.61 ms
[2020-12-09 08:22:41	                main:581]	:	INFO	:	Epoch 533 | loss: 0.000209909 | val_loss: 0.000213868 | Time: 1620.41 ms
[2020-12-09 08:22:42	                main:581]	:	INFO	:	Epoch 534 | loss: 0.000203066 | val_loss: 0.00021246 | Time: 1626.88 ms
[2020-12-09 08:22:44	                main:581]	:	INFO	:	Epoch 535 | loss: 0.000202701 | val_loss: 0.000210547 | Time: 1621.76 ms
[2020-12-09 08:22:46	                main:581]	:	INFO	:	Epoch 536 | loss: 0.000201871 | val_loss: 0.000210703 | Time: 1625.94 ms
[2020-12-09 08:22:47	                main:581]	:	INFO	:	Epoch 537 | loss: 0.000204532 | val_loss: 0.000224977 | Time: 1625.09 ms
[2020-12-09 08:22:49	                main:581]	:	INFO	:	Epoch 538 | loss: 0.000232553 | val_loss: 0.000228582 | Time: 1626.71 ms
[2020-12-09 08:22:51	                main:581]	:	INFO	:	Epoch 539 | loss: 0.000211264 | val_loss: 0.000211315 | Time: 1622.9 ms
[2020-12-09 08:22:52	                main:581]	:	INFO	:	Epoch 540 | loss: 0.00020324 | val_loss: 0.000211322 | Time: 1626.88 ms
[2020-12-09 08:22:54	                main:581]	:	INFO	:	Epoch 541 | loss: 0.000202453 | val_loss: 0.000210442 | Time: 1622.4 ms
[2020-12-09 08:22:55	                main:581]	:	INFO	:	Epoch 542 | loss: 0.00020202 | val_loss: 0.000210449 | Time: 1626.85 ms
[2020-12-09 08:22:57	                main:581]	:	INFO	:	Epoch 543 | loss: 0.000202335 | val_loss: 0.000211965 | Time: 1636.99 ms
[2020-12-09 08:22:59	                main:581]	:	INFO	:	Epoch 544 | loss: 0.000202523 | val_loss: 0.000210646 | Time: 1625.43 ms
[2020-12-09 08:23:00	                main:581]	:	INFO	:	Epoch 545 | loss: 0.00020216 | val_loss: 0.000210848 | Time: 1635.6 ms
[2020-12-09 08:23:02	                main:581]	:	INFO	:	Epoch 546 | loss: 0.000203016 | val_loss: 0.000213449 | Time: 1621.3 ms
[2020-12-09 08:23:04	                main:581]	:	INFO	:	Epoch 547 | loss: 0.000210317 | val_loss: 0.000214129 | Time: 1620.96 ms
[2020-12-09 08:23:05	                main:581]	:	INFO	:	Epoch 548 | loss: 0.00020545 | val_loss: 0.000211085 | Time: 1620.71 ms
[2020-12-09 08:23:07	                main:581]	:	INFO	:	Epoch 549 | loss: 0.000203678 | val_loss: 0.000215786 | Time: 1623.52 ms
[2020-12-09 08:23:08	                main:581]	:	INFO	:	Epoch 550 | loss: 0.000207848 | val_loss: 0.000211507 | Time: 1623.88 ms
[2020-12-09 08:23:10	                main:581]	:	INFO	:	Epoch 551 | loss: 0.000205162 | val_loss: 0.000218474 | Time: 1623.73 ms
[2020-12-09 08:23:12	                main:581]	:	INFO	:	Epoch 552 | loss: 0.000207491 | val_loss: 0.000211372 | Time: 1630.63 ms
[2020-12-09 08:23:13	                main:581]	:	INFO	:	Epoch 553 | loss: 0.000205493 | val_loss: 0.000214179 | Time: 1626.53 ms
[2020-12-09 08:23:15	                main:581]	:	INFO	:	Epoch 554 | loss: 0.000205315 | val_loss: 0.000217275 | Time: 1627.41 ms
[2020-12-09 08:23:17	                main:581]	:	INFO	:	Epoch 555 | loss: 0.000217715 | val_loss: 0.000214492 | Time: 1630.85 ms
[2020-12-09 08:23:18	                main:581]	:	INFO	:	Epoch 556 | loss: 0.00020693 | val_loss: 0.000212514 | Time: 1627.28 ms
[2020-12-09 08:23:20	                main:581]	:	INFO	:	Epoch 557 | loss: 0.000202931 | val_loss: 0.000211191 | Time: 1619.77 ms
[2020-12-09 08:23:21	                main:581]	:	INFO	:	Epoch 558 | loss: 0.000202542 | val_loss: 0.000211124 | Time: 1624.96 ms
[2020-12-09 08:23:23	                main:581]	:	INFO	:	Epoch 559 | loss: 0.000202419 | val_loss: 0.00021215 | Time: 1621.31 ms
[2020-12-09 08:23:25	                main:581]	:	INFO	:	Epoch 560 | loss: 0.000203829 | val_loss: 0.000212828 | Time: 1624.67 ms
[2020-12-09 08:23:26	                main:581]	:	INFO	:	Epoch 561 | loss: 0.000204289 | val_loss: 0.000215752 | Time: 1624.63 ms
[2020-12-09 08:23:28	                main:581]	:	INFO	:	Epoch 562 | loss: 0.000221792 | val_loss: 0.000217591 | Time: 1627.01 ms
[2020-12-09 08:23:30	                main:581]	:	INFO	:	Epoch 563 | loss: 0.000205791 | val_loss: 0.000214471 | Time: 1621.98 ms
[2020-12-09 08:23:31	                main:581]	:	INFO	:	Epoch 564 | loss: 0.000203383 | val_loss: 0.000211449 | Time: 1622.27 ms
[2020-12-09 08:23:33	                main:581]	:	INFO	:	Epoch 565 | loss: 0.000203077 | val_loss: 0.000213199 | Time: 1627.46 ms
[2020-12-09 08:23:34	                main:581]	:	INFO	:	Epoch 566 | loss: 0.000204857 | val_loss: 0.000216693 | Time: 1627.03 ms
[2020-12-09 08:23:36	                main:581]	:	INFO	:	Epoch 567 | loss: 0.000204979 | val_loss: 0.00021469 | Time: 1618.08 ms
[2020-12-09 08:23:38	                main:581]	:	INFO	:	Epoch 568 | loss: 0.000211327 | val_loss: 0.000246008 | Time: 1624.95 ms
[2020-12-09 08:23:39	                main:581]	:	INFO	:	Epoch 569 | loss: 0.000218014 | val_loss: 0.000216728 | Time: 1624.95 ms
[2020-12-09 08:23:41	                main:581]	:	INFO	:	Epoch 570 | loss: 0.000205565 | val_loss: 0.000212486 | Time: 1622.09 ms
[2020-12-09 08:23:43	                main:581]	:	INFO	:	Epoch 571 | loss: 0.000203208 | val_loss: 0.00021204 | Time: 1623.22 ms
[2020-12-09 08:23:44	                main:581]	:	INFO	:	Epoch 572 | loss: 0.00020255 | val_loss: 0.000211399 | Time: 1616.47 ms
[2020-12-09 08:23:46	                main:581]	:	INFO	:	Epoch 573 | loss: 0.000203089 | val_loss: 0.000212575 | Time: 1635.52 ms
[2020-12-09 08:23:47	                main:581]	:	INFO	:	Epoch 574 | loss: 0.000209329 | val_loss: 0.000237422 | Time: 1642.6 ms
[2020-12-09 08:23:49	                main:581]	:	INFO	:	Epoch 575 | loss: 0.000213928 | val_loss: 0.000213093 | Time: 1633.72 ms
[2020-12-09 08:23:51	                main:581]	:	INFO	:	Epoch 576 | loss: 0.00020355 | val_loss: 0.00021145 | Time: 1642.68 ms
[2020-12-09 08:23:52	                main:581]	:	INFO	:	Epoch 577 | loss: 0.000202454 | val_loss: 0.000211247 | Time: 1634.25 ms
[2020-12-09 08:23:54	                main:581]	:	INFO	:	Epoch 578 | loss: 0.000205151 | val_loss: 0.000216524 | Time: 1625.84 ms
[2020-12-09 08:23:56	                main:581]	:	INFO	:	Epoch 579 | loss: 0.000216693 | val_loss: 0.000218598 | Time: 1633.89 ms
[2020-12-09 08:23:57	                main:581]	:	INFO	:	Epoch 580 | loss: 0.000205966 | val_loss: 0.000213807 | Time: 1625.49 ms
[2020-12-09 08:23:59	                main:581]	:	INFO	:	Epoch 581 | loss: 0.000204272 | val_loss: 0.000213147 | Time: 1630.21 ms
[2020-12-09 08:24:01	                main:581]	:	INFO	:	Epoch 582 | loss: 0.000203001 | val_loss: 0.000212362 | Time: 1647.48 ms
[2020-12-09 08:24:02	                main:581]	:	INFO	:	Epoch 583 | loss: 0.000204057 | val_loss: 0.000214929 | Time: 1641.69 ms
[2020-12-09 08:24:04	                main:581]	:	INFO	:	Epoch 584 | loss: 0.000212198 | val_loss: 0.000218186 | Time: 1646.07 ms
[2020-12-09 08:24:05	                main:581]	:	INFO	:	Epoch 585 | loss: 0.00020709 | val_loss: 0.000216643 | Time: 1632.86 ms
[2020-12-09 08:24:07	                main:581]	:	INFO	:	Epoch 586 | loss: 0.000204867 | val_loss: 0.00021259 | Time: 1630.72 ms
[2020-12-09 08:24:09	                main:581]	:	INFO	:	Epoch 587 | loss: 0.000205385 | val_loss: 0.000212912 | Time: 1632.88 ms
[2020-12-09 08:24:10	                main:581]	:	INFO	:	Epoch 588 | loss: 0.000205491 | val_loss: 0.000218423 | Time: 1632.44 ms
[2020-12-09 08:24:12	                main:581]	:	INFO	:	Epoch 589 | loss: 0.000211158 | val_loss: 0.000215399 | Time: 1626.83 ms
[2020-12-09 08:24:14	                main:581]	:	INFO	:	Epoch 590 | loss: 0.00020874 | val_loss: 0.000214593 | Time: 1633.56 ms
[2020-12-09 08:24:15	                main:581]	:	INFO	:	Epoch 591 | loss: 0.000205245 | val_loss: 0.000211922 | Time: 1635.16 ms
[2020-12-09 08:24:17	                main:581]	:	INFO	:	Epoch 592 | loss: 0.000202409 | val_loss: 0.000211575 | Time: 1629.47 ms
[2020-12-09 08:24:19	                main:581]	:	INFO	:	Epoch 593 | loss: 0.000211574 | val_loss: 0.000265063 | Time: 1633.96 ms
[2020-12-09 08:24:20	                main:581]	:	INFO	:	Epoch 594 | loss: 0.000237371 | val_loss: 0.000218158 | Time: 1626.91 ms
[2020-12-09 08:24:22	                main:581]	:	INFO	:	Epoch 595 | loss: 0.000208014 | val_loss: 0.000211922 | Time: 1632.62 ms
[2020-12-09 08:24:23	                main:581]	:	INFO	:	Epoch 596 | loss: 0.00020291 | val_loss: 0.000211488 | Time: 1619.23 ms
[2020-12-09 08:24:25	                main:581]	:	INFO	:	Epoch 597 | loss: 0.000201782 | val_loss: 0.000210621 | Time: 1627.01 ms
[2020-12-09 08:24:27	                main:581]	:	INFO	:	Epoch 598 | loss: 0.000202509 | val_loss: 0.000213372 | Time: 1620.13 ms
[2020-12-09 08:24:28	                main:581]	:	INFO	:	Epoch 599 | loss: 0.000206299 | val_loss: 0.000214275 | Time: 1619.7 ms
[2020-12-09 08:24:30	                main:581]	:	INFO	:	Epoch 600 | loss: 0.000209568 | val_loss: 0.000214668 | Time: 1618.97 ms
[2020-12-09 08:24:32	                main:581]	:	INFO	:	Epoch 601 | loss: 0.000203616 | val_loss: 0.000212148 | Time: 1616.88 ms
[2020-12-09 08:24:33	                main:581]	:	INFO	:	Epoch 602 | loss: 0.000202824 | val_loss: 0.0002117 | Time: 1623.46 ms
[2020-12-09 08:24:35	                main:581]	:	INFO	:	Epoch 603 | loss: 0.00020324 | val_loss: 0.000212531 | Time: 1617.49 ms
[2020-12-09 08:24:36	                main:581]	:	INFO	:	Epoch 604 | loss: 0.000203505 | val_loss: 0.000212287 | Time: 1616.89 ms
[2020-12-09 08:24:38	                main:581]	:	INFO	:	Epoch 605 | loss: 0.000208464 | val_loss: 0.000234541 | Time: 1622.55 ms
[2020-12-09 08:24:40	                main:581]	:	INFO	:	Epoch 606 | loss: 0.000221132 | val_loss: 0.00022546 | Time: 1617.34 ms
[2020-12-09 08:24:41	                main:581]	:	INFO	:	Epoch 607 | loss: 0.000209148 | val_loss: 0.000212149 | Time: 1622.54 ms
[2020-12-09 08:24:43	                main:581]	:	INFO	:	Epoch 608 | loss: 0.000202778 | val_loss: 0.000211731 | Time: 1619.12 ms
[2020-12-09 08:24:44	                main:581]	:	INFO	:	Epoch 609 | loss: 0.00020281 | val_loss: 0.000211929 | Time: 1626.75 ms
[2020-12-09 08:24:46	                main:581]	:	INFO	:	Epoch 610 | loss: 0.000204828 | val_loss: 0.000214195 | Time: 1614.75 ms
[2020-12-09 08:24:48	                main:581]	:	INFO	:	Epoch 611 | loss: 0.000202841 | val_loss: 0.000212531 | Time: 1619.13 ms
[2020-12-09 08:24:49	                main:581]	:	INFO	:	Epoch 612 | loss: 0.000203328 | val_loss: 0.000212091 | Time: 1628.05 ms
[2020-12-09 08:24:51	                main:581]	:	INFO	:	Epoch 613 | loss: 0.000208691 | val_loss: 0.000248955 | Time: 1615.76 ms
[2020-12-09 08:24:53	                main:581]	:	INFO	:	Epoch 614 | loss: 0.000234573 | val_loss: 0.000230696 | Time: 1618.75 ms
[2020-12-09 08:24:54	                main:581]	:	INFO	:	Epoch 615 | loss: 0.000209773 | val_loss: 0.000217555 | Time: 1627.64 ms
[2020-12-09 08:24:56	                main:581]	:	INFO	:	Epoch 616 | loss: 0.000221207 | val_loss: 0.000228634 | Time: 1600.57 ms
[2020-12-09 08:24:57	                main:581]	:	INFO	:	Epoch 617 | loss: 0.000207828 | val_loss: 0.000212533 | Time: 1592.87 ms
[2020-12-09 08:24:59	                main:581]	:	INFO	:	Epoch 618 | loss: 0.000202638 | val_loss: 0.000211148 | Time: 1598.6 ms
[2020-12-09 08:25:01	                main:581]	:	INFO	:	Epoch 619 | loss: 0.000202709 | val_loss: 0.000212298 | Time: 1601.96 ms
[2020-12-09 08:25:02	                main:581]	:	INFO	:	Epoch 620 | loss: 0.000203079 | val_loss: 0.000211845 | Time: 1590.92 ms
[2020-12-09 08:25:04	                main:581]	:	INFO	:	Epoch 621 | loss: 0.000203409 | val_loss: 0.000211389 | Time: 1603.94 ms
[2020-12-09 08:25:05	                main:581]	:	INFO	:	Epoch 622 | loss: 0.000204662 | val_loss: 0.000216048 | Time: 1601.42 ms
[2020-12-09 08:25:07	                main:581]	:	INFO	:	Epoch 623 | loss: 0.000205243 | val_loss: 0.000211644 | Time: 1606.33 ms
[2020-12-09 08:25:09	                main:581]	:	INFO	:	Epoch 624 | loss: 0.000203109 | val_loss: 0.000211493 | Time: 1631.26 ms
[2020-12-09 08:25:10	                main:581]	:	INFO	:	Epoch 625 | loss: 0.000208294 | val_loss: 0.000232972 | Time: 1642.52 ms
[2020-12-09 08:25:12	                main:581]	:	INFO	:	Epoch 626 | loss: 0.000215344 | val_loss: 0.00021476 | Time: 1642.59 ms
[2020-12-09 08:25:14	                main:581]	:	INFO	:	Epoch 627 | loss: 0.000206038 | val_loss: 0.000212559 | Time: 1643.96 ms
[2020-12-09 08:25:15	                main:581]	:	INFO	:	Epoch 628 | loss: 0.000203107 | val_loss: 0.000212632 | Time: 1642.18 ms
[2020-12-09 08:25:17	                main:581]	:	INFO	:	Epoch 629 | loss: 0.00020458 | val_loss: 0.000217034 | Time: 1642.31 ms
[2020-12-09 08:25:19	                main:581]	:	INFO	:	Epoch 630 | loss: 0.000206983 | val_loss: 0.000212704 | Time: 1649.6 ms
[2020-12-09 08:25:20	                main:581]	:	INFO	:	Epoch 631 | loss: 0.000209018 | val_loss: 0.000216475 | Time: 1651.64 ms
[2020-12-09 08:25:22	                main:581]	:	INFO	:	Epoch 632 | loss: 0.000204229 | val_loss: 0.000211435 | Time: 1642.86 ms
[2020-12-09 08:25:23	                main:581]	:	INFO	:	Epoch 633 | loss: 0.000203184 | val_loss: 0.00021393 | Time: 1642.99 ms
[2020-12-09 08:25:25	                main:581]	:	INFO	:	Epoch 634 | loss: 0.000212097 | val_loss: 0.000218775 | Time: 1642.28 ms
[2020-12-09 08:25:27	                main:581]	:	INFO	:	Epoch 635 | loss: 0.000215705 | val_loss: 0.000222306 | Time: 1647.69 ms
[2020-12-09 08:25:28	                main:581]	:	INFO	:	Epoch 636 | loss: 0.000212305 | val_loss: 0.000215179 | Time: 1646.33 ms
[2020-12-09 08:25:30	                main:581]	:	INFO	:	Epoch 637 | loss: 0.000205977 | val_loss: 0.000211831 | Time: 1645.84 ms
[2020-12-09 08:25:32	                main:581]	:	INFO	:	Epoch 638 | loss: 0.000203156 | val_loss: 0.000213416 | Time: 1650.98 ms
[2020-12-09 08:25:33	                main:581]	:	INFO	:	Epoch 639 | loss: 0.000203742 | val_loss: 0.000215154 | Time: 1638.78 ms
[2020-12-09 08:25:35	                main:581]	:	INFO	:	Epoch 640 | loss: 0.000213955 | val_loss: 0.000227476 | Time: 1629.52 ms
[2020-12-09 08:25:37	                main:581]	:	INFO	:	Epoch 641 | loss: 0.000213464 | val_loss: 0.00021822 | Time: 1631.51 ms
[2020-12-09 08:25:38	                main:581]	:	INFO	:	Epoch 642 | loss: 0.000207729 | val_loss: 0.000214226 | Time: 1636.26 ms
[2020-12-09 08:25:40	                main:581]	:	INFO	:	Epoch 643 | loss: 0.000204725 | val_loss: 0.000212353 | Time: 1639.42 ms
[2020-12-09 08:25:41	                main:581]	:	INFO	:	Epoch 644 | loss: 0.000202863 | val_loss: 0.000213213 | Time: 1621.99 ms
[2020-12-09 08:25:43	                main:581]	:	INFO	:	Epoch 645 | loss: 0.000208728 | val_loss: 0.000221619 | Time: 1628.72 ms
[2020-12-09 08:25:45	                main:581]	:	INFO	:	Epoch 646 | loss: 0.000214524 | val_loss: 0.00022017 | Time: 1624.32 ms
[2020-12-09 08:25:46	                main:581]	:	INFO	:	Epoch 647 | loss: 0.000206575 | val_loss: 0.00021514 | Time: 1624.64 ms
[2020-12-09 08:25:48	                main:581]	:	INFO	:	Epoch 648 | loss: 0.000203714 | val_loss: 0.000212386 | Time: 1620.35 ms
[2020-12-09 08:25:50	                main:581]	:	INFO	:	Epoch 649 | loss: 0.000202935 | val_loss: 0.000210995 | Time: 1616.36 ms
[2020-12-09 08:25:51	                main:581]	:	INFO	:	Epoch 650 | loss: 0.00020403 | val_loss: 0.000216257 | Time: 1615.69 ms
[2020-12-09 08:25:53	                main:581]	:	INFO	:	Epoch 651 | loss: 0.000223015 | val_loss: 0.000234814 | Time: 1619.65 ms
[2020-12-09 08:25:54	                main:581]	:	INFO	:	Epoch 652 | loss: 0.000217996 | val_loss: 0.00022111 | Time: 1620.96 ms
[2020-12-09 08:25:56	                main:581]	:	INFO	:	Epoch 653 | loss: 0.000208919 | val_loss: 0.000213776 | Time: 1624.04 ms
[2020-12-09 08:25:58	                main:581]	:	INFO	:	Epoch 654 | loss: 0.000203977 | val_loss: 0.000214032 | Time: 1623.8 ms
[2020-12-09 08:25:59	                main:581]	:	INFO	:	Epoch 655 | loss: 0.000204559 | val_loss: 0.000214389 | Time: 1619.47 ms
[2020-12-09 08:26:01	                main:581]	:	INFO	:	Epoch 656 | loss: 0.000204736 | val_loss: 0.000213181 | Time: 1633.83 ms
[2020-12-09 08:26:03	                main:581]	:	INFO	:	Epoch 657 | loss: 0.000207669 | val_loss: 0.000225908 | Time: 1631.54 ms
[2020-12-09 08:26:04	                main:581]	:	INFO	:	Epoch 658 | loss: 0.000214509 | val_loss: 0.00021987 | Time: 1620.82 ms
[2020-12-09 08:26:06	                main:581]	:	INFO	:	Epoch 659 | loss: 0.000207 | val_loss: 0.000214308 | Time: 1623.94 ms
[2020-12-09 08:26:07	                main:581]	:	INFO	:	Epoch 660 | loss: 0.000203572 | val_loss: 0.000212066 | Time: 1625.64 ms
[2020-12-09 08:26:09	                main:581]	:	INFO	:	Epoch 661 | loss: 0.000205913 | val_loss: 0.000217913 | Time: 1624.47 ms
[2020-12-09 08:26:11	                main:581]	:	INFO	:	Epoch 662 | loss: 0.000206685 | val_loss: 0.000213735 | Time: 1617.75 ms
[2020-12-09 08:26:12	                main:581]	:	INFO	:	Epoch 663 | loss: 0.000214868 | val_loss: 0.000228352 | Time: 1622.49 ms
[2020-12-09 08:26:14	                main:581]	:	INFO	:	Epoch 664 | loss: 0.000213027 | val_loss: 0.000221684 | Time: 1622.41 ms
[2020-12-09 08:26:16	                main:581]	:	INFO	:	Epoch 665 | loss: 0.000207574 | val_loss: 0.000212772 | Time: 1615.32 ms
[2020-12-09 08:26:17	                main:581]	:	INFO	:	Epoch 666 | loss: 0.000203365 | val_loss: 0.0002128 | Time: 1628.13 ms
[2020-12-09 08:26:19	                main:581]	:	INFO	:	Epoch 667 | loss: 0.000203194 | val_loss: 0.000211518 | Time: 1624.04 ms
[2020-12-09 08:26:20	                main:581]	:	INFO	:	Epoch 668 | loss: 0.000206882 | val_loss: 0.000223221 | Time: 1624.52 ms
[2020-12-09 08:26:22	                main:581]	:	INFO	:	Epoch 669 | loss: 0.000218408 | val_loss: 0.000219738 | Time: 1621.51 ms
[2020-12-09 08:26:24	                main:581]	:	INFO	:	Epoch 670 | loss: 0.000209441 | val_loss: 0.000216456 | Time: 1618.85 ms
[2020-12-09 08:26:25	                main:581]	:	INFO	:	Epoch 671 | loss: 0.000206798 | val_loss: 0.000216095 | Time: 1625.88 ms
[2020-12-09 08:26:27	                main:581]	:	INFO	:	Epoch 672 | loss: 0.000208048 | val_loss: 0.000225218 | Time: 1623.87 ms
[2020-12-09 08:26:29	                main:581]	:	INFO	:	Epoch 673 | loss: 0.000223125 | val_loss: 0.000216018 | Time: 1618.98 ms
[2020-12-09 08:26:30	                main:581]	:	INFO	:	Epoch 674 | loss: 0.00020806 | val_loss: 0.000220226 | Time: 1625.09 ms
[2020-12-09 08:26:32	                main:581]	:	INFO	:	Epoch 675 | loss: 0.000211914 | val_loss: 0.000218134 | Time: 1627.93 ms
[2020-12-09 08:26:33	                main:581]	:	INFO	:	Epoch 676 | loss: 0.000209881 | val_loss: 0.000212753 | Time: 1615.28 ms
[2020-12-09 08:26:35	                main:581]	:	INFO	:	Epoch 677 | loss: 0.000203436 | val_loss: 0.000211181 | Time: 1612.93 ms
[2020-12-09 08:26:37	                main:581]	:	INFO	:	Epoch 678 | loss: 0.00020194 | val_loss: 0.000210714 | Time: 1621.15 ms
[2020-12-09 08:26:38	                main:581]	:	INFO	:	Epoch 679 | loss: 0.000202877 | val_loss: 0.000213506 | Time: 1617.04 ms
[2020-12-09 08:26:40	                main:581]	:	INFO	:	Epoch 680 | loss: 0.000213639 | val_loss: 0.000224461 | Time: 1617.57 ms
[2020-12-09 08:26:42	                main:581]	:	INFO	:	Epoch 681 | loss: 0.00020741 | val_loss: 0.000213924 | Time: 1615.26 ms
[2020-12-09 08:26:43	                main:581]	:	INFO	:	Epoch 682 | loss: 0.000203919 | val_loss: 0.000215132 | Time: 1613.37 ms
[2020-12-09 08:26:45	                main:581]	:	INFO	:	Epoch 683 | loss: 0.00021603 | val_loss: 0.000220396 | Time: 1616.41 ms
[2020-12-09 08:26:46	                main:581]	:	INFO	:	Epoch 684 | loss: 0.000206909 | val_loss: 0.000217488 | Time: 1611.04 ms
[2020-12-09 08:26:48	                main:581]	:	INFO	:	Epoch 685 | loss: 0.000208038 | val_loss: 0.000217046 | Time: 1617.62 ms
[2020-12-09 08:26:50	                main:581]	:	INFO	:	Epoch 686 | loss: 0.000205633 | val_loss: 0.00021352 | Time: 1617.98 ms
[2020-12-09 08:26:51	                main:581]	:	INFO	:	Epoch 687 | loss: 0.000205582 | val_loss: 0.000214595 | Time: 1612 ms
[2020-12-09 08:26:53	                main:581]	:	INFO	:	Epoch 688 | loss: 0.000204759 | val_loss: 0.000217453 | Time: 1615.16 ms
[2020-12-09 08:26:54	                main:581]	:	INFO	:	Epoch 689 | loss: 0.000221305 | val_loss: 0.000222936 | Time: 1618.09 ms
[2020-12-09 08:26:56	                main:581]	:	INFO	:	Epoch 690 | loss: 0.000211181 | val_loss: 0.000221048 | Time: 1606 ms
[2020-12-09 08:26:58	                main:581]	:	INFO	:	Epoch 691 | loss: 0.000207409 | val_loss: 0.000213496 | Time: 1606.74 ms
[2020-12-09 08:26:59	                main:581]	:	INFO	:	Epoch 692 | loss: 0.000204204 | val_loss: 0.000212361 | Time: 1602.81 ms
[2020-12-09 08:27:01	                main:581]	:	INFO	:	Epoch 693 | loss: 0.0002045 | val_loss: 0.000213493 | Time: 1618.1 ms
[2020-12-09 08:27:02	                main:581]	:	INFO	:	Epoch 694 | loss: 0.000205961 | val_loss: 0.000220054 | Time: 1605.43 ms
[2020-12-09 08:27:04	                main:581]	:	INFO	:	Epoch 695 | loss: 0.000216429 | val_loss: 0.000224642 | Time: 1601.39 ms
[2020-12-09 08:27:06	                main:581]	:	INFO	:	Epoch 696 | loss: 0.000213114 | val_loss: 0.000221142 | Time: 1612.72 ms
[2020-12-09 08:27:07	                main:581]	:	INFO	:	Epoch 697 | loss: 0.000217082 | val_loss: 0.000220565 | Time: 1606.13 ms
[2020-12-09 08:27:09	                main:581]	:	INFO	:	Epoch 698 | loss: 0.000208176 | val_loss: 0.00021388 | Time: 1611.95 ms
[2020-12-09 08:27:11	                main:581]	:	INFO	:	Epoch 699 | loss: 0.000203187 | val_loss: 0.000212785 | Time: 1609.42 ms
[2020-12-09 08:27:12	                main:581]	:	INFO	:	Epoch 700 | loss: 0.000203516 | val_loss: 0.000212665 | Time: 1604.39 ms
[2020-12-09 08:27:14	                main:581]	:	INFO	:	Epoch 701 | loss: 0.000203904 | val_loss: 0.000216699 | Time: 1611.63 ms
[2020-12-09 08:27:15	                main:581]	:	INFO	:	Epoch 702 | loss: 0.000223805 | val_loss: 0.00023014 | Time: 1611.45 ms
[2020-12-09 08:27:17	                main:581]	:	INFO	:	Epoch 703 | loss: 0.000218296 | val_loss: 0.000221573 | Time: 1604.38 ms
[2020-12-09 08:27:19	                main:581]	:	INFO	:	Epoch 704 | loss: 0.000206964 | val_loss: 0.000212802 | Time: 1609.53 ms
[2020-12-09 08:27:20	                main:581]	:	INFO	:	Epoch 705 | loss: 0.000204088 | val_loss: 0.000212209 | Time: 1614.19 ms
[2020-12-09 08:27:22	                main:581]	:	INFO	:	Epoch 706 | loss: 0.000203328 | val_loss: 0.000213163 | Time: 1604.76 ms
[2020-12-09 08:27:23	                main:581]	:	INFO	:	Epoch 707 | loss: 0.000207766 | val_loss: 0.000221577 | Time: 1606.83 ms
[2020-12-09 08:27:25	                main:581]	:	INFO	:	Epoch 708 | loss: 0.000206622 | val_loss: 0.000213953 | Time: 1612.48 ms
[2020-12-09 08:27:27	                main:581]	:	INFO	:	Epoch 709 | loss: 0.000204476 | val_loss: 0.000214808 | Time: 1612 ms
[2020-12-09 08:27:28	                main:581]	:	INFO	:	Epoch 710 | loss: 0.000205331 | val_loss: 0.000214598 | Time: 1607.09 ms
[2020-12-09 08:27:30	                main:581]	:	INFO	:	Epoch 711 | loss: 0.000204975 | val_loss: 0.00021285 | Time: 1612.81 ms
[2020-12-09 08:27:31	                main:581]	:	INFO	:	Epoch 712 | loss: 0.000207338 | val_loss: 0.000228528 | Time: 1602.68 ms
[2020-12-09 08:27:33	                main:581]	:	INFO	:	Epoch 713 | loss: 0.000226913 | val_loss: 0.000224428 | Time: 1606 ms
[2020-12-09 08:27:35	                main:581]	:	INFO	:	Epoch 714 | loss: 0.000209257 | val_loss: 0.000213154 | Time: 1602.66 ms
[2020-12-09 08:27:36	                main:581]	:	INFO	:	Epoch 715 | loss: 0.000203257 | val_loss: 0.000212942 | Time: 1619 ms
[2020-12-09 08:27:38	                main:581]	:	INFO	:	Epoch 716 | loss: 0.000204297 | val_loss: 0.000216335 | Time: 1630.56 ms
[2020-12-09 08:27:40	                main:581]	:	INFO	:	Epoch 717 | loss: 0.000206905 | val_loss: 0.000215477 | Time: 1622.99 ms
[2020-12-09 08:27:41	                main:581]	:	INFO	:	Epoch 718 | loss: 0.000209377 | val_loss: 0.000217623 | Time: 1633.38 ms
[2020-12-09 08:27:43	                main:581]	:	INFO	:	Epoch 719 | loss: 0.000205282 | val_loss: 0.000214735 | Time: 1626.69 ms
[2020-12-09 08:27:44	                main:581]	:	INFO	:	Epoch 720 | loss: 0.000215267 | val_loss: 0.000233652 | Time: 1627.46 ms
[2020-12-09 08:27:46	                main:581]	:	INFO	:	Epoch 721 | loss: 0.000211762 | val_loss: 0.000217577 | Time: 1629.57 ms
[2020-12-09 08:27:48	                main:581]	:	INFO	:	Epoch 722 | loss: 0.000212398 | val_loss: 0.000226815 | Time: 1628.04 ms
[2020-12-09 08:27:49	                main:581]	:	INFO	:	Epoch 723 | loss: 0.000207319 | val_loss: 0.000213103 | Time: 1629.54 ms
[2020-12-09 08:27:51	                main:581]	:	INFO	:	Epoch 724 | loss: 0.000204335 | val_loss: 0.000214448 | Time: 1627.94 ms
[2020-12-09 08:27:53	                main:581]	:	INFO	:	Epoch 725 | loss: 0.000206046 | val_loss: 0.00021567 | Time: 1630.12 ms
[2020-12-09 08:27:54	                main:581]	:	INFO	:	Epoch 726 | loss: 0.000210924 | val_loss: 0.000220292 | Time: 1629.1 ms
[2020-12-09 08:27:56	                main:581]	:	INFO	:	Epoch 727 | loss: 0.000206097 | val_loss: 0.00021246 | Time: 1626.95 ms
[2020-12-09 08:27:57	                main:581]	:	INFO	:	Epoch 728 | loss: 0.000202468 | val_loss: 0.000212318 | Time: 1625.58 ms
[2020-12-09 08:27:59	                main:581]	:	INFO	:	Epoch 729 | loss: 0.00020757 | val_loss: 0.000219679 | Time: 1635.13 ms
[2020-12-09 08:28:01	                main:581]	:	INFO	:	Epoch 730 | loss: 0.000215819 | val_loss: 0.000221976 | Time: 1642.47 ms
[2020-12-09 08:28:02	                main:581]	:	INFO	:	Epoch 731 | loss: 0.000207065 | val_loss: 0.000216015 | Time: 1630.28 ms
[2020-12-09 08:28:04	                main:581]	:	INFO	:	Epoch 732 | loss: 0.000207821 | val_loss: 0.000217928 | Time: 1636.54 ms
[2020-12-09 08:28:06	                main:581]	:	INFO	:	Epoch 733 | loss: 0.000205148 | val_loss: 0.000212363 | Time: 1625.18 ms
[2020-12-09 08:28:07	                main:581]	:	INFO	:	Epoch 734 | loss: 0.000204907 | val_loss: 0.000215066 | Time: 1627.89 ms
[2020-12-09 08:28:09	                main:581]	:	INFO	:	Epoch 735 | loss: 0.000213155 | val_loss: 0.00023961 | Time: 1624.62 ms
[2020-12-09 08:28:10	                main:581]	:	INFO	:	Epoch 736 | loss: 0.000225329 | val_loss: 0.000225698 | Time: 1635.96 ms
[2020-12-09 08:28:12	                main:581]	:	INFO	:	Epoch 737 | loss: 0.000209542 | val_loss: 0.00021407 | Time: 1630.84 ms
[2020-12-09 08:28:14	                main:581]	:	INFO	:	Epoch 738 | loss: 0.000209247 | val_loss: 0.000219629 | Time: 1629.64 ms
[2020-12-09 08:28:15	                main:581]	:	INFO	:	Epoch 739 | loss: 0.000205285 | val_loss: 0.000213814 | Time: 1633.28 ms
[2020-12-09 08:28:17	                main:581]	:	INFO	:	Epoch 740 | loss: 0.000223844 | val_loss: 0.000233376 | Time: 1628.32 ms
[2020-12-09 08:28:19	                main:581]	:	INFO	:	Epoch 741 | loss: 0.000210415 | val_loss: 0.00021465 | Time: 1630.09 ms
[2020-12-09 08:28:20	                main:581]	:	INFO	:	Epoch 742 | loss: 0.000207417 | val_loss: 0.000217181 | Time: 1623.73 ms
[2020-12-09 08:28:22	                main:581]	:	INFO	:	Epoch 743 | loss: 0.000206682 | val_loss: 0.000213823 | Time: 1626.84 ms
[2020-12-09 08:28:24	                main:581]	:	INFO	:	Epoch 744 | loss: 0.000205201 | val_loss: 0.000213425 | Time: 1635.27 ms
[2020-12-09 08:28:25	                main:581]	:	INFO	:	Epoch 745 | loss: 0.000204025 | val_loss: 0.00021501 | Time: 1625.98 ms
[2020-12-09 08:28:27	                main:581]	:	INFO	:	Epoch 746 | loss: 0.000211155 | val_loss: 0.000214395 | Time: 1631.63 ms
[2020-12-09 08:28:28	                main:581]	:	INFO	:	Epoch 747 | loss: 0.0002055 | val_loss: 0.000215674 | Time: 1629.18 ms
[2020-12-09 08:28:30	                main:581]	:	INFO	:	Epoch 748 | loss: 0.000206323 | val_loss: 0.000215701 | Time: 1628.97 ms
[2020-12-09 08:28:32	                main:581]	:	INFO	:	Epoch 749 | loss: 0.000208043 | val_loss: 0.000221586 | Time: 1628.75 ms
[2020-12-09 08:28:33	                main:581]	:	INFO	:	Epoch 750 | loss: 0.000210865 | val_loss: 0.000218347 | Time: 1627.46 ms
[2020-12-09 08:28:35	                main:581]	:	INFO	:	Epoch 751 | loss: 0.000214466 | val_loss: 0.000222178 | Time: 1628.37 ms
[2020-12-09 08:28:37	                main:581]	:	INFO	:	Epoch 752 | loss: 0.000212546 | val_loss: 0.000219223 | Time: 1632.89 ms
[2020-12-09 08:28:38	                main:581]	:	INFO	:	Epoch 753 | loss: 0.000206582 | val_loss: 0.000212683 | Time: 1636.35 ms
[2020-12-09 08:28:40	                main:581]	:	INFO	:	Epoch 754 | loss: 0.00020386 | val_loss: 0.000212257 | Time: 1625.56 ms
[2020-12-09 08:28:41	                main:581]	:	INFO	:	Epoch 755 | loss: 0.000203733 | val_loss: 0.000212293 | Time: 1632.72 ms
[2020-12-09 08:28:43	                main:581]	:	INFO	:	Epoch 756 | loss: 0.000204169 | val_loss: 0.000222578 | Time: 1617.52 ms
[2020-12-09 08:28:45	                main:581]	:	INFO	:	Epoch 757 | loss: 0.000224784 | val_loss: 0.00023085 | Time: 1624.26 ms
[2020-12-09 08:28:46	                main:581]	:	INFO	:	Epoch 758 | loss: 0.000216629 | val_loss: 0.000225591 | Time: 1618.7 ms
[2020-12-09 08:28:48	                main:581]	:	INFO	:	Epoch 759 | loss: 0.000208016 | val_loss: 0.000213551 | Time: 1622.66 ms
[2020-12-09 08:28:50	                main:581]	:	INFO	:	Epoch 760 | loss: 0.000203042 | val_loss: 0.000212154 | Time: 1623.61 ms
[2020-12-09 08:28:51	                main:581]	:	INFO	:	Epoch 761 | loss: 0.000203648 | val_loss: 0.000216436 | Time: 1621.96 ms
[2020-12-09 08:28:53	                main:581]	:	INFO	:	Epoch 762 | loss: 0.000213134 | val_loss: 0.000221453 | Time: 1623.73 ms
[2020-12-09 08:28:54	                main:581]	:	INFO	:	Epoch 763 | loss: 0.000206439 | val_loss: 0.000212953 | Time: 1609.63 ms
[2020-12-09 08:28:56	                main:581]	:	INFO	:	Epoch 764 | loss: 0.000203037 | val_loss: 0.000213651 | Time: 1628.33 ms
[2020-12-09 08:28:58	                main:581]	:	INFO	:	Epoch 765 | loss: 0.000205111 | val_loss: 0.00021396 | Time: 1618.5 ms
[2020-12-09 08:28:59	                main:581]	:	INFO	:	Epoch 766 | loss: 0.000202886 | val_loss: 0.00021347 | Time: 1615.15 ms
[2020-12-09 08:29:01	                main:581]	:	INFO	:	Epoch 767 | loss: 0.000235868 | val_loss: 0.000228645 | Time: 1631.69 ms
[2020-12-09 08:29:03	                main:581]	:	INFO	:	Epoch 768 | loss: 0.000224774 | val_loss: 0.000233208 | Time: 1612.15 ms
[2020-12-09 08:29:04	                main:581]	:	INFO	:	Epoch 769 | loss: 0.000211228 | val_loss: 0.000215399 | Time: 1623.51 ms
[2020-12-09 08:29:06	                main:581]	:	INFO	:	Epoch 770 | loss: 0.000204373 | val_loss: 0.000212154 | Time: 1619.99 ms
[2020-12-09 08:29:07	                main:581]	:	INFO	:	Epoch 771 | loss: 0.000202759 | val_loss: 0.000211666 | Time: 1610.75 ms
[2020-12-09 08:29:09	                main:581]	:	INFO	:	Epoch 772 | loss: 0.000204193 | val_loss: 0.000211058 | Time: 1615.76 ms
[2020-12-09 08:29:11	                main:581]	:	INFO	:	Epoch 773 | loss: 0.000203097 | val_loss: 0.000213162 | Time: 1615.05 ms
[2020-12-09 08:29:12	                main:581]	:	INFO	:	Epoch 774 | loss: 0.000202941 | val_loss: 0.000212153 | Time: 1616.63 ms
[2020-12-09 08:29:14	                main:581]	:	INFO	:	Epoch 775 | loss: 0.000210144 | val_loss: 0.000227282 | Time: 1616.5 ms
[2020-12-09 08:29:15	                main:581]	:	INFO	:	Epoch 776 | loss: 0.000208857 | val_loss: 0.000214595 | Time: 1627.54 ms
[2020-12-09 08:29:17	                main:581]	:	INFO	:	Epoch 777 | loss: 0.000205286 | val_loss: 0.000217423 | Time: 1604.59 ms
[2020-12-09 08:29:19	                main:581]	:	INFO	:	Epoch 778 | loss: 0.000209795 | val_loss: 0.000223075 | Time: 1614.04 ms
[2020-12-09 08:29:20	                main:581]	:	INFO	:	Epoch 779 | loss: 0.00021517 | val_loss: 0.000218966 | Time: 1618.82 ms
[2020-12-09 08:29:22	                main:581]	:	INFO	:	Epoch 780 | loss: 0.000207262 | val_loss: 0.000213951 | Time: 1613.78 ms
[2020-12-09 08:29:24	                main:581]	:	INFO	:	Epoch 781 | loss: 0.00020475 | val_loss: 0.000214158 | Time: 1625.19 ms
[2020-12-09 08:29:25	                main:581]	:	INFO	:	Epoch 782 | loss: 0.000205032 | val_loss: 0.000213843 | Time: 1635.11 ms
[2020-12-09 08:29:27	                main:581]	:	INFO	:	Epoch 783 | loss: 0.000204616 | val_loss: 0.000218332 | Time: 1629.81 ms
[2020-12-09 08:29:28	                main:581]	:	INFO	:	Epoch 784 | loss: 0.000217079 | val_loss: 0.000217825 | Time: 1640.49 ms
[2020-12-09 08:29:30	                main:581]	:	INFO	:	Epoch 785 | loss: 0.000206127 | val_loss: 0.000217171 | Time: 1635.41 ms
[2020-12-09 08:29:32	                main:581]	:	INFO	:	Epoch 786 | loss: 0.000213116 | val_loss: 0.000217067 | Time: 1631.14 ms
[2020-12-09 08:29:33	                main:581]	:	INFO	:	Epoch 787 | loss: 0.000206808 | val_loss: 0.000213306 | Time: 1634.32 ms
[2020-12-09 08:29:35	                main:581]	:	INFO	:	Epoch 788 | loss: 0.000205139 | val_loss: 0.000212665 | Time: 1626.03 ms
[2020-12-09 08:29:37	                main:581]	:	INFO	:	Epoch 789 | loss: 0.000206899 | val_loss: 0.000222435 | Time: 1634.54 ms
[2020-12-09 08:29:38	                main:581]	:	INFO	:	Epoch 790 | loss: 0.000218238 | val_loss: 0.000218046 | Time: 1628.11 ms
[2020-12-09 08:29:40	                main:581]	:	INFO	:	Epoch 791 | loss: 0.000206819 | val_loss: 0.000213106 | Time: 1633.91 ms
[2020-12-09 08:29:42	                main:581]	:	INFO	:	Epoch 792 | loss: 0.000204558 | val_loss: 0.000214593 | Time: 1627.7 ms
[2020-12-09 08:29:43	                main:581]	:	INFO	:	Epoch 793 | loss: 0.000206175 | val_loss: 0.000216992 | Time: 1631.8 ms
[2020-12-09 08:29:45	                main:581]	:	INFO	:	Epoch 794 | loss: 0.000209071 | val_loss: 0.0002164 | Time: 1631.59 ms
[2020-12-09 08:29:46	                main:581]	:	INFO	:	Epoch 795 | loss: 0.000206074 | val_loss: 0.000213947 | Time: 1650.01 ms
[2020-12-09 08:29:48	                main:581]	:	INFO	:	Epoch 796 | loss: 0.000210958 | val_loss: 0.000242071 | Time: 1636.45 ms
[2020-12-09 08:29:50	                main:581]	:	INFO	:	Epoch 797 | loss: 0.000221423 | val_loss: 0.000218872 | Time: 1634.15 ms
[2020-12-09 08:29:51	                main:581]	:	INFO	:	Epoch 798 | loss: 0.000210874 | val_loss: 0.000216193 | Time: 1634.26 ms
[2020-12-09 08:29:53	                main:581]	:	INFO	:	Epoch 799 | loss: 0.000205459 | val_loss: 0.000216571 | Time: 1630.18 ms
[2020-12-09 08:29:55	                main:581]	:	INFO	:	Epoch 800 | loss: 0.000205494 | val_loss: 0.00021333 | Time: 1634.76 ms
[2020-12-09 08:29:56	                main:581]	:	INFO	:	Epoch 801 | loss: 0.000205676 | val_loss: 0.000213236 | Time: 1627.92 ms
[2020-12-09 08:29:58	                main:581]	:	INFO	:	Epoch 802 | loss: 0.000204489 | val_loss: 0.000213324 | Time: 1632.8 ms
[2020-12-09 08:29:59	                main:581]	:	INFO	:	Epoch 803 | loss: 0.00021262 | val_loss: 0.000233713 | Time: 1629.52 ms
[2020-12-09 08:30:01	                main:581]	:	INFO	:	Epoch 804 | loss: 0.000214634 | val_loss: 0.000214977 | Time: 1637.83 ms
[2020-12-09 08:30:03	                main:581]	:	INFO	:	Epoch 805 | loss: 0.000205464 | val_loss: 0.000214077 | Time: 1641.22 ms
[2020-12-09 08:30:04	                main:581]	:	INFO	:	Epoch 806 | loss: 0.000205447 | val_loss: 0.00021275 | Time: 1638.8 ms
[2020-12-09 08:30:06	                main:581]	:	INFO	:	Epoch 807 | loss: 0.000203465 | val_loss: 0.000219584 | Time: 1631.2 ms
[2020-12-09 08:30:08	                main:581]	:	INFO	:	Epoch 808 | loss: 0.000233999 | val_loss: 0.000226302 | Time: 1628.61 ms
[2020-12-09 08:30:09	                main:581]	:	INFO	:	Epoch 809 | loss: 0.000219648 | val_loss: 0.0002306 | Time: 1631.72 ms
[2020-12-09 08:30:11	                main:581]	:	INFO	:	Epoch 810 | loss: 0.000210583 | val_loss: 0.000214293 | Time: 1618.33 ms
[2020-12-09 08:30:13	                main:581]	:	INFO	:	Epoch 811 | loss: 0.00020413 | val_loss: 0.000210933 | Time: 1609.42 ms
[2020-12-09 08:30:14	                main:581]	:	INFO	:	Epoch 812 | loss: 0.000201284 | val_loss: 0.000212269 | Time: 1607.98 ms
[2020-12-09 08:30:16	                main:581]	:	INFO	:	Epoch 813 | loss: 0.000201857 | val_loss: 0.00021079 | Time: 1606.88 ms
[2020-12-09 08:30:17	                main:581]	:	INFO	:	Epoch 814 | loss: 0.0002041 | val_loss: 0.000216802 | Time: 1611.81 ms
[2020-12-09 08:30:19	                main:581]	:	INFO	:	Epoch 815 | loss: 0.000208309 | val_loss: 0.000219624 | Time: 1609.94 ms
[2020-12-09 08:30:21	                main:581]	:	INFO	:	Epoch 816 | loss: 0.000209695 | val_loss: 0.000213838 | Time: 1609.44 ms
[2020-12-09 08:30:22	                main:581]	:	INFO	:	Epoch 817 | loss: 0.000204688 | val_loss: 0.000212874 | Time: 1613.27 ms
[2020-12-09 08:30:24	                main:581]	:	INFO	:	Epoch 818 | loss: 0.000204598 | val_loss: 0.00021497 | Time: 1616.66 ms
[2020-12-09 08:30:25	                main:581]	:	INFO	:	Epoch 819 | loss: 0.000205535 | val_loss: 0.000215693 | Time: 1622.91 ms
[2020-12-09 08:30:27	                main:581]	:	INFO	:	Epoch 820 | loss: 0.000209519 | val_loss: 0.000224674 | Time: 1607.64 ms
[2020-12-09 08:30:29	                main:581]	:	INFO	:	Epoch 821 | loss: 0.000212478 | val_loss: 0.000218675 | Time: 1612.76 ms
[2020-12-09 08:30:30	                main:581]	:	INFO	:	Epoch 822 | loss: 0.000207209 | val_loss: 0.000217373 | Time: 1608.62 ms
[2020-12-09 08:30:32	                main:581]	:	INFO	:	Epoch 823 | loss: 0.000205971 | val_loss: 0.000213765 | Time: 1609.53 ms
[2020-12-09 08:30:33	                main:581]	:	INFO	:	Epoch 824 | loss: 0.000204882 | val_loss: 0.000218069 | Time: 1605.45 ms
[2020-12-09 08:30:35	                main:581]	:	INFO	:	Epoch 825 | loss: 0.000207681 | val_loss: 0.00022116 | Time: 1609.52 ms
[2020-12-09 08:30:37	                main:581]	:	INFO	:	Epoch 826 | loss: 0.000217028 | val_loss: 0.0002205 | Time: 1604.1 ms
[2020-12-09 08:30:38	                main:581]	:	INFO	:	Epoch 827 | loss: 0.000211844 | val_loss: 0.000217247 | Time: 1609.1 ms
[2020-12-09 08:30:40	                main:581]	:	INFO	:	Epoch 828 | loss: 0.000204995 | val_loss: 0.000212028 | Time: 1606.64 ms
[2020-12-09 08:30:41	                main:581]	:	INFO	:	Epoch 829 | loss: 0.00020254 | val_loss: 0.000212761 | Time: 1609.43 ms
[2020-12-09 08:30:43	                main:581]	:	INFO	:	Epoch 830 | loss: 0.000206859 | val_loss: 0.000214166 | Time: 1610.15 ms
[2020-12-09 08:30:45	                main:581]	:	INFO	:	Epoch 831 | loss: 0.00021464 | val_loss: 0.000220284 | Time: 1612.82 ms
[2020-12-09 08:30:46	                main:581]	:	INFO	:	Epoch 832 | loss: 0.000208502 | val_loss: 0.000214465 | Time: 1615.71 ms
[2020-12-09 08:30:48	                main:581]	:	INFO	:	Epoch 833 | loss: 0.000206381 | val_loss: 0.000219662 | Time: 1613.03 ms
[2020-12-09 08:30:50	                main:581]	:	INFO	:	Epoch 834 | loss: 0.000209072 | val_loss: 0.000213406 | Time: 1603.45 ms
[2020-12-09 08:30:51	                main:581]	:	INFO	:	Epoch 835 | loss: 0.000204618 | val_loss: 0.000213124 | Time: 1610.52 ms
[2020-12-09 08:30:53	                main:581]	:	INFO	:	Epoch 836 | loss: 0.00020427 | val_loss: 0.00021386 | Time: 1608.32 ms
[2020-12-09 08:30:54	                main:581]	:	INFO	:	Epoch 837 | loss: 0.000212596 | val_loss: 0.00023223 | Time: 1625.65 ms
[2020-12-09 08:30:56	                main:581]	:	INFO	:	Epoch 838 | loss: 0.000215951 | val_loss: 0.000217455 | Time: 1607.9 ms
[2020-12-09 08:30:58	                main:581]	:	INFO	:	Epoch 839 | loss: 0.000205981 | val_loss: 0.000217345 | Time: 1613.41 ms
[2020-12-09 08:30:59	                main:581]	:	INFO	:	Epoch 840 | loss: 0.000205317 | val_loss: 0.000213257 | Time: 1619.4 ms
[2020-12-09 08:31:01	                main:581]	:	INFO	:	Epoch 841 | loss: 0.000205021 | val_loss: 0.000215851 | Time: 1619.51 ms
[2020-12-09 08:31:02	                main:581]	:	INFO	:	Epoch 842 | loss: 0.000210453 | val_loss: 0.000214926 | Time: 1614.88 ms
[2020-12-09 08:31:04	                main:581]	:	INFO	:	Epoch 843 | loss: 0.000212846 | val_loss: 0.000231361 | Time: 1616.45 ms
[2020-12-09 08:31:06	                main:581]	:	INFO	:	Epoch 844 | loss: 0.000212622 | val_loss: 0.000220435 | Time: 1610.47 ms
[2020-12-09 08:31:07	                main:581]	:	INFO	:	Epoch 845 | loss: 0.000207244 | val_loss: 0.000214164 | Time: 1607.01 ms
[2020-12-09 08:31:09	                main:581]	:	INFO	:	Epoch 846 | loss: 0.000204168 | val_loss: 0.000214119 | Time: 1607.43 ms
[2020-12-09 08:31:11	                main:581]	:	INFO	:	Epoch 847 | loss: 0.000209233 | val_loss: 0.000217246 | Time: 1605.64 ms
[2020-12-09 08:31:12	                main:581]	:	INFO	:	Epoch 848 | loss: 0.000205562 | val_loss: 0.000215643 | Time: 1611.82 ms
[2020-12-09 08:31:14	                main:581]	:	INFO	:	Epoch 849 | loss: 0.000206535 | val_loss: 0.000218464 | Time: 1611.68 ms
[2020-12-09 08:31:15	                main:581]	:	INFO	:	Epoch 850 | loss: 0.000212613 | val_loss: 0.000218811 | Time: 1617.8 ms
[2020-12-09 08:31:17	                main:581]	:	INFO	:	Epoch 851 | loss: 0.00020891 | val_loss: 0.000218094 | Time: 1608.08 ms
[2020-12-09 08:31:19	                main:581]	:	INFO	:	Epoch 852 | loss: 0.000205415 | val_loss: 0.000213016 | Time: 1613.53 ms
[2020-12-09 08:31:20	                main:581]	:	INFO	:	Epoch 853 | loss: 0.000203844 | val_loss: 0.000213801 | Time: 1609.12 ms
[2020-12-09 08:31:22	                main:581]	:	INFO	:	Epoch 854 | loss: 0.000206422 | val_loss: 0.000216507 | Time: 1612.29 ms
[2020-12-09 08:31:23	                main:581]	:	INFO	:	Epoch 855 | loss: 0.000212291 | val_loss: 0.000229296 | Time: 1608.23 ms
[2020-12-09 08:31:25	                main:581]	:	INFO	:	Epoch 856 | loss: 0.000220458 | val_loss: 0.00022336 | Time: 1648.91 ms
[2020-12-09 08:31:27	                main:581]	:	INFO	:	Epoch 857 | loss: 0.000206812 | val_loss: 0.000215045 | Time: 1636.29 ms
[2020-12-09 08:31:28	                main:581]	:	INFO	:	Epoch 858 | loss: 0.000204153 | val_loss: 0.000212947 | Time: 1630.97 ms
[2020-12-09 08:31:30	                main:581]	:	INFO	:	Epoch 859 | loss: 0.000205426 | val_loss: 0.000218317 | Time: 1636.62 ms
[2020-12-09 08:31:32	                main:581]	:	INFO	:	Epoch 860 | loss: 0.000209662 | val_loss: 0.000218595 | Time: 1631.11 ms
[2020-12-09 08:31:33	                main:581]	:	INFO	:	Epoch 861 | loss: 0.000206105 | val_loss: 0.000214746 | Time: 1630.12 ms
[2020-12-09 08:31:35	                main:581]	:	INFO	:	Epoch 862 | loss: 0.000207835 | val_loss: 0.000213707 | Time: 1625.13 ms
[2020-12-09 08:31:36	                main:581]	:	INFO	:	Epoch 863 | loss: 0.000204491 | val_loss: 0.000217453 | Time: 1629.51 ms
[2020-12-09 08:31:38	                main:581]	:	INFO	:	Epoch 864 | loss: 0.000226146 | val_loss: 0.000227987 | Time: 1637.89 ms
[2020-12-09 08:31:40	                main:581]	:	INFO	:	Epoch 865 | loss: 0.000213929 | val_loss: 0.00021678 | Time: 1638.92 ms
[2020-12-09 08:31:41	                main:581]	:	INFO	:	Epoch 866 | loss: 0.000210262 | val_loss: 0.000236216 | Time: 1644.2 ms
[2020-12-09 08:31:43	                main:581]	:	INFO	:	Epoch 867 | loss: 0.000224782 | val_loss: 0.000225709 | Time: 1629.06 ms
[2020-12-09 08:31:45	                main:581]	:	INFO	:	Epoch 868 | loss: 0.000211369 | val_loss: 0.000216483 | Time: 1633.15 ms
[2020-12-09 08:31:46	                main:581]	:	INFO	:	Epoch 869 | loss: 0.00020595 | val_loss: 0.000214671 | Time: 1635.84 ms
[2020-12-09 08:31:48	                main:581]	:	INFO	:	Epoch 870 | loss: 0.00023047 | val_loss: 0.000238454 | Time: 1631.54 ms
[2020-12-09 08:31:50	                main:581]	:	INFO	:	Epoch 871 | loss: 0.000281844 | val_loss: 0.000262325 | Time: 1627.02 ms
[2020-12-09 08:31:51	                main:581]	:	INFO	:	Epoch 872 | loss: 0.000240358 | val_loss: 0.000249933 | Time: 1646.02 ms
[2020-12-09 08:31:53	                main:581]	:	INFO	:	Epoch 873 | loss: 0.000226138 | val_loss: 0.000222521 | Time: 1645.2 ms
[2020-12-09 08:31:54	                main:581]	:	INFO	:	Epoch 874 | loss: 0.000209644 | val_loss: 0.000214499 | Time: 1629.41 ms
[2020-12-09 08:31:56	                main:581]	:	INFO	:	Epoch 875 | loss: 0.000205981 | val_loss: 0.000213592 | Time: 1624.5 ms
[2020-12-09 08:31:58	                main:581]	:	INFO	:	Epoch 876 | loss: 0.000204277 | val_loss: 0.00021359 | Time: 1627 ms
[2020-12-09 08:31:59	                main:581]	:	INFO	:	Epoch 877 | loss: 0.000205651 | val_loss: 0.000220503 | Time: 1632.98 ms
[2020-12-09 08:32:01	                main:581]	:	INFO	:	Epoch 878 | loss: 0.000220685 | val_loss: 0.000217981 | Time: 1647.44 ms
[2020-12-09 08:32:03	                main:581]	:	INFO	:	Epoch 879 | loss: 0.000207999 | val_loss: 0.000214249 | Time: 1630.59 ms
[2020-12-09 08:32:04	                main:581]	:	INFO	:	Epoch 880 | loss: 0.000205546 | val_loss: 0.000213093 | Time: 1629.89 ms
[2020-12-09 08:32:06	                main:581]	:	INFO	:	Epoch 881 | loss: 0.000203752 | val_loss: 0.000211943 | Time: 1638.44 ms
[2020-12-09 08:32:08	                main:581]	:	INFO	:	Epoch 882 | loss: 0.000204392 | val_loss: 0.000215286 | Time: 1633.76 ms
[2020-12-09 08:32:09	                main:581]	:	INFO	:	Epoch 883 | loss: 0.00021 | val_loss: 0.000219378 | Time: 1642.75 ms
[2020-12-09 08:32:11	                main:581]	:	INFO	:	Epoch 884 | loss: 0.000212522 | val_loss: 0.000215544 | Time: 1650.09 ms
[2020-12-09 08:32:12	                main:581]	:	INFO	:	Epoch 885 | loss: 0.000205922 | val_loss: 0.000212409 | Time: 1620.15 ms
[2020-12-09 08:32:14	                main:581]	:	INFO	:	Epoch 886 | loss: 0.000203333 | val_loss: 0.00021237 | Time: 1637.39 ms
[2020-12-09 08:32:16	                main:581]	:	INFO	:	Epoch 887 | loss: 0.000205249 | val_loss: 0.000214397 | Time: 1630.72 ms
[2020-12-09 08:32:17	                main:581]	:	INFO	:	Epoch 888 | loss: 0.000205586 | val_loss: 0.000215936 | Time: 1629.59 ms
[2020-12-09 08:32:19	                main:581]	:	INFO	:	Epoch 889 | loss: 0.000234053 | val_loss: 0.000227646 | Time: 1627.38 ms
[2020-12-09 08:32:21	                main:581]	:	INFO	:	Epoch 890 | loss: 0.000212956 | val_loss: 0.000217767 | Time: 1632.89 ms
[2020-12-09 08:32:22	                main:581]	:	INFO	:	Epoch 891 | loss: 0.000206874 | val_loss: 0.000212969 | Time: 1630.22 ms
[2020-12-09 08:32:24	                main:581]	:	INFO	:	Epoch 892 | loss: 0.000202904 | val_loss: 0.000212021 | Time: 1632.54 ms
[2020-12-09 08:32:26	                main:581]	:	INFO	:	Epoch 893 | loss: 0.00020743 | val_loss: 0.000221109 | Time: 1641.61 ms
[2020-12-09 08:32:27	                main:581]	:	INFO	:	Epoch 894 | loss: 0.000206448 | val_loss: 0.000211696 | Time: 1628.7 ms
[2020-12-09 08:32:29	                main:581]	:	INFO	:	Epoch 895 | loss: 0.000202266 | val_loss: 0.000211552 | Time: 1628.75 ms
[2020-12-09 08:32:30	                main:581]	:	INFO	:	Epoch 896 | loss: 0.000201673 | val_loss: 0.000211663 | Time: 1626.71 ms
[2020-12-09 08:32:32	                main:581]	:	INFO	:	Epoch 897 | loss: 0.000204418 | val_loss: 0.00021324 | Time: 1637.03 ms
[2020-12-09 08:32:34	                main:581]	:	INFO	:	Epoch 898 | loss: 0.000217671 | val_loss: 0.000255505 | Time: 1636.38 ms
[2020-12-09 08:32:35	                main:581]	:	INFO	:	Epoch 899 | loss: 0.000219855 | val_loss: 0.000219816 | Time: 1635.79 ms
[2020-12-09 08:32:37	                main:581]	:	INFO	:	Epoch 900 | loss: 0.000210022 | val_loss: 0.00022573 | Time: 1630.3 ms
[2020-12-09 08:32:39	                main:581]	:	INFO	:	Epoch 901 | loss: 0.000211223 | val_loss: 0.000215393 | Time: 1633.9 ms
[2020-12-09 08:32:40	                main:581]	:	INFO	:	Epoch 902 | loss: 0.000203842 | val_loss: 0.000212821 | Time: 1639.98 ms
[2020-12-09 08:32:42	                main:581]	:	INFO	:	Epoch 903 | loss: 0.000202939 | val_loss: 0.000212326 | Time: 1623.03 ms
[2020-12-09 08:32:43	                main:581]	:	INFO	:	Epoch 904 | loss: 0.00020215 | val_loss: 0.000211436 | Time: 1616.32 ms
[2020-12-09 08:32:45	                main:581]	:	INFO	:	Epoch 905 | loss: 0.000202584 | val_loss: 0.000213661 | Time: 1617.21 ms
[2020-12-09 08:32:47	                main:581]	:	INFO	:	Epoch 906 | loss: 0.000205965 | val_loss: 0.000229935 | Time: 1610.36 ms
[2020-12-09 08:32:48	                main:581]	:	INFO	:	Epoch 907 | loss: 0.000220338 | val_loss: 0.000219506 | Time: 1611.5 ms
[2020-12-09 08:32:50	                main:581]	:	INFO	:	Epoch 908 | loss: 0.000207331 | val_loss: 0.00021293 | Time: 1616.38 ms
[2020-12-09 08:32:52	                main:581]	:	INFO	:	Epoch 909 | loss: 0.000203859 | val_loss: 0.000215722 | Time: 1613.34 ms
[2020-12-09 08:32:53	                main:581]	:	INFO	:	Epoch 910 | loss: 0.000221007 | val_loss: 0.000216223 | Time: 1611.75 ms
[2020-12-09 08:32:55	                main:581]	:	INFO	:	Epoch 911 | loss: 0.000207512 | val_loss: 0.000212949 | Time: 1616.35 ms
[2020-12-09 08:32:56	                main:581]	:	INFO	:	Epoch 912 | loss: 0.000203319 | val_loss: 0.000214474 | Time: 1609.83 ms
[2020-12-09 08:32:58	                main:581]	:	INFO	:	Epoch 913 | loss: 0.000208267 | val_loss: 0.000214045 | Time: 1611.09 ms
[2020-12-09 08:33:00	                main:581]	:	INFO	:	Epoch 914 | loss: 0.000204945 | val_loss: 0.000214633 | Time: 1609.29 ms
[2020-12-09 08:33:01	                main:581]	:	INFO	:	Epoch 915 | loss: 0.00020729 | val_loss: 0.000218733 | Time: 1612.04 ms
[2020-12-09 08:33:03	                main:581]	:	INFO	:	Epoch 916 | loss: 0.000204666 | val_loss: 0.000216544 | Time: 1614.95 ms
[2020-12-09 08:33:04	                main:581]	:	INFO	:	Epoch 917 | loss: 0.000213466 | val_loss: 0.000220411 | Time: 1615.31 ms
[2020-12-09 08:33:06	                main:581]	:	INFO	:	Epoch 918 | loss: 0.000208021 | val_loss: 0.000213569 | Time: 1615.88 ms
[2020-12-09 08:33:08	                main:581]	:	INFO	:	Epoch 919 | loss: 0.000205116 | val_loss: 0.000213922 | Time: 1611.42 ms
[2020-12-09 08:33:09	                main:581]	:	INFO	:	Epoch 920 | loss: 0.0002057 | val_loss: 0.000215662 | Time: 1616.82 ms
[2020-12-09 08:33:11	                main:581]	:	INFO	:	Epoch 921 | loss: 0.000205819 | val_loss: 0.000216571 | Time: 1615.76 ms
[2020-12-09 08:33:13	                main:581]	:	INFO	:	Epoch 922 | loss: 0.000212164 | val_loss: 0.000227398 | Time: 1613.02 ms
[2020-12-09 08:33:14	                main:581]	:	INFO	:	Epoch 923 | loss: 0.000211509 | val_loss: 0.000219385 | Time: 1622.13 ms
[2020-12-09 08:33:16	                main:581]	:	INFO	:	Epoch 924 | loss: 0.000205525 | val_loss: 0.000213985 | Time: 1616.33 ms
[2020-12-09 08:33:17	                main:581]	:	INFO	:	Epoch 925 | loss: 0.000205436 | val_loss: 0.000222786 | Time: 1615.77 ms
[2020-12-09 08:33:19	                main:581]	:	INFO	:	Epoch 926 | loss: 0.000212713 | val_loss: 0.00021725 | Time: 1618.99 ms
[2020-12-09 08:33:21	                main:581]	:	INFO	:	Epoch 927 | loss: 0.000205246 | val_loss: 0.000212766 | Time: 1611.12 ms
[2020-12-09 08:33:22	                main:581]	:	INFO	:	Epoch 928 | loss: 0.000203271 | val_loss: 0.00021339 | Time: 1615.72 ms
[2020-12-09 08:33:24	                main:581]	:	INFO	:	Epoch 929 | loss: 0.000204236 | val_loss: 0.000214695 | Time: 1618.82 ms
[2020-12-09 08:33:25	                main:581]	:	INFO	:	Epoch 930 | loss: 0.000221336 | val_loss: 0.000240557 | Time: 1614.81 ms
[2020-12-09 08:33:27	                main:581]	:	INFO	:	Epoch 931 | loss: 0.000217027 | val_loss: 0.000220482 | Time: 1617.95 ms
[2020-12-09 08:33:29	                main:581]	:	INFO	:	Epoch 932 | loss: 0.000207931 | val_loss: 0.000221663 | Time: 1622.56 ms
[2020-12-09 08:33:30	                main:581]	:	INFO	:	Epoch 933 | loss: 0.000209968 | val_loss: 0.000214083 | Time: 1616.17 ms
[2020-12-09 08:33:32	                main:581]	:	INFO	:	Epoch 934 | loss: 0.000204208 | val_loss: 0.000212208 | Time: 1613.62 ms
[2020-12-09 08:33:34	                main:581]	:	INFO	:	Epoch 935 | loss: 0.000201806 | val_loss: 0.000212411 | Time: 1611.37 ms
[2020-12-09 08:33:35	                main:581]	:	INFO	:	Epoch 936 | loss: 0.000202322 | val_loss: 0.000213544 | Time: 1613.6 ms
[2020-12-09 08:33:37	                main:581]	:	INFO	:	Epoch 937 | loss: 0.000206274 | val_loss: 0.000228578 | Time: 1611.06 ms
[2020-12-09 08:33:38	                main:581]	:	INFO	:	Epoch 938 | loss: 0.000225136 | val_loss: 0.000230969 | Time: 1612.21 ms
[2020-12-09 08:33:40	                main:581]	:	INFO	:	Epoch 939 | loss: 0.000212188 | val_loss: 0.000224836 | Time: 1619.94 ms
[2020-12-09 08:33:42	                main:581]	:	INFO	:	Epoch 940 | loss: 0.00020831 | val_loss: 0.000214898 | Time: 1609.19 ms
[2020-12-09 08:33:43	                main:581]	:	INFO	:	Epoch 941 | loss: 0.000204848 | val_loss: 0.00021359 | Time: 1619.48 ms
[2020-12-09 08:33:45	                main:581]	:	INFO	:	Epoch 942 | loss: 0.000202425 | val_loss: 0.000210955 | Time: 1631.39 ms
[2020-12-09 08:33:46	                main:581]	:	INFO	:	Epoch 943 | loss: 0.000201722 | val_loss: 0.000213098 | Time: 1638.06 ms
[2020-12-09 08:33:48	                main:581]	:	INFO	:	Epoch 944 | loss: 0.000204122 | val_loss: 0.000213464 | Time: 1628.19 ms
[2020-12-09 08:33:50	                main:581]	:	INFO	:	Epoch 945 | loss: 0.000205572 | val_loss: 0.000221642 | Time: 1622.5 ms
[2020-12-09 08:33:51	                main:581]	:	INFO	:	Epoch 946 | loss: 0.000218956 | val_loss: 0.000224852 | Time: 1621.64 ms
[2020-12-09 08:33:53	                main:581]	:	INFO	:	Epoch 947 | loss: 0.000207584 | val_loss: 0.000213473 | Time: 1623.99 ms
[2020-12-09 08:33:55	                main:581]	:	INFO	:	Epoch 948 | loss: 0.000204444 | val_loss: 0.000218029 | Time: 1622.83 ms
[2020-12-09 08:33:56	                main:581]	:	INFO	:	Epoch 949 | loss: 0.000206856 | val_loss: 0.000214241 | Time: 1621.26 ms
[2020-12-09 08:33:58	                main:581]	:	INFO	:	Epoch 950 | loss: 0.000205709 | val_loss: 0.000215492 | Time: 1621.84 ms
[2020-12-09 08:33:59	                main:581]	:	INFO	:	Epoch 951 | loss: 0.000208624 | val_loss: 0.000219806 | Time: 1628.05 ms
[2020-12-09 08:34:01	                main:581]	:	INFO	:	Epoch 952 | loss: 0.000213028 | val_loss: 0.00022061 | Time: 1638.19 ms
[2020-12-09 08:34:03	                main:581]	:	INFO	:	Epoch 953 | loss: 0.000206843 | val_loss: 0.000214573 | Time: 1626.07 ms
[2020-12-09 08:34:04	                main:581]	:	INFO	:	Epoch 954 | loss: 0.000203565 | val_loss: 0.000213337 | Time: 1629.47 ms
[2020-12-09 08:34:06	                main:581]	:	INFO	:	Epoch 955 | loss: 0.000203999 | val_loss: 0.00021557 | Time: 1624.57 ms
[2020-12-09 08:34:08	                main:581]	:	INFO	:	Epoch 956 | loss: 0.000211272 | val_loss: 0.000224879 | Time: 1623.59 ms
[2020-12-09 08:34:09	                main:581]	:	INFO	:	Epoch 957 | loss: 0.000211792 | val_loss: 0.000218949 | Time: 1623.61 ms
[2020-12-09 08:34:11	                main:581]	:	INFO	:	Epoch 958 | loss: 0.000207159 | val_loss: 0.000217188 | Time: 1616.19 ms
[2020-12-09 08:34:12	                main:581]	:	INFO	:	Epoch 959 | loss: 0.000208868 | val_loss: 0.000220524 | Time: 1626.2 ms
[2020-12-09 08:34:14	                main:581]	:	INFO	:	Epoch 960 | loss: 0.000211421 | val_loss: 0.000238378 | Time: 1626.8 ms
[2020-12-09 08:34:16	                main:581]	:	INFO	:	Epoch 961 | loss: 0.000219248 | val_loss: 0.000219696 | Time: 1625.94 ms
[2020-12-09 08:34:17	                main:581]	:	INFO	:	Epoch 962 | loss: 0.000206406 | val_loss: 0.000213674 | Time: 1631.92 ms
[2020-12-09 08:34:19	                main:581]	:	INFO	:	Epoch 963 | loss: 0.000202044 | val_loss: 0.000211435 | Time: 1628.33 ms
[2020-12-09 08:34:21	                main:581]	:	INFO	:	Epoch 964 | loss: 0.00020138 | val_loss: 0.000211809 | Time: 1622.92 ms
[2020-12-09 08:34:22	                main:581]	:	INFO	:	Epoch 965 | loss: 0.000210724 | val_loss: 0.000217793 | Time: 1628.87 ms
[2020-12-09 08:34:24	                main:581]	:	INFO	:	Epoch 966 | loss: 0.000205399 | val_loss: 0.000214193 | Time: 1624.26 ms
[2020-12-09 08:34:26	                main:581]	:	INFO	:	Epoch 967 | loss: 0.000203707 | val_loss: 0.000213913 | Time: 1620.9 ms
[2020-12-09 08:34:27	                main:581]	:	INFO	:	Epoch 968 | loss: 0.000216544 | val_loss: 0.000218627 | Time: 1625.41 ms
[2020-12-09 08:34:29	                main:581]	:	INFO	:	Epoch 969 | loss: 0.000208739 | val_loss: 0.000217915 | Time: 1622.45 ms
[2020-12-09 08:34:30	                main:581]	:	INFO	:	Epoch 970 | loss: 0.000204924 | val_loss: 0.000211595 | Time: 1627.05 ms
[2020-12-09 08:34:32	                main:581]	:	INFO	:	Epoch 971 | loss: 0.000203975 | val_loss: 0.000215707 | Time: 1624.24 ms
[2020-12-09 08:34:34	                main:581]	:	INFO	:	Epoch 972 | loss: 0.000205491 | val_loss: 0.000216974 | Time: 1619.14 ms
[2020-12-09 08:34:35	                main:581]	:	INFO	:	Epoch 973 | loss: 0.000207868 | val_loss: 0.000215498 | Time: 1618.6 ms
[2020-12-09 08:34:37	                main:581]	:	INFO	:	Epoch 974 | loss: 0.000205035 | val_loss: 0.000213769 | Time: 1622.04 ms
[2020-12-09 08:34:38	                main:581]	:	INFO	:	Epoch 975 | loss: 0.000205567 | val_loss: 0.000215038 | Time: 1617.19 ms
[2020-12-09 08:34:40	                main:581]	:	INFO	:	Epoch 976 | loss: 0.000215504 | val_loss: 0.000250923 | Time: 1622.14 ms
[2020-12-09 08:34:42	                main:581]	:	INFO	:	Epoch 977 | loss: 0.000224535 | val_loss: 0.000237704 | Time: 1618.16 ms
[2020-12-09 08:34:43	                main:581]	:	INFO	:	Epoch 978 | loss: 0.000216241 | val_loss: 0.000221609 | Time: 1620.11 ms
[2020-12-09 08:34:45	                main:581]	:	INFO	:	Epoch 979 | loss: 0.000206589 | val_loss: 0.000214282 | Time: 1618.56 ms
[2020-12-09 08:34:47	                main:581]	:	INFO	:	Epoch 980 | loss: 0.000202461 | val_loss: 0.000211926 | Time: 1623.63 ms
[2020-12-09 08:34:48	                main:581]	:	INFO	:	Epoch 981 | loss: 0.000202534 | val_loss: 0.000215991 | Time: 1623.77 ms
[2020-12-09 08:34:50	                main:581]	:	INFO	:	Epoch 982 | loss: 0.000204293 | val_loss: 0.000212495 | Time: 1619.62 ms
[2020-12-09 08:34:51	                main:581]	:	INFO	:	Epoch 983 | loss: 0.000203344 | val_loss: 0.000213218 | Time: 1624.76 ms
[2020-12-09 08:34:53	                main:581]	:	INFO	:	Epoch 984 | loss: 0.000203066 | val_loss: 0.000215071 | Time: 1623.22 ms
[2020-12-09 08:34:55	                main:581]	:	INFO	:	Epoch 985 | loss: 0.000208378 | val_loss: 0.000221271 | Time: 1617.2 ms
[2020-12-09 08:34:56	                main:581]	:	INFO	:	Epoch 986 | loss: 0.000209528 | val_loss: 0.000224434 | Time: 1619.33 ms
[2020-12-09 08:34:58	                main:581]	:	INFO	:	Epoch 987 | loss: 0.000218045 | val_loss: 0.000222099 | Time: 1619.03 ms
[2020-12-09 08:35:00	                main:581]	:	INFO	:	Epoch 988 | loss: 0.000204536 | val_loss: 0.000214087 | Time: 1624.1 ms
[2020-12-09 08:35:01	                main:581]	:	INFO	:	Epoch 989 | loss: 0.000201556 | val_loss: 0.000212416 | Time: 1628.22 ms
[2020-12-09 08:35:03	                main:581]	:	INFO	:	Epoch 990 | loss: 0.000202353 | val_loss: 0.00021713 | Time: 1624.02 ms
[2020-12-09 08:35:04	                main:581]	:	INFO	:	Epoch 991 | loss: 0.000219218 | val_loss: 0.000239562 | Time: 1622.71 ms
[2020-12-09 08:35:06	                main:581]	:	INFO	:	Epoch 992 | loss: 0.000215604 | val_loss: 0.000220321 | Time: 1621.99 ms
[2020-12-09 08:35:08	                main:581]	:	INFO	:	Epoch 993 | loss: 0.000205616 | val_loss: 0.000214547 | Time: 1616.47 ms
[2020-12-09 08:35:09	                main:581]	:	INFO	:	Epoch 994 | loss: 0.000204831 | val_loss: 0.00021564 | Time: 1618.92 ms
[2020-12-09 08:35:11	                main:581]	:	INFO	:	Epoch 995 | loss: 0.000207592 | val_loss: 0.000217347 | Time: 1621.68 ms
[2020-12-09 08:35:13	                main:581]	:	INFO	:	Epoch 996 | loss: 0.000204488 | val_loss: 0.000215211 | Time: 1612.93 ms
[2020-12-09 08:35:14	                main:581]	:	INFO	:	Epoch 997 | loss: 0.000205142 | val_loss: 0.000216536 | Time: 1624.15 ms
[2020-12-09 08:35:16	                main:581]	:	INFO	:	Epoch 998 | loss: 0.000210454 | val_loss: 0.000221233 | Time: 1616.95 ms
[2020-12-09 08:35:17	                main:581]	:	INFO	:	Epoch 999 | loss: 0.000207791 | val_loss: 0.000216986 | Time: 1619.02 ms
[2020-12-09 08:35:19	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.000204968 | val_loss: 0.000216151 | Time: 1623.4 ms
[2020-12-09 08:35:21	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.000204276 | val_loss: 0.000214657 | Time: 1624.07 ms
[2020-12-09 08:35:22	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.000205203 | val_loss: 0.000216716 | Time: 1619.55 ms
[2020-12-09 08:35:24	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.000206695 | val_loss: 0.000227557 | Time: 1620.64 ms
[2020-12-09 08:35:26	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.000221245 | val_loss: 0.000223931 | Time: 1637.78 ms
[2020-12-09 08:35:27	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.000210599 | val_loss: 0.000217973 | Time: 1648.01 ms
[2020-12-09 08:35:29	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.000205121 | val_loss: 0.000214818 | Time: 1637.46 ms
[2020-12-09 08:35:30	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.000204569 | val_loss: 0.000214127 | Time: 1642.97 ms
[2020-12-09 08:35:32	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.000203443 | val_loss: 0.000212946 | Time: 1639.18 ms
[2020-12-09 08:35:34	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.000204887 | val_loss: 0.000217676 | Time: 1640.64 ms
[2020-12-09 08:35:35	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.000215497 | val_loss: 0.000225033 | Time: 1639.68 ms
[2020-12-09 08:35:37	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.000212531 | val_loss: 0.000215243 | Time: 1641.16 ms
[2020-12-09 08:35:39	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.000204183 | val_loss: 0.00021464 | Time: 1647.95 ms
[2020-12-09 08:35:40	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.000204435 | val_loss: 0.00021493 | Time: 1642.98 ms
[2020-12-09 08:35:42	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.000205256 | val_loss: 0.000215239 | Time: 1637.89 ms
[2020-12-09 08:35:44	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.000212192 | val_loss: 0.000239388 | Time: 1642.46 ms
[2020-12-09 08:35:45	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.000223671 | val_loss: 0.000218533 | Time: 1640.94 ms
[2020-12-09 08:35:47	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.000204397 | val_loss: 0.000213916 | Time: 1640.3 ms
[2020-12-09 08:35:48	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.000203255 | val_loss: 0.000214957 | Time: 1644.28 ms
[2020-12-09 08:35:50	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.000202846 | val_loss: 0.000214407 | Time: 1637.29 ms
[2020-12-09 08:35:52	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.000202371 | val_loss: 0.000217188 | Time: 1638.57 ms
[2020-12-09 08:35:53	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.000212918 | val_loss: 0.000226249 | Time: 1636.68 ms
[2020-12-09 08:35:55	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.000206782 | val_loss: 0.000216059 | Time: 1636.66 ms
[2020-12-09 08:35:57	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.000203132 | val_loss: 0.000213601 | Time: 1636.95 ms
[2020-12-09 08:35:58	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.000201951 | val_loss: 0.000213683 | Time: 1636.33 ms
[2020-12-09 08:35:58	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.000213683
[2020-12-09 08:35:58	                main:610]	:	INFO	:	Saving end state to config to file
[2020-12-09 08:35:58	                main:615]	:	INFO	:	Success, exiting..
08:35:58 (3172556): called boinc_finish(0)

</stderr_txt>
]]>


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A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)