Task 3197310

Name EightBitModified-1605455637-2173-4_0
Workunit 1486621
Created 7 Dec 2020, 23:16:20 UTC
Sent 8 Dec 2020, 9:03:29 UTC
Report deadline 15 Dec 2020, 9:03:29 UTC
Received 9 Dec 2020, 0:31:52 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 4285
Run time 28 min 13 sec
CPU time 28 min 10 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>
8:17:04	                main:581]	:	INFO	:	Epoch 526 | loss: 0.000331858 | val_loss: 0.000353402 | Time: 1611.57 ms
[2020-12-08 18:17:05	                main:581]	:	INFO	:	Epoch 527 | loss: 0.000350659 | val_loss: 0.0004215 | Time: 1618.67 ms
[2020-12-08 18:17:07	                main:581]	:	INFO	:	Epoch 528 | loss: 0.000362134 | val_loss: 0.000367079 | Time: 1615.63 ms
[2020-12-08 18:17:09	                main:581]	:	INFO	:	Epoch 529 | loss: 0.000347091 | val_loss: 0.000353689 | Time: 1618.89 ms
[2020-12-08 18:17:10	                main:581]	:	INFO	:	Epoch 530 | loss: 0.000330839 | val_loss: 0.000348818 | Time: 1622.68 ms
[2020-12-08 18:17:12	                main:581]	:	INFO	:	Epoch 531 | loss: 0.000347847 | val_loss: 0.000429154 | Time: 1629.64 ms
[2020-12-08 18:17:13	                main:581]	:	INFO	:	Epoch 532 | loss: 0.000392146 | val_loss: 0.000380513 | Time: 1623.38 ms
[2020-12-08 18:17:15	                main:581]	:	INFO	:	Epoch 533 | loss: 0.000344033 | val_loss: 0.00035392 | Time: 1625.79 ms
[2020-12-08 18:17:17	                main:581]	:	INFO	:	Epoch 534 | loss: 0.00033106 | val_loss: 0.000348317 | Time: 1614.45 ms
[2020-12-08 18:17:18	                main:581]	:	INFO	:	Epoch 535 | loss: 0.000333371 | val_loss: 0.000376714 | Time: 1625.57 ms
[2020-12-08 18:17:20	                main:581]	:	INFO	:	Epoch 536 | loss: 0.000368307 | val_loss: 0.000365342 | Time: 1631.02 ms
[2020-12-08 18:17:22	                main:581]	:	INFO	:	Epoch 537 | loss: 0.000335811 | val_loss: 0.000349852 | Time: 1630.07 ms
[2020-12-08 18:17:23	                main:581]	:	INFO	:	Epoch 538 | loss: 0.000331848 | val_loss: 0.000352534 | Time: 1626.99 ms
[2020-12-08 18:17:25	                main:581]	:	INFO	:	Epoch 539 | loss: 0.000398364 | val_loss: 0.000495129 | Time: 1642.11 ms
[2020-12-08 18:17:27	                main:581]	:	INFO	:	Epoch 540 | loss: 0.00039216 | val_loss: 0.000379805 | Time: 1637.57 ms
[2020-12-08 18:17:28	                main:581]	:	INFO	:	Epoch 541 | loss: 0.00034038 | val_loss: 0.000351124 | Time: 1632.75 ms
[2020-12-08 18:17:30	                main:581]	:	INFO	:	Epoch 542 | loss: 0.000329563 | val_loss: 0.000352369 | Time: 1640.86 ms
[2020-12-08 18:17:31	                main:581]	:	INFO	:	Epoch 543 | loss: 0.000359503 | val_loss: 0.000366665 | Time: 1641.72 ms
[2020-12-08 18:17:33	                main:581]	:	INFO	:	Epoch 544 | loss: 0.000343583 | val_loss: 0.000350136 | Time: 1643.57 ms
[2020-12-08 18:17:35	                main:581]	:	INFO	:	Epoch 545 | loss: 0.00033211 | val_loss: 0.000353251 | Time: 1642.17 ms
[2020-12-08 18:17:36	                main:581]	:	INFO	:	Epoch 546 | loss: 0.000345604 | val_loss: 0.000415383 | Time: 1644.99 ms
[2020-12-08 18:17:38	                main:581]	:	INFO	:	Epoch 547 | loss: 0.000364608 | val_loss: 0.000359888 | Time: 1641.89 ms
[2020-12-08 18:17:40	                main:581]	:	INFO	:	Epoch 548 | loss: 0.000335681 | val_loss: 0.000354308 | Time: 1648.1 ms
[2020-12-08 18:17:41	                main:581]	:	INFO	:	Epoch 549 | loss: 0.000331497 | val_loss: 0.000349974 | Time: 1642.35 ms
[2020-12-08 18:17:43	                main:581]	:	INFO	:	Epoch 550 | loss: 0.000348447 | val_loss: 0.000435731 | Time: 1637.56 ms
[2020-12-08 18:17:45	                main:581]	:	INFO	:	Epoch 551 | loss: 0.000377189 | val_loss: 0.000378219 | Time: 1645 ms
[2020-12-08 18:17:46	                main:581]	:	INFO	:	Epoch 552 | loss: 0.000359064 | val_loss: 0.000361308 | Time: 1647 ms
[2020-12-08 18:17:48	                main:581]	:	INFO	:	Epoch 553 | loss: 0.00033787 | val_loss: 0.000356402 | Time: 1646.4 ms
[2020-12-08 18:17:50	                main:581]	:	INFO	:	Epoch 554 | loss: 0.000332068 | val_loss: 0.000348951 | Time: 1643.63 ms
[2020-12-08 18:17:51	                main:581]	:	INFO	:	Epoch 555 | loss: 0.000357759 | val_loss: 0.00051519 | Time: 1644.25 ms
[2020-12-08 18:17:53	                main:581]	:	INFO	:	Epoch 556 | loss: 0.000395941 | val_loss: 0.000392522 | Time: 1636.47 ms
[2020-12-08 18:17:54	                main:581]	:	INFO	:	Epoch 557 | loss: 0.000349933 | val_loss: 0.000354754 | Time: 1650.91 ms
[2020-12-08 18:17:56	                main:581]	:	INFO	:	Epoch 558 | loss: 0.000332364 | val_loss: 0.000349377 | Time: 1646.29 ms
[2020-12-08 18:17:58	                main:581]	:	INFO	:	Epoch 559 | loss: 0.000328155 | val_loss: 0.00035018 | Time: 1647.2 ms
[2020-12-08 18:17:59	                main:581]	:	INFO	:	Epoch 560 | loss: 0.000371416 | val_loss: 0.000370869 | Time: 1650.02 ms
[2020-12-08 18:18:01	                main:581]	:	INFO	:	Epoch 561 | loss: 0.000351737 | val_loss: 0.000358498 | Time: 1650.89 ms
[2020-12-08 18:18:03	                main:581]	:	INFO	:	Epoch 562 | loss: 0.000334408 | val_loss: 0.000351179 | Time: 1641.85 ms
[2020-12-08 18:18:04	                main:581]	:	INFO	:	Epoch 563 | loss: 0.000332158 | val_loss: 0.000359515 | Time: 1676.31 ms
[2020-12-08 18:18:06	                main:581]	:	INFO	:	Epoch 564 | loss: 0.000388736 | val_loss: 0.000401658 | Time: 1674.72 ms
[2020-12-08 18:18:08	                main:581]	:	INFO	:	Epoch 565 | loss: 0.000358179 | val_loss: 0.000360594 | Time: 1673.7 ms
[2020-12-08 18:18:09	                main:581]	:	INFO	:	Epoch 566 | loss: 0.000334472 | val_loss: 0.00035119 | Time: 1669.7 ms
[2020-12-08 18:18:11	                main:581]	:	INFO	:	Epoch 567 | loss: 0.000331468 | val_loss: 0.000362737 | Time: 1674.46 ms
[2020-12-08 18:18:13	                main:581]	:	INFO	:	Epoch 568 | loss: 0.000342758 | val_loss: 0.00035717 | Time: 1674.01 ms
[2020-12-08 18:18:14	                main:581]	:	INFO	:	Epoch 569 | loss: 0.000391591 | val_loss: 0.000399409 | Time: 1674.6 ms
[2020-12-08 18:18:16	                main:581]	:	INFO	:	Epoch 570 | loss: 0.000374081 | val_loss: 0.000366307 | Time: 1671.79 ms
[2020-12-08 18:18:18	                main:581]	:	INFO	:	Epoch 571 | loss: 0.000338668 | val_loss: 0.000354593 | Time: 1667.22 ms
[2020-12-08 18:18:19	                main:581]	:	INFO	:	Epoch 572 | loss: 0.000342168 | val_loss: 0.000356753 | Time: 1668.61 ms
[2020-12-08 18:18:21	                main:581]	:	INFO	:	Epoch 573 | loss: 0.000334308 | val_loss: 0.000353282 | Time: 1668.54 ms
[2020-12-08 18:18:23	                main:581]	:	INFO	:	Epoch 574 | loss: 0.000366966 | val_loss: 0.000361479 | Time: 1671.19 ms
[2020-12-08 18:18:24	                main:581]	:	INFO	:	Epoch 575 | loss: 0.000339506 | val_loss: 0.000353124 | Time: 1673.75 ms
[2020-12-08 18:18:26	                main:581]	:	INFO	:	Epoch 576 | loss: 0.000331785 | val_loss: 0.000356393 | Time: 1678.6 ms
[2020-12-08 18:18:28	                main:581]	:	INFO	:	Epoch 577 | loss: 0.000346916 | val_loss: 0.000410419 | Time: 1673.59 ms
[2020-12-08 18:18:29	                main:581]	:	INFO	:	Epoch 578 | loss: 0.000365758 | val_loss: 0.000370322 | Time: 1669.74 ms
[2020-12-08 18:18:31	                main:581]	:	INFO	:	Epoch 579 | loss: 0.0003422 | val_loss: 0.000371158 | Time: 1674.75 ms
[2020-12-08 18:18:33	                main:581]	:	INFO	:	Epoch 580 | loss: 0.000354766 | val_loss: 0.000357126 | Time: 1676.2 ms
[2020-12-08 18:18:34	                main:581]	:	INFO	:	Epoch 581 | loss: 0.000333915 | val_loss: 0.000352933 | Time: 1667.37 ms
[2020-12-08 18:18:36	                main:581]	:	INFO	:	Epoch 582 | loss: 0.000347335 | val_loss: 0.000401123 | Time: 1671.33 ms
[2020-12-08 18:18:38	                main:581]	:	INFO	:	Epoch 583 | loss: 0.000359141 | val_loss: 0.000375755 | Time: 1670.58 ms
[2020-12-08 18:18:39	                main:581]	:	INFO	:	Epoch 584 | loss: 0.000340221 | val_loss: 0.000358822 | Time: 1668.88 ms
[2020-12-08 18:18:41	                main:581]	:	INFO	:	Epoch 585 | loss: 0.000354032 | val_loss: 0.000379474 | Time: 1676 ms
[2020-12-08 18:18:43	                main:581]	:	INFO	:	Epoch 586 | loss: 0.000352379 | val_loss: 0.000359442 | Time: 1668.4 ms
[2020-12-08 18:18:44	                main:581]	:	INFO	:	Epoch 587 | loss: 0.000340584 | val_loss: 0.00037554 | Time: 1679.08 ms
[2020-12-08 18:18:46	                main:581]	:	INFO	:	Epoch 588 | loss: 0.000359018 | val_loss: 0.000372974 | Time: 1673.38 ms
[2020-12-08 18:18:48	                main:581]	:	INFO	:	Epoch 589 | loss: 0.000356373 | val_loss: 0.00035623 | Time: 1672.14 ms
[2020-12-08 18:18:50	                main:581]	:	INFO	:	Epoch 590 | loss: 0.000338707 | val_loss: 0.000356655 | Time: 1675.36 ms
[2020-12-08 18:18:51	                main:581]	:	INFO	:	Epoch 591 | loss: 0.000337338 | val_loss: 0.000370577 | Time: 1639.66 ms
[2020-12-08 18:18:53	                main:581]	:	INFO	:	Epoch 592 | loss: 0.000359815 | val_loss: 0.000360966 | Time: 1650.19 ms
[2020-12-08 18:18:54	                main:581]	:	INFO	:	Epoch 593 | loss: 0.000357528 | val_loss: 0.000371064 | Time: 1640.32 ms
[2020-12-08 18:18:56	                main:581]	:	INFO	:	Epoch 594 | loss: 0.000343214 | val_loss: 0.000364983 | Time: 1648.83 ms
[2020-12-08 18:18:58	                main:581]	:	INFO	:	Epoch 595 | loss: 0.000355006 | val_loss: 0.000368795 | Time: 1644.17 ms
[2020-12-08 18:18:59	                main:581]	:	INFO	:	Epoch 596 | loss: 0.000339511 | val_loss: 0.000354561 | Time: 1651.43 ms
[2020-12-08 18:19:01	                main:581]	:	INFO	:	Epoch 597 | loss: 0.000331816 | val_loss: 0.000350935 | Time: 1660.29 ms
[2020-12-08 18:19:03	                main:581]	:	INFO	:	Epoch 598 | loss: 0.000362071 | val_loss: 0.000456953 | Time: 1644.61 ms
[2020-12-08 18:19:04	                main:581]	:	INFO	:	Epoch 599 | loss: 0.000411892 | val_loss: 0.000378767 | Time: 1648.14 ms
[2020-12-08 18:19:06	                main:581]	:	INFO	:	Epoch 600 | loss: 0.000344279 | val_loss: 0.000353057 | Time: 1638.49 ms
[2020-12-08 18:19:08	                main:581]	:	INFO	:	Epoch 601 | loss: 0.00033068 | val_loss: 0.000348141 | Time: 1627.21 ms
[2020-12-08 18:19:09	                main:581]	:	INFO	:	Epoch 602 | loss: 0.000334253 | val_loss: 0.000381882 | Time: 1640.52 ms
[2020-12-08 18:19:11	                main:581]	:	INFO	:	Epoch 603 | loss: 0.000358313 | val_loss: 0.00036223 | Time: 1643.98 ms
[2020-12-08 18:19:13	                main:581]	:	INFO	:	Epoch 604 | loss: 0.000338738 | val_loss: 0.000353949 | Time: 1644.41 ms
[2020-12-08 18:19:14	                main:581]	:	INFO	:	Epoch 605 | loss: 0.00034546 | val_loss: 0.000392468 | Time: 1640.5 ms
[2020-12-08 18:19:16	                main:581]	:	INFO	:	Epoch 606 | loss: 0.000361337 | val_loss: 0.000357997 | Time: 1638.28 ms
[2020-12-08 18:19:17	                main:581]	:	INFO	:	Epoch 607 | loss: 0.000336638 | val_loss: 0.000354714 | Time: 1634.69 ms
[2020-12-08 18:19:19	                main:581]	:	INFO	:	Epoch 608 | loss: 0.000344928 | val_loss: 0.00038765 | Time: 1631.78 ms
[2020-12-08 18:19:21	                main:581]	:	INFO	:	Epoch 609 | loss: 0.000373365 | val_loss: 0.000384885 | Time: 1641.55 ms
[2020-12-08 18:19:22	                main:581]	:	INFO	:	Epoch 610 | loss: 0.000342546 | val_loss: 0.000358258 | Time: 1635.17 ms
[2020-12-08 18:19:24	                main:581]	:	INFO	:	Epoch 611 | loss: 0.000333558 | val_loss: 0.00035215 | Time: 1638.28 ms
[2020-12-08 18:19:26	                main:581]	:	INFO	:	Epoch 612 | loss: 0.00034148 | val_loss: 0.000386297 | Time: 1642.41 ms
[2020-12-08 18:19:27	                main:581]	:	INFO	:	Epoch 613 | loss: 0.000366225 | val_loss: 0.00037747 | Time: 1631 ms
[2020-12-08 18:19:29	                main:581]	:	INFO	:	Epoch 614 | loss: 0.00035684 | val_loss: 0.000373091 | Time: 1640.74 ms
[2020-12-08 18:19:31	                main:581]	:	INFO	:	Epoch 615 | loss: 0.000349971 | val_loss: 0.000370051 | Time: 1641.27 ms
[2020-12-08 18:19:32	                main:581]	:	INFO	:	Epoch 616 | loss: 0.000338872 | val_loss: 0.000350269 | Time: 1638.79 ms
[2020-12-08 18:19:34	                main:581]	:	INFO	:	Epoch 617 | loss: 0.000329353 | val_loss: 0.000354005 | Time: 1638.6 ms
[2020-12-08 18:19:35	                main:581]	:	INFO	:	Epoch 618 | loss: 0.000362171 | val_loss: 0.000416063 | Time: 1634.65 ms
[2020-12-08 18:19:37	                main:581]	:	INFO	:	Epoch 619 | loss: 0.000368548 | val_loss: 0.000361471 | Time: 1638.98 ms
[2020-12-08 18:19:39	                main:581]	:	INFO	:	Epoch 620 | loss: 0.000336841 | val_loss: 0.000349906 | Time: 1641.26 ms
[2020-12-08 18:19:40	                main:581]	:	INFO	:	Epoch 621 | loss: 0.000334019 | val_loss: 0.000372125 | Time: 1644.72 ms
[2020-12-08 18:19:42	                main:581]	:	INFO	:	Epoch 622 | loss: 0.000412378 | val_loss: 0.000386801 | Time: 1627.88 ms
[2020-12-08 18:19:44	                main:581]	:	INFO	:	Epoch 623 | loss: 0.000356188 | val_loss: 0.000356283 | Time: 1638.27 ms
[2020-12-08 18:19:45	                main:581]	:	INFO	:	Epoch 624 | loss: 0.000333416 | val_loss: 0.000351781 | Time: 1640.67 ms
[2020-12-08 18:19:47	                main:581]	:	INFO	:	Epoch 625 | loss: 0.000332044 | val_loss: 0.000357729 | Time: 1631.77 ms
[2020-12-08 18:19:49	                main:581]	:	INFO	:	Epoch 626 | loss: 0.000364431 | val_loss: 0.000369262 | Time: 1636.35 ms
[2020-12-08 18:19:50	                main:581]	:	INFO	:	Epoch 627 | loss: 0.00034521 | val_loss: 0.000358127 | Time: 1636.75 ms
[2020-12-08 18:19:52	                main:581]	:	INFO	:	Epoch 628 | loss: 0.000343186 | val_loss: 0.00035494 | Time: 1651.58 ms
[2020-12-08 18:19:54	                main:581]	:	INFO	:	Epoch 629 | loss: 0.00033176 | val_loss: 0.000351803 | Time: 1646.52 ms
[2020-12-08 18:19:55	                main:581]	:	INFO	:	Epoch 630 | loss: 0.00035763 | val_loss: 0.000399147 | Time: 1652.43 ms
[2020-12-08 18:19:57	                main:581]	:	INFO	:	Epoch 631 | loss: 0.00036439 | val_loss: 0.000355253 | Time: 1652.36 ms
[2020-12-08 18:19:58	                main:581]	:	INFO	:	Epoch 632 | loss: 0.000334777 | val_loss: 0.000351355 | Time: 1655.9 ms
[2020-12-08 18:20:00	                main:581]	:	INFO	:	Epoch 633 | loss: 0.000332015 | val_loss: 0.000362635 | Time: 1654.71 ms
[2020-12-08 18:20:02	                main:581]	:	INFO	:	Epoch 634 | loss: 0.0003752 | val_loss: 0.00039502 | Time: 1649.84 ms
[2020-12-08 18:20:03	                main:581]	:	INFO	:	Epoch 635 | loss: 0.00036257 | val_loss: 0.000384234 | Time: 1649.04 ms
[2020-12-08 18:20:05	                main:581]	:	INFO	:	Epoch 636 | loss: 0.000345012 | val_loss: 0.000353088 | Time: 1645.31 ms
[2020-12-08 18:20:07	                main:581]	:	INFO	:	Epoch 637 | loss: 0.000330476 | val_loss: 0.000350002 | Time: 1648.91 ms
[2020-12-08 18:20:08	                main:581]	:	INFO	:	Epoch 638 | loss: 0.000332391 | val_loss: 0.000373206 | Time: 1646.21 ms
[2020-12-08 18:20:10	                main:581]	:	INFO	:	Epoch 639 | loss: 0.000384025 | val_loss: 0.000396314 | Time: 1647.85 ms
[2020-12-08 18:20:12	                main:581]	:	INFO	:	Epoch 640 | loss: 0.000362752 | val_loss: 0.000371313 | Time: 1655.01 ms
[2020-12-08 18:20:13	                main:581]	:	INFO	:	Epoch 641 | loss: 0.000339136 | val_loss: 0.000353871 | Time: 1654.12 ms
[2020-12-08 18:20:15	                main:581]	:	INFO	:	Epoch 642 | loss: 0.000332116 | val_loss: 0.000353602 | Time: 1649.51 ms
[2020-12-08 18:20:17	                main:581]	:	INFO	:	Epoch 643 | loss: 0.000337612 | val_loss: 0.000366128 | Time: 1642.23 ms
[2020-12-08 18:20:18	                main:581]	:	INFO	:	Epoch 644 | loss: 0.000351173 | val_loss: 0.000362736 | Time: 1649.1 ms
[2020-12-08 18:20:20	                main:581]	:	INFO	:	Epoch 645 | loss: 0.000355551 | val_loss: 0.000366903 | Time: 1642.59 ms
[2020-12-08 18:20:22	                main:581]	:	INFO	:	Epoch 646 | loss: 0.000346838 | val_loss: 0.000360797 | Time: 1650.03 ms
[2020-12-08 18:20:23	                main:581]	:	INFO	:	Epoch 647 | loss: 0.000338745 | val_loss: 0.000357974 | Time: 1642.92 ms
[2020-12-08 18:20:25	                main:581]	:	INFO	:	Epoch 648 | loss: 0.000371887 | val_loss: 0.000395575 | Time: 1653.4 ms
[2020-12-08 18:20:27	                main:581]	:	INFO	:	Epoch 649 | loss: 0.000358261 | val_loss: 0.000359653 | Time: 1657.57 ms
[2020-12-08 18:20:28	                main:581]	:	INFO	:	Epoch 650 | loss: 0.000336436 | val_loss: 0.000349157 | Time: 1642.63 ms
[2020-12-08 18:20:30	                main:581]	:	INFO	:	Epoch 651 | loss: 0.000328604 | val_loss: 0.000348373 | Time: 1657.36 ms
[2020-12-08 18:20:31	                main:581]	:	INFO	:	Epoch 652 | loss: 0.000334584 | val_loss: 0.000403411 | Time: 1644.98 ms
[2020-12-08 18:20:33	                main:581]	:	INFO	:	Epoch 653 | loss: 0.000438157 | val_loss: 0.000408531 | Time: 1657.68 ms
[2020-12-08 18:20:35	                main:581]	:	INFO	:	Epoch 654 | loss: 0.000352884 | val_loss: 0.000359082 | Time: 1650.41 ms
[2020-12-08 18:20:36	                main:581]	:	INFO	:	Epoch 655 | loss: 0.000333103 | val_loss: 0.000351691 | Time: 1653.64 ms
[2020-12-08 18:20:38	                main:581]	:	INFO	:	Epoch 656 | loss: 0.000336265 | val_loss: 0.000396574 | Time: 1643.52 ms
[2020-12-08 18:20:40	                main:581]	:	INFO	:	Epoch 657 | loss: 0.000400747 | val_loss: 0.000377198 | Time: 1652.11 ms
[2020-12-08 18:20:41	                main:581]	:	INFO	:	Epoch 658 | loss: 0.000343148 | val_loss: 0.00035027 | Time: 1655.18 ms
[2020-12-08 18:20:43	                main:581]	:	INFO	:	Epoch 659 | loss: 0.000330207 | val_loss: 0.000348627 | Time: 1649.87 ms
[2020-12-08 18:20:45	                main:581]	:	INFO	:	Epoch 660 | loss: 0.000328712 | val_loss: 0.00034708 | Time: 1654.15 ms
[2020-12-08 18:20:46	                main:581]	:	INFO	:	Epoch 661 | loss: 0.000326878 | val_loss: 0.000346453 | Time: 1651.78 ms
[2020-12-08 18:20:48	                main:581]	:	INFO	:	Epoch 662 | loss: 0.000361048 | val_loss: 0.000373971 | Time: 1653.4 ms
[2020-12-08 18:20:50	                main:581]	:	INFO	:	Epoch 663 | loss: 0.000376434 | val_loss: 0.000404185 | Time: 1650.26 ms
[2020-12-08 18:20:51	                main:581]	:	INFO	:	Epoch 664 | loss: 0.000360237 | val_loss: 0.00036382 | Time: 1636.68 ms
[2020-12-08 18:20:53	                main:581]	:	INFO	:	Epoch 665 | loss: 0.000334313 | val_loss: 0.000349414 | Time: 1644.92 ms
[2020-12-08 18:20:55	                main:581]	:	INFO	:	Epoch 666 | loss: 0.000329873 | val_loss: 0.000347054 | Time: 1648 ms
[2020-12-08 18:20:56	                main:581]	:	INFO	:	Epoch 667 | loss: 0.000327955 | val_loss: 0.000353986 | Time: 1652.97 ms
[2020-12-08 18:20:58	                main:581]	:	INFO	:	Epoch 668 | loss: 0.000401455 | val_loss: 0.000430733 | Time: 1650.34 ms
[2020-12-08 18:21:00	                main:581]	:	INFO	:	Epoch 669 | loss: 0.000364686 | val_loss: 0.000359853 | Time: 1655.26 ms
[2020-12-08 18:21:01	                main:581]	:	INFO	:	Epoch 670 | loss: 0.000332249 | val_loss: 0.000347512 | Time: 1645.07 ms
[2020-12-08 18:21:03	                main:581]	:	INFO	:	Epoch 671 | loss: 0.0003271 | val_loss: 0.000346324 | Time: 1646.23 ms
[2020-12-08 18:21:04	                main:581]	:	INFO	:	Epoch 672 | loss: 0.000332135 | val_loss: 0.000384467 | Time: 1651.47 ms
[2020-12-08 18:21:06	                main:581]	:	INFO	:	Epoch 673 | loss: 0.000381022 | val_loss: 0.00036437 | Time: 1644.46 ms
[2020-12-08 18:21:08	                main:581]	:	INFO	:	Epoch 674 | loss: 0.000344208 | val_loss: 0.00035621 | Time: 1653.02 ms
[2020-12-08 18:21:09	                main:581]	:	INFO	:	Epoch 675 | loss: 0.00033154 | val_loss: 0.000349814 | Time: 1647.73 ms
[2020-12-08 18:21:11	                main:581]	:	INFO	:	Epoch 676 | loss: 0.000360519 | val_loss: 0.000400835 | Time: 1650.07 ms
[2020-12-08 18:21:13	                main:581]	:	INFO	:	Epoch 677 | loss: 0.000356331 | val_loss: 0.000355575 | Time: 1645.97 ms
[2020-12-08 18:21:14	                main:581]	:	INFO	:	Epoch 678 | loss: 0.000333919 | val_loss: 0.000349932 | Time: 1647.67 ms
[2020-12-08 18:21:16	                main:581]	:	INFO	:	Epoch 679 | loss: 0.000331877 | val_loss: 0.000356383 | Time: 1653.95 ms
[2020-12-08 18:21:18	                main:581]	:	INFO	:	Epoch 680 | loss: 0.000372713 | val_loss: 0.000366985 | Time: 1654.5 ms
[2020-12-08 18:21:19	                main:581]	:	INFO	:	Epoch 681 | loss: 0.000351278 | val_loss: 0.000368711 | Time: 1648.52 ms
[2020-12-08 18:21:21	                main:581]	:	INFO	:	Epoch 682 | loss: 0.000337223 | val_loss: 0.00035055 | Time: 1654.99 ms
[2020-12-08 18:21:23	                main:581]	:	INFO	:	Epoch 683 | loss: 0.000339038 | val_loss: 0.000374955 | Time: 1648.77 ms
[2020-12-08 18:21:24	                main:581]	:	INFO	:	Epoch 684 | loss: 0.000345716 | val_loss: 0.000372387 | Time: 1654.93 ms
[2020-12-08 18:21:26	                main:581]	:	INFO	:	Epoch 685 | loss: 0.000368085 | val_loss: 0.000380953 | Time: 1648.68 ms
[2020-12-08 18:21:28	                main:581]	:	INFO	:	Epoch 686 | loss: 0.000348181 | val_loss: 0.000356605 | Time: 1651.73 ms
[2020-12-08 18:21:29	                main:581]	:	INFO	:	Epoch 687 | loss: 0.000332528 | val_loss: 0.000347892 | Time: 1645.6 ms
[2020-12-08 18:21:31	                main:581]	:	INFO	:	Epoch 688 | loss: 0.000334085 | val_loss: 0.000367086 | Time: 1652.62 ms
[2020-12-08 18:21:33	                main:581]	:	INFO	:	Epoch 689 | loss: 0.000354017 | val_loss: 0.000364938 | Time: 1653.14 ms
[2020-12-08 18:21:34	                main:581]	:	INFO	:	Epoch 690 | loss: 0.00035947 | val_loss: 0.000504957 | Time: 1650.16 ms
[2020-12-08 18:21:36	                main:581]	:	INFO	:	Epoch 691 | loss: 0.000393766 | val_loss: 0.000366383 | Time: 1643.94 ms
[2020-12-08 18:21:37	                main:581]	:	INFO	:	Epoch 692 | loss: 0.000342215 | val_loss: 0.000354749 | Time: 1646.33 ms
[2020-12-08 18:21:39	                main:581]	:	INFO	:	Epoch 693 | loss: 0.000332258 | val_loss: 0.000351815 | Time: 1652.65 ms
[2020-12-08 18:21:41	                main:581]	:	INFO	:	Epoch 694 | loss: 0.000334441 | val_loss: 0.00036454 | Time: 1648.02 ms
[2020-12-08 18:21:42	                main:581]	:	INFO	:	Epoch 695 | loss: 0.000365833 | val_loss: 0.000365923 | Time: 1654.94 ms
[2020-12-08 18:21:44	                main:581]	:	INFO	:	Epoch 696 | loss: 0.000342227 | val_loss: 0.000352587 | Time: 1655.03 ms
[2020-12-08 18:21:46	                main:581]	:	INFO	:	Epoch 697 | loss: 0.000335629 | val_loss: 0.000351894 | Time: 1651.6 ms
[2020-12-08 18:21:47	                main:581]	:	INFO	:	Epoch 698 | loss: 0.000345684 | val_loss: 0.000393045 | Time: 1650.25 ms
[2020-12-08 18:21:49	                main:581]	:	INFO	:	Epoch 699 | loss: 0.00036311 | val_loss: 0.000358995 | Time: 1654.94 ms
[2020-12-08 18:21:51	                main:581]	:	INFO	:	Epoch 700 | loss: 0.000338094 | val_loss: 0.000352837 | Time: 1654.78 ms
[2020-12-08 18:21:52	                main:581]	:	INFO	:	Epoch 701 | loss: 0.000333477 | val_loss: 0.000362883 | Time: 1641.91 ms
[2020-12-08 18:21:54	                main:581]	:	INFO	:	Epoch 702 | loss: 0.000365561 | val_loss: 0.000373957 | Time: 1650.84 ms
[2020-12-08 18:21:56	                main:581]	:	INFO	:	Epoch 703 | loss: 0.000353647 | val_loss: 0.000367644 | Time: 1649.77 ms
[2020-12-08 18:21:57	                main:581]	:	INFO	:	Epoch 704 | loss: 0.000347654 | val_loss: 0.00036998 | Time: 1654.47 ms
[2020-12-08 18:21:59	                main:581]	:	INFO	:	Epoch 705 | loss: 0.000336617 | val_loss: 0.000353076 | Time: 1652.83 ms
[2020-12-08 18:22:01	                main:581]	:	INFO	:	Epoch 706 | loss: 0.000351715 | val_loss: 0.000354002 | Time: 1662.11 ms
[2020-12-08 18:22:02	                main:581]	:	INFO	:	Epoch 707 | loss: 0.000341538 | val_loss: 0.000374108 | Time: 1653.05 ms
[2020-12-08 18:22:04	                main:581]	:	INFO	:	Epoch 708 | loss: 0.000353816 | val_loss: 0.000373092 | Time: 1644.02 ms
[2020-12-08 18:22:06	                main:581]	:	INFO	:	Epoch 709 | loss: 0.00035472 | val_loss: 0.00037774 | Time: 1658.73 ms
[2020-12-08 18:22:07	                main:581]	:	INFO	:	Epoch 710 | loss: 0.000341896 | val_loss: 0.000353359 | Time: 1649.26 ms
[2020-12-08 18:22:09	                main:581]	:	INFO	:	Epoch 711 | loss: 0.000334059 | val_loss: 0.000355579 | Time: 1639.56 ms
[2020-12-08 18:22:10	                main:581]	:	INFO	:	Epoch 712 | loss: 0.000358036 | val_loss: 0.000461024 | Time: 1648.64 ms
[2020-12-08 18:22:12	                main:581]	:	INFO	:	Epoch 713 | loss: 0.000376599 | val_loss: 0.000372244 | Time: 1647.85 ms
[2020-12-08 18:22:14	                main:581]	:	INFO	:	Epoch 714 | loss: 0.000340931 | val_loss: 0.000352372 | Time: 1655.15 ms
[2020-12-08 18:22:15	                main:581]	:	INFO	:	Epoch 715 | loss: 0.000331625 | val_loss: 0.000355317 | Time: 1641.6 ms
[2020-12-08 18:22:17	                main:581]	:	INFO	:	Epoch 716 | loss: 0.000370101 | val_loss: 0.000377579 | Time: 1650.26 ms
[2020-12-08 18:22:19	                main:581]	:	INFO	:	Epoch 717 | loss: 0.000342226 | val_loss: 0.000355268 | Time: 1650.57 ms
[2020-12-08 18:22:20	                main:581]	:	INFO	:	Epoch 718 | loss: 0.00033598 | val_loss: 0.000368389 | Time: 1649.12 ms
[2020-12-08 18:22:22	                main:581]	:	INFO	:	Epoch 719 | loss: 0.000370847 | val_loss: 0.000388141 | Time: 1644.8 ms
[2020-12-08 18:22:24	                main:581]	:	INFO	:	Epoch 720 | loss: 0.000349861 | val_loss: 0.000363183 | Time: 1648.66 ms
[2020-12-08 18:22:25	                main:581]	:	INFO	:	Epoch 721 | loss: 0.000336598 | val_loss: 0.000353102 | Time: 1644.92 ms
[2020-12-08 18:22:27	                main:581]	:	INFO	:	Epoch 722 | loss: 0.000330731 | val_loss: 0.000353703 | Time: 1648.72 ms
[2020-12-08 18:22:29	                main:581]	:	INFO	:	Epoch 723 | loss: 0.000360027 | val_loss: 0.000426992 | Time: 1653.02 ms
[2020-12-08 18:22:30	                main:581]	:	INFO	:	Epoch 724 | loss: 0.000374709 | val_loss: 0.000361112 | Time: 1647.71 ms
[2020-12-08 18:22:32	                main:581]	:	INFO	:	Epoch 725 | loss: 0.000338942 | val_loss: 0.000352561 | Time: 1643.06 ms
[2020-12-08 18:22:34	                main:581]	:	INFO	:	Epoch 726 | loss: 0.000330723 | val_loss: 0.000347207 | Time: 1648.52 ms
[2020-12-08 18:22:35	                main:581]	:	INFO	:	Epoch 727 | loss: 0.000334254 | val_loss: 0.000378132 | Time: 1644.71 ms
[2020-12-08 18:22:37	                main:581]	:	INFO	:	Epoch 728 | loss: 0.000391023 | val_loss: 0.000399043 | Time: 1654.75 ms
[2020-12-08 18:22:39	                main:581]	:	INFO	:	Epoch 729 | loss: 0.000350654 | val_loss: 0.000358846 | Time: 1658.27 ms
[2020-12-08 18:22:40	                main:581]	:	INFO	:	Epoch 730 | loss: 0.000333176 | val_loss: 0.000347721 | Time: 1659.24 ms
[2020-12-08 18:22:42	                main:581]	:	INFO	:	Epoch 731 | loss: 0.000328286 | val_loss: 0.000351019 | Time: 1642.45 ms
[2020-12-08 18:22:43	                main:581]	:	INFO	:	Epoch 732 | loss: 0.000386915 | val_loss: 0.000482791 | Time: 1644.01 ms
[2020-12-08 18:22:45	                main:581]	:	INFO	:	Epoch 733 | loss: 0.000394207 | val_loss: 0.000406545 | Time: 1647.64 ms
[2020-12-08 18:22:47	                main:581]	:	INFO	:	Epoch 734 | loss: 0.000351375 | val_loss: 0.00035729 | Time: 1647.01 ms
[2020-12-08 18:22:48	                main:581]	:	INFO	:	Epoch 735 | loss: 0.000333913 | val_loss: 0.000348817 | Time: 1654.52 ms
[2020-12-08 18:22:50	                main:581]	:	INFO	:	Epoch 736 | loss: 0.000329146 | val_loss: 0.000347445 | Time: 1644.42 ms
[2020-12-08 18:22:52	                main:581]	:	INFO	:	Epoch 737 | loss: 0.000331153 | val_loss: 0.00037396 | Time: 1644.68 ms
[2020-12-08 18:22:53	                main:581]	:	INFO	:	Epoch 738 | loss: 0.000361726 | val_loss: 0.000371685 | Time: 1657.23 ms
[2020-12-08 18:22:55	                main:581]	:	INFO	:	Epoch 739 | loss: 0.000350849 | val_loss: 0.000358718 | Time: 1655.18 ms
[2020-12-08 18:22:57	                main:581]	:	INFO	:	Epoch 740 | loss: 0.000335576 | val_loss: 0.000355936 | Time: 1656.51 ms
[2020-12-08 18:22:58	                main:581]	:	INFO	:	Epoch 741 | loss: 0.000335084 | val_loss: 0.00035323 | Time: 1658.14 ms
[2020-12-08 18:23:00	                main:581]	:	INFO	:	Epoch 742 | loss: 0.0003384 | val_loss: 0.000366669 | Time: 1650.59 ms
[2020-12-08 18:23:02	                main:581]	:	INFO	:	Epoch 743 | loss: 0.000353143 | val_loss: 0.000373605 | Time: 1649.89 ms
[2020-12-08 18:23:03	                main:581]	:	INFO	:	Epoch 744 | loss: 0.000352437 | val_loss: 0.000362843 | Time: 1654.09 ms
[2020-12-08 18:23:05	                main:581]	:	INFO	:	Epoch 745 | loss: 0.000332804 | val_loss: 0.000349479 | Time: 1646 ms
[2020-12-08 18:23:07	                main:581]	:	INFO	:	Epoch 746 | loss: 0.00034731 | val_loss: 0.000394085 | Time: 1649.18 ms
[2020-12-08 18:23:08	                main:581]	:	INFO	:	Epoch 747 | loss: 0.000382441 | val_loss: 0.000356167 | Time: 1645.74 ms
[2020-12-08 18:23:10	                main:581]	:	INFO	:	Epoch 748 | loss: 0.00033976 | val_loss: 0.000351857 | Time: 1654.84 ms
[2020-12-08 18:23:12	                main:581]	:	INFO	:	Epoch 749 | loss: 0.000332395 | val_loss: 0.000350473 | Time: 1641.44 ms
[2020-12-08 18:23:13	                main:581]	:	INFO	:	Epoch 750 | loss: 0.000337512 | val_loss: 0.000372914 | Time: 1659.67 ms
[2020-12-08 18:23:15	                main:581]	:	INFO	:	Epoch 751 | loss: 0.000363492 | val_loss: 0.000383043 | Time: 1649.36 ms
[2020-12-08 18:23:16	                main:581]	:	INFO	:	Epoch 752 | loss: 0.0003421 | val_loss: 0.000353983 | Time: 1651.51 ms
[2020-12-08 18:23:18	                main:581]	:	INFO	:	Epoch 753 | loss: 0.00033555 | val_loss: 0.00035336 | Time: 1656.69 ms
[2020-12-08 18:23:20	                main:581]	:	INFO	:	Epoch 754 | loss: 0.000348943 | val_loss: 0.000366277 | Time: 1652.72 ms
[2020-12-08 18:23:21	                main:581]	:	INFO	:	Epoch 755 | loss: 0.000376691 | val_loss: 0.000383584 | Time: 1648.24 ms
[2020-12-08 18:23:23	                main:581]	:	INFO	:	Epoch 756 | loss: 0.000351591 | val_loss: 0.000359898 | Time: 1649.18 ms
[2020-12-08 18:23:25	                main:581]	:	INFO	:	Epoch 757 | loss: 0.000350084 | val_loss: 0.000369454 | Time: 1653.25 ms
[2020-12-08 18:23:26	                main:581]	:	INFO	:	Epoch 758 | loss: 0.000339213 | val_loss: 0.000356622 | Time: 1644.96 ms
[2020-12-08 18:23:28	                main:581]	:	INFO	:	Epoch 759 | loss: 0.000339071 | val_loss: 0.000367617 | Time: 1644.34 ms
[2020-12-08 18:23:30	                main:581]	:	INFO	:	Epoch 760 | loss: 0.000341496 | val_loss: 0.000356419 | Time: 1642.69 ms
[2020-12-08 18:23:31	                main:581]	:	INFO	:	Epoch 761 | loss: 0.000351898 | val_loss: 0.00038153 | Time: 1655.83 ms
[2020-12-08 18:23:33	                main:581]	:	INFO	:	Epoch 762 | loss: 0.000362125 | val_loss: 0.000360194 | Time: 1653.29 ms
[2020-12-08 18:23:35	                main:581]	:	INFO	:	Epoch 763 | loss: 0.000335713 | val_loss: 0.000347455 | Time: 1649.86 ms
[2020-12-08 18:23:36	                main:581]	:	INFO	:	Epoch 764 | loss: 0.000331739 | val_loss: 0.000364053 | Time: 1653.39 ms
[2020-12-08 18:23:38	                main:581]	:	INFO	:	Epoch 765 | loss: 0.000364441 | val_loss: 0.00036265 | Time: 1645.28 ms
[2020-12-08 18:23:40	                main:581]	:	INFO	:	Epoch 766 | loss: 0.000342511 | val_loss: 0.000359673 | Time: 1648.03 ms
[2020-12-08 18:23:41	                main:581]	:	INFO	:	Epoch 767 | loss: 0.000355217 | val_loss: 0.000386314 | Time: 1631.62 ms
[2020-12-08 18:23:43	                main:581]	:	INFO	:	Epoch 768 | loss: 0.00034118 | val_loss: 0.000355983 | Time: 1649.13 ms
[2020-12-08 18:23:45	                main:581]	:	INFO	:	Epoch 769 | loss: 0.000332964 | val_loss: 0.000355635 | Time: 1649.44 ms
[2020-12-08 18:23:46	                main:581]	:	INFO	:	Epoch 770 | loss: 0.000380399 | val_loss: 0.000389072 | Time: 1656.2 ms
[2020-12-08 18:23:48	                main:581]	:	INFO	:	Epoch 771 | loss: 0.000348126 | val_loss: 0.000354555 | Time: 1658.71 ms
[2020-12-08 18:23:49	                main:581]	:	INFO	:	Epoch 772 | loss: 0.000339185 | val_loss: 0.000400108 | Time: 1656.93 ms
[2020-12-08 18:23:51	                main:581]	:	INFO	:	Epoch 773 | loss: 0.000375739 | val_loss: 0.000373354 | Time: 1647.44 ms
[2020-12-08 18:23:53	                main:581]	:	INFO	:	Epoch 774 | loss: 0.000339659 | val_loss: 0.00035256 | Time: 1643.54 ms
[2020-12-08 18:23:54	                main:581]	:	INFO	:	Epoch 775 | loss: 0.000330574 | val_loss: 0.000347849 | Time: 1648.29 ms
[2020-12-08 18:23:56	                main:581]	:	INFO	:	Epoch 776 | loss: 0.000334462 | val_loss: 0.000372261 | Time: 1643.98 ms
[2020-12-08 18:23:58	                main:581]	:	INFO	:	Epoch 777 | loss: 0.000357927 | val_loss: 0.000363989 | Time: 1643.78 ms
[2020-12-08 18:23:59	                main:581]	:	INFO	:	Epoch 778 | loss: 0.000337556 | val_loss: 0.000358063 | Time: 1652.97 ms
[2020-12-08 18:24:01	                main:581]	:	INFO	:	Epoch 779 | loss: 0.000372477 | val_loss: 0.000382159 | Time: 1663.93 ms
[2020-12-08 18:24:03	                main:581]	:	INFO	:	Epoch 780 | loss: 0.000352223 | val_loss: 0.000360387 | Time: 1654.62 ms
[2020-12-08 18:24:04	                main:581]	:	INFO	:	Epoch 781 | loss: 0.000333692 | val_loss: 0.0003507 | Time: 1644.36 ms
[2020-12-08 18:24:06	                main:581]	:	INFO	:	Epoch 782 | loss: 0.000336618 | val_loss: 0.000375595 | Time: 1647.02 ms
[2020-12-08 18:24:08	                main:581]	:	INFO	:	Epoch 783 | loss: 0.000341856 | val_loss: 0.000351957 | Time: 1645.51 ms
[2020-12-08 18:24:09	                main:581]	:	INFO	:	Epoch 784 | loss: 0.00033125 | val_loss: 0.000357316 | Time: 1651.27 ms
[2020-12-08 18:24:11	                main:581]	:	INFO	:	Epoch 785 | loss: 0.000386986 | val_loss: 0.000445575 | Time: 1649.86 ms
[2020-12-08 18:24:13	                main:581]	:	INFO	:	Epoch 786 | loss: 0.000364362 | val_loss: 0.000360688 | Time: 1646.36 ms
[2020-12-08 18:24:14	                main:581]	:	INFO	:	Epoch 787 | loss: 0.000335562 | val_loss: 0.000349947 | Time: 1651.89 ms
[2020-12-08 18:24:16	                main:581]	:	INFO	:	Epoch 788 | loss: 0.000329883 | val_loss: 0.000350448 | Time: 1649.27 ms
[2020-12-08 18:24:18	                main:581]	:	INFO	:	Epoch 789 | loss: 0.000362808 | val_loss: 0.000480359 | Time: 1644.25 ms
[2020-12-08 18:24:19	                main:581]	:	INFO	:	Epoch 790 | loss: 0.000373413 | val_loss: 0.00036413 | Time: 1642.21 ms
[2020-12-08 18:24:21	                main:581]	:	INFO	:	Epoch 791 | loss: 0.000335645 | val_loss: 0.000348945 | Time: 1652.74 ms
[2020-12-08 18:24:22	                main:581]	:	INFO	:	Epoch 792 | loss: 0.000328141 | val_loss: 0.000348969 | Time: 1651.83 ms
[2020-12-08 18:24:24	                main:581]	:	INFO	:	Epoch 793 | loss: 0.000360221 | val_loss: 0.000387759 | Time: 1650.96 ms
[2020-12-08 18:24:26	                main:581]	:	INFO	:	Epoch 794 | loss: 0.000362047 | val_loss: 0.000358319 | Time: 1657.83 ms
[2020-12-08 18:24:27	                main:581]	:	INFO	:	Epoch 795 | loss: 0.000335747 | val_loss: 0.000349832 | Time: 1646.46 ms
[2020-12-08 18:24:29	                main:581]	:	INFO	:	Epoch 796 | loss: 0.000328242 | val_loss: 0.000348089 | Time: 1646.26 ms
[2020-12-08 18:24:31	                main:581]	:	INFO	:	Epoch 797 | loss: 0.000336243 | val_loss: 0.000376383 | Time: 1644.7 ms
[2020-12-08 18:24:32	                main:581]	:	INFO	:	Epoch 798 | loss: 0.000363176 | val_loss: 0.000383358 | Time: 1646.9 ms
[2020-12-08 18:24:34	                main:581]	:	INFO	:	Epoch 799 | loss: 0.000373017 | val_loss: 0.000363264 | Time: 1654.81 ms
[2020-12-08 18:24:36	                main:581]	:	INFO	:	Epoch 800 | loss: 0.000337877 | val_loss: 0.000352416 | Time: 1646.76 ms
[2020-12-08 18:24:37	                main:581]	:	INFO	:	Epoch 801 | loss: 0.000332654 | val_loss: 0.000355414 | Time: 1651.23 ms
[2020-12-08 18:24:39	                main:581]	:	INFO	:	Epoch 802 | loss: 0.000359736 | val_loss: 0.000377795 | Time: 1647.97 ms
[2020-12-08 18:24:41	                main:581]	:	INFO	:	Epoch 803 | loss: 0.000347782 | val_loss: 0.000349682 | Time: 1648.88 ms
[2020-12-08 18:24:42	                main:581]	:	INFO	:	Epoch 804 | loss: 0.000332668 | val_loss: 0.00035558 | Time: 1652.13 ms
[2020-12-08 18:24:44	                main:581]	:	INFO	:	Epoch 805 | loss: 0.000346068 | val_loss: 0.000367511 | Time: 1647.68 ms
[2020-12-08 18:24:46	                main:581]	:	INFO	:	Epoch 806 | loss: 0.000341772 | val_loss: 0.000359721 | Time: 1652.66 ms
[2020-12-08 18:24:47	                main:581]	:	INFO	:	Epoch 807 | loss: 0.000346805 | val_loss: 0.000395334 | Time: 1650.79 ms
[2020-12-08 18:24:49	                main:581]	:	INFO	:	Epoch 808 | loss: 0.000357787 | val_loss: 0.00036625 | Time: 1651.66 ms
[2020-12-08 18:24:51	                main:581]	:	INFO	:	Epoch 809 | loss: 0.000337714 | val_loss: 0.000359593 | Time: 1645.94 ms
[2020-12-08 18:24:52	                main:581]	:	INFO	:	Epoch 810 | loss: 0.000348275 | val_loss: 0.000371757 | Time: 1644.72 ms
[2020-12-08 18:24:54	                main:581]	:	INFO	:	Epoch 811 | loss: 0.000349289 | val_loss: 0.000358642 | Time: 1647.87 ms
[2020-12-08 18:24:55	                main:581]	:	INFO	:	Epoch 812 | loss: 0.000336558 | val_loss: 0.000362657 | Time: 1651.51 ms
[2020-12-08 18:24:57	                main:581]	:	INFO	:	Epoch 813 | loss: 0.000355714 | val_loss: 0.000414838 | Time: 1648.9 ms
[2020-12-08 18:24:59	                main:581]	:	INFO	:	Epoch 814 | loss: 0.000363131 | val_loss: 0.000365245 | Time: 1651.52 ms
[2020-12-08 18:25:00	                main:581]	:	INFO	:	Epoch 815 | loss: 0.000346447 | val_loss: 0.000369729 | Time: 1670.6 ms
[2020-12-08 18:25:02	                main:581]	:	INFO	:	Epoch 816 | loss: 0.000343132 | val_loss: 0.000358696 | Time: 1653.09 ms
[2020-12-08 18:25:04	                main:581]	:	INFO	:	Epoch 817 | loss: 0.000340378 | val_loss: 0.000366608 | Time: 1650.22 ms
[2020-12-08 18:25:05	                main:581]	:	INFO	:	Epoch 818 | loss: 0.000344932 | val_loss: 0.000352434 | Time: 1650.36 ms
[2020-12-08 18:25:07	                main:581]	:	INFO	:	Epoch 819 | loss: 0.000339455 | val_loss: 0.000380369 | Time: 1639.12 ms
[2020-12-08 18:25:09	                main:581]	:	INFO	:	Epoch 820 | loss: 0.000372555 | val_loss: 0.000395107 | Time: 1648.95 ms
[2020-12-08 18:25:10	                main:581]	:	INFO	:	Epoch 821 | loss: 0.000348039 | val_loss: 0.000351217 | Time: 1654.15 ms
[2020-12-08 18:25:12	                main:581]	:	INFO	:	Epoch 822 | loss: 0.000331096 | val_loss: 0.000346525 | Time: 1652.52 ms
[2020-12-08 18:25:14	                main:581]	:	INFO	:	Epoch 823 | loss: 0.000334323 | val_loss: 0.00037851 | Time: 1650.87 ms
[2020-12-08 18:25:15	                main:581]	:	INFO	:	Epoch 824 | loss: 0.000372949 | val_loss: 0.000383236 | Time: 1648.65 ms
[2020-12-08 18:25:17	                main:581]	:	INFO	:	Epoch 825 | loss: 0.000344919 | val_loss: 0.000356362 | Time: 1653.74 ms
[2020-12-08 18:25:19	                main:581]	:	INFO	:	Epoch 826 | loss: 0.000333266 | val_loss: 0.000353979 | Time: 1648.04 ms
[2020-12-08 18:25:20	                main:581]	:	INFO	:	Epoch 827 | loss: 0.000355455 | val_loss: 0.000382466 | Time: 1647.41 ms
[2020-12-08 18:25:22	                main:581]	:	INFO	:	Epoch 828 | loss: 0.000365965 | val_loss: 0.000373418 | Time: 1653.53 ms
[2020-12-08 18:25:24	                main:581]	:	INFO	:	Epoch 829 | loss: 0.00033846 | val_loss: 0.000353951 | Time: 1650.72 ms
[2020-12-08 18:25:25	                main:581]	:	INFO	:	Epoch 830 | loss: 0.000335997 | val_loss: 0.000366542 | Time: 1651.33 ms
[2020-12-08 18:25:27	                main:581]	:	INFO	:	Epoch 831 | loss: 0.000353801 | val_loss: 0.00035864 | Time: 1647.86 ms
[2020-12-08 18:25:28	                main:581]	:	INFO	:	Epoch 832 | loss: 0.000337389 | val_loss: 0.000361612 | Time: 1655.08 ms
[2020-12-08 18:25:30	                main:581]	:	INFO	:	Epoch 833 | loss: 0.000358604 | val_loss: 0.00036065 | Time: 1646.38 ms
[2020-12-08 18:25:32	                main:581]	:	INFO	:	Epoch 834 | loss: 0.000348913 | val_loss: 0.000365866 | Time: 1648.99 ms
[2020-12-08 18:25:33	                main:581]	:	INFO	:	Epoch 835 | loss: 0.00033771 | val_loss: 0.000352046 | Time: 1642.93 ms
[2020-12-08 18:25:35	                main:581]	:	INFO	:	Epoch 836 | loss: 0.000329478 | val_loss: 0.00034787 | Time: 1660.28 ms
[2020-12-08 18:25:37	                main:581]	:	INFO	:	Epoch 837 | loss: 0.000345701 | val_loss: 0.000442704 | Time: 1642.78 ms
[2020-12-08 18:25:38	                main:581]	:	INFO	:	Epoch 838 | loss: 0.00316603 | val_loss: 0.00793727 | Time: 1649.13 ms
[2020-12-08 18:25:40	                main:581]	:	INFO	:	Epoch 839 | loss: 0.00590682 | val_loss: 0.00269432 | Time: 1645.58 ms
[2020-12-08 18:25:42	                main:581]	:	INFO	:	Epoch 840 | loss: 0.00144241 | val_loss: 0.00084209 | Time: 1651.55 ms
[2020-12-08 18:25:43	                main:581]	:	INFO	:	Epoch 841 | loss: 0.000604867 | val_loss: 0.000504362 | Time: 1651.63 ms
[2020-12-08 18:25:45	                main:581]	:	INFO	:	Epoch 842 | loss: 0.000424307 | val_loss: 0.00041045 | Time: 1644.81 ms
[2020-12-08 18:25:47	                main:581]	:	INFO	:	Epoch 843 | loss: 0.000374292 | val_loss: 0.000380595 | Time: 1649.28 ms
[2020-12-08 18:25:48	                main:581]	:	INFO	:	Epoch 844 | loss: 0.000354645 | val_loss: 0.000368084 | Time: 1651.82 ms
[2020-12-08 18:25:50	                main:581]	:	INFO	:	Epoch 845 | loss: 0.000344716 | val_loss: 0.000360539 | Time: 1653.74 ms
[2020-12-08 18:25:52	                main:581]	:	INFO	:	Epoch 846 | loss: 0.000338819 | val_loss: 0.000356177 | Time: 1648.31 ms
[2020-12-08 18:25:53	                main:581]	:	INFO	:	Epoch 847 | loss: 0.0003351 | val_loss: 0.000353208 | Time: 1642.94 ms
[2020-12-08 18:25:55	                main:581]	:	INFO	:	Epoch 848 | loss: 0.000332665 | val_loss: 0.000351436 | Time: 1656.77 ms
[2020-12-08 18:25:57	                main:581]	:	INFO	:	Epoch 849 | loss: 0.000331112 | val_loss: 0.000349929 | Time: 1651.06 ms
[2020-12-08 18:25:58	                main:581]	:	INFO	:	Epoch 850 | loss: 0.000329975 | val_loss: 0.000349055 | Time: 1649.97 ms
[2020-12-08 18:26:00	                main:581]	:	INFO	:	Epoch 851 | loss: 0.000329123 | val_loss: 0.000348282 | Time: 1656.88 ms
[2020-12-08 18:26:01	                main:581]	:	INFO	:	Epoch 852 | loss: 0.000328279 | val_loss: 0.000347426 | Time: 1653.44 ms
[2020-12-08 18:26:03	                main:581]	:	INFO	:	Epoch 853 | loss: 0.000327605 | val_loss: 0.000347071 | Time: 1647.88 ms
[2020-12-08 18:26:05	                main:581]	:	INFO	:	Epoch 854 | loss: 0.000327064 | val_loss: 0.00034638 | Time: 1647.83 ms
[2020-12-08 18:26:06	                main:581]	:	INFO	:	Epoch 855 | loss: 0.000326629 | val_loss: 0.000346065 | Time: 1658.56 ms
[2020-12-08 18:26:08	                main:581]	:	INFO	:	Epoch 856 | loss: 0.000326338 | val_loss: 0.000345686 | Time: 1635.31 ms
[2020-12-08 18:26:10	                main:581]	:	INFO	:	Epoch 857 | loss: 0.00032601 | val_loss: 0.000345695 | Time: 1640.48 ms
[2020-12-08 18:26:11	                main:581]	:	INFO	:	Epoch 858 | loss: 0.000327936 | val_loss: 0.000357144 | Time: 1632.94 ms
[2020-12-08 18:26:13	                main:581]	:	INFO	:	Epoch 859 | loss: 0.000342895 | val_loss: 0.000352346 | Time: 1633.63 ms
[2020-12-08 18:26:15	                main:581]	:	INFO	:	Epoch 860 | loss: 0.00032757 | val_loss: 0.000346303 | Time: 1632.94 ms
[2020-12-08 18:26:16	                main:581]	:	INFO	:	Epoch 861 | loss: 0.000325731 | val_loss: 0.000345567 | Time: 1637.48 ms
[2020-12-08 18:26:18	                main:581]	:	INFO	:	Epoch 862 | loss: 0.000325281 | val_loss: 0.000344647 | Time: 1631.51 ms
[2020-12-08 18:26:20	                main:581]	:	INFO	:	Epoch 863 | loss: 0.000324887 | val_loss: 0.000344579 | Time: 1626.74 ms
[2020-12-08 18:26:21	                main:581]	:	INFO	:	Epoch 864 | loss: 0.000324939 | val_loss: 0.000344719 | Time: 1632.6 ms
[2020-12-08 18:26:23	                main:581]	:	INFO	:	Epoch 865 | loss: 0.000335348 | val_loss: 0.000403706 | Time: 1631 ms
[2020-12-08 18:26:24	                main:581]	:	INFO	:	Epoch 866 | loss: 0.000351248 | val_loss: 0.000354242 | Time: 1626.86 ms
[2020-12-08 18:26:26	                main:581]	:	INFO	:	Epoch 867 | loss: 0.000328185 | val_loss: 0.000344706 | Time: 1634.71 ms
[2020-12-08 18:26:28	                main:581]	:	INFO	:	Epoch 868 | loss: 0.000325233 | val_loss: 0.000344198 | Time: 1638.73 ms
[2020-12-08 18:26:29	                main:581]	:	INFO	:	Epoch 869 | loss: 0.00032458 | val_loss: 0.000343964 | Time: 1634.45 ms
[2020-12-08 18:26:31	                main:581]	:	INFO	:	Epoch 870 | loss: 0.000324334 | val_loss: 0.000343769 | Time: 1637.47 ms
[2020-12-08 18:26:33	                main:581]	:	INFO	:	Epoch 871 | loss: 0.000324388 | val_loss: 0.00034414 | Time: 1637.44 ms
[2020-12-08 18:26:34	                main:581]	:	INFO	:	Epoch 872 | loss: 0.000324825 | val_loss: 0.00034553 | Time: 1633.82 ms
[2020-12-08 18:26:36	                main:581]	:	INFO	:	Epoch 873 | loss: 0.000353292 | val_loss: 0.000391327 | Time: 1636.12 ms
[2020-12-08 18:26:38	                main:581]	:	INFO	:	Epoch 874 | loss: 0.000336871 | val_loss: 0.000347291 | Time: 1641.95 ms
[2020-12-08 18:26:39	                main:581]	:	INFO	:	Epoch 875 | loss: 0.000326897 | val_loss: 0.000343666 | Time: 1634.85 ms
[2020-12-08 18:26:41	                main:581]	:	INFO	:	Epoch 876 | loss: 0.000324713 | val_loss: 0.000343918 | Time: 1631.2 ms
[2020-12-08 18:26:42	                main:581]	:	INFO	:	Epoch 877 | loss: 0.000323994 | val_loss: 0.000343504 | Time: 1632.25 ms
[2020-12-08 18:26:44	                main:581]	:	INFO	:	Epoch 878 | loss: 0.00032432 | val_loss: 0.000343934 | Time: 1636.61 ms
[2020-12-08 18:26:46	                main:581]	:	INFO	:	Epoch 879 | loss: 0.00032457 | val_loss: 0.000344658 | Time: 1646.5 ms
[2020-12-08 18:26:47	                main:581]	:	INFO	:	Epoch 880 | loss: 0.000353254 | val_loss: 0.000449424 | Time: 1644.73 ms
[2020-12-08 18:26:49	                main:581]	:	INFO	:	Epoch 881 | loss: 0.000354699 | val_loss: 0.000356286 | Time: 1643.44 ms
[2020-12-08 18:26:51	                main:581]	:	INFO	:	Epoch 882 | loss: 0.000329313 | val_loss: 0.000346508 | Time: 1642.23 ms
[2020-12-08 18:26:52	                main:581]	:	INFO	:	Epoch 883 | loss: 0.000325887 | val_loss: 0.000344581 | Time: 1644.46 ms
[2020-12-08 18:26:54	                main:581]	:	INFO	:	Epoch 884 | loss: 0.000324189 | val_loss: 0.000343441 | Time: 1649.26 ms
[2020-12-08 18:26:56	                main:581]	:	INFO	:	Epoch 885 | loss: 0.000324282 | val_loss: 0.000344581 | Time: 1641.56 ms
[2020-12-08 18:26:57	                main:581]	:	INFO	:	Epoch 886 | loss: 0.000327196 | val_loss: 0.000359674 | Time: 1641.25 ms
[2020-12-08 18:26:59	                main:581]	:	INFO	:	Epoch 887 | loss: 0.000337971 | val_loss: 0.000346571 | Time: 1639.41 ms
[2020-12-08 18:27:01	                main:581]	:	INFO	:	Epoch 888 | loss: 0.000326479 | val_loss: 0.000344213 | Time: 1667.6 ms
[2020-12-08 18:27:02	                main:581]	:	INFO	:	Epoch 889 | loss: 0.000332423 | val_loss: 0.000391948 | Time: 1636.7 ms
[2020-12-08 18:27:04	                main:581]	:	INFO	:	Epoch 890 | loss: 0.000360822 | val_loss: 0.000348064 | Time: 1634 ms
[2020-12-08 18:27:05	                main:581]	:	INFO	:	Epoch 891 | loss: 0.000328303 | val_loss: 0.000345749 | Time: 1644.17 ms
[2020-12-08 18:27:07	                main:581]	:	INFO	:	Epoch 892 | loss: 0.000325616 | val_loss: 0.000344095 | Time: 1652.78 ms
[2020-12-08 18:27:09	                main:581]	:	INFO	:	Epoch 893 | loss: 0.000326928 | val_loss: 0.00035755 | Time: 1657.41 ms
[2020-12-08 18:27:10	                main:581]	:	INFO	:	Epoch 894 | loss: 0.000348806 | val_loss: 0.000355984 | Time: 1648 ms
[2020-12-08 18:27:12	                main:581]	:	INFO	:	Epoch 895 | loss: 0.000329063 | val_loss: 0.000347245 | Time: 1648.78 ms
[2020-12-08 18:27:14	                main:581]	:	INFO	:	Epoch 896 | loss: 0.000326318 | val_loss: 0.000345061 | Time: 1654 ms
[2020-12-08 18:27:15	                main:581]	:	INFO	:	Epoch 897 | loss: 0.000329516 | val_loss: 0.000361915 | Time: 1656.16 ms
[2020-12-08 18:27:17	                main:581]	:	INFO	:	Epoch 898 | loss: 0.00037311 | val_loss: 0.000373557 | Time: 1658.29 ms
[2020-12-08 18:27:19	                main:581]	:	INFO	:	Epoch 899 | loss: 0.000334715 | val_loss: 0.000345711 | Time: 1650.38 ms
[2020-12-08 18:27:20	                main:581]	:	INFO	:	Epoch 900 | loss: 0.00032548 | val_loss: 0.000343488 | Time: 1651.31 ms
[2020-12-08 18:27:22	                main:581]	:	INFO	:	Epoch 901 | loss: 0.000323798 | val_loss: 0.000344125 | Time: 1646 ms
[2020-12-08 18:27:24	                main:581]	:	INFO	:	Epoch 902 | loss: 0.000328966 | val_loss: 0.000384636 | Time: 1649.06 ms
[2020-12-08 18:27:25	                main:581]	:	INFO	:	Epoch 903 | loss: 0.000364198 | val_loss: 0.000356251 | Time: 1649.8 ms
[2020-12-08 18:27:27	                main:581]	:	INFO	:	Epoch 904 | loss: 0.000333538 | val_loss: 0.000345311 | Time: 1648.56 ms
[2020-12-08 18:27:29	                main:581]	:	INFO	:	Epoch 905 | loss: 0.000326268 | val_loss: 0.000343543 | Time: 1653.74 ms
[2020-12-08 18:27:30	                main:581]	:	INFO	:	Epoch 906 | loss: 0.000327905 | val_loss: 0.000369632 | Time: 1654.28 ms
[2020-12-08 18:27:32	                main:581]	:	INFO	:	Epoch 907 | loss: 0.000369855 | val_loss: 0.000369512 | Time: 1656.41 ms
[2020-12-08 18:27:34	                main:581]	:	INFO	:	Epoch 908 | loss: 0.00033446 | val_loss: 0.000348069 | Time: 1656.71 ms
[2020-12-08 18:27:35	                main:581]	:	INFO	:	Epoch 909 | loss: 0.000326259 | val_loss: 0.000345765 | Time: 1650 ms
[2020-12-08 18:27:37	                main:581]	:	INFO	:	Epoch 910 | loss: 0.000325766 | val_loss: 0.000345056 | Time: 1653.83 ms
[2020-12-08 18:27:38	                main:581]	:	INFO	:	Epoch 911 | loss: 0.000337796 | val_loss: 0.000395438 | Time: 1644.17 ms
[2020-12-08 18:27:40	                main:581]	:	INFO	:	Epoch 912 | loss: 0.000346628 | val_loss: 0.000349902 | Time: 1631.19 ms
[2020-12-08 18:27:42	                main:581]	:	INFO	:	Epoch 913 | loss: 0.000327918 | val_loss: 0.000346724 | Time: 1634.02 ms
[2020-12-08 18:27:43	                main:581]	:	INFO	:	Epoch 914 | loss: 0.000329976 | val_loss: 0.000359909 | Time: 1647.88 ms
[2020-12-08 18:27:45	                main:581]	:	INFO	:	Epoch 915 | loss: 0.000357395 | val_loss: 0.000381516 | Time: 1648.83 ms
[2020-12-08 18:27:47	                main:581]	:	INFO	:	Epoch 916 | loss: 0.000335601 | val_loss: 0.000346846 | Time: 1640.46 ms
[2020-12-08 18:27:48	                main:581]	:	INFO	:	Epoch 917 | loss: 0.000325426 | val_loss: 0.00034461 | Time: 1672.55 ms
[2020-12-08 18:27:50	                main:581]	:	INFO	:	Epoch 918 | loss: 0.000331557 | val_loss: 0.000364717 | Time: 1666.23 ms
[2020-12-08 18:27:52	                main:581]	:	INFO	:	Epoch 919 | loss: 0.000348065 | val_loss: 0.000365385 | Time: 1669.74 ms
[2020-12-08 18:27:53	                main:581]	:	INFO	:	Epoch 920 | loss: 0.000333584 | val_loss: 0.000352623 | Time: 1677.06 ms
[2020-12-08 18:27:55	                main:581]	:	INFO	:	Epoch 921 | loss: 0.00032759 | val_loss: 0.000346191 | Time: 1672.12 ms
[2020-12-08 18:27:57	                main:581]	:	INFO	:	Epoch 922 | loss: 0.00033098 | val_loss: 0.000377746 | Time: 1667.18 ms
[2020-12-08 18:27:58	                main:581]	:	INFO	:	Epoch 923 | loss: 0.00036701 | val_loss: 0.000362748 | Time: 1668.72 ms
[2020-12-08 18:28:00	                main:581]	:	INFO	:	Epoch 924 | loss: 0.0003423 | val_loss: 0.000350948 | Time: 1688.09 ms
[2020-12-08 18:28:02	                main:581]	:	INFO	:	Epoch 925 | loss: 0.00032892 | val_loss: 0.000345016 | Time: 1673.73 ms
[2020-12-08 18:28:03	                main:581]	:	INFO	:	Epoch 926 | loss: 0.000329388 | val_loss: 0.000360217 | Time: 1668.87 ms
[2020-12-08 18:28:05	                main:581]	:	INFO	:	Epoch 927 | loss: 0.000387671 | val_loss: 0.000393441 | Time: 1678.91 ms
[2020-12-08 18:28:07	                main:581]	:	INFO	:	Epoch 928 | loss: 0.000343344 | val_loss: 0.000351246 | Time: 1674.04 ms
[2020-12-08 18:28:08	                main:581]	:	INFO	:	Epoch 929 | loss: 0.000328387 | val_loss: 0.000346338 | Time: 1649.11 ms
[2020-12-08 18:28:10	                main:581]	:	INFO	:	Epoch 930 | loss: 0.000326125 | val_loss: 0.000346518 | Time: 1664.17 ms
[2020-12-08 18:28:12	                main:581]	:	INFO	:	Epoch 931 | loss: 0.000341301 | val_loss: 0.000371607 | Time: 1659.27 ms
[2020-12-08 18:28:13	                main:581]	:	INFO	:	Epoch 932 | loss: 0.000343297 | val_loss: 0.000349778 | Time: 1667.26 ms
[2020-12-08 18:28:15	                main:581]	:	INFO	:	Epoch 933 | loss: 0.000327851 | val_loss: 0.000345201 | Time: 1668.98 ms
[2020-12-08 18:28:17	                main:581]	:	INFO	:	Epoch 934 | loss: 0.000332958 | val_loss: 0.000353199 | Time: 1667.28 ms
[2020-12-08 18:28:18	                main:581]	:	INFO	:	Epoch 935 | loss: 0.000331767 | val_loss: 0.000346158 | Time: 1669.92 ms
[2020-12-08 18:28:20	                main:581]	:	INFO	:	Epoch 936 | loss: 0.000327173 | val_loss: 0.000350949 | Time: 1677.99 ms
[2020-12-08 18:28:22	                main:581]	:	INFO	:	Epoch 937 | loss: 0.000349431 | val_loss: 0.000371471 | Time: 1676.39 ms
[2020-12-08 18:28:23	                main:581]	:	INFO	:	Epoch 938 | loss: 0.00039096 | val_loss: 0.000393766 | Time: 1676.43 ms
[2020-12-08 18:28:25	                main:581]	:	INFO	:	Epoch 939 | loss: 0.000341052 | val_loss: 0.000347052 | Time: 1677.05 ms
[2020-12-08 18:28:27	                main:581]	:	INFO	:	Epoch 940 | loss: 0.000328571 | val_loss: 0.000344978 | Time: 1677.15 ms
[2020-12-08 18:28:28	                main:581]	:	INFO	:	Epoch 941 | loss: 0.000326939 | val_loss: 0.000347151 | Time: 1672.82 ms
[2020-12-08 18:28:30	                main:581]	:	INFO	:	Epoch 942 | loss: 0.00034156 | val_loss: 0.000389756 | Time: 1670.07 ms
[2020-12-08 18:28:32	                main:581]	:	INFO	:	Epoch 943 | loss: 0.000340993 | val_loss: 0.00034813 | Time: 1676.97 ms
[2020-12-08 18:28:33	                main:581]	:	INFO	:	Epoch 944 | loss: 0.000326206 | val_loss: 0.000344222 | Time: 1675.37 ms
[2020-12-08 18:28:35	                main:581]	:	INFO	:	Epoch 945 | loss: 0.000324682 | val_loss: 0.000348736 | Time: 1674.51 ms
[2020-12-08 18:28:37	                main:581]	:	INFO	:	Epoch 946 | loss: 0.000373411 | val_loss: 0.000375842 | Time: 1673.22 ms
[2020-12-08 18:28:38	                main:581]	:	INFO	:	Epoch 947 | loss: 0.000346674 | val_loss: 0.000357124 | Time: 1673.46 ms
[2020-12-08 18:28:40	                main:581]	:	INFO	:	Epoch 948 | loss: 0.000331272 | val_loss: 0.000346692 | Time: 1672.29 ms
[2020-12-08 18:28:42	                main:581]	:	INFO	:	Epoch 949 | loss: 0.000333332 | val_loss: 0.00039452 | Time: 1668.35 ms
[2020-12-08 18:28:44	                main:581]	:	INFO	:	Epoch 950 | loss: 0.000383916 | val_loss: 0.000352804 | Time: 1671.5 ms
[2020-12-08 18:28:45	                main:581]	:	INFO	:	Epoch 951 | loss: 0.000333903 | val_loss: 0.000346976 | Time: 1674.28 ms
[2020-12-08 18:28:47	                main:581]	:	INFO	:	Epoch 952 | loss: 0.000326311 | val_loss: 0.000344198 | Time: 1672.88 ms
[2020-12-08 18:28:49	                main:581]	:	INFO	:	Epoch 953 | loss: 0.00032503 | val_loss: 0.000346852 | Time: 1675.7 ms
[2020-12-08 18:28:50	                main:581]	:	INFO	:	Epoch 954 | loss: 0.000339617 | val_loss: 0.000350197 | Time: 1682.05 ms
[2020-12-08 18:28:52	                main:581]	:	INFO	:	Epoch 955 | loss: 0.000363023 | val_loss: 0.000366607 | Time: 1675.57 ms
[2020-12-08 18:28:54	                main:581]	:	INFO	:	Epoch 956 | loss: 0.000338877 | val_loss: 0.00034784 | Time: 1666.14 ms
[2020-12-08 18:28:55	                main:581]	:	INFO	:	Epoch 957 | loss: 0.000326883 | val_loss: 0.000345003 | Time: 1673.59 ms
[2020-12-08 18:28:57	                main:581]	:	INFO	:	Epoch 958 | loss: 0.000324982 | val_loss: 0.000346608 | Time: 1669.26 ms
[2020-12-08 18:28:59	                main:581]	:	INFO	:	Epoch 959 | loss: 0.000344933 | val_loss: 0.000400561 | Time: 1676.76 ms
[2020-12-08 18:29:00	                main:581]	:	INFO	:	Epoch 960 | loss: 0.000361541 | val_loss: 0.00035588 | Time: 1674.48 ms
[2020-12-08 18:29:02	                main:581]	:	INFO	:	Epoch 961 | loss: 0.000335357 | val_loss: 0.00034729 | Time: 1677.89 ms
[2020-12-08 18:29:04	                main:581]	:	INFO	:	Epoch 962 | loss: 0.000326643 | val_loss: 0.000345117 | Time: 1673.17 ms
[2020-12-08 18:29:05	                main:581]	:	INFO	:	Epoch 963 | loss: 0.000363845 | val_loss: 0.000446245 | Time: 1658.17 ms
[2020-12-08 18:29:07	                main:581]	:	INFO	:	Epoch 964 | loss: 0.000351927 | val_loss: 0.000351514 | Time: 1649.01 ms
[2020-12-08 18:29:09	                main:581]	:	INFO	:	Epoch 965 | loss: 0.000328067 | val_loss: 0.000346893 | Time: 1655.95 ms
[2020-12-08 18:29:10	                main:581]	:	INFO	:	Epoch 966 | loss: 0.000326832 | val_loss: 0.000354658 | Time: 1652.78 ms
[2020-12-08 18:29:12	                main:581]	:	INFO	:	Epoch 967 | loss: 0.000359182 | val_loss: 0.000361415 | Time: 1647.4 ms
[2020-12-08 18:29:14	                main:581]	:	INFO	:	Epoch 968 | loss: 0.000335643 | val_loss: 0.000350967 | Time: 1654.2 ms
[2020-12-08 18:29:15	                main:581]	:	INFO	:	Epoch 969 | loss: 0.000344799 | val_loss: 0.00035387 | Time: 1659.13 ms
[2020-12-08 18:29:17	                main:581]	:	INFO	:	Epoch 970 | loss: 0.000332221 | val_loss: 0.000346479 | Time: 1647.58 ms
[2020-12-08 18:29:18	                main:581]	:	INFO	:	Epoch 971 | loss: 0.000328979 | val_loss: 0.000356441 | Time: 1649.29 ms
[2020-12-08 18:29:20	                main:581]	:	INFO	:	Epoch 972 | loss: 0.000356807 | val_loss: 0.000421759 | Time: 1648.93 ms
[2020-12-08 18:29:22	                main:581]	:	INFO	:	Epoch 973 | loss: 0.000351924 | val_loss: 0.000353802 | Time: 1654.68 ms
[2020-12-08 18:29:23	                main:581]	:	INFO	:	Epoch 974 | loss: 0.000328999 | val_loss: 0.000347218 | Time: 1649.98 ms
[2020-12-08 18:29:25	                main:581]	:	INFO	:	Epoch 975 | loss: 0.000329598 | val_loss: 0.00036386 | Time: 1649.34 ms
[2020-12-08 18:29:27	                main:581]	:	INFO	:	Epoch 976 | loss: 0.000370217 | val_loss: 0.000364239 | Time: 1653.63 ms
[2020-12-08 18:29:28	                main:581]	:	INFO	:	Epoch 977 | loss: 0.000336871 | val_loss: 0.000348411 | Time: 1656.17 ms
[2020-12-08 18:29:30	                main:581]	:	INFO	:	Epoch 978 | loss: 0.000330155 | val_loss: 0.000355549 | Time: 1647.7 ms
[2020-12-08 18:29:32	                main:581]	:	INFO	:	Epoch 979 | loss: 0.000380828 | val_loss: 0.000382522 | Time: 1652.59 ms
[2020-12-08 18:29:33	                main:581]	:	INFO	:	Epoch 980 | loss: 0.000340633 | val_loss: 0.000353296 | Time: 1651.82 ms
[2020-12-08 18:29:35	                main:581]	:	INFO	:	Epoch 981 | loss: 0.000328676 | val_loss: 0.000345042 | Time: 1644.94 ms
[2020-12-08 18:29:37	                main:581]	:	INFO	:	Epoch 982 | loss: 0.000326278 | val_loss: 0.000349932 | Time: 1654.48 ms
[2020-12-08 18:29:38	                main:581]	:	INFO	:	Epoch 983 | loss: 0.00036624 | val_loss: 0.000370971 | Time: 1647.58 ms
[2020-12-08 18:29:40	                main:581]	:	INFO	:	Epoch 984 | loss: 0.000345202 | val_loss: 0.000354562 | Time: 1645.47 ms
[2020-12-08 18:29:42	                main:581]	:	INFO	:	Epoch 985 | loss: 0.000333022 | val_loss: 0.000348074 | Time: 1645.3 ms
[2020-12-08 18:29:43	                main:581]	:	INFO	:	Epoch 986 | loss: 0.00033465 | val_loss: 0.000353662 | Time: 1661.24 ms
[2020-12-08 18:29:45	                main:581]	:	INFO	:	Epoch 987 | loss: 0.000329602 | val_loss: 0.000349895 | Time: 1652.44 ms
[2020-12-08 18:29:47	                main:581]	:	INFO	:	Epoch 988 | loss: 0.000332118 | val_loss: 0.000353338 | Time: 1653.91 ms
[2020-12-08 18:29:48	                main:581]	:	INFO	:	Epoch 989 | loss: 0.000368778 | val_loss: 0.00038456 | Time: 1653.22 ms
[2020-12-08 18:29:50	                main:581]	:	INFO	:	Epoch 990 | loss: 0.000351952 | val_loss: 0.000355309 | Time: 1650.79 ms
[2020-12-08 18:29:52	                main:581]	:	INFO	:	Epoch 991 | loss: 0.000331826 | val_loss: 0.000351851 | Time: 1655.53 ms
[2020-12-08 18:29:53	                main:581]	:	INFO	:	Epoch 992 | loss: 0.000333477 | val_loss: 0.000354432 | Time: 1644.59 ms
[2020-12-08 18:29:55	                main:581]	:	INFO	:	Epoch 993 | loss: 0.000341943 | val_loss: 0.000359262 | Time: 1658.35 ms
[2020-12-08 18:29:56	                main:581]	:	INFO	:	Epoch 994 | loss: 0.000353979 | val_loss: 0.000363139 | Time: 1647.26 ms
[2020-12-08 18:29:58	                main:581]	:	INFO	:	Epoch 995 | loss: 0.00034123 | val_loss: 0.000352995 | Time: 1650.19 ms
[2020-12-08 18:30:00	                main:581]	:	INFO	:	Epoch 996 | loss: 0.000330694 | val_loss: 0.000349775 | Time: 1658.58 ms
[2020-12-08 18:30:01	                main:581]	:	INFO	:	Epoch 997 | loss: 0.000340154 | val_loss: 0.000376857 | Time: 1644.22 ms
[2020-12-08 18:30:03	                main:581]	:	INFO	:	Epoch 998 | loss: 0.000363618 | val_loss: 0.000360861 | Time: 1644.3 ms
[2020-12-08 18:30:05	                main:581]	:	INFO	:	Epoch 999 | loss: 0.000334623 | val_loss: 0.000352282 | Time: 1646.82 ms
[2020-12-08 18:30:06	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.000329284 | val_loss: 0.000352697 | Time: 1645.59 ms
[2020-12-08 18:30:08	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.000350233 | val_loss: 0.000384988 | Time: 1641.89 ms
[2020-12-08 18:30:10	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.000362004 | val_loss: 0.000366504 | Time: 1647.47 ms
[2020-12-08 18:30:11	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.000336165 | val_loss: 0.000349246 | Time: 1651.78 ms
[2020-12-08 18:30:13	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.000327167 | val_loss: 0.000345459 | Time: 1651.86 ms
[2020-12-08 18:30:15	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.000348938 | val_loss: 0.000444806 | Time: 1642.44 ms
[2020-12-08 18:30:16	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.000367456 | val_loss: 0.000364898 | Time: 1658.75 ms
[2020-12-08 18:30:18	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.000334146 | val_loss: 0.000347945 | Time: 1655.92 ms
[2020-12-08 18:30:20	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.000331271 | val_loss: 0.000358831 | Time: 1660.83 ms
[2020-12-08 18:30:21	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.000352805 | val_loss: 0.000385709 | Time: 1656.08 ms
[2020-12-08 18:30:23	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.000342119 | val_loss: 0.000352157 | Time: 1658.78 ms
[2020-12-08 18:30:25	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.000329491 | val_loss: 0.000347999 | Time: 1661.66 ms
[2020-12-08 18:30:26	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.00036143 | val_loss: 0.000390548 | Time: 1650.47 ms
[2020-12-08 18:30:28	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.000356333 | val_loss: 0.000359736 | Time: 1659.83 ms
[2020-12-08 18:30:30	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.000332713 | val_loss: 0.00034945 | Time: 1664.62 ms
[2020-12-08 18:30:31	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.000330003 | val_loss: 0.000358663 | Time: 1655.42 ms
[2020-12-08 18:30:33	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.000367285 | val_loss: 0.000363976 | Time: 1655.22 ms
[2020-12-08 18:30:34	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.000338092 | val_loss: 0.000349586 | Time: 1653.39 ms
[2020-12-08 18:30:36	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.000355396 | val_loss: 0.000452151 | Time: 1655.23 ms
[2020-12-08 18:30:38	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.000362897 | val_loss: 0.000360693 | Time: 1663.04 ms
[2020-12-08 18:30:39	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.000332619 | val_loss: 0.000345359 | Time: 1666.84 ms
[2020-12-08 18:30:41	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.000328092 | val_loss: 0.000353446 | Time: 1659.38 ms
[2020-12-08 18:30:43	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.000350695 | val_loss: 0.000352826 | Time: 1652.93 ms
[2020-12-08 18:30:44	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.000333552 | val_loss: 0.000349583 | Time: 1634.2 ms
[2020-12-08 18:30:46	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.000331038 | val_loss: 0.000366183 | Time: 1659.3 ms
[2020-12-08 18:30:46	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.000366183
[2020-12-08 18:30:46	                main:610]	:	INFO	:	Saving end state to config to file
[2020-12-08 18:30:46	                main:615]	:	INFO	:	Success, exiting..
18:30:46 (907061): 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)