Task 3291037

Name EightBitModified-1605455544-31733-4_1
Workunit 1485188
Created 15 Dec 2020, 10:29:32 UTC
Sent 15 Dec 2020, 11:39:36 UTC
Report deadline 22 Dec 2020, 11:39:36 UTC
Received 16 Dec 2020, 2:56:06 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 5147
Run time 27 min 41 sec
CPU time 27 min 37 sec
Validate state Valid
Credit 2,080.00
Device peak FLOPS 4,116.93 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.80 (cuda10200)
x86_64-pc-linux-gnu
Peak working set size 1.83 GB
Peak swap size 13.39 GB
Peak disk usage 2.98 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
:	Epoch 526 | loss: 0.00012346 | val_loss: 0.00012884 | Time: 1623.4 ms
[2020-12-15 20:41:55	                main:581]	:	INFO	:	Epoch 527 | loss: 0.000116439 | val_loss: 0.000128565 | Time: 1617.39 ms
[2020-12-15 20:41:56	                main:581]	:	INFO	:	Epoch 528 | loss: 0.000115247 | val_loss: 0.000127532 | Time: 1613.36 ms
[2020-12-15 20:41:58	                main:581]	:	INFO	:	Epoch 529 | loss: 0.000114609 | val_loss: 0.000127243 | Time: 1615.86 ms
[2020-12-15 20:41:59	                main:581]	:	INFO	:	Epoch 530 | loss: 0.000114357 | val_loss: 0.000126951 | Time: 1618.28 ms
[2020-12-15 20:42:01	                main:581]	:	INFO	:	Epoch 531 | loss: 0.000114149 | val_loss: 0.000126745 | Time: 1603.46 ms
[2020-12-15 20:42:03	                main:581]	:	INFO	:	Epoch 532 | loss: 0.000114012 | val_loss: 0.000126646 | Time: 1611.38 ms
[2020-12-15 20:42:04	                main:581]	:	INFO	:	Epoch 533 | loss: 0.000113883 | val_loss: 0.000126526 | Time: 1597.67 ms
[2020-12-15 20:42:06	                main:581]	:	INFO	:	Epoch 534 | loss: 0.000113751 | val_loss: 0.000126371 | Time: 1602.25 ms
[2020-12-15 20:42:08	                main:581]	:	INFO	:	Epoch 535 | loss: 0.000113119 | val_loss: 0.00012584 | Time: 1613.14 ms
[2020-12-15 20:42:09	                main:581]	:	INFO	:	Epoch 536 | loss: 0.000112602 | val_loss: 0.000125532 | Time: 1607.07 ms
[2020-12-15 20:42:11	                main:581]	:	INFO	:	Epoch 537 | loss: 0.000112399 | val_loss: 0.000125345 | Time: 1602.15 ms
[2020-12-15 20:42:12	                main:581]	:	INFO	:	Epoch 538 | loss: 0.000112294 | val_loss: 0.000125255 | Time: 1604.37 ms
[2020-12-15 20:42:14	                main:581]	:	INFO	:	Epoch 539 | loss: 0.000112219 | val_loss: 0.000125179 | Time: 1605.01 ms
[2020-12-15 20:42:16	                main:581]	:	INFO	:	Epoch 540 | loss: 0.000112122 | val_loss: 0.000125105 | Time: 1605.09 ms
[2020-12-15 20:42:17	                main:581]	:	INFO	:	Epoch 541 | loss: 0.000112034 | val_loss: 0.000125077 | Time: 1620.09 ms
[2020-12-15 20:42:19	                main:581]	:	INFO	:	Epoch 542 | loss: 0.000111979 | val_loss: 0.000125096 | Time: 1616.57 ms
[2020-12-15 20:42:20	                main:581]	:	INFO	:	Epoch 543 | loss: 0.000111922 | val_loss: 0.000125035 | Time: 1623.24 ms
[2020-12-15 20:42:22	                main:581]	:	INFO	:	Epoch 544 | loss: 0.000111892 | val_loss: 0.000125027 | Time: 1615.68 ms
[2020-12-15 20:42:24	                main:581]	:	INFO	:	Epoch 545 | loss: 0.000111858 | val_loss: 0.000124983 | Time: 1596.98 ms
[2020-12-15 20:42:25	                main:581]	:	INFO	:	Epoch 546 | loss: 0.000111984 | val_loss: 0.000125125 | Time: 1603.01 ms
[2020-12-15 20:42:27	                main:581]	:	INFO	:	Epoch 547 | loss: 0.000111892 | val_loss: 0.000124948 | Time: 1594.48 ms
[2020-12-15 20:42:28	                main:581]	:	INFO	:	Epoch 548 | loss: 0.000111822 | val_loss: 0.000124971 | Time: 1603.8 ms
[2020-12-15 20:42:30	                main:581]	:	INFO	:	Epoch 549 | loss: 0.000111759 | val_loss: 0.000124906 | Time: 1598.98 ms
[2020-12-15 20:42:32	                main:581]	:	INFO	:	Epoch 550 | loss: 0.000111748 | val_loss: 0.00012496 | Time: 1619.67 ms
[2020-12-15 20:42:33	                main:581]	:	INFO	:	Epoch 551 | loss: 0.000111753 | val_loss: 0.000125067 | Time: 1621.62 ms
[2020-12-15 20:42:35	                main:581]	:	INFO	:	Epoch 552 | loss: 0.000111752 | val_loss: 0.000124925 | Time: 1610.42 ms
[2020-12-15 20:42:36	                main:581]	:	INFO	:	Epoch 553 | loss: 0.000111714 | val_loss: 0.000124954 | Time: 1603.2 ms
[2020-12-15 20:42:38	                main:581]	:	INFO	:	Epoch 554 | loss: 0.00011171 | val_loss: 0.000124821 | Time: 1605.61 ms
[2020-12-15 20:42:40	                main:581]	:	INFO	:	Epoch 555 | loss: 0.000111669 | val_loss: 0.00012487 | Time: 1606.34 ms
[2020-12-15 20:42:41	                main:581]	:	INFO	:	Epoch 556 | loss: 0.000111673 | val_loss: 0.000124991 | Time: 1635.59 ms
[2020-12-15 20:42:43	                main:581]	:	INFO	:	Epoch 557 | loss: 0.000111723 | val_loss: 0.000124911 | Time: 1624.66 ms
[2020-12-15 20:42:45	                main:581]	:	INFO	:	Epoch 558 | loss: 0.000111731 | val_loss: 0.000124944 | Time: 1614.71 ms
[2020-12-15 20:42:46	                main:581]	:	INFO	:	Epoch 559 | loss: 0.000111684 | val_loss: 0.000124866 | Time: 1620.32 ms
[2020-12-15 20:42:48	                main:581]	:	INFO	:	Epoch 560 | loss: 0.000111625 | val_loss: 0.000124861 | Time: 1622.92 ms
[2020-12-15 20:42:49	                main:581]	:	INFO	:	Epoch 561 | loss: 0.000111635 | val_loss: 0.000124896 | Time: 1622.02 ms
[2020-12-15 20:42:51	                main:581]	:	INFO	:	Epoch 562 | loss: 0.000111743 | val_loss: 0.000124905 | Time: 1619.68 ms
[2020-12-15 20:42:53	                main:581]	:	INFO	:	Epoch 563 | loss: 0.000111745 | val_loss: 0.00012487 | Time: 1624.3 ms
[2020-12-15 20:42:54	                main:581]	:	INFO	:	Epoch 564 | loss: 0.000111688 | val_loss: 0.000125022 | Time: 1625.13 ms
[2020-12-15 20:42:56	                main:581]	:	INFO	:	Epoch 565 | loss: 0.000111719 | val_loss: 0.000124971 | Time: 1625.39 ms
[2020-12-15 20:42:58	                main:581]	:	INFO	:	Epoch 566 | loss: 0.000111721 | val_loss: 0.000124893 | Time: 1618.47 ms
[2020-12-15 20:42:59	                main:581]	:	INFO	:	Epoch 567 | loss: 0.000111702 | val_loss: 0.000125114 | Time: 1610.79 ms
[2020-12-15 20:43:01	                main:581]	:	INFO	:	Epoch 568 | loss: 0.000111642 | val_loss: 0.000124817 | Time: 1617.71 ms
[2020-12-15 20:43:02	                main:581]	:	INFO	:	Epoch 569 | loss: 0.000114802 | val_loss: 0.000144639 | Time: 1607.28 ms
[2020-12-15 20:43:04	                main:581]	:	INFO	:	Epoch 570 | loss: 0.000126432 | val_loss: 0.00012671 | Time: 1624.94 ms
[2020-12-15 20:43:06	                main:581]	:	INFO	:	Epoch 571 | loss: 0.000113063 | val_loss: 0.000124862 | Time: 1613.63 ms
[2020-12-15 20:43:07	                main:581]	:	INFO	:	Epoch 572 | loss: 0.000112102 | val_loss: 0.000125099 | Time: 1610.54 ms
[2020-12-15 20:43:09	                main:581]	:	INFO	:	Epoch 573 | loss: 0.000111861 | val_loss: 0.000124808 | Time: 1614.07 ms
[2020-12-15 20:43:10	                main:581]	:	INFO	:	Epoch 574 | loss: 0.000111607 | val_loss: 0.000124839 | Time: 1610.66 ms
[2020-12-15 20:43:12	                main:581]	:	INFO	:	Epoch 575 | loss: 0.000111556 | val_loss: 0.000124802 | Time: 1613.38 ms
[2020-12-15 20:43:14	                main:581]	:	INFO	:	Epoch 576 | loss: 0.000111575 | val_loss: 0.000124881 | Time: 1617.33 ms
[2020-12-15 20:43:15	                main:581]	:	INFO	:	Epoch 577 | loss: 0.000111602 | val_loss: 0.00012489 | Time: 1614.28 ms
[2020-12-15 20:43:17	                main:581]	:	INFO	:	Epoch 578 | loss: 0.000111597 | val_loss: 0.000124857 | Time: 1612.41 ms
[2020-12-15 20:43:19	                main:581]	:	INFO	:	Epoch 579 | loss: 0.000111593 | val_loss: 0.000125093 | Time: 1615.24 ms
[2020-12-15 20:43:20	                main:581]	:	INFO	:	Epoch 580 | loss: 0.0001234 | val_loss: 0.000176501 | Time: 1612.75 ms
[2020-12-15 20:43:22	                main:581]	:	INFO	:	Epoch 581 | loss: 0.000131768 | val_loss: 0.000134116 | Time: 1611.2 ms
[2020-12-15 20:43:23	                main:581]	:	INFO	:	Epoch 582 | loss: 0.000114205 | val_loss: 0.000126116 | Time: 1610.91 ms
[2020-12-15 20:43:25	                main:581]	:	INFO	:	Epoch 583 | loss: 0.000112012 | val_loss: 0.000124898 | Time: 1612.58 ms
[2020-12-15 20:43:27	                main:581]	:	INFO	:	Epoch 584 | loss: 0.000111578 | val_loss: 0.000124857 | Time: 1613.56 ms
[2020-12-15 20:43:28	                main:581]	:	INFO	:	Epoch 585 | loss: 0.000111564 | val_loss: 0.000124845 | Time: 1623.36 ms
[2020-12-15 20:43:30	                main:581]	:	INFO	:	Epoch 586 | loss: 0.000111518 | val_loss: 0.000124788 | Time: 1625.14 ms
[2020-12-15 20:43:31	                main:581]	:	INFO	:	Epoch 587 | loss: 0.000111515 | val_loss: 0.000124902 | Time: 1623.93 ms
[2020-12-15 20:43:33	                main:581]	:	INFO	:	Epoch 588 | loss: 0.000111571 | val_loss: 0.000124858 | Time: 1615.27 ms
[2020-12-15 20:43:35	                main:581]	:	INFO	:	Epoch 589 | loss: 0.000111515 | val_loss: 0.000124812 | Time: 1606.49 ms
[2020-12-15 20:43:36	                main:581]	:	INFO	:	Epoch 590 | loss: 0.00011161 | val_loss: 0.000124865 | Time: 1601.27 ms
[2020-12-15 20:43:38	                main:581]	:	INFO	:	Epoch 591 | loss: 0.000111507 | val_loss: 0.000124792 | Time: 1605.71 ms
[2020-12-15 20:43:40	                main:581]	:	INFO	:	Epoch 592 | loss: 0.000111494 | val_loss: 0.00012484 | Time: 1611.88 ms
[2020-12-15 20:43:41	                main:581]	:	INFO	:	Epoch 593 | loss: 0.00011162 | val_loss: 0.000125098 | Time: 1603.98 ms
[2020-12-15 20:43:43	                main:581]	:	INFO	:	Epoch 594 | loss: 0.00011174 | val_loss: 0.000125481 | Time: 1603.32 ms
[2020-12-15 20:43:44	                main:581]	:	INFO	:	Epoch 595 | loss: 0.000113121 | val_loss: 0.00012721 | Time: 1601.62 ms
[2020-12-15 20:43:46	                main:581]	:	INFO	:	Epoch 596 | loss: 0.000112669 | val_loss: 0.000125158 | Time: 1599.83 ms
[2020-12-15 20:43:48	                main:581]	:	INFO	:	Epoch 597 | loss: 0.000111628 | val_loss: 0.000125117 | Time: 1613.11 ms
[2020-12-15 20:43:49	                main:581]	:	INFO	:	Epoch 598 | loss: 0.000120358 | val_loss: 0.000158929 | Time: 1614.71 ms
[2020-12-15 20:43:51	                main:581]	:	INFO	:	Epoch 599 | loss: 0.000124869 | val_loss: 0.000127158 | Time: 1620.95 ms
[2020-12-15 20:43:52	                main:581]	:	INFO	:	Epoch 600 | loss: 0.000112549 | val_loss: 0.000125009 | Time: 1620.24 ms
[2020-12-15 20:43:54	                main:581]	:	INFO	:	Epoch 601 | loss: 0.000111623 | val_loss: 0.000124834 | Time: 1612.23 ms
[2020-12-15 20:43:56	                main:581]	:	INFO	:	Epoch 602 | loss: 0.000111619 | val_loss: 0.000125081 | Time: 1619.58 ms
[2020-12-15 20:43:57	                main:581]	:	INFO	:	Epoch 603 | loss: 0.000111575 | val_loss: 0.000125048 | Time: 1617.17 ms
[2020-12-15 20:43:59	                main:581]	:	INFO	:	Epoch 604 | loss: 0.000111502 | val_loss: 0.000124846 | Time: 1618.26 ms
[2020-12-15 20:44:00	                main:581]	:	INFO	:	Epoch 605 | loss: 0.00011152 | val_loss: 0.000124992 | Time: 1617.27 ms
[2020-12-15 20:44:02	                main:581]	:	INFO	:	Epoch 606 | loss: 0.000111517 | val_loss: 0.000125056 | Time: 1616.43 ms
[2020-12-15 20:44:04	                main:581]	:	INFO	:	Epoch 607 | loss: 0.000111516 | val_loss: 0.000124921 | Time: 1620.25 ms
[2020-12-15 20:44:05	                main:581]	:	INFO	:	Epoch 608 | loss: 0.000111569 | val_loss: 0.000124794 | Time: 1620.72 ms
[2020-12-15 20:44:07	                main:581]	:	INFO	:	Epoch 609 | loss: 0.000111568 | val_loss: 0.000125609 | Time: 1618.62 ms
[2020-12-15 20:44:09	                main:581]	:	INFO	:	Epoch 610 | loss: 0.000131815 | val_loss: 0.000209886 | Time: 1615.62 ms
[2020-12-15 20:44:10	                main:581]	:	INFO	:	Epoch 611 | loss: 0.000134114 | val_loss: 0.000130675 | Time: 1624.48 ms
[2020-12-15 20:44:12	                main:581]	:	INFO	:	Epoch 612 | loss: 0.000115089 | val_loss: 0.000126197 | Time: 1629.52 ms
[2020-12-15 20:44:13	                main:581]	:	INFO	:	Epoch 613 | loss: 0.000112121 | val_loss: 0.00012532 | Time: 1636.98 ms
[2020-12-15 20:44:15	                main:581]	:	INFO	:	Epoch 614 | loss: 0.000111624 | val_loss: 0.000124942 | Time: 1627.74 ms
[2020-12-15 20:44:17	                main:581]	:	INFO	:	Epoch 615 | loss: 0.000111622 | val_loss: 0.000125253 | Time: 1627.15 ms
[2020-12-15 20:44:18	                main:581]	:	INFO	:	Epoch 616 | loss: 0.000111656 | val_loss: 0.000125061 | Time: 1631.37 ms
[2020-12-15 20:44:20	                main:581]	:	INFO	:	Epoch 617 | loss: 0.00011144 | val_loss: 0.000124937 | Time: 1631.64 ms
[2020-12-15 20:44:22	                main:581]	:	INFO	:	Epoch 618 | loss: 0.00011149 | val_loss: 0.000125156 | Time: 1633.46 ms
[2020-12-15 20:44:23	                main:581]	:	INFO	:	Epoch 619 | loss: 0.000111622 | val_loss: 0.000124931 | Time: 1625.62 ms
[2020-12-15 20:44:25	                main:581]	:	INFO	:	Epoch 620 | loss: 0.000111646 | val_loss: 0.000125145 | Time: 1620.97 ms
[2020-12-15 20:44:26	                main:581]	:	INFO	:	Epoch 621 | loss: 0.000111517 | val_loss: 0.000124933 | Time: 1623.86 ms
[2020-12-15 20:44:28	                main:581]	:	INFO	:	Epoch 622 | loss: 0.000111474 | val_loss: 0.000124953 | Time: 1610.86 ms
[2020-12-15 20:44:30	                main:581]	:	INFO	:	Epoch 623 | loss: 0.000111461 | val_loss: 0.00012509 | Time: 1627.24 ms
[2020-12-15 20:44:31	                main:581]	:	INFO	:	Epoch 624 | loss: 0.000111709 | val_loss: 0.000125123 | Time: 1624.07 ms
[2020-12-15 20:44:33	                main:581]	:	INFO	:	Epoch 625 | loss: 0.000111571 | val_loss: 0.000124974 | Time: 1629.34 ms
[2020-12-15 20:44:35	                main:581]	:	INFO	:	Epoch 626 | loss: 0.000111512 | val_loss: 0.000125024 | Time: 1610.56 ms
[2020-12-15 20:44:36	                main:581]	:	INFO	:	Epoch 627 | loss: 0.000111777 | val_loss: 0.000125141 | Time: 1602.88 ms
[2020-12-15 20:44:38	                main:581]	:	INFO	:	Epoch 628 | loss: 0.000111833 | val_loss: 0.00012543 | Time: 1611.07 ms
[2020-12-15 20:44:39	                main:581]	:	INFO	:	Epoch 629 | loss: 0.000112026 | val_loss: 0.000126767 | Time: 1621.48 ms
[2020-12-15 20:44:41	                main:581]	:	INFO	:	Epoch 630 | loss: 0.000113614 | val_loss: 0.000125646 | Time: 1638.24 ms
[2020-12-15 20:44:43	                main:581]	:	INFO	:	Epoch 631 | loss: 0.00011404 | val_loss: 0.000135695 | Time: 1615.75 ms
[2020-12-15 20:44:44	                main:581]	:	INFO	:	Epoch 632 | loss: 0.000119573 | val_loss: 0.000131394 | Time: 1620.41 ms
[2020-12-15 20:44:46	                main:581]	:	INFO	:	Epoch 633 | loss: 0.00011418 | val_loss: 0.000128886 | Time: 1621.72 ms
[2020-12-15 20:44:48	                main:581]	:	INFO	:	Epoch 634 | loss: 0.000114837 | val_loss: 0.000127228 | Time: 1621.15 ms
[2020-12-15 20:44:49	                main:581]	:	INFO	:	Epoch 635 | loss: 0.000112576 | val_loss: 0.000125148 | Time: 1606.32 ms
[2020-12-15 20:44:51	                main:581]	:	INFO	:	Epoch 636 | loss: 0.000112197 | val_loss: 0.000126157 | Time: 1608.11 ms
[2020-12-15 20:44:52	                main:581]	:	INFO	:	Epoch 637 | loss: 0.000112435 | val_loss: 0.000125533 | Time: 1613.2 ms
[2020-12-15 20:44:54	                main:581]	:	INFO	:	Epoch 638 | loss: 0.000126373 | val_loss: 0.0001551 | Time: 1613.66 ms
[2020-12-15 20:44:56	                main:581]	:	INFO	:	Epoch 639 | loss: 0.000120624 | val_loss: 0.00013005 | Time: 1633.9 ms
[2020-12-15 20:44:57	                main:581]	:	INFO	:	Epoch 640 | loss: 0.000113873 | val_loss: 0.00012574 | Time: 1635.49 ms
[2020-12-15 20:44:59	                main:581]	:	INFO	:	Epoch 641 | loss: 0.000112023 | val_loss: 0.000125331 | Time: 1621.24 ms
[2020-12-15 20:45:00	                main:581]	:	INFO	:	Epoch 642 | loss: 0.000111858 | val_loss: 0.000125296 | Time: 1628.96 ms
[2020-12-15 20:45:02	                main:581]	:	INFO	:	Epoch 643 | loss: 0.00011227 | val_loss: 0.000128185 | Time: 1615.29 ms
[2020-12-15 20:45:04	                main:581]	:	INFO	:	Epoch 644 | loss: 0.000113943 | val_loss: 0.000125636 | Time: 1615.5 ms
[2020-12-15 20:45:05	                main:581]	:	INFO	:	Epoch 645 | loss: 0.000112728 | val_loss: 0.000126679 | Time: 1623.53 ms
[2020-12-15 20:45:07	                main:581]	:	INFO	:	Epoch 646 | loss: 0.000114968 | val_loss: 0.000136079 | Time: 1624.02 ms
[2020-12-15 20:45:09	                main:581]	:	INFO	:	Epoch 647 | loss: 0.000119751 | val_loss: 0.000127882 | Time: 1626.92 ms
[2020-12-15 20:45:10	                main:581]	:	INFO	:	Epoch 648 | loss: 0.00011257 | val_loss: 0.000125483 | Time: 1625.57 ms
[2020-12-15 20:45:12	                main:581]	:	INFO	:	Epoch 649 | loss: 0.000112024 | val_loss: 0.000124899 | Time: 1616.43 ms
[2020-12-15 20:45:13	                main:581]	:	INFO	:	Epoch 650 | loss: 0.000112922 | val_loss: 0.000128676 | Time: 1602.99 ms
[2020-12-15 20:45:15	                main:581]	:	INFO	:	Epoch 651 | loss: 0.000119322 | val_loss: 0.00015139 | Time: 1600.82 ms
[2020-12-15 20:45:17	                main:581]	:	INFO	:	Epoch 652 | loss: 0.000120067 | val_loss: 0.00012629 | Time: 1604.06 ms
[2020-12-15 20:45:18	                main:581]	:	INFO	:	Epoch 653 | loss: 0.000113115 | val_loss: 0.000125354 | Time: 1604.84 ms
[2020-12-15 20:45:20	                main:581]	:	INFO	:	Epoch 654 | loss: 0.00011294 | val_loss: 0.000130257 | Time: 1602.32 ms
[2020-12-15 20:45:21	                main:581]	:	INFO	:	Epoch 655 | loss: 0.000130683 | val_loss: 0.000137007 | Time: 1603.46 ms
[2020-12-15 20:45:23	                main:581]	:	INFO	:	Epoch 656 | loss: 0.00011666 | val_loss: 0.000126424 | Time: 1634.24 ms
[2020-12-15 20:45:25	                main:581]	:	INFO	:	Epoch 657 | loss: 0.000112418 | val_loss: 0.000125647 | Time: 1625.13 ms
[2020-12-15 20:45:26	                main:581]	:	INFO	:	Epoch 658 | loss: 0.000112361 | val_loss: 0.000125442 | Time: 1624.37 ms
[2020-12-15 20:45:28	                main:581]	:	INFO	:	Epoch 659 | loss: 0.000111918 | val_loss: 0.000126022 | Time: 1622.52 ms
[2020-12-15 20:45:30	                main:581]	:	INFO	:	Epoch 660 | loss: 0.000112428 | val_loss: 0.000127402 | Time: 1628.74 ms
[2020-12-15 20:45:31	                main:581]	:	INFO	:	Epoch 661 | loss: 0.000113732 | val_loss: 0.000130002 | Time: 1632.7 ms
[2020-12-15 20:45:33	                main:581]	:	INFO	:	Epoch 662 | loss: 0.000117588 | val_loss: 0.000127944 | Time: 1626.22 ms
[2020-12-15 20:45:34	                main:581]	:	INFO	:	Epoch 663 | loss: 0.000113681 | val_loss: 0.000127607 | Time: 1626.91 ms
[2020-12-15 20:45:36	                main:581]	:	INFO	:	Epoch 664 | loss: 0.000113793 | val_loss: 0.000126773 | Time: 1624.12 ms
[2020-12-15 20:45:38	                main:581]	:	INFO	:	Epoch 665 | loss: 0.000114723 | val_loss: 0.000128997 | Time: 1615.94 ms
[2020-12-15 20:45:39	                main:581]	:	INFO	:	Epoch 666 | loss: 0.000115159 | val_loss: 0.000129426 | Time: 1610.14 ms
[2020-12-15 20:45:41	                main:581]	:	INFO	:	Epoch 667 | loss: 0.000116263 | val_loss: 0.000130163 | Time: 1614.75 ms
[2020-12-15 20:45:43	                main:581]	:	INFO	:	Epoch 668 | loss: 0.000115253 | val_loss: 0.000127129 | Time: 1623.72 ms
[2020-12-15 20:45:44	                main:581]	:	INFO	:	Epoch 669 | loss: 0.000116808 | val_loss: 0.000143508 | Time: 1622.03 ms
[2020-12-15 20:45:46	                main:581]	:	INFO	:	Epoch 670 | loss: 0.000130757 | val_loss: 0.000126992 | Time: 1606.29 ms
[2020-12-15 20:45:47	                main:581]	:	INFO	:	Epoch 671 | loss: 0.000115174 | val_loss: 0.000127423 | Time: 1598.24 ms
[2020-12-15 20:45:49	                main:581]	:	INFO	:	Epoch 672 | loss: 0.000116155 | val_loss: 0.000132103 | Time: 1597.92 ms
[2020-12-15 20:45:51	                main:581]	:	INFO	:	Epoch 673 | loss: 0.000113881 | val_loss: 0.000125895 | Time: 1615.31 ms
[2020-12-15 20:45:52	                main:581]	:	INFO	:	Epoch 674 | loss: 0.000113284 | val_loss: 0.000126444 | Time: 1626.77 ms
[2020-12-15 20:45:54	                main:581]	:	INFO	:	Epoch 675 | loss: 0.000112269 | val_loss: 0.000125637 | Time: 1626.05 ms
[2020-12-15 20:45:56	                main:581]	:	INFO	:	Epoch 676 | loss: 0.00011324 | val_loss: 0.000129512 | Time: 1634.91 ms
[2020-12-15 20:45:57	                main:581]	:	INFO	:	Epoch 677 | loss: 0.000125269 | val_loss: 0.000128366 | Time: 1626.99 ms
[2020-12-15 20:45:59	                main:581]	:	INFO	:	Epoch 678 | loss: 0.000117467 | val_loss: 0.000128393 | Time: 1630.25 ms
[2020-12-15 20:46:00	                main:581]	:	INFO	:	Epoch 679 | loss: 0.00011477 | val_loss: 0.000129021 | Time: 1607.7 ms
[2020-12-15 20:46:02	                main:581]	:	INFO	:	Epoch 680 | loss: 0.000113127 | val_loss: 0.000127146 | Time: 1603.43 ms
[2020-12-15 20:46:04	                main:581]	:	INFO	:	Epoch 681 | loss: 0.000114834 | val_loss: 0.000126492 | Time: 1607.31 ms
[2020-12-15 20:46:05	                main:581]	:	INFO	:	Epoch 682 | loss: 0.000113597 | val_loss: 0.000126652 | Time: 1615.98 ms
[2020-12-15 20:46:07	                main:581]	:	INFO	:	Epoch 683 | loss: 0.000113383 | val_loss: 0.000127567 | Time: 1615.61 ms
[2020-12-15 20:46:08	                main:581]	:	INFO	:	Epoch 684 | loss: 0.000115518 | val_loss: 0.000132913 | Time: 1605.15 ms
[2020-12-15 20:46:10	                main:581]	:	INFO	:	Epoch 685 | loss: 0.000116325 | val_loss: 0.000127167 | Time: 1604.3 ms
[2020-12-15 20:46:12	                main:581]	:	INFO	:	Epoch 686 | loss: 0.00011488 | val_loss: 0.00012775 | Time: 1609.48 ms
[2020-12-15 20:46:13	                main:581]	:	INFO	:	Epoch 687 | loss: 0.000113136 | val_loss: 0.000127267 | Time: 1608.57 ms
[2020-12-15 20:46:15	                main:581]	:	INFO	:	Epoch 688 | loss: 0.000115693 | val_loss: 0.000128463 | Time: 1608.54 ms
[2020-12-15 20:46:16	                main:581]	:	INFO	:	Epoch 689 | loss: 0.000119665 | val_loss: 0.000136491 | Time: 1613.14 ms
[2020-12-15 20:46:18	                main:581]	:	INFO	:	Epoch 690 | loss: 0.000120487 | val_loss: 0.000129927 | Time: 1613.98 ms
[2020-12-15 20:46:20	                main:581]	:	INFO	:	Epoch 691 | loss: 0.000117687 | val_loss: 0.000130771 | Time: 1611.75 ms
[2020-12-15 20:46:21	                main:581]	:	INFO	:	Epoch 692 | loss: 0.000114946 | val_loss: 0.000127614 | Time: 1604.49 ms
[2020-12-15 20:46:23	                main:581]	:	INFO	:	Epoch 693 | loss: 0.000114361 | val_loss: 0.000129329 | Time: 1618.91 ms
[2020-12-15 20:46:25	                main:581]	:	INFO	:	Epoch 694 | loss: 0.000115855 | val_loss: 0.000136868 | Time: 1620.21 ms
[2020-12-15 20:46:26	                main:581]	:	INFO	:	Epoch 695 | loss: 0.000124656 | val_loss: 0.000139523 | Time: 1605.85 ms
[2020-12-15 20:46:28	                main:581]	:	INFO	:	Epoch 696 | loss: 0.000117745 | val_loss: 0.000127453 | Time: 1604.69 ms
[2020-12-15 20:46:29	                main:581]	:	INFO	:	Epoch 697 | loss: 0.000113062 | val_loss: 0.000126193 | Time: 1603.09 ms
[2020-12-15 20:46:31	                main:581]	:	INFO	:	Epoch 698 | loss: 0.00011382 | val_loss: 0.00012893 | Time: 1603.22 ms
[2020-12-15 20:46:33	                main:581]	:	INFO	:	Epoch 699 | loss: 0.000115785 | val_loss: 0.000128736 | Time: 1603.57 ms
[2020-12-15 20:46:34	                main:581]	:	INFO	:	Epoch 700 | loss: 0.000113991 | val_loss: 0.000128858 | Time: 1602.48 ms
[2020-12-15 20:46:36	                main:581]	:	INFO	:	Epoch 701 | loss: 0.000117888 | val_loss: 0.000127391 | Time: 1611.01 ms
[2020-12-15 20:46:37	                main:581]	:	INFO	:	Epoch 702 | loss: 0.000116278 | val_loss: 0.000127611 | Time: 1624.91 ms
[2020-12-15 20:46:39	                main:581]	:	INFO	:	Epoch 703 | loss: 0.000114302 | val_loss: 0.000126643 | Time: 1616.45 ms
[2020-12-15 20:46:41	                main:581]	:	INFO	:	Epoch 704 | loss: 0.000114639 | val_loss: 0.000133296 | Time: 1621.26 ms
[2020-12-15 20:46:42	                main:581]	:	INFO	:	Epoch 705 | loss: 0.000122237 | val_loss: 0.000130199 | Time: 1620.44 ms
[2020-12-15 20:46:44	                main:581]	:	INFO	:	Epoch 706 | loss: 0.000116058 | val_loss: 0.000130618 | Time: 1620.51 ms
[2020-12-15 20:46:45	                main:581]	:	INFO	:	Epoch 707 | loss: 0.000117646 | val_loss: 0.000127249 | Time: 1619.35 ms
[2020-12-15 20:46:47	                main:581]	:	INFO	:	Epoch 708 | loss: 0.000114106 | val_loss: 0.000126696 | Time: 1625.15 ms
[2020-12-15 20:46:49	                main:581]	:	INFO	:	Epoch 709 | loss: 0.000115034 | val_loss: 0.000127987 | Time: 1615.22 ms
[2020-12-15 20:46:50	                main:581]	:	INFO	:	Epoch 710 | loss: 0.000115316 | val_loss: 0.000129918 | Time: 1615.63 ms
[2020-12-15 20:46:52	                main:581]	:	INFO	:	Epoch 711 | loss: 0.000114394 | val_loss: 0.000129428 | Time: 1610.55 ms
[2020-12-15 20:46:54	                main:581]	:	INFO	:	Epoch 712 | loss: 0.00011384 | val_loss: 0.000128124 | Time: 1606.88 ms
[2020-12-15 20:46:55	                main:581]	:	INFO	:	Epoch 713 | loss: 0.000119406 | val_loss: 0.000131903 | Time: 1617.25 ms
[2020-12-15 20:46:57	                main:581]	:	INFO	:	Epoch 714 | loss: 0.000118465 | val_loss: 0.0001323 | Time: 1621.91 ms
[2020-12-15 20:46:58	                main:581]	:	INFO	:	Epoch 715 | loss: 0.000117407 | val_loss: 0.000127873 | Time: 1602.94 ms
[2020-12-15 20:47:00	                main:581]	:	INFO	:	Epoch 716 | loss: 0.000113189 | val_loss: 0.000127924 | Time: 1610.78 ms
[2020-12-15 20:47:02	                main:581]	:	INFO	:	Epoch 717 | loss: 0.000119576 | val_loss: 0.000130556 | Time: 1611.8 ms
[2020-12-15 20:47:03	                main:581]	:	INFO	:	Epoch 718 | loss: 0.000117413 | val_loss: 0.000132805 | Time: 1609.3 ms
[2020-12-15 20:47:05	                main:581]	:	INFO	:	Epoch 719 | loss: 0.000114585 | val_loss: 0.000127059 | Time: 1608.43 ms
[2020-12-15 20:47:06	                main:581]	:	INFO	:	Epoch 720 | loss: 0.000113248 | val_loss: 0.000128723 | Time: 1600.51 ms
[2020-12-15 20:47:08	                main:581]	:	INFO	:	Epoch 721 | loss: 0.000115694 | val_loss: 0.000128776 | Time: 1598.53 ms
[2020-12-15 20:47:10	                main:581]	:	INFO	:	Epoch 722 | loss: 0.000125909 | val_loss: 0.000133428 | Time: 1596.28 ms
[2020-12-15 20:47:11	                main:581]	:	INFO	:	Epoch 723 | loss: 0.000117599 | val_loss: 0.000130086 | Time: 1604.23 ms
[2020-12-15 20:47:13	                main:581]	:	INFO	:	Epoch 724 | loss: 0.000116611 | val_loss: 0.000132014 | Time: 1594.12 ms
[2020-12-15 20:47:14	                main:581]	:	INFO	:	Epoch 725 | loss: 0.000115347 | val_loss: 0.000130998 | Time: 1603.14 ms
[2020-12-15 20:47:16	                main:581]	:	INFO	:	Epoch 726 | loss: 0.000114936 | val_loss: 0.000126564 | Time: 1610.95 ms
[2020-12-15 20:47:18	                main:581]	:	INFO	:	Epoch 727 | loss: 0.000115887 | val_loss: 0.000129809 | Time: 1597.08 ms
[2020-12-15 20:47:19	                main:581]	:	INFO	:	Epoch 728 | loss: 0.000114584 | val_loss: 0.000127108 | Time: 1597.98 ms
[2020-12-15 20:47:21	                main:581]	:	INFO	:	Epoch 729 | loss: 0.000112937 | val_loss: 0.000126897 | Time: 1599.62 ms
[2020-12-15 20:47:22	                main:581]	:	INFO	:	Epoch 730 | loss: 0.000116142 | val_loss: 0.000139047 | Time: 1598.99 ms
[2020-12-15 20:47:24	                main:581]	:	INFO	:	Epoch 731 | loss: 0.000132707 | val_loss: 0.000137764 | Time: 1605.93 ms
[2020-12-15 20:47:26	                main:581]	:	INFO	:	Epoch 732 | loss: 0.000121341 | val_loss: 0.000129606 | Time: 1613.29 ms
[2020-12-15 20:47:27	                main:581]	:	INFO	:	Epoch 733 | loss: 0.000114491 | val_loss: 0.000127422 | Time: 1606.44 ms
[2020-12-15 20:47:29	                main:581]	:	INFO	:	Epoch 734 | loss: 0.000114611 | val_loss: 0.000129534 | Time: 1608.33 ms
[2020-12-15 20:47:31	                main:581]	:	INFO	:	Epoch 735 | loss: 0.000113917 | val_loss: 0.000127363 | Time: 1615.56 ms
[2020-12-15 20:47:32	                main:581]	:	INFO	:	Epoch 736 | loss: 0.000114137 | val_loss: 0.000133173 | Time: 1626.15 ms
[2020-12-15 20:47:34	                main:581]	:	INFO	:	Epoch 737 | loss: 0.000118557 | val_loss: 0.000128929 | Time: 1610.65 ms
[2020-12-15 20:47:35	                main:581]	:	INFO	:	Epoch 738 | loss: 0.000113562 | val_loss: 0.000126657 | Time: 1624.62 ms
[2020-12-15 20:47:37	                main:581]	:	INFO	:	Epoch 739 | loss: 0.000113602 | val_loss: 0.000130133 | Time: 1633.25 ms
[2020-12-15 20:47:39	                main:581]	:	INFO	:	Epoch 740 | loss: 0.000119601 | val_loss: 0.000127662 | Time: 1626.07 ms
[2020-12-15 20:47:40	                main:581]	:	INFO	:	Epoch 741 | loss: 0.000116281 | val_loss: 0.000129501 | Time: 1624.51 ms
[2020-12-15 20:47:42	                main:581]	:	INFO	:	Epoch 742 | loss: 0.000117117 | val_loss: 0.000131533 | Time: 1627.35 ms
[2020-12-15 20:47:44	                main:581]	:	INFO	:	Epoch 743 | loss: 0.000114956 | val_loss: 0.000128662 | Time: 1631.58 ms
[2020-12-15 20:47:45	                main:581]	:	INFO	:	Epoch 744 | loss: 0.000114676 | val_loss: 0.000128633 | Time: 1620.6 ms
[2020-12-15 20:47:47	                main:581]	:	INFO	:	Epoch 745 | loss: 0.000117383 | val_loss: 0.00012843 | Time: 1605.4 ms
[2020-12-15 20:47:48	                main:581]	:	INFO	:	Epoch 746 | loss: 0.000115825 | val_loss: 0.00013463 | Time: 1608.13 ms
[2020-12-15 20:47:50	                main:581]	:	INFO	:	Epoch 747 | loss: 0.000118514 | val_loss: 0.000128184 | Time: 1616.66 ms
[2020-12-15 20:47:52	                main:581]	:	INFO	:	Epoch 748 | loss: 0.000117744 | val_loss: 0.000132933 | Time: 1607.78 ms
[2020-12-15 20:47:53	                main:581]	:	INFO	:	Epoch 749 | loss: 0.000118415 | val_loss: 0.000131061 | Time: 1631 ms
[2020-12-15 20:47:55	                main:581]	:	INFO	:	Epoch 750 | loss: 0.000116205 | val_loss: 0.000128531 | Time: 1638.54 ms
[2020-12-15 20:47:56	                main:581]	:	INFO	:	Epoch 751 | loss: 0.000116142 | val_loss: 0.000129045 | Time: 1616.3 ms
[2020-12-15 20:47:58	                main:581]	:	INFO	:	Epoch 752 | loss: 0.000116062 | val_loss: 0.000133105 | Time: 1613.74 ms
[2020-12-15 20:48:00	                main:581]	:	INFO	:	Epoch 753 | loss: 0.000121464 | val_loss: 0.000129826 | Time: 1610.7 ms
[2020-12-15 20:48:01	                main:581]	:	INFO	:	Epoch 754 | loss: 0.000115004 | val_loss: 0.000128101 | Time: 1602.93 ms
[2020-12-15 20:48:03	                main:581]	:	INFO	:	Epoch 755 | loss: 0.000117199 | val_loss: 0.000129808 | Time: 1602.37 ms
[2020-12-15 20:48:04	                main:581]	:	INFO	:	Epoch 756 | loss: 0.000116677 | val_loss: 0.000129833 | Time: 1601.59 ms
[2020-12-15 20:48:06	                main:581]	:	INFO	:	Epoch 757 | loss: 0.000116248 | val_loss: 0.000133998 | Time: 1596.38 ms
[2020-12-15 20:48:08	                main:581]	:	INFO	:	Epoch 758 | loss: 0.000123749 | val_loss: 0.000131948 | Time: 1601.85 ms
[2020-12-15 20:48:09	                main:581]	:	INFO	:	Epoch 759 | loss: 0.000117526 | val_loss: 0.000131632 | Time: 1598.22 ms
[2020-12-15 20:48:11	                main:581]	:	INFO	:	Epoch 760 | loss: 0.000115303 | val_loss: 0.000128189 | Time: 1605.3 ms
[2020-12-15 20:48:13	                main:581]	:	INFO	:	Epoch 761 | loss: 0.000114732 | val_loss: 0.000126678 | Time: 1615.26 ms
[2020-12-15 20:48:14	                main:581]	:	INFO	:	Epoch 762 | loss: 0.000114655 | val_loss: 0.000130376 | Time: 1639.58 ms
[2020-12-15 20:48:16	                main:581]	:	INFO	:	Epoch 763 | loss: 0.000115752 | val_loss: 0.000128861 | Time: 1628.9 ms
[2020-12-15 20:48:17	                main:581]	:	INFO	:	Epoch 764 | loss: 0.000116297 | val_loss: 0.000132578 | Time: 1633.29 ms
[2020-12-15 20:48:19	                main:581]	:	INFO	:	Epoch 765 | loss: 0.000120811 | val_loss: 0.00013176 | Time: 1622.95 ms
[2020-12-15 20:48:21	                main:581]	:	INFO	:	Epoch 766 | loss: 0.000118763 | val_loss: 0.000132545 | Time: 1625.96 ms
[2020-12-15 20:48:22	                main:581]	:	INFO	:	Epoch 767 | loss: 0.00011958 | val_loss: 0.000130263 | Time: 1608.73 ms
[2020-12-15 20:48:24	                main:581]	:	INFO	:	Epoch 768 | loss: 0.000116385 | val_loss: 0.000129659 | Time: 1607.51 ms
[2020-12-15 20:48:25	                main:581]	:	INFO	:	Epoch 769 | loss: 0.000115868 | val_loss: 0.000132857 | Time: 1609.13 ms
[2020-12-15 20:48:27	                main:581]	:	INFO	:	Epoch 770 | loss: 0.000117489 | val_loss: 0.000129905 | Time: 1610.5 ms
[2020-12-15 20:48:29	                main:581]	:	INFO	:	Epoch 771 | loss: 0.000116172 | val_loss: 0.000131385 | Time: 1606.37 ms
[2020-12-15 20:48:30	                main:581]	:	INFO	:	Epoch 772 | loss: 0.000116154 | val_loss: 0.0001299 | Time: 1606.58 ms
[2020-12-15 20:48:32	                main:581]	:	INFO	:	Epoch 773 | loss: 0.000119649 | val_loss: 0.000136104 | Time: 1614.92 ms
[2020-12-15 20:48:34	                main:581]	:	INFO	:	Epoch 774 | loss: 0.000119529 | val_loss: 0.000132394 | Time: 1629.79 ms
[2020-12-15 20:48:35	                main:581]	:	INFO	:	Epoch 775 | loss: 0.000117101 | val_loss: 0.000128245 | Time: 1615.24 ms
[2020-12-15 20:48:37	                main:581]	:	INFO	:	Epoch 776 | loss: 0.000115022 | val_loss: 0.000131297 | Time: 1635.76 ms
[2020-12-15 20:48:38	                main:581]	:	INFO	:	Epoch 777 | loss: 0.000115288 | val_loss: 0.000128661 | Time: 1636.18 ms
[2020-12-15 20:48:40	                main:581]	:	INFO	:	Epoch 778 | loss: 0.00011661 | val_loss: 0.000135105 | Time: 1636.31 ms
[2020-12-15 20:48:42	                main:581]	:	INFO	:	Epoch 779 | loss: 0.000121407 | val_loss: 0.000134418 | Time: 1636.12 ms
[2020-12-15 20:48:43	                main:581]	:	INFO	:	Epoch 780 | loss: 0.000118952 | val_loss: 0.000131716 | Time: 1637.3 ms
[2020-12-15 20:48:45	                main:581]	:	INFO	:	Epoch 781 | loss: 0.000116026 | val_loss: 0.000129572 | Time: 1633.81 ms
[2020-12-15 20:48:47	                main:581]	:	INFO	:	Epoch 782 | loss: 0.000117927 | val_loss: 0.000134758 | Time: 1633.7 ms
[2020-12-15 20:48:48	                main:581]	:	INFO	:	Epoch 783 | loss: 0.000118387 | val_loss: 0.000130645 | Time: 1634.9 ms
[2020-12-15 20:48:50	                main:581]	:	INFO	:	Epoch 784 | loss: 0.000114293 | val_loss: 0.000128213 | Time: 1633.61 ms
[2020-12-15 20:48:52	                main:581]	:	INFO	:	Epoch 785 | loss: 0.000115579 | val_loss: 0.00013302 | Time: 1632.07 ms
[2020-12-15 20:48:53	                main:581]	:	INFO	:	Epoch 786 | loss: 0.000118611 | val_loss: 0.000131744 | Time: 1642.61 ms
[2020-12-15 20:48:55	                main:581]	:	INFO	:	Epoch 787 | loss: 0.000116772 | val_loss: 0.000131307 | Time: 1633.9 ms
[2020-12-15 20:48:56	                main:581]	:	INFO	:	Epoch 788 | loss: 0.000116672 | val_loss: 0.000130843 | Time: 1631.13 ms
[2020-12-15 20:48:58	                main:581]	:	INFO	:	Epoch 789 | loss: 0.000115377 | val_loss: 0.000130952 | Time: 1634.22 ms
[2020-12-15 20:49:00	                main:581]	:	INFO	:	Epoch 790 | loss: 0.000119526 | val_loss: 0.00013148 | Time: 1623.2 ms
[2020-12-15 20:49:01	                main:581]	:	INFO	:	Epoch 791 | loss: 0.000122085 | val_loss: 0.000138923 | Time: 1629.48 ms
[2020-12-15 20:49:03	                main:581]	:	INFO	:	Epoch 792 | loss: 0.000121558 | val_loss: 0.00012985 | Time: 1631.3 ms
[2020-12-15 20:49:05	                main:581]	:	INFO	:	Epoch 793 | loss: 0.000116973 | val_loss: 0.000130429 | Time: 1629.61 ms
[2020-12-15 20:49:06	                main:581]	:	INFO	:	Epoch 794 | loss: 0.000116441 | val_loss: 0.000128801 | Time: 1634.78 ms
[2020-12-15 20:49:08	                main:581]	:	INFO	:	Epoch 795 | loss: 0.000116406 | val_loss: 0.000131689 | Time: 1630.01 ms
[2020-12-15 20:49:09	                main:581]	:	INFO	:	Epoch 796 | loss: 0.000121324 | val_loss: 0.000138525 | Time: 1632.87 ms
[2020-12-15 20:49:11	                main:581]	:	INFO	:	Epoch 797 | loss: 0.000119854 | val_loss: 0.000133338 | Time: 1640.37 ms
[2020-12-15 20:49:13	                main:581]	:	INFO	:	Epoch 798 | loss: 0.000118469 | val_loss: 0.000131661 | Time: 1620.3 ms
[2020-12-15 20:49:14	                main:581]	:	INFO	:	Epoch 799 | loss: 0.000114999 | val_loss: 0.000127054 | Time: 1632.8 ms
[2020-12-15 20:49:16	                main:581]	:	INFO	:	Epoch 800 | loss: 0.000113732 | val_loss: 0.000131016 | Time: 1645.28 ms
[2020-12-15 20:49:18	                main:581]	:	INFO	:	Epoch 801 | loss: 0.00012305 | val_loss: 0.000136755 | Time: 1636.84 ms
[2020-12-15 20:49:19	                main:581]	:	INFO	:	Epoch 802 | loss: 0.000118769 | val_loss: 0.000129721 | Time: 1643.43 ms
[2020-12-15 20:49:21	                main:581]	:	INFO	:	Epoch 803 | loss: 0.000114839 | val_loss: 0.000129255 | Time: 1612.86 ms
[2020-12-15 20:49:23	                main:581]	:	INFO	:	Epoch 804 | loss: 0.000120807 | val_loss: 0.00013976 | Time: 1606.7 ms
[2020-12-15 20:49:24	                main:581]	:	INFO	:	Epoch 805 | loss: 0.000121056 | val_loss: 0.000132178 | Time: 1607.59 ms
[2020-12-15 20:49:26	                main:581]	:	INFO	:	Epoch 806 | loss: 0.000115647 | val_loss: 0.000129125 | Time: 1609.06 ms
[2020-12-15 20:49:27	                main:581]	:	INFO	:	Epoch 807 | loss: 0.000114038 | val_loss: 0.000128276 | Time: 1632.25 ms
[2020-12-15 20:49:29	                main:581]	:	INFO	:	Epoch 808 | loss: 0.000117399 | val_loss: 0.000131144 | Time: 1630.75 ms
[2020-12-15 20:49:31	                main:581]	:	INFO	:	Epoch 809 | loss: 0.000114865 | val_loss: 0.000128275 | Time: 1627.86 ms
[2020-12-15 20:49:32	                main:581]	:	INFO	:	Epoch 810 | loss: 0.0001226 | val_loss: 0.000135284 | Time: 1602.58 ms
[2020-12-15 20:49:34	                main:581]	:	INFO	:	Epoch 811 | loss: 0.000119336 | val_loss: 0.000130158 | Time: 1603.87 ms
[2020-12-15 20:49:35	                main:581]	:	INFO	:	Epoch 812 | loss: 0.000115783 | val_loss: 0.000131461 | Time: 1609.48 ms
[2020-12-15 20:49:37	                main:581]	:	INFO	:	Epoch 813 | loss: 0.000119869 | val_loss: 0.000142915 | Time: 1603.82 ms
[2020-12-15 20:49:39	                main:581]	:	INFO	:	Epoch 814 | loss: 0.000122889 | val_loss: 0.000132829 | Time: 1607.81 ms
[2020-12-15 20:49:40	                main:581]	:	INFO	:	Epoch 815 | loss: 0.000115426 | val_loss: 0.000129204 | Time: 1600.78 ms
[2020-12-15 20:49:42	                main:581]	:	INFO	:	Epoch 816 | loss: 0.000119974 | val_loss: 0.000141614 | Time: 1607.53 ms
[2020-12-15 20:49:43	                main:581]	:	INFO	:	Epoch 817 | loss: 0.000120157 | val_loss: 0.000128794 | Time: 1606.06 ms
[2020-12-15 20:49:45	                main:581]	:	INFO	:	Epoch 818 | loss: 0.00011551 | val_loss: 0.000128261 | Time: 1612.17 ms
[2020-12-15 20:49:47	                main:581]	:	INFO	:	Epoch 819 | loss: 0.000115377 | val_loss: 0.000128947 | Time: 1608.53 ms
[2020-12-15 20:49:48	                main:581]	:	INFO	:	Epoch 820 | loss: 0.000118297 | val_loss: 0.000140685 | Time: 1604.61 ms
[2020-12-15 20:49:50	                main:581]	:	INFO	:	Epoch 821 | loss: 0.00011999 | val_loss: 0.000130633 | Time: 1603.46 ms
[2020-12-15 20:49:52	                main:581]	:	INFO	:	Epoch 822 | loss: 0.000117125 | val_loss: 0.000132344 | Time: 1600.4 ms
[2020-12-15 20:49:53	                main:581]	:	INFO	:	Epoch 823 | loss: 0.000118152 | val_loss: 0.000130879 | Time: 1605.67 ms
[2020-12-15 20:49:55	                main:581]	:	INFO	:	Epoch 824 | loss: 0.000115649 | val_loss: 0.000131208 | Time: 1606.31 ms
[2020-12-15 20:49:56	                main:581]	:	INFO	:	Epoch 825 | loss: 0.000119099 | val_loss: 0.000134046 | Time: 1605.88 ms
[2020-12-15 20:49:58	                main:581]	:	INFO	:	Epoch 826 | loss: 0.000116084 | val_loss: 0.000127873 | Time: 1608.69 ms
[2020-12-15 20:50:00	                main:581]	:	INFO	:	Epoch 827 | loss: 0.000113921 | val_loss: 0.000130145 | Time: 1608.16 ms
[2020-12-15 20:50:01	                main:581]	:	INFO	:	Epoch 828 | loss: 0.000119807 | val_loss: 0.000150157 | Time: 1608.34 ms
[2020-12-15 20:50:03	                main:581]	:	INFO	:	Epoch 829 | loss: 0.000130218 | val_loss: 0.000134255 | Time: 1604.99 ms
[2020-12-15 20:50:04	                main:581]	:	INFO	:	Epoch 830 | loss: 0.000116667 | val_loss: 0.000128102 | Time: 1618.22 ms
[2020-12-15 20:50:06	                main:581]	:	INFO	:	Epoch 831 | loss: 0.000115838 | val_loss: 0.000130133 | Time: 1620.49 ms
[2020-12-15 20:50:08	                main:581]	:	INFO	:	Epoch 832 | loss: 0.000117645 | val_loss: 0.000130158 | Time: 1609.91 ms
[2020-12-15 20:50:09	                main:581]	:	INFO	:	Epoch 833 | loss: 0.000115734 | val_loss: 0.00013063 | Time: 1607.55 ms
[2020-12-15 20:50:11	                main:581]	:	INFO	:	Epoch 834 | loss: 0.000115585 | val_loss: 0.000128318 | Time: 1606.78 ms
[2020-12-15 20:50:12	                main:581]	:	INFO	:	Epoch 835 | loss: 0.000114337 | val_loss: 0.000128866 | Time: 1608.45 ms
[2020-12-15 20:50:14	                main:581]	:	INFO	:	Epoch 836 | loss: 0.000118054 | val_loss: 0.000130633 | Time: 1604.98 ms
[2020-12-15 20:50:16	                main:581]	:	INFO	:	Epoch 837 | loss: 0.000115355 | val_loss: 0.000130257 | Time: 1611.56 ms
[2020-12-15 20:50:17	                main:581]	:	INFO	:	Epoch 838 | loss: 0.000118015 | val_loss: 0.00013742 | Time: 1618.39 ms
[2020-12-15 20:50:19	                main:581]	:	INFO	:	Epoch 839 | loss: 0.000123206 | val_loss: 0.000134616 | Time: 1627.95 ms
[2020-12-15 20:50:21	                main:581]	:	INFO	:	Epoch 840 | loss: 0.000122005 | val_loss: 0.000143021 | Time: 1628.12 ms
[2020-12-15 20:50:22	                main:581]	:	INFO	:	Epoch 841 | loss: 0.000123424 | val_loss: 0.000133344 | Time: 1612.96 ms
[2020-12-15 20:50:24	                main:581]	:	INFO	:	Epoch 842 | loss: 0.000115732 | val_loss: 0.000129881 | Time: 1615.11 ms
[2020-12-15 20:50:25	                main:581]	:	INFO	:	Epoch 843 | loss: 0.000117203 | val_loss: 0.000135847 | Time: 1615.31 ms
[2020-12-15 20:50:27	                main:581]	:	INFO	:	Epoch 844 | loss: 0.000116301 | val_loss: 0.000128606 | Time: 1598.85 ms
[2020-12-15 20:50:29	                main:581]	:	INFO	:	Epoch 845 | loss: 0.000116141 | val_loss: 0.000131871 | Time: 1602.76 ms
[2020-12-15 20:50:30	                main:581]	:	INFO	:	Epoch 846 | loss: 0.000117011 | val_loss: 0.00013285 | Time: 1610.79 ms
[2020-12-15 20:50:32	                main:581]	:	INFO	:	Epoch 847 | loss: 0.000120977 | val_loss: 0.000135354 | Time: 1608.9 ms
[2020-12-15 20:50:33	                main:581]	:	INFO	:	Epoch 848 | loss: 0.000118076 | val_loss: 0.00012935 | Time: 1609.92 ms
[2020-12-15 20:50:35	                main:581]	:	INFO	:	Epoch 849 | loss: 0.000116746 | val_loss: 0.000130329 | Time: 1611.03 ms
[2020-12-15 20:50:37	                main:581]	:	INFO	:	Epoch 850 | loss: 0.000121305 | val_loss: 0.000141938 | Time: 1609.48 ms
[2020-12-15 20:50:38	                main:581]	:	INFO	:	Epoch 851 | loss: 0.000123287 | val_loss: 0.000134902 | Time: 1608.48 ms
[2020-12-15 20:50:40	                main:581]	:	INFO	:	Epoch 852 | loss: 0.000117482 | val_loss: 0.000128764 | Time: 1625.92 ms
[2020-12-15 20:50:41	                main:581]	:	INFO	:	Epoch 853 | loss: 0.000115587 | val_loss: 0.000130029 | Time: 1630.62 ms
[2020-12-15 20:50:43	                main:581]	:	INFO	:	Epoch 854 | loss: 0.000116213 | val_loss: 0.000129188 | Time: 1632.29 ms
[2020-12-15 20:50:45	                main:581]	:	INFO	:	Epoch 855 | loss: 0.000115216 | val_loss: 0.000128472 | Time: 1617.45 ms
[2020-12-15 20:50:46	                main:581]	:	INFO	:	Epoch 856 | loss: 0.000116385 | val_loss: 0.000135814 | Time: 1611.45 ms
[2020-12-15 20:50:48	                main:581]	:	INFO	:	Epoch 857 | loss: 0.00011955 | val_loss: 0.000130406 | Time: 1612.73 ms
[2020-12-15 20:50:50	                main:581]	:	INFO	:	Epoch 858 | loss: 0.000120086 | val_loss: 0.000137331 | Time: 1608.94 ms
[2020-12-15 20:50:51	                main:581]	:	INFO	:	Epoch 859 | loss: 0.000124462 | val_loss: 0.000135247 | Time: 1608.23 ms
[2020-12-15 20:50:53	                main:581]	:	INFO	:	Epoch 860 | loss: 0.000119711 | val_loss: 0.000130851 | Time: 1609.98 ms
[2020-12-15 20:50:54	                main:581]	:	INFO	:	Epoch 861 | loss: 0.000115158 | val_loss: 0.000129161 | Time: 1606.66 ms
[2020-12-15 20:50:56	                main:581]	:	INFO	:	Epoch 862 | loss: 0.00011719 | val_loss: 0.000130081 | Time: 1618.44 ms
[2020-12-15 20:50:58	                main:581]	:	INFO	:	Epoch 863 | loss: 0.000116588 | val_loss: 0.000132792 | Time: 1620.9 ms
[2020-12-15 20:50:59	                main:581]	:	INFO	:	Epoch 864 | loss: 0.000119584 | val_loss: 0.000133097 | Time: 1622.68 ms
[2020-12-15 20:51:01	                main:581]	:	INFO	:	Epoch 865 | loss: 0.000117235 | val_loss: 0.000132067 | Time: 1629.16 ms
[2020-12-15 20:51:03	                main:581]	:	INFO	:	Epoch 866 | loss: 0.000117527 | val_loss: 0.00013414 | Time: 1621.72 ms
[2020-12-15 20:51:04	                main:581]	:	INFO	:	Epoch 867 | loss: 0.000118032 | val_loss: 0.00012882 | Time: 1618.11 ms
[2020-12-15 20:51:06	                main:581]	:	INFO	:	Epoch 868 | loss: 0.000115965 | val_loss: 0.000129228 | Time: 1603.23 ms
[2020-12-15 20:51:07	                main:581]	:	INFO	:	Epoch 869 | loss: 0.000118166 | val_loss: 0.000134649 | Time: 1614.55 ms
[2020-12-15 20:51:09	                main:581]	:	INFO	:	Epoch 870 | loss: 0.000119629 | val_loss: 0.000134832 | Time: 1614.64 ms
[2020-12-15 20:51:11	                main:581]	:	INFO	:	Epoch 871 | loss: 0.000120186 | val_loss: 0.000134857 | Time: 1616.29 ms
[2020-12-15 20:51:12	                main:581]	:	INFO	:	Epoch 872 | loss: 0.00011967 | val_loss: 0.000130777 | Time: 1619.54 ms
[2020-12-15 20:51:14	                main:581]	:	INFO	:	Epoch 873 | loss: 0.000116506 | val_loss: 0.000129636 | Time: 1617.61 ms
[2020-12-15 20:51:15	                main:581]	:	INFO	:	Epoch 874 | loss: 0.00011567 | val_loss: 0.00013041 | Time: 1619.64 ms
[2020-12-15 20:51:17	                main:581]	:	INFO	:	Epoch 875 | loss: 0.00012084 | val_loss: 0.0001378 | Time: 1603.46 ms
[2020-12-15 20:51:19	                main:581]	:	INFO	:	Epoch 876 | loss: 0.00011838 | val_loss: 0.000130609 | Time: 1607.07 ms
[2020-12-15 20:51:20	                main:581]	:	INFO	:	Epoch 877 | loss: 0.000119035 | val_loss: 0.000133483 | Time: 1603.48 ms
[2020-12-15 20:51:22	                main:581]	:	INFO	:	Epoch 878 | loss: 0.000118386 | val_loss: 0.000130378 | Time: 1607.42 ms
[2020-12-15 20:51:23	                main:581]	:	INFO	:	Epoch 879 | loss: 0.000118635 | val_loss: 0.000132963 | Time: 1609.41 ms
[2020-12-15 20:51:25	                main:581]	:	INFO	:	Epoch 880 | loss: 0.000119037 | val_loss: 0.000130775 | Time: 1614.2 ms
[2020-12-15 20:51:27	                main:581]	:	INFO	:	Epoch 881 | loss: 0.000118709 | val_loss: 0.000134921 | Time: 1616.83 ms
[2020-12-15 20:51:28	                main:581]	:	INFO	:	Epoch 882 | loss: 0.000118572 | val_loss: 0.000131684 | Time: 1618.26 ms
[2020-12-15 20:51:30	                main:581]	:	INFO	:	Epoch 883 | loss: 0.000117742 | val_loss: 0.000130441 | Time: 1618.98 ms
[2020-12-15 20:51:32	                main:581]	:	INFO	:	Epoch 884 | loss: 0.000118289 | val_loss: 0.000134915 | Time: 1618.59 ms
[2020-12-15 20:51:33	                main:581]	:	INFO	:	Epoch 885 | loss: 0.000120552 | val_loss: 0.000132896 | Time: 1627.17 ms
[2020-12-15 20:51:35	                main:581]	:	INFO	:	Epoch 886 | loss: 0.000118005 | val_loss: 0.000133351 | Time: 1622.49 ms
[2020-12-15 20:51:36	                main:581]	:	INFO	:	Epoch 887 | loss: 0.000117329 | val_loss: 0.000133725 | Time: 1619.21 ms
[2020-12-15 20:51:38	                main:581]	:	INFO	:	Epoch 888 | loss: 0.000119192 | val_loss: 0.000132201 | Time: 1619.95 ms
[2020-12-15 20:51:40	                main:581]	:	INFO	:	Epoch 889 | loss: 0.000118581 | val_loss: 0.000132525 | Time: 1613.87 ms
[2020-12-15 20:51:41	                main:581]	:	INFO	:	Epoch 890 | loss: 0.000117911 | val_loss: 0.000132983 | Time: 1600.54 ms
[2020-12-15 20:51:43	                main:581]	:	INFO	:	Epoch 891 | loss: 0.000118722 | val_loss: 0.000133685 | Time: 1604.1 ms
[2020-12-15 20:51:44	                main:581]	:	INFO	:	Epoch 892 | loss: 0.000120397 | val_loss: 0.000131692 | Time: 1604.66 ms
[2020-12-15 20:51:46	                main:581]	:	INFO	:	Epoch 893 | loss: 0.000116084 | val_loss: 0.000129284 | Time: 1598.18 ms
[2020-12-15 20:51:48	                main:581]	:	INFO	:	Epoch 894 | loss: 0.000118632 | val_loss: 0.000133092 | Time: 1600.82 ms
[2020-12-15 20:51:49	                main:581]	:	INFO	:	Epoch 895 | loss: 0.000119655 | val_loss: 0.000132756 | Time: 1610.08 ms
[2020-12-15 20:51:51	                main:581]	:	INFO	:	Epoch 896 | loss: 0.000117533 | val_loss: 0.000129601 | Time: 1615.43 ms
[2020-12-15 20:51:53	                main:581]	:	INFO	:	Epoch 897 | loss: 0.000117985 | val_loss: 0.000132335 | Time: 1614.57 ms
[2020-12-15 20:51:54	                main:581]	:	INFO	:	Epoch 898 | loss: 0.000117494 | val_loss: 0.00013024 | Time: 1611.87 ms
[2020-12-15 20:51:56	                main:581]	:	INFO	:	Epoch 899 | loss: 0.00011797 | val_loss: 0.00013501 | Time: 1613.72 ms
[2020-12-15 20:51:57	                main:581]	:	INFO	:	Epoch 900 | loss: 0.000117722 | val_loss: 0.00012879 | Time: 1622.67 ms
[2020-12-15 20:51:59	                main:581]	:	INFO	:	Epoch 901 | loss: 0.000116212 | val_loss: 0.000130821 | Time: 1608.75 ms
[2020-12-15 20:52:01	                main:581]	:	INFO	:	Epoch 902 | loss: 0.000118058 | val_loss: 0.000139737 | Time: 1614.37 ms
[2020-12-15 20:52:02	                main:581]	:	INFO	:	Epoch 903 | loss: 0.000123916 | val_loss: 0.000133456 | Time: 1613.49 ms
[2020-12-15 20:52:04	                main:581]	:	INFO	:	Epoch 904 | loss: 0.00011731 | val_loss: 0.000128789 | Time: 1615.07 ms
[2020-12-15 20:52:05	                main:581]	:	INFO	:	Epoch 905 | loss: 0.00011687 | val_loss: 0.000131526 | Time: 1611.13 ms
[2020-12-15 20:52:07	                main:581]	:	INFO	:	Epoch 906 | loss: 0.000120708 | val_loss: 0.000136459 | Time: 1615.56 ms
[2020-12-15 20:52:09	                main:581]	:	INFO	:	Epoch 907 | loss: 0.000118678 | val_loss: 0.000134428 | Time: 1619.35 ms
[2020-12-15 20:52:10	                main:581]	:	INFO	:	Epoch 908 | loss: 0.000116721 | val_loss: 0.00013096 | Time: 1608.95 ms
[2020-12-15 20:52:12	                main:581]	:	INFO	:	Epoch 909 | loss: 0.000118493 | val_loss: 0.000132255 | Time: 1611.06 ms
[2020-12-15 20:52:13	                main:581]	:	INFO	:	Epoch 910 | loss: 0.000115555 | val_loss: 0.000129876 | Time: 1611.65 ms
[2020-12-15 20:52:15	                main:581]	:	INFO	:	Epoch 911 | loss: 0.000116829 | val_loss: 0.000129333 | Time: 1610.5 ms
[2020-12-15 20:52:17	                main:581]	:	INFO	:	Epoch 912 | loss: 0.000117091 | val_loss: 0.000129468 | Time: 1600.54 ms
[2020-12-15 20:52:18	                main:581]	:	INFO	:	Epoch 913 | loss: 0.000118699 | val_loss: 0.000135984 | Time: 1601.52 ms
[2020-12-15 20:52:20	                main:581]	:	INFO	:	Epoch 914 | loss: 0.000119576 | val_loss: 0.000133274 | Time: 1607.41 ms
[2020-12-15 20:52:22	                main:581]	:	INFO	:	Epoch 915 | loss: 0.000117738 | val_loss: 0.00013087 | Time: 1634.04 ms
[2020-12-15 20:52:23	                main:581]	:	INFO	:	Epoch 916 | loss: 0.000118909 | val_loss: 0.000134263 | Time: 1642.56 ms
[2020-12-15 20:52:25	                main:581]	:	INFO	:	Epoch 917 | loss: 0.000120698 | val_loss: 0.000133573 | Time: 1633.7 ms
[2020-12-15 20:52:26	                main:581]	:	INFO	:	Epoch 918 | loss: 0.000117309 | val_loss: 0.000132371 | Time: 1633.13 ms
[2020-12-15 20:52:28	                main:581]	:	INFO	:	Epoch 919 | loss: 0.000119766 | val_loss: 0.000136386 | Time: 1636.08 ms
[2020-12-15 20:52:30	                main:581]	:	INFO	:	Epoch 920 | loss: 0.000118602 | val_loss: 0.000132006 | Time: 1635.55 ms
[2020-12-15 20:52:31	                main:581]	:	INFO	:	Epoch 921 | loss: 0.000116833 | val_loss: 0.000129322 | Time: 1635.77 ms
[2020-12-15 20:52:33	                main:581]	:	INFO	:	Epoch 922 | loss: 0.000115317 | val_loss: 0.000130122 | Time: 1634.85 ms
[2020-12-15 20:52:35	                main:581]	:	INFO	:	Epoch 923 | loss: 0.000117118 | val_loss: 0.000134927 | Time: 1644.79 ms
[2020-12-15 20:52:36	                main:581]	:	INFO	:	Epoch 924 | loss: 0.000123675 | val_loss: 0.000138429 | Time: 1632.05 ms
[2020-12-15 20:52:38	                main:581]	:	INFO	:	Epoch 925 | loss: 0.000121062 | val_loss: 0.000135994 | Time: 1632.36 ms
[2020-12-15 20:52:40	                main:581]	:	INFO	:	Epoch 926 | loss: 0.000119125 | val_loss: 0.000131839 | Time: 1640.26 ms
[2020-12-15 20:52:41	                main:581]	:	INFO	:	Epoch 927 | loss: 0.000115839 | val_loss: 0.000128779 | Time: 1631.56 ms
[2020-12-15 20:52:43	                main:581]	:	INFO	:	Epoch 928 | loss: 0.000115531 | val_loss: 0.000136056 | Time: 1631.02 ms
[2020-12-15 20:52:44	                main:581]	:	INFO	:	Epoch 929 | loss: 0.000121278 | val_loss: 0.00013439 | Time: 1614.8 ms
[2020-12-15 20:52:46	                main:581]	:	INFO	:	Epoch 930 | loss: 0.000118378 | val_loss: 0.000128722 | Time: 1611.92 ms
[2020-12-15 20:52:48	                main:581]	:	INFO	:	Epoch 931 | loss: 0.000115571 | val_loss: 0.000129137 | Time: 1623.61 ms
[2020-12-15 20:52:49	                main:581]	:	INFO	:	Epoch 932 | loss: 0.000114254 | val_loss: 0.000129145 | Time: 1613.56 ms
[2020-12-15 20:52:51	                main:581]	:	INFO	:	Epoch 933 | loss: 0.000116249 | val_loss: 0.000130443 | Time: 1614.07 ms
[2020-12-15 20:52:52	                main:581]	:	INFO	:	Epoch 934 | loss: 0.0001212 | val_loss: 0.000135287 | Time: 1610.34 ms
[2020-12-15 20:52:54	                main:581]	:	INFO	:	Epoch 935 | loss: 0.00012502 | val_loss: 0.000133604 | Time: 1610.6 ms
[2020-12-15 20:52:56	                main:581]	:	INFO	:	Epoch 936 | loss: 0.000117857 | val_loss: 0.000130041 | Time: 1612.4 ms
[2020-12-15 20:52:57	                main:581]	:	INFO	:	Epoch 937 | loss: 0.000115301 | val_loss: 0.00013465 | Time: 1612.27 ms
[2020-12-15 20:52:59	                main:581]	:	INFO	:	Epoch 938 | loss: 0.000118185 | val_loss: 0.000131126 | Time: 1611.63 ms
[2020-12-15 20:53:01	                main:581]	:	INFO	:	Epoch 939 | loss: 0.000115763 | val_loss: 0.000130123 | Time: 1609.22 ms
[2020-12-15 20:53:02	                main:581]	:	INFO	:	Epoch 940 | loss: 0.000120774 | val_loss: 0.000131733 | Time: 1607.59 ms
[2020-12-15 20:53:04	                main:581]	:	INFO	:	Epoch 941 | loss: 0.000116522 | val_loss: 0.000131026 | Time: 1608.09 ms
[2020-12-15 20:53:05	                main:581]	:	INFO	:	Epoch 942 | loss: 0.000117016 | val_loss: 0.000128553 | Time: 1629.22 ms
[2020-12-15 20:53:07	                main:581]	:	INFO	:	Epoch 943 | loss: 0.000116043 | val_loss: 0.000130178 | Time: 1628.96 ms
[2020-12-15 20:53:09	                main:581]	:	INFO	:	Epoch 944 | loss: 0.000119114 | val_loss: 0.000132052 | Time: 1633.39 ms
[2020-12-15 20:53:10	                main:581]	:	INFO	:	Epoch 945 | loss: 0.000117826 | val_loss: 0.000132022 | Time: 1626.59 ms
[2020-12-15 20:53:12	                main:581]	:	INFO	:	Epoch 946 | loss: 0.000116475 | val_loss: 0.000128896 | Time: 1630.98 ms
[2020-12-15 20:53:14	                main:581]	:	INFO	:	Epoch 947 | loss: 0.00011658 | val_loss: 0.000129641 | Time: 1631.14 ms
[2020-12-15 20:53:15	                main:581]	:	INFO	:	Epoch 948 | loss: 0.000117876 | val_loss: 0.000133303 | Time: 1620.18 ms
[2020-12-15 20:53:17	                main:581]	:	INFO	:	Epoch 949 | loss: 0.000118617 | val_loss: 0.000133411 | Time: 1614.83 ms
[2020-12-15 20:53:18	                main:581]	:	INFO	:	Epoch 950 | loss: 0.000118921 | val_loss: 0.000131949 | Time: 1606.94 ms
[2020-12-15 20:53:20	                main:581]	:	INFO	:	Epoch 951 | loss: 0.000120399 | val_loss: 0.000133983 | Time: 1606.21 ms
[2020-12-15 20:53:22	                main:581]	:	INFO	:	Epoch 952 | loss: 0.000118625 | val_loss: 0.000130409 | Time: 1614.84 ms
[2020-12-15 20:53:23	                main:581]	:	INFO	:	Epoch 953 | loss: 0.000115346 | val_loss: 0.000129621 | Time: 1605.51 ms
[2020-12-15 20:53:25	                main:581]	:	INFO	:	Epoch 954 | loss: 0.000119414 | val_loss: 0.000136828 | Time: 1602.12 ms
[2020-12-15 20:53:26	                main:581]	:	INFO	:	Epoch 955 | loss: 0.000122987 | val_loss: 0.000131673 | Time: 1606.83 ms
[2020-12-15 20:53:28	                main:581]	:	INFO	:	Epoch 956 | loss: 0.000119748 | val_loss: 0.000132586 | Time: 1611.46 ms
[2020-12-15 20:53:30	                main:581]	:	INFO	:	Epoch 957 | loss: 0.000117086 | val_loss: 0.000129197 | Time: 1606.42 ms
[2020-12-15 20:53:31	                main:581]	:	INFO	:	Epoch 958 | loss: 0.000115104 | val_loss: 0.00012912 | Time: 1608.31 ms
[2020-12-15 20:53:33	                main:581]	:	INFO	:	Epoch 959 | loss: 0.000116844 | val_loss: 0.000128932 | Time: 1601.52 ms
[2020-12-15 20:53:34	                main:581]	:	INFO	:	Epoch 960 | loss: 0.000116304 | val_loss: 0.000128355 | Time: 1592.88 ms
[2020-12-15 20:53:36	                main:581]	:	INFO	:	Epoch 961 | loss: 0.000114769 | val_loss: 0.000129118 | Time: 1595.1 ms
[2020-12-15 20:53:38	                main:581]	:	INFO	:	Epoch 962 | loss: 0.000118467 | val_loss: 0.000133118 | Time: 1607.24 ms
[2020-12-15 20:53:39	                main:581]	:	INFO	:	Epoch 963 | loss: 0.0001209 | val_loss: 0.000133504 | Time: 1603.96 ms
[2020-12-15 20:53:41	                main:581]	:	INFO	:	Epoch 964 | loss: 0.00011805 | val_loss: 0.000129356 | Time: 1604.88 ms
[2020-12-15 20:53:42	                main:581]	:	INFO	:	Epoch 965 | loss: 0.000119392 | val_loss: 0.000139933 | Time: 1610.17 ms
[2020-12-15 20:53:44	                main:581]	:	INFO	:	Epoch 966 | loss: 0.000122742 | val_loss: 0.00013147 | Time: 1613.98 ms
[2020-12-15 20:53:46	                main:581]	:	INFO	:	Epoch 967 | loss: 0.000117203 | val_loss: 0.000132832 | Time: 1610.2 ms
[2020-12-15 20:53:47	                main:581]	:	INFO	:	Epoch 968 | loss: 0.000118307 | val_loss: 0.000129867 | Time: 1615.65 ms
[2020-12-15 20:53:49	                main:581]	:	INFO	:	Epoch 969 | loss: 0.000115488 | val_loss: 0.000130699 | Time: 1616.12 ms
[2020-12-15 20:53:51	                main:581]	:	INFO	:	Epoch 970 | loss: 0.000117603 | val_loss: 0.000134833 | Time: 1618.12 ms
[2020-12-15 20:53:52	                main:581]	:	INFO	:	Epoch 971 | loss: 0.000124615 | val_loss: 0.000154668 | Time: 1620.38 ms
[2020-12-15 20:53:54	                main:581]	:	INFO	:	Epoch 972 | loss: 0.000129871 | val_loss: 0.000134021 | Time: 1616.23 ms
[2020-12-15 20:53:55	                main:581]	:	INFO	:	Epoch 973 | loss: 0.000116678 | val_loss: 0.000128769 | Time: 1614.5 ms
[2020-12-15 20:53:57	                main:581]	:	INFO	:	Epoch 974 | loss: 0.000114389 | val_loss: 0.00012889 | Time: 1617.81 ms
[2020-12-15 20:53:59	                main:581]	:	INFO	:	Epoch 975 | loss: 0.000115424 | val_loss: 0.000130685 | Time: 1619.51 ms
[2020-12-15 20:54:00	                main:581]	:	INFO	:	Epoch 976 | loss: 0.000118254 | val_loss: 0.000128753 | Time: 1609.68 ms
[2020-12-15 20:54:02	                main:581]	:	INFO	:	Epoch 977 | loss: 0.000116229 | val_loss: 0.000128898 | Time: 1608.3 ms
[2020-12-15 20:54:03	                main:581]	:	INFO	:	Epoch 978 | loss: 0.000115278 | val_loss: 0.000130411 | Time: 1613.88 ms
[2020-12-15 20:54:05	                main:581]	:	INFO	:	Epoch 979 | loss: 0.000116388 | val_loss: 0.00013016 | Time: 1613.83 ms
[2020-12-15 20:54:07	                main:581]	:	INFO	:	Epoch 980 | loss: 0.000117323 | val_loss: 0.000130909 | Time: 1618.27 ms
[2020-12-15 20:54:08	                main:581]	:	INFO	:	Epoch 981 | loss: 0.000116147 | val_loss: 0.000130353 | Time: 1618.33 ms
[2020-12-15 20:54:10	                main:581]	:	INFO	:	Epoch 982 | loss: 0.000118792 | val_loss: 0.000135575 | Time: 1610.85 ms
[2020-12-15 20:54:12	                main:581]	:	INFO	:	Epoch 983 | loss: 0.000123261 | val_loss: 0.000134605 | Time: 1611.69 ms
[2020-12-15 20:54:13	                main:581]	:	INFO	:	Epoch 984 | loss: 0.000117971 | val_loss: 0.000127899 | Time: 1603.14 ms
[2020-12-15 20:54:15	                main:581]	:	INFO	:	Epoch 985 | loss: 0.000115685 | val_loss: 0.000130653 | Time: 1602.9 ms
[2020-12-15 20:54:16	                main:581]	:	INFO	:	Epoch 986 | loss: 0.000120273 | val_loss: 0.000130565 | Time: 1603.39 ms
[2020-12-15 20:54:18	                main:581]	:	INFO	:	Epoch 987 | loss: 0.000115335 | val_loss: 0.000129229 | Time: 1605.57 ms
[2020-12-15 20:54:20	                main:581]	:	INFO	:	Epoch 988 | loss: 0.000115659 | val_loss: 0.000130696 | Time: 1610.83 ms
[2020-12-15 20:54:21	                main:581]	:	INFO	:	Epoch 989 | loss: 0.000116089 | val_loss: 0.000129019 | Time: 1608.08 ms
[2020-12-15 20:54:23	                main:581]	:	INFO	:	Epoch 990 | loss: 0.000114979 | val_loss: 0.000130635 | Time: 1610.06 ms
[2020-12-15 20:54:24	                main:581]	:	INFO	:	Epoch 991 | loss: 0.000119002 | val_loss: 0.00013666 | Time: 1608.41 ms
[2020-12-15 20:54:26	                main:581]	:	INFO	:	Epoch 992 | loss: 0.000118773 | val_loss: 0.000130739 | Time: 1603.51 ms
[2020-12-15 20:54:28	                main:581]	:	INFO	:	Epoch 993 | loss: 0.000116281 | val_loss: 0.000128437 | Time: 1604.01 ms
[2020-12-15 20:54:29	                main:581]	:	INFO	:	Epoch 994 | loss: 0.000115001 | val_loss: 0.000129251 | Time: 1619.54 ms
[2020-12-15 20:54:31	                main:581]	:	INFO	:	Epoch 995 | loss: 0.00011443 | val_loss: 0.000128544 | Time: 1633.89 ms
[2020-12-15 20:54:32	                main:581]	:	INFO	:	Epoch 996 | loss: 0.000118385 | val_loss: 0.000133134 | Time: 1609.87 ms
[2020-12-15 20:54:34	                main:581]	:	INFO	:	Epoch 997 | loss: 0.000117465 | val_loss: 0.000129568 | Time: 1610.63 ms
[2020-12-15 20:54:36	                main:581]	:	INFO	:	Epoch 998 | loss: 0.00011474 | val_loss: 0.000130593 | Time: 1617.66 ms
[2020-12-15 20:54:37	                main:581]	:	INFO	:	Epoch 999 | loss: 0.000118836 | val_loss: 0.000132715 | Time: 1617.28 ms
[2020-12-15 20:54:39	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.000117709 | val_loss: 0.000129596 | Time: 1619.04 ms
[2020-12-15 20:54:41	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.000116087 | val_loss: 0.000130132 | Time: 1618.96 ms
[2020-12-15 20:54:42	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.000117132 | val_loss: 0.000134917 | Time: 1594.49 ms
[2020-12-15 20:54:44	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.000121243 | val_loss: 0.000137053 | Time: 1612.87 ms
[2020-12-15 20:54:45	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.000117557 | val_loss: 0.000130232 | Time: 1611.16 ms
[2020-12-15 20:54:47	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.000117494 | val_loss: 0.000131094 | Time: 1613.27 ms
[2020-12-15 20:54:49	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.000114869 | val_loss: 0.000127602 | Time: 1634.11 ms
[2020-12-15 20:54:50	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.000115655 | val_loss: 0.000131079 | Time: 1621.96 ms
[2020-12-15 20:54:52	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.000115995 | val_loss: 0.000130137 | Time: 1627.87 ms
[2020-12-15 20:54:53	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.000118041 | val_loss: 0.000135548 | Time: 1618.46 ms
[2020-12-15 20:54:55	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.000121375 | val_loss: 0.00013492 | Time: 1630 ms
[2020-12-15 20:54:57	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.000117054 | val_loss: 0.000133524 | Time: 1618.8 ms
[2020-12-15 20:54:58	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.000116786 | val_loss: 0.000130653 | Time: 1625.92 ms
[2020-12-15 20:55:00	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.000117654 | val_loss: 0.000130583 | Time: 1620.54 ms
[2020-12-15 20:55:02	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.000116552 | val_loss: 0.000131061 | Time: 1625.51 ms
[2020-12-15 20:55:03	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.000115886 | val_loss: 0.00013362 | Time: 1618.74 ms
[2020-12-15 20:55:05	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.000116168 | val_loss: 0.000131694 | Time: 1621.71 ms
[2020-12-15 20:55:06	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.00011755 | val_loss: 0.000132239 | Time: 1625.19 ms
[2020-12-15 20:55:08	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.00011629 | val_loss: 0.000129118 | Time: 1632.25 ms
[2020-12-15 20:55:10	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.000118873 | val_loss: 0.000134053 | Time: 1625.73 ms
[2020-12-15 20:55:11	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.000120178 | val_loss: 0.000134327 | Time: 1628.67 ms
[2020-12-15 20:55:13	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.000116051 | val_loss: 0.000130548 | Time: 1625.28 ms
[2020-12-15 20:55:15	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.000115632 | val_loss: 0.000132425 | Time: 1607.61 ms
[2020-12-15 20:55:16	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.000116318 | val_loss: 0.000130979 | Time: 1619.5 ms
[2020-12-15 20:55:18	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.000115311 | val_loss: 0.00013261 | Time: 1613.39 ms
[2020-12-15 20:55:18	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.00013261
[2020-12-15 20:55:18	                main:610]	:	INFO	:	Saving end state to config to file
[2020-12-15 20:55:18	                main:615]	:	INFO	:	Success, exiting..
20:55:18 (2313332): 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)