Task 3315778

Name EightBitModified-1605455627-1833-7_0
Workunit 1583038
Created 16 Dec 2020, 21:49:43 UTC
Sent 17 Dec 2020, 17:48:32 UTC
Report deadline 24 Dec 2020, 17:48:32 UTC
Received 18 Dec 2020, 9:05:27 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 5147
Run time 27 min 59 sec
CPU time 27 min 55 sec
Validate state Valid
Credit 2,080.00
Device peak FLOPS 4,116.93 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.80 (cuda10200)
x86_64-pc-linux-gnu
Peak working set size 1.83 GB
Peak swap size 13.39 GB
Peak disk usage 2.98 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
            main:581]	:	INFO	:	Epoch 526 | loss: 0.000184031 | val_loss: 0.000198828 | Time: 1629.53 ms
[2020-12-18 02:51:04	                main:581]	:	INFO	:	Epoch 527 | loss: 0.000182493 | val_loss: 0.000194396 | Time: 1641.37 ms
[2020-12-18 02:51:06	                main:581]	:	INFO	:	Epoch 528 | loss: 0.000185537 | val_loss: 0.000198756 | Time: 1641.86 ms
[2020-12-18 02:51:07	                main:581]	:	INFO	:	Epoch 529 | loss: 0.0001848 | val_loss: 0.000196488 | Time: 1647.02 ms
[2020-12-18 02:51:09	                main:581]	:	INFO	:	Epoch 530 | loss: 0.000189574 | val_loss: 0.000201937 | Time: 1659.43 ms
[2020-12-18 02:51:11	                main:581]	:	INFO	:	Epoch 531 | loss: 0.000187711 | val_loss: 0.000202878 | Time: 1658.09 ms
[2020-12-18 02:51:12	                main:581]	:	INFO	:	Epoch 532 | loss: 0.000185798 | val_loss: 0.00019761 | Time: 1633.48 ms
[2020-12-18 02:51:14	                main:581]	:	INFO	:	Epoch 533 | loss: 0.000189354 | val_loss: 0.000193885 | Time: 1649.04 ms
[2020-12-18 02:51:16	                main:581]	:	INFO	:	Epoch 534 | loss: 0.00018307 | val_loss: 0.000195512 | Time: 1640.63 ms
[2020-12-18 02:51:17	                main:581]	:	INFO	:	Epoch 535 | loss: 0.000186519 | val_loss: 0.000195024 | Time: 1632.12 ms
[2020-12-18 02:51:19	                main:581]	:	INFO	:	Epoch 536 | loss: 0.000206581 | val_loss: 0.000202837 | Time: 1638.52 ms
[2020-12-18 02:51:20	                main:581]	:	INFO	:	Epoch 537 | loss: 0.000196126 | val_loss: 0.00019897 | Time: 1630.56 ms
[2020-12-18 02:51:22	                main:581]	:	INFO	:	Epoch 538 | loss: 0.00018442 | val_loss: 0.000197329 | Time: 1620.24 ms
[2020-12-18 02:51:24	                main:581]	:	INFO	:	Epoch 539 | loss: 0.000183308 | val_loss: 0.000196334 | Time: 1621.46 ms
[2020-12-18 02:51:25	                main:581]	:	INFO	:	Epoch 540 | loss: 0.000181396 | val_loss: 0.000196139 | Time: 1625.77 ms
[2020-12-18 02:51:27	                main:581]	:	INFO	:	Epoch 541 | loss: 0.000185803 | val_loss: 0.000195658 | Time: 1627.29 ms
[2020-12-18 02:51:29	                main:581]	:	INFO	:	Epoch 542 | loss: 0.000182063 | val_loss: 0.000197646 | Time: 1617.49 ms
[2020-12-18 02:51:30	                main:581]	:	INFO	:	Epoch 543 | loss: 0.000185964 | val_loss: 0.000203881 | Time: 1619.74 ms
[2020-12-18 02:51:32	                main:581]	:	INFO	:	Epoch 544 | loss: 0.000188178 | val_loss: 0.000199751 | Time: 1624.23 ms
[2020-12-18 02:51:33	                main:581]	:	INFO	:	Epoch 545 | loss: 0.000186368 | val_loss: 0.000194321 | Time: 1638.22 ms
[2020-12-18 02:51:35	                main:581]	:	INFO	:	Epoch 546 | loss: 0.000185658 | val_loss: 0.000200164 | Time: 1632.76 ms
[2020-12-18 02:51:37	                main:581]	:	INFO	:	Epoch 547 | loss: 0.000185108 | val_loss: 0.000198097 | Time: 1647.03 ms
[2020-12-18 02:51:38	                main:581]	:	INFO	:	Epoch 548 | loss: 0.000187646 | val_loss: 0.000199237 | Time: 1639.28 ms
[2020-12-18 02:51:40	                main:581]	:	INFO	:	Epoch 549 | loss: 0.000208528 | val_loss: 0.000210475 | Time: 1641.14 ms
[2020-12-18 02:51:42	                main:581]	:	INFO	:	Epoch 550 | loss: 0.000185509 | val_loss: 0.00019314 | Time: 1644.79 ms
[2020-12-18 02:51:43	                main:581]	:	INFO	:	Epoch 551 | loss: 0.000181175 | val_loss: 0.000195672 | Time: 1633.48 ms
[2020-12-18 02:51:45	                main:581]	:	INFO	:	Epoch 552 | loss: 0.0001823 | val_loss: 0.000198779 | Time: 1647.52 ms
[2020-12-18 02:51:47	                main:581]	:	INFO	:	Epoch 553 | loss: 0.000187822 | val_loss: 0.000197829 | Time: 1621.4 ms
[2020-12-18 02:51:48	                main:581]	:	INFO	:	Epoch 554 | loss: 0.000183935 | val_loss: 0.000199383 | Time: 1620.87 ms
[2020-12-18 02:51:50	                main:581]	:	INFO	:	Epoch 555 | loss: 0.000182743 | val_loss: 0.000194182 | Time: 1618.61 ms
[2020-12-18 02:51:51	                main:581]	:	INFO	:	Epoch 556 | loss: 0.000195748 | val_loss: 0.000206704 | Time: 1616.41 ms
[2020-12-18 02:51:53	                main:581]	:	INFO	:	Epoch 557 | loss: 0.000194631 | val_loss: 0.000205817 | Time: 1617.97 ms
[2020-12-18 02:51:55	                main:581]	:	INFO	:	Epoch 558 | loss: 0.000185882 | val_loss: 0.000195658 | Time: 1620.74 ms
[2020-12-18 02:51:56	                main:581]	:	INFO	:	Epoch 559 | loss: 0.000184003 | val_loss: 0.000194938 | Time: 1628.6 ms
[2020-12-18 02:51:58	                main:581]	:	INFO	:	Epoch 560 | loss: 0.000188806 | val_loss: 0.000262126 | Time: 1618.92 ms
[2020-12-18 02:52:00	                main:581]	:	INFO	:	Epoch 561 | loss: 0.000223985 | val_loss: 0.000216413 | Time: 1612.07 ms
[2020-12-18 02:52:01	                main:581]	:	INFO	:	Epoch 562 | loss: 0.000190339 | val_loss: 0.000197611 | Time: 1616.48 ms
[2020-12-18 02:52:03	                main:581]	:	INFO	:	Epoch 563 | loss: 0.000183739 | val_loss: 0.00020039 | Time: 1615.92 ms
[2020-12-18 02:52:04	                main:581]	:	INFO	:	Epoch 564 | loss: 0.000184679 | val_loss: 0.000193335 | Time: 1621.27 ms
[2020-12-18 02:52:06	                main:581]	:	INFO	:	Epoch 565 | loss: 0.000181211 | val_loss: 0.000195381 | Time: 1618.64 ms
[2020-12-18 02:52:08	                main:581]	:	INFO	:	Epoch 566 | loss: 0.000182389 | val_loss: 0.000193887 | Time: 1616.79 ms
[2020-12-18 02:52:09	                main:581]	:	INFO	:	Epoch 567 | loss: 0.000181173 | val_loss: 0.000195567 | Time: 1614.51 ms
[2020-12-18 02:52:11	                main:581]	:	INFO	:	Epoch 568 | loss: 0.000183506 | val_loss: 0.000196512 | Time: 1614.69 ms
[2020-12-18 02:52:12	                main:581]	:	INFO	:	Epoch 569 | loss: 0.00018119 | val_loss: 0.000193247 | Time: 1620.08 ms
[2020-12-18 02:52:14	                main:581]	:	INFO	:	Epoch 570 | loss: 0.000183945 | val_loss: 0.000200801 | Time: 1620.37 ms
[2020-12-18 02:52:16	                main:581]	:	INFO	:	Epoch 571 | loss: 0.000195364 | val_loss: 0.000197136 | Time: 1628.36 ms
[2020-12-18 02:52:17	                main:581]	:	INFO	:	Epoch 572 | loss: 0.000187593 | val_loss: 0.00020003 | Time: 1622.92 ms
[2020-12-18 02:52:19	                main:581]	:	INFO	:	Epoch 573 | loss: 0.000188693 | val_loss: 0.000198926 | Time: 1636.56 ms
[2020-12-18 02:52:21	                main:581]	:	INFO	:	Epoch 574 | loss: 0.000184121 | val_loss: 0.000193322 | Time: 1630.61 ms
[2020-12-18 02:52:22	                main:581]	:	INFO	:	Epoch 575 | loss: 0.000180014 | val_loss: 0.000193708 | Time: 1628.28 ms
[2020-12-18 02:52:24	                main:581]	:	INFO	:	Epoch 576 | loss: 0.000210933 | val_loss: 0.000226779 | Time: 1628.5 ms
[2020-12-18 02:52:26	                main:581]	:	INFO	:	Epoch 577 | loss: 0.000236233 | val_loss: 0.000330242 | Time: 1638.32 ms
[2020-12-18 02:52:27	                main:581]	:	INFO	:	Epoch 578 | loss: 0.000353287 | val_loss: 0.000349902 | Time: 1627.11 ms
[2020-12-18 02:52:29	                main:581]	:	INFO	:	Epoch 579 | loss: 0.000362465 | val_loss: 0.000345536 | Time: 1625.72 ms
[2020-12-18 02:52:30	                main:581]	:	INFO	:	Epoch 580 | loss: 0.00034242 | val_loss: 0.000291907 | Time: 1623.97 ms
[2020-12-18 02:52:32	                main:581]	:	INFO	:	Epoch 581 | loss: 0.000238588 | val_loss: 0.000221272 | Time: 1641.29 ms
[2020-12-18 02:52:34	                main:581]	:	INFO	:	Epoch 582 | loss: 0.000211869 | val_loss: 0.000213547 | Time: 1644 ms
[2020-12-18 02:52:35	                main:581]	:	INFO	:	Epoch 583 | loss: 0.000184688 | val_loss: 0.000195105 | Time: 1630.53 ms
[2020-12-18 02:52:37	                main:581]	:	INFO	:	Epoch 584 | loss: 0.000181482 | val_loss: 0.000194986 | Time: 1638.07 ms
[2020-12-18 02:52:39	                main:581]	:	INFO	:	Epoch 585 | loss: 0.000192766 | val_loss: 0.000200166 | Time: 1637 ms
[2020-12-18 02:52:40	                main:581]	:	INFO	:	Epoch 586 | loss: 0.000188387 | val_loss: 0.000207436 | Time: 1625.65 ms
[2020-12-18 02:52:42	                main:581]	:	INFO	:	Epoch 587 | loss: 0.000184106 | val_loss: 0.000205237 | Time: 1616.56 ms
[2020-12-18 02:52:43	                main:581]	:	INFO	:	Epoch 588 | loss: 0.000201896 | val_loss: 0.000205251 | Time: 1620.6 ms
[2020-12-18 02:52:45	                main:581]	:	INFO	:	Epoch 589 | loss: 0.000188384 | val_loss: 0.000196154 | Time: 1642.52 ms
[2020-12-18 02:52:47	                main:581]	:	INFO	:	Epoch 590 | loss: 0.000180844 | val_loss: 0.000194063 | Time: 1630.96 ms
[2020-12-18 02:52:48	                main:581]	:	INFO	:	Epoch 591 | loss: 0.000182474 | val_loss: 0.000197084 | Time: 1627.61 ms
[2020-12-18 02:52:50	                main:581]	:	INFO	:	Epoch 592 | loss: 0.00018449 | val_loss: 0.000196813 | Time: 1634.55 ms
[2020-12-18 02:52:52	                main:581]	:	INFO	:	Epoch 593 | loss: 0.000184217 | val_loss: 0.000200933 | Time: 1631.1 ms
[2020-12-18 02:52:53	                main:581]	:	INFO	:	Epoch 594 | loss: 0.00018452 | val_loss: 0.000202596 | Time: 1622.89 ms
[2020-12-18 02:52:55	                main:581]	:	INFO	:	Epoch 595 | loss: 0.00020508 | val_loss: 0.000218677 | Time: 1633.81 ms
[2020-12-18 02:52:57	                main:581]	:	INFO	:	Epoch 596 | loss: 0.000189697 | val_loss: 0.000198837 | Time: 1638.13 ms
[2020-12-18 02:52:58	                main:581]	:	INFO	:	Epoch 597 | loss: 0.000184475 | val_loss: 0.000194614 | Time: 1632.18 ms
[2020-12-18 02:53:00	                main:581]	:	INFO	:	Epoch 598 | loss: 0.000182261 | val_loss: 0.000193255 | Time: 1633.03 ms
[2020-12-18 02:53:01	                main:581]	:	INFO	:	Epoch 599 | loss: 0.000180996 | val_loss: 0.000193986 | Time: 1636.53 ms
[2020-12-18 02:53:03	                main:581]	:	INFO	:	Epoch 600 | loss: 0.000187507 | val_loss: 0.000209176 | Time: 1636.12 ms
[2020-12-18 02:53:05	                main:581]	:	INFO	:	Epoch 601 | loss: 0.000189367 | val_loss: 0.000194535 | Time: 1638.51 ms
[2020-12-18 02:53:06	                main:581]	:	INFO	:	Epoch 602 | loss: 0.00018313 | val_loss: 0.000200955 | Time: 1638.42 ms
[2020-12-18 02:53:08	                main:581]	:	INFO	:	Epoch 603 | loss: 0.000197578 | val_loss: 0.000195627 | Time: 1634.48 ms
[2020-12-18 02:53:10	                main:581]	:	INFO	:	Epoch 604 | loss: 0.000187766 | val_loss: 0.000196828 | Time: 1638.62 ms
[2020-12-18 02:53:11	                main:581]	:	INFO	:	Epoch 605 | loss: 0.000182423 | val_loss: 0.000195253 | Time: 1645.21 ms
[2020-12-18 02:53:13	                main:581]	:	INFO	:	Epoch 606 | loss: 0.000181579 | val_loss: 0.000194084 | Time: 1620.47 ms
[2020-12-18 02:53:14	                main:581]	:	INFO	:	Epoch 607 | loss: 0.000181532 | val_loss: 0.000202794 | Time: 1621.86 ms
[2020-12-18 02:53:16	                main:581]	:	INFO	:	Epoch 608 | loss: 0.000208876 | val_loss: 0.000210566 | Time: 1621.16 ms
[2020-12-18 02:53:18	                main:581]	:	INFO	:	Epoch 609 | loss: 0.000189541 | val_loss: 0.000199854 | Time: 1621.97 ms
[2020-12-18 02:53:19	                main:581]	:	INFO	:	Epoch 610 | loss: 0.00018447 | val_loss: 0.000192924 | Time: 1628.62 ms
[2020-12-18 02:53:21	                main:581]	:	INFO	:	Epoch 611 | loss: 0.000182346 | val_loss: 0.000196581 | Time: 1643.45 ms
[2020-12-18 02:53:23	                main:581]	:	INFO	:	Epoch 612 | loss: 0.000182806 | val_loss: 0.000194365 | Time: 1644.09 ms
[2020-12-18 02:53:24	                main:581]	:	INFO	:	Epoch 613 | loss: 0.000181843 | val_loss: 0.000193873 | Time: 1645.57 ms
[2020-12-18 02:53:26	                main:581]	:	INFO	:	Epoch 614 | loss: 0.00021302 | val_loss: 0.000220034 | Time: 1640.94 ms
[2020-12-18 02:53:28	                main:581]	:	INFO	:	Epoch 615 | loss: 0.00019665 | val_loss: 0.000203871 | Time: 1636.53 ms
[2020-12-18 02:53:29	                main:581]	:	INFO	:	Epoch 616 | loss: 0.000187854 | val_loss: 0.000197319 | Time: 1643.64 ms
[2020-12-18 02:53:31	                main:581]	:	INFO	:	Epoch 617 | loss: 0.00018234 | val_loss: 0.00019223 | Time: 1648.55 ms
[2020-12-18 02:53:33	                main:581]	:	INFO	:	Epoch 618 | loss: 0.000181988 | val_loss: 0.00019582 | Time: 1648.67 ms
[2020-12-18 02:53:34	                main:581]	:	INFO	:	Epoch 619 | loss: 0.000188923 | val_loss: 0.000201172 | Time: 1654.82 ms
[2020-12-18 02:53:36	                main:581]	:	INFO	:	Epoch 620 | loss: 0.000183413 | val_loss: 0.000199582 | Time: 1637.55 ms
[2020-12-18 02:53:37	                main:581]	:	INFO	:	Epoch 621 | loss: 0.000182337 | val_loss: 0.000195147 | Time: 1649.27 ms
[2020-12-18 02:53:39	                main:581]	:	INFO	:	Epoch 622 | loss: 0.000182377 | val_loss: 0.000198312 | Time: 1636.72 ms
[2020-12-18 02:53:41	                main:581]	:	INFO	:	Epoch 623 | loss: 0.000190474 | val_loss: 0.000238212 | Time: 1629.38 ms
[2020-12-18 02:53:42	                main:581]	:	INFO	:	Epoch 624 | loss: 0.000197371 | val_loss: 0.00020155 | Time: 1628.71 ms
[2020-12-18 02:53:44	                main:581]	:	INFO	:	Epoch 625 | loss: 0.000187253 | val_loss: 0.000208627 | Time: 1628.63 ms
[2020-12-18 02:53:46	                main:581]	:	INFO	:	Epoch 626 | loss: 0.000188558 | val_loss: 0.00020188 | Time: 1651.38 ms
[2020-12-18 02:53:47	                main:581]	:	INFO	:	Epoch 627 | loss: 0.000181929 | val_loss: 0.000193214 | Time: 1645.92 ms
[2020-12-18 02:53:49	                main:581]	:	INFO	:	Epoch 628 | loss: 0.000181587 | val_loss: 0.000201734 | Time: 1657.33 ms
[2020-12-18 02:53:51	                main:581]	:	INFO	:	Epoch 629 | loss: 0.000195839 | val_loss: 0.000197526 | Time: 1626.02 ms
[2020-12-18 02:53:52	                main:581]	:	INFO	:	Epoch 630 | loss: 0.000184428 | val_loss: 0.000196641 | Time: 1649.36 ms
[2020-12-18 02:53:54	                main:581]	:	INFO	:	Epoch 631 | loss: 0.000183253 | val_loss: 0.000198236 | Time: 1642.61 ms
[2020-12-18 02:53:55	                main:581]	:	INFO	:	Epoch 632 | loss: 0.000185024 | val_loss: 0.000194662 | Time: 1628.18 ms
[2020-12-18 02:53:57	                main:581]	:	INFO	:	Epoch 633 | loss: 0.000181799 | val_loss: 0.000196886 | Time: 1633.94 ms
[2020-12-18 02:53:59	                main:581]	:	INFO	:	Epoch 634 | loss: 0.000196695 | val_loss: 0.000204961 | Time: 1644.49 ms
[2020-12-18 02:54:00	                main:581]	:	INFO	:	Epoch 635 | loss: 0.000204172 | val_loss: 0.00021136 | Time: 1640.75 ms
[2020-12-18 02:54:02	                main:581]	:	INFO	:	Epoch 636 | loss: 0.000190741 | val_loss: 0.000197698 | Time: 1649.73 ms
[2020-12-18 02:54:04	                main:581]	:	INFO	:	Epoch 637 | loss: 0.000183453 | val_loss: 0.000196674 | Time: 1643.61 ms
[2020-12-18 02:54:05	                main:581]	:	INFO	:	Epoch 638 | loss: 0.000182044 | val_loss: 0.000194664 | Time: 1649.11 ms
[2020-12-18 02:54:07	                main:581]	:	INFO	:	Epoch 639 | loss: 0.000181126 | val_loss: 0.000196846 | Time: 1644.35 ms
[2020-12-18 02:54:09	                main:581]	:	INFO	:	Epoch 640 | loss: 0.000183002 | val_loss: 0.000194282 | Time: 1647.66 ms
[2020-12-18 02:54:10	                main:581]	:	INFO	:	Epoch 641 | loss: 0.000185519 | val_loss: 0.000204516 | Time: 1647.86 ms
[2020-12-18 02:54:12	                main:581]	:	INFO	:	Epoch 642 | loss: 0.000203269 | val_loss: 0.000209017 | Time: 1635.59 ms
[2020-12-18 02:54:14	                main:581]	:	INFO	:	Epoch 643 | loss: 0.000186184 | val_loss: 0.000197997 | Time: 1622.69 ms
[2020-12-18 02:54:15	                main:581]	:	INFO	:	Epoch 644 | loss: 0.000183032 | val_loss: 0.000195585 | Time: 1634.07 ms
[2020-12-18 02:54:17	                main:581]	:	INFO	:	Epoch 645 | loss: 0.00018566 | val_loss: 0.000198507 | Time: 1632.62 ms
[2020-12-18 02:54:18	                main:581]	:	INFO	:	Epoch 646 | loss: 0.000183431 | val_loss: 0.000196085 | Time: 1632.1 ms
[2020-12-18 02:54:20	                main:581]	:	INFO	:	Epoch 647 | loss: 0.000183447 | val_loss: 0.000195188 | Time: 1643.1 ms
[2020-12-18 02:54:22	                main:581]	:	INFO	:	Epoch 648 | loss: 0.000193132 | val_loss: 0.000202275 | Time: 1649.47 ms
[2020-12-18 02:54:23	                main:581]	:	INFO	:	Epoch 649 | loss: 0.000189165 | val_loss: 0.000198124 | Time: 1644.22 ms
[2020-12-18 02:54:25	                main:581]	:	INFO	:	Epoch 650 | loss: 0.000183501 | val_loss: 0.000195105 | Time: 1651.66 ms
[2020-12-18 02:54:27	                main:581]	:	INFO	:	Epoch 651 | loss: 0.000183156 | val_loss: 0.000199836 | Time: 1644.07 ms
[2020-12-18 02:54:28	                main:581]	:	INFO	:	Epoch 652 | loss: 0.000203219 | val_loss: 0.000205191 | Time: 1650.65 ms
[2020-12-18 02:54:30	                main:581]	:	INFO	:	Epoch 653 | loss: 0.000193218 | val_loss: 0.000200485 | Time: 1643.91 ms
[2020-12-18 02:54:32	                main:581]	:	INFO	:	Epoch 654 | loss: 0.000182719 | val_loss: 0.000196342 | Time: 1643.79 ms
[2020-12-18 02:54:33	                main:581]	:	INFO	:	Epoch 655 | loss: 0.000180013 | val_loss: 0.000194613 | Time: 1643.74 ms
[2020-12-18 02:54:35	                main:581]	:	INFO	:	Epoch 656 | loss: 0.000180571 | val_loss: 0.000193677 | Time: 1642.23 ms
[2020-12-18 02:54:37	                main:581]	:	INFO	:	Epoch 657 | loss: 0.000194025 | val_loss: 0.000214323 | Time: 1649.1 ms
[2020-12-18 02:54:38	                main:581]	:	INFO	:	Epoch 658 | loss: 0.000187342 | val_loss: 0.000194335 | Time: 1642.3 ms
[2020-12-18 02:54:40	                main:581]	:	INFO	:	Epoch 659 | loss: 0.00018081 | val_loss: 0.000193828 | Time: 1662.72 ms
[2020-12-18 02:54:42	                main:581]	:	INFO	:	Epoch 660 | loss: 0.000179099 | val_loss: 0.000194984 | Time: 1645.99 ms
[2020-12-18 02:54:43	                main:581]	:	INFO	:	Epoch 661 | loss: 0.00018239 | val_loss: 0.000195019 | Time: 1631.67 ms
[2020-12-18 02:54:45	                main:581]	:	INFO	:	Epoch 662 | loss: 0.000185851 | val_loss: 0.000215251 | Time: 1628.51 ms
[2020-12-18 02:54:46	                main:581]	:	INFO	:	Epoch 663 | loss: 0.000194648 | val_loss: 0.000201585 | Time: 1632.21 ms
[2020-12-18 02:54:48	                main:581]	:	INFO	:	Epoch 664 | loss: 0.000183424 | val_loss: 0.000198241 | Time: 1631.55 ms
[2020-12-18 02:54:50	                main:581]	:	INFO	:	Epoch 665 | loss: 0.000181073 | val_loss: 0.000193947 | Time: 1630.22 ms
[2020-12-18 02:54:51	                main:581]	:	INFO	:	Epoch 666 | loss: 0.000178628 | val_loss: 0.000195392 | Time: 1644.11 ms
[2020-12-18 02:54:53	                main:581]	:	INFO	:	Epoch 667 | loss: 0.00020278 | val_loss: 0.000213254 | Time: 1643.33 ms
[2020-12-18 02:54:55	                main:581]	:	INFO	:	Epoch 668 | loss: 0.00018995 | val_loss: 0.000195744 | Time: 1654.24 ms
[2020-12-18 02:54:56	                main:581]	:	INFO	:	Epoch 669 | loss: 0.000182903 | val_loss: 0.000194438 | Time: 1643.3 ms
[2020-12-18 02:54:58	                main:581]	:	INFO	:	Epoch 670 | loss: 0.000178912 | val_loss: 0.000192571 | Time: 1647.5 ms
[2020-12-18 02:55:00	                main:581]	:	INFO	:	Epoch 671 | loss: 0.00017936 | val_loss: 0.000195199 | Time: 1626.7 ms
[2020-12-18 02:55:01	                main:581]	:	INFO	:	Epoch 672 | loss: 0.000184164 | val_loss: 0.000197722 | Time: 1619.84 ms
[2020-12-18 02:55:03	                main:581]	:	INFO	:	Epoch 673 | loss: 0.000181453 | val_loss: 0.000196792 | Time: 1624.28 ms
[2020-12-18 02:55:04	                main:581]	:	INFO	:	Epoch 674 | loss: 0.000188335 | val_loss: 0.000194241 | Time: 1628.33 ms
[2020-12-18 02:55:06	                main:581]	:	INFO	:	Epoch 675 | loss: 0.000182712 | val_loss: 0.000195232 | Time: 1632.28 ms
[2020-12-18 02:55:08	                main:581]	:	INFO	:	Epoch 676 | loss: 0.000180452 | val_loss: 0.000195888 | Time: 1642.12 ms
[2020-12-18 02:55:09	                main:581]	:	INFO	:	Epoch 677 | loss: 0.000193336 | val_loss: 0.000212418 | Time: 1635.84 ms
[2020-12-18 02:55:11	                main:581]	:	INFO	:	Epoch 678 | loss: 0.000187481 | val_loss: 0.000198034 | Time: 1642.88 ms
[2020-12-18 02:55:13	                main:581]	:	INFO	:	Epoch 679 | loss: 0.000182353 | val_loss: 0.000193493 | Time: 1639.87 ms
[2020-12-18 02:55:14	                main:581]	:	INFO	:	Epoch 680 | loss: 0.000179613 | val_loss: 0.000194395 | Time: 1643.28 ms
[2020-12-18 02:55:16	                main:581]	:	INFO	:	Epoch 681 | loss: 0.000181478 | val_loss: 0.000207699 | Time: 1642.84 ms
[2020-12-18 02:55:18	                main:581]	:	INFO	:	Epoch 682 | loss: 0.000201847 | val_loss: 0.000198953 | Time: 1640.85 ms
[2020-12-18 02:55:19	                main:581]	:	INFO	:	Epoch 683 | loss: 0.000181364 | val_loss: 0.000192292 | Time: 1646.77 ms
[2020-12-18 02:55:21	                main:581]	:	INFO	:	Epoch 684 | loss: 0.000180186 | val_loss: 0.000192977 | Time: 1640.37 ms
[2020-12-18 02:55:22	                main:581]	:	INFO	:	Epoch 685 | loss: 0.000179133 | val_loss: 0.000193272 | Time: 1634.5 ms
[2020-12-18 02:55:24	                main:581]	:	INFO	:	Epoch 686 | loss: 0.000179579 | val_loss: 0.0001968 | Time: 1634.12 ms
[2020-12-18 02:55:26	                main:581]	:	INFO	:	Epoch 687 | loss: 0.000209701 | val_loss: 0.000216816 | Time: 1634.85 ms
[2020-12-18 02:55:27	                main:581]	:	INFO	:	Epoch 688 | loss: 0.000193024 | val_loss: 0.000198796 | Time: 1621.46 ms
[2020-12-18 02:55:29	                main:581]	:	INFO	:	Epoch 689 | loss: 0.000182722 | val_loss: 0.000192804 | Time: 1629.87 ms
[2020-12-18 02:55:31	                main:581]	:	INFO	:	Epoch 690 | loss: 0.000180531 | val_loss: 0.000194498 | Time: 1631.62 ms
[2020-12-18 02:55:32	                main:581]	:	INFO	:	Epoch 691 | loss: 0.000181415 | val_loss: 0.000198853 | Time: 1646.39 ms
[2020-12-18 02:55:34	                main:581]	:	INFO	:	Epoch 692 | loss: 0.000187041 | val_loss: 0.000197775 | Time: 1647.48 ms
[2020-12-18 02:55:36	                main:581]	:	INFO	:	Epoch 693 | loss: 0.000180549 | val_loss: 0.000193584 | Time: 1649.7 ms
[2020-12-18 02:55:37	                main:581]	:	INFO	:	Epoch 694 | loss: 0.00018468 | val_loss: 0.000210568 | Time: 1638.35 ms
[2020-12-18 02:55:39	                main:581]	:	INFO	:	Epoch 695 | loss: 0.000184688 | val_loss: 0.000192844 | Time: 1653.68 ms
[2020-12-18 02:55:40	                main:581]	:	INFO	:	Epoch 696 | loss: 0.00018054 | val_loss: 0.000193095 | Time: 1647.43 ms
[2020-12-18 02:55:42	                main:581]	:	INFO	:	Epoch 697 | loss: 0.000181399 | val_loss: 0.00019655 | Time: 1641.91 ms
[2020-12-18 02:55:44	                main:581]	:	INFO	:	Epoch 698 | loss: 0.000184236 | val_loss: 0.000198616 | Time: 1631.39 ms
[2020-12-18 02:55:45	                main:581]	:	INFO	:	Epoch 699 | loss: 0.00019447 | val_loss: 0.000202671 | Time: 1635.08 ms
[2020-12-18 02:55:47	                main:581]	:	INFO	:	Epoch 700 | loss: 0.000185964 | val_loss: 0.000199941 | Time: 1648.53 ms
[2020-12-18 02:55:49	                main:581]	:	INFO	:	Epoch 701 | loss: 0.000183857 | val_loss: 0.000192794 | Time: 1640.14 ms
[2020-12-18 02:55:50	                main:581]	:	INFO	:	Epoch 702 | loss: 0.000182771 | val_loss: 0.000212346 | Time: 1647.86 ms
[2020-12-18 02:55:52	                main:581]	:	INFO	:	Epoch 703 | loss: 0.000194453 | val_loss: 0.000201642 | Time: 1648.63 ms
[2020-12-18 02:55:54	                main:581]	:	INFO	:	Epoch 704 | loss: 0.000180711 | val_loss: 0.000194308 | Time: 1652.32 ms
[2020-12-18 02:55:55	                main:581]	:	INFO	:	Epoch 705 | loss: 0.00018051 | val_loss: 0.000197936 | Time: 1650.5 ms
[2020-12-18 02:55:57	                main:581]	:	INFO	:	Epoch 706 | loss: 0.000180522 | val_loss: 0.000193018 | Time: 1652.78 ms
[2020-12-18 02:55:59	                main:581]	:	INFO	:	Epoch 707 | loss: 0.000180317 | val_loss: 0.000197605 | Time: 1649.82 ms
[2020-12-18 02:56:00	                main:581]	:	INFO	:	Epoch 708 | loss: 0.000189418 | val_loss: 0.000206841 | Time: 1650.16 ms
[2020-12-18 02:56:02	                main:581]	:	INFO	:	Epoch 709 | loss: 0.000185215 | val_loss: 0.000201281 | Time: 1644.61 ms
[2020-12-18 02:56:04	                main:581]	:	INFO	:	Epoch 710 | loss: 0.00018551 | val_loss: 0.000215579 | Time: 1655.29 ms
[2020-12-18 02:56:05	                main:581]	:	INFO	:	Epoch 711 | loss: 0.000187436 | val_loss: 0.000196413 | Time: 1643.98 ms
[2020-12-18 02:56:07	                main:581]	:	INFO	:	Epoch 712 | loss: 0.000180306 | val_loss: 0.000198152 | Time: 1652.21 ms
[2020-12-18 02:56:08	                main:581]	:	INFO	:	Epoch 713 | loss: 0.00018006 | val_loss: 0.000194119 | Time: 1652.79 ms
[2020-12-18 02:56:10	                main:581]	:	INFO	:	Epoch 714 | loss: 0.000186001 | val_loss: 0.000206911 | Time: 1654.2 ms
[2020-12-18 02:56:12	                main:581]	:	INFO	:	Epoch 715 | loss: 0.000190244 | val_loss: 0.000193111 | Time: 1661.42 ms
[2020-12-18 02:56:13	                main:581]	:	INFO	:	Epoch 716 | loss: 0.00018227 | val_loss: 0.000194649 | Time: 1671.44 ms
[2020-12-18 02:56:15	                main:581]	:	INFO	:	Epoch 717 | loss: 0.000179921 | val_loss: 0.000200716 | Time: 1660.88 ms
[2020-12-18 02:56:17	                main:581]	:	INFO	:	Epoch 718 | loss: 0.00018959 | val_loss: 0.000205922 | Time: 1661.09 ms
[2020-12-18 02:56:18	                main:581]	:	INFO	:	Epoch 719 | loss: 0.00018642 | val_loss: 0.000198173 | Time: 1658.5 ms
[2020-12-18 02:56:20	                main:581]	:	INFO	:	Epoch 720 | loss: 0.000181153 | val_loss: 0.000193344 | Time: 1654.98 ms
[2020-12-18 02:56:22	                main:581]	:	INFO	:	Epoch 721 | loss: 0.000180147 | val_loss: 0.000195488 | Time: 1668.46 ms
[2020-12-18 02:56:23	                main:581]	:	INFO	:	Epoch 722 | loss: 0.000199694 | val_loss: 0.000212903 | Time: 1647.35 ms
[2020-12-18 02:56:25	                main:581]	:	INFO	:	Epoch 723 | loss: 0.00019355 | val_loss: 0.000197385 | Time: 1665.87 ms
[2020-12-18 02:56:27	                main:581]	:	INFO	:	Epoch 724 | loss: 0.000180344 | val_loss: 0.000191774 | Time: 1654.27 ms
[2020-12-18 02:56:28	                main:581]	:	INFO	:	Epoch 725 | loss: 0.000178064 | val_loss: 0.000192579 | Time: 1652.08 ms
[2020-12-18 02:56:30	                main:581]	:	INFO	:	Epoch 726 | loss: 0.000177812 | val_loss: 0.00019333 | Time: 1665.48 ms
[2020-12-18 02:56:32	                main:581]	:	INFO	:	Epoch 727 | loss: 0.000193516 | val_loss: 0.0002009 | Time: 1646.48 ms
[2020-12-18 02:56:33	                main:581]	:	INFO	:	Epoch 728 | loss: 0.000183457 | val_loss: 0.000198782 | Time: 1653.97 ms
[2020-12-18 02:56:35	                main:581]	:	INFO	:	Epoch 729 | loss: 0.000181765 | val_loss: 0.000194564 | Time: 1657.59 ms
[2020-12-18 02:56:37	                main:581]	:	INFO	:	Epoch 730 | loss: 0.000180799 | val_loss: 0.000199965 | Time: 1650.97 ms
[2020-12-18 02:56:38	                main:581]	:	INFO	:	Epoch 731 | loss: 0.000184973 | val_loss: 0.000197668 | Time: 1639.83 ms
[2020-12-18 02:56:40	                main:581]	:	INFO	:	Epoch 732 | loss: 0.000182585 | val_loss: 0.000197638 | Time: 1632.31 ms
[2020-12-18 02:56:42	                main:581]	:	INFO	:	Epoch 733 | loss: 0.000185595 | val_loss: 0.000200866 | Time: 1627.43 ms
[2020-12-18 02:56:43	                main:581]	:	INFO	:	Epoch 734 | loss: 0.000186995 | val_loss: 0.000197072 | Time: 1630.8 ms
[2020-12-18 02:56:45	                main:581]	:	INFO	:	Epoch 735 | loss: 0.000180636 | val_loss: 0.000192913 | Time: 1628.68 ms
[2020-12-18 02:56:46	                main:581]	:	INFO	:	Epoch 736 | loss: 0.000188194 | val_loss: 0.000215062 | Time: 1649.04 ms
[2020-12-18 02:56:48	                main:581]	:	INFO	:	Epoch 737 | loss: 0.000191815 | val_loss: 0.000199202 | Time: 1643.23 ms
[2020-12-18 02:56:50	                main:581]	:	INFO	:	Epoch 738 | loss: 0.000181301 | val_loss: 0.000195048 | Time: 1652.11 ms
[2020-12-18 02:56:51	                main:581]	:	INFO	:	Epoch 739 | loss: 0.000180697 | val_loss: 0.000192982 | Time: 1647.8 ms
[2020-12-18 02:56:53	                main:581]	:	INFO	:	Epoch 740 | loss: 0.000178941 | val_loss: 0.000193994 | Time: 1647.6 ms
[2020-12-18 02:56:55	                main:581]	:	INFO	:	Epoch 741 | loss: 0.000187798 | val_loss: 0.00024552 | Time: 1647.02 ms
[2020-12-18 02:56:56	                main:581]	:	INFO	:	Epoch 742 | loss: 0.000198339 | val_loss: 0.000198317 | Time: 1656 ms
[2020-12-18 02:56:58	                main:581]	:	INFO	:	Epoch 743 | loss: 0.000182156 | val_loss: 0.000194168 | Time: 1635.47 ms
[2020-12-18 02:57:00	                main:581]	:	INFO	:	Epoch 744 | loss: 0.000188329 | val_loss: 0.000196637 | Time: 1624.92 ms
[2020-12-18 02:57:01	                main:581]	:	INFO	:	Epoch 745 | loss: 0.000181013 | val_loss: 0.000192194 | Time: 1625.32 ms
[2020-12-18 02:57:03	                main:581]	:	INFO	:	Epoch 746 | loss: 0.000178955 | val_loss: 0.000192892 | Time: 1628.32 ms
[2020-12-18 02:57:05	                main:581]	:	INFO	:	Epoch 747 | loss: 0.000185025 | val_loss: 0.000203744 | Time: 1640.06 ms
[2020-12-18 02:57:06	                main:581]	:	INFO	:	Epoch 748 | loss: 0.000189069 | val_loss: 0.000198227 | Time: 1648.67 ms
[2020-12-18 02:57:08	                main:581]	:	INFO	:	Epoch 749 | loss: 0.000183238 | val_loss: 0.000199849 | Time: 1646.59 ms
[2020-12-18 02:57:09	                main:581]	:	INFO	:	Epoch 750 | loss: 0.000185687 | val_loss: 0.000198705 | Time: 1647.01 ms
[2020-12-18 02:57:11	                main:581]	:	INFO	:	Epoch 751 | loss: 0.000180977 | val_loss: 0.000199702 | Time: 1636.76 ms
[2020-12-18 02:57:13	                main:581]	:	INFO	:	Epoch 752 | loss: 0.000192454 | val_loss: 0.000199983 | Time: 1655.59 ms
[2020-12-18 02:57:14	                main:581]	:	INFO	:	Epoch 753 | loss: 0.000180136 | val_loss: 0.000194441 | Time: 1646.39 ms
[2020-12-18 02:57:16	                main:581]	:	INFO	:	Epoch 754 | loss: 0.000179406 | val_loss: 0.000197027 | Time: 1619.75 ms
[2020-12-18 02:57:18	                main:581]	:	INFO	:	Epoch 755 | loss: 0.000181355 | val_loss: 0.000205733 | Time: 1616.03 ms
[2020-12-18 02:57:19	                main:581]	:	INFO	:	Epoch 756 | loss: 0.000192637 | val_loss: 0.000198284 | Time: 1621.95 ms
[2020-12-18 02:57:21	                main:581]	:	INFO	:	Epoch 757 | loss: 0.000184048 | val_loss: 0.000197532 | Time: 1626.89 ms
[2020-12-18 02:57:23	                main:581]	:	INFO	:	Epoch 758 | loss: 0.000181138 | val_loss: 0.000195037 | Time: 1628.14 ms
[2020-12-18 02:57:24	                main:581]	:	INFO	:	Epoch 759 | loss: 0.000189416 | val_loss: 0.000215653 | Time: 1626.74 ms
[2020-12-18 02:57:26	                main:581]	:	INFO	:	Epoch 760 | loss: 0.000188219 | val_loss: 0.000198644 | Time: 1615.45 ms
[2020-12-18 02:57:27	                main:581]	:	INFO	:	Epoch 761 | loss: 0.000181165 | val_loss: 0.000196437 | Time: 1625.07 ms
[2020-12-18 02:57:29	                main:581]	:	INFO	:	Epoch 762 | loss: 0.000178732 | val_loss: 0.000193995 | Time: 1624.55 ms
[2020-12-18 02:57:31	                main:581]	:	INFO	:	Epoch 763 | loss: 0.000186876 | val_loss: 0.00019598 | Time: 1632.91 ms
[2020-12-18 02:57:32	                main:581]	:	INFO	:	Epoch 764 | loss: 0.000185992 | val_loss: 0.000200545 | Time: 1635.36 ms
[2020-12-18 02:57:34	                main:581]	:	INFO	:	Epoch 765 | loss: 0.000181302 | val_loss: 0.000193604 | Time: 1638 ms
[2020-12-18 02:57:36	                main:581]	:	INFO	:	Epoch 766 | loss: 0.000179856 | val_loss: 0.000206324 | Time: 1635.81 ms
[2020-12-18 02:57:37	                main:581]	:	INFO	:	Epoch 767 | loss: 0.000202086 | val_loss: 0.000203842 | Time: 1620.39 ms
[2020-12-18 02:57:39	                main:581]	:	INFO	:	Epoch 768 | loss: 0.000185709 | val_loss: 0.000195949 | Time: 1623 ms
[2020-12-18 02:57:40	                main:581]	:	INFO	:	Epoch 769 | loss: 0.000183968 | val_loss: 0.000197211 | Time: 1620.79 ms
[2020-12-18 02:57:42	                main:581]	:	INFO	:	Epoch 770 | loss: 0.000179643 | val_loss: 0.000191828 | Time: 1624.95 ms
[2020-12-18 02:57:44	                main:581]	:	INFO	:	Epoch 771 | loss: 0.000178402 | val_loss: 0.000192169 | Time: 1622.54 ms
[2020-12-18 02:57:45	                main:581]	:	INFO	:	Epoch 772 | loss: 0.000178841 | val_loss: 0.000201252 | Time: 1635.41 ms
[2020-12-18 02:57:47	                main:581]	:	INFO	:	Epoch 773 | loss: 0.000197541 | val_loss: 0.000212979 | Time: 1642.3 ms
[2020-12-18 02:57:49	                main:581]	:	INFO	:	Epoch 774 | loss: 0.000186183 | val_loss: 0.000196306 | Time: 1633.87 ms
[2020-12-18 02:57:50	                main:581]	:	INFO	:	Epoch 775 | loss: 0.000180762 | val_loss: 0.000194882 | Time: 1622.61 ms
[2020-12-18 02:57:52	                main:581]	:	INFO	:	Epoch 776 | loss: 0.000199669 | val_loss: 0.000239739 | Time: 1625.75 ms
[2020-12-18 02:57:53	                main:581]	:	INFO	:	Epoch 777 | loss: 0.000195434 | val_loss: 0.000199506 | Time: 1621.58 ms
[2020-12-18 02:57:55	                main:581]	:	INFO	:	Epoch 778 | loss: 0.000182403 | val_loss: 0.000195225 | Time: 1624 ms
[2020-12-18 02:57:57	                main:581]	:	INFO	:	Epoch 779 | loss: 0.000180821 | val_loss: 0.000192909 | Time: 1620.92 ms
[2020-12-18 02:57:58	                main:581]	:	INFO	:	Epoch 780 | loss: 0.000178211 | val_loss: 0.000192472 | Time: 1631.17 ms
[2020-12-18 02:58:00	                main:581]	:	INFO	:	Epoch 781 | loss: 0.00017967 | val_loss: 0.000195766 | Time: 1646.84 ms
[2020-12-18 02:58:02	                main:581]	:	INFO	:	Epoch 782 | loss: 0.000179348 | val_loss: 0.000192345 | Time: 1644.99 ms
[2020-12-18 02:58:03	                main:581]	:	INFO	:	Epoch 783 | loss: 0.000178481 | val_loss: 0.000198203 | Time: 1636.9 ms
[2020-12-18 02:58:05	                main:581]	:	INFO	:	Epoch 784 | loss: 0.000185004 | val_loss: 0.000206505 | Time: 1647.69 ms
[2020-12-18 02:58:07	                main:581]	:	INFO	:	Epoch 785 | loss: 0.000193315 | val_loss: 0.000203545 | Time: 1642.34 ms
[2020-12-18 02:58:08	                main:581]	:	INFO	:	Epoch 786 | loss: 0.000183427 | val_loss: 0.000195079 | Time: 1641.82 ms
[2020-12-18 02:58:10	                main:581]	:	INFO	:	Epoch 787 | loss: 0.000180913 | val_loss: 0.000195045 | Time: 1639.09 ms
[2020-12-18 02:58:11	                main:581]	:	INFO	:	Epoch 788 | loss: 0.000182566 | val_loss: 0.000192463 | Time: 1638.73 ms
[2020-12-18 02:58:13	                main:581]	:	INFO	:	Epoch 789 | loss: 0.000181563 | val_loss: 0.000199736 | Time: 1640.01 ms
[2020-12-18 02:58:15	                main:581]	:	INFO	:	Epoch 790 | loss: 0.000181186 | val_loss: 0.000197247 | Time: 1640.94 ms
[2020-12-18 02:58:16	                main:581]	:	INFO	:	Epoch 791 | loss: 0.000186896 | val_loss: 0.000206151 | Time: 1640.66 ms
[2020-12-18 02:58:18	                main:581]	:	INFO	:	Epoch 792 | loss: 0.000186807 | val_loss: 0.000198967 | Time: 1631.84 ms
[2020-12-18 02:58:20	                main:581]	:	INFO	:	Epoch 793 | loss: 0.00018253 | val_loss: 0.00020253 | Time: 1620.19 ms
[2020-12-18 02:58:21	                main:581]	:	INFO	:	Epoch 794 | loss: 0.000185417 | val_loss: 0.00019411 | Time: 1623.98 ms
[2020-12-18 02:58:23	                main:581]	:	INFO	:	Epoch 795 | loss: 0.000178987 | val_loss: 0.00019476 | Time: 1636.23 ms
[2020-12-18 02:58:25	                main:581]	:	INFO	:	Epoch 796 | loss: 0.000180953 | val_loss: 0.000203507 | Time: 1632.53 ms
[2020-12-18 02:58:26	                main:581]	:	INFO	:	Epoch 797 | loss: 0.000189247 | val_loss: 0.000200618 | Time: 1634.03 ms
[2020-12-18 02:58:28	                main:581]	:	INFO	:	Epoch 798 | loss: 0.000183059 | val_loss: 0.000193029 | Time: 1631.33 ms
[2020-12-18 02:58:29	                main:581]	:	INFO	:	Epoch 799 | loss: 0.000180574 | val_loss: 0.000198328 | Time: 1633.44 ms
[2020-12-18 02:58:31	                main:581]	:	INFO	:	Epoch 800 | loss: 0.000183224 | val_loss: 0.000207488 | Time: 1644.37 ms
[2020-12-18 02:58:33	                main:581]	:	INFO	:	Epoch 801 | loss: 0.000194681 | val_loss: 0.000197021 | Time: 1639.61 ms
[2020-12-18 02:58:34	                main:581]	:	INFO	:	Epoch 802 | loss: 0.000182151 | val_loss: 0.000195281 | Time: 1649.79 ms
[2020-12-18 02:58:36	                main:581]	:	INFO	:	Epoch 803 | loss: 0.000181584 | val_loss: 0.000199723 | Time: 1641.51 ms
[2020-12-18 02:58:38	                main:581]	:	INFO	:	Epoch 804 | loss: 0.000187053 | val_loss: 0.000197539 | Time: 1643.18 ms
[2020-12-18 02:58:39	                main:581]	:	INFO	:	Epoch 805 | loss: 0.00018032 | val_loss: 0.000193332 | Time: 1648 ms
[2020-12-18 02:58:41	                main:581]	:	INFO	:	Epoch 806 | loss: 0.000197993 | val_loss: 0.000207449 | Time: 1646.36 ms
[2020-12-18 02:58:43	                main:581]	:	INFO	:	Epoch 807 | loss: 0.000187006 | val_loss: 0.000196603 | Time: 1656.45 ms
[2020-12-18 02:58:44	                main:581]	:	INFO	:	Epoch 808 | loss: 0.000181805 | val_loss: 0.000197285 | Time: 1643.88 ms
[2020-12-18 02:58:46	                main:581]	:	INFO	:	Epoch 809 | loss: 0.000180505 | val_loss: 0.000194476 | Time: 1648.11 ms
[2020-12-18 02:58:48	                main:581]	:	INFO	:	Epoch 810 | loss: 0.00017891 | val_loss: 0.000191235 | Time: 1650.55 ms
[2020-12-18 02:58:49	                main:581]	:	INFO	:	Epoch 811 | loss: 0.000179189 | val_loss: 0.000196659 | Time: 1645.15 ms
[2020-12-18 02:58:51	                main:581]	:	INFO	:	Epoch 812 | loss: 0.00018575 | val_loss: 0.000200186 | Time: 1627.72 ms
[2020-12-18 02:58:52	                main:581]	:	INFO	:	Epoch 813 | loss: 0.000182348 | val_loss: 0.000201252 | Time: 1638.04 ms
[2020-12-18 02:58:54	                main:581]	:	INFO	:	Epoch 814 | loss: 0.000182054 | val_loss: 0.000196726 | Time: 1634.28 ms
[2020-12-18 02:58:56	                main:581]	:	INFO	:	Epoch 815 | loss: 0.000193662 | val_loss: 0.000209736 | Time: 1636.53 ms
[2020-12-18 02:58:57	                main:581]	:	INFO	:	Epoch 816 | loss: 0.000187243 | val_loss: 0.000200725 | Time: 1634.44 ms
[2020-12-18 02:58:59	                main:581]	:	INFO	:	Epoch 817 | loss: 0.000189369 | val_loss: 0.000195692 | Time: 1635.4 ms
[2020-12-18 02:59:01	                main:581]	:	INFO	:	Epoch 818 | loss: 0.000178661 | val_loss: 0.000192642 | Time: 1641.02 ms
[2020-12-18 02:59:02	                main:581]	:	INFO	:	Epoch 819 | loss: 0.000178174 | val_loss: 0.00019416 | Time: 1624.83 ms
[2020-12-18 02:59:04	                main:581]	:	INFO	:	Epoch 820 | loss: 0.000180127 | val_loss: 0.000206656 | Time: 1634.33 ms
[2020-12-18 02:59:06	                main:581]	:	INFO	:	Epoch 821 | loss: 0.000186856 | val_loss: 0.000198347 | Time: 1622.36 ms
[2020-12-18 02:59:07	                main:581]	:	INFO	:	Epoch 822 | loss: 0.000180004 | val_loss: 0.000192541 | Time: 1639.56 ms
[2020-12-18 02:59:09	                main:581]	:	INFO	:	Epoch 823 | loss: 0.000182798 | val_loss: 0.000196205 | Time: 1633.59 ms
[2020-12-18 02:59:10	                main:581]	:	INFO	:	Epoch 824 | loss: 0.000182091 | val_loss: 0.000198618 | Time: 1622.5 ms
[2020-12-18 02:59:12	                main:581]	:	INFO	:	Epoch 825 | loss: 0.000212809 | val_loss: 0.000250568 | Time: 1629.2 ms
[2020-12-18 02:59:14	                main:581]	:	INFO	:	Epoch 826 | loss: 0.00023218 | val_loss: 0.000278855 | Time: 1628.84 ms
[2020-12-18 02:59:15	                main:581]	:	INFO	:	Epoch 827 | loss: 0.000996283 | val_loss: 0.00149306 | Time: 1632.1 ms
[2020-12-18 02:59:17	                main:581]	:	INFO	:	Epoch 828 | loss: 0.000792613 | val_loss: 0.000378023 | Time: 1620.13 ms
[2020-12-18 02:59:19	                main:581]	:	INFO	:	Epoch 829 | loss: 0.000263074 | val_loss: 0.000219633 | Time: 1634.87 ms
[2020-12-18 02:59:20	                main:581]	:	INFO	:	Epoch 830 | loss: 0.000190141 | val_loss: 0.000195427 | Time: 1630.58 ms
[2020-12-18 02:59:22	                main:581]	:	INFO	:	Epoch 831 | loss: 0.000175443 | val_loss: 0.000189678 | Time: 1631.93 ms
[2020-12-18 02:59:23	                main:581]	:	INFO	:	Epoch 832 | loss: 0.00017322 | val_loss: 0.000189107 | Time: 1634.93 ms
[2020-12-18 02:59:25	                main:581]	:	INFO	:	Epoch 833 | loss: 0.000172399 | val_loss: 0.000188519 | Time: 1642.12 ms
[2020-12-18 02:59:27	                main:581]	:	INFO	:	Epoch 834 | loss: 0.000170398 | val_loss: 0.00018861 | Time: 1654.06 ms
[2020-12-18 02:59:28	                main:581]	:	INFO	:	Epoch 835 | loss: 0.000170411 | val_loss: 0.000188633 | Time: 1652.35 ms
[2020-12-18 02:59:30	                main:581]	:	INFO	:	Epoch 836 | loss: 0.000170985 | val_loss: 0.000189019 | Time: 1641.49 ms
[2020-12-18 02:59:32	                main:581]	:	INFO	:	Epoch 837 | loss: 0.00017109 | val_loss: 0.000189728 | Time: 1637.63 ms
[2020-12-18 02:59:33	                main:581]	:	INFO	:	Epoch 838 | loss: 0.000170901 | val_loss: 0.000188763 | Time: 1631.48 ms
[2020-12-18 02:59:35	                main:581]	:	INFO	:	Epoch 839 | loss: 0.000171043 | val_loss: 0.000191366 | Time: 1628.7 ms
[2020-12-18 02:59:37	                main:581]	:	INFO	:	Epoch 840 | loss: 0.000174916 | val_loss: 0.000196961 | Time: 1627.89 ms
[2020-12-18 02:59:38	                main:581]	:	INFO	:	Epoch 841 | loss: 0.000172882 | val_loss: 0.000188515 | Time: 1628.07 ms
[2020-12-18 02:59:40	                main:581]	:	INFO	:	Epoch 842 | loss: 0.000170701 | val_loss: 0.00018842 | Time: 1626.8 ms
[2020-12-18 02:59:41	                main:581]	:	INFO	:	Epoch 843 | loss: 0.000170355 | val_loss: 0.00018832 | Time: 1631.42 ms
[2020-12-18 02:59:43	                main:581]	:	INFO	:	Epoch 844 | loss: 0.000170515 | val_loss: 0.000188214 | Time: 1628.32 ms
[2020-12-18 02:59:45	                main:581]	:	INFO	:	Epoch 845 | loss: 0.000193108 | val_loss: 0.000194707 | Time: 1632.15 ms
[2020-12-18 02:59:46	                main:581]	:	INFO	:	Epoch 846 | loss: 0.000181198 | val_loss: 0.000191618 | Time: 1627.05 ms
[2020-12-18 02:59:48	                main:581]	:	INFO	:	Epoch 847 | loss: 0.000171912 | val_loss: 0.000189086 | Time: 1627.04 ms
[2020-12-18 02:59:50	                main:581]	:	INFO	:	Epoch 848 | loss: 0.000171104 | val_loss: 0.000188972 | Time: 1628.13 ms
[2020-12-18 02:59:51	                main:581]	:	INFO	:	Epoch 849 | loss: 0.000170637 | val_loss: 0.000189699 | Time: 1626.74 ms
[2020-12-18 02:59:53	                main:581]	:	INFO	:	Epoch 850 | loss: 0.000170844 | val_loss: 0.000188844 | Time: 1627.42 ms
[2020-12-18 02:59:54	                main:581]	:	INFO	:	Epoch 851 | loss: 0.000170309 | val_loss: 0.000188177 | Time: 1627.66 ms
[2020-12-18 02:59:56	                main:581]	:	INFO	:	Epoch 852 | loss: 0.000170312 | val_loss: 0.0001888 | Time: 1633.57 ms
[2020-12-18 02:59:58	                main:581]	:	INFO	:	Epoch 853 | loss: 0.000170549 | val_loss: 0.00018868 | Time: 1622.52 ms
[2020-12-18 02:59:59	                main:581]	:	INFO	:	Epoch 854 | loss: 0.000174535 | val_loss: 0.000214092 | Time: 1629.99 ms
[2020-12-18 03:00:01	                main:581]	:	INFO	:	Epoch 855 | loss: 0.00017776 | val_loss: 0.000191067 | Time: 1644.12 ms
[2020-12-18 03:00:03	                main:581]	:	INFO	:	Epoch 856 | loss: 0.000171849 | val_loss: 0.000189526 | Time: 1634.8 ms
[2020-12-18 03:00:04	                main:581]	:	INFO	:	Epoch 857 | loss: 0.000170542 | val_loss: 0.000188455 | Time: 1635.78 ms
[2020-12-18 03:00:06	                main:581]	:	INFO	:	Epoch 858 | loss: 0.000170441 | val_loss: 0.000190275 | Time: 1641.16 ms
[2020-12-18 03:00:08	                main:581]	:	INFO	:	Epoch 859 | loss: 0.000171229 | val_loss: 0.000189752 | Time: 1634.46 ms
[2020-12-18 03:00:09	                main:581]	:	INFO	:	Epoch 860 | loss: 0.000171174 | val_loss: 0.000189798 | Time: 1638.62 ms
[2020-12-18 03:00:11	                main:581]	:	INFO	:	Epoch 861 | loss: 0.000187737 | val_loss: 0.000203142 | Time: 1636.14 ms
[2020-12-18 03:00:12	                main:581]	:	INFO	:	Epoch 862 | loss: 0.000176326 | val_loss: 0.000192825 | Time: 1634.56 ms
[2020-12-18 03:00:14	                main:581]	:	INFO	:	Epoch 863 | loss: 0.000172103 | val_loss: 0.000189531 | Time: 1622.61 ms
[2020-12-18 03:00:16	                main:581]	:	INFO	:	Epoch 864 | loss: 0.000170794 | val_loss: 0.000188862 | Time: 1619.53 ms
[2020-12-18 03:00:17	                main:581]	:	INFO	:	Epoch 865 | loss: 0.000170999 | val_loss: 0.000190267 | Time: 1628.22 ms
[2020-12-18 03:00:19	                main:581]	:	INFO	:	Epoch 866 | loss: 0.000170924 | val_loss: 0.000188418 | Time: 1622.45 ms
[2020-12-18 03:00:21	                main:581]	:	INFO	:	Epoch 867 | loss: 0.00017095 | val_loss: 0.000188634 | Time: 1619.98 ms
[2020-12-18 03:00:22	                main:581]	:	INFO	:	Epoch 868 | loss: 0.000171079 | val_loss: 0.000189003 | Time: 1632.68 ms
[2020-12-18 03:00:24	                main:581]	:	INFO	:	Epoch 869 | loss: 0.000193303 | val_loss: 0.00020118 | Time: 1638.53 ms
[2020-12-18 03:00:26	                main:581]	:	INFO	:	Epoch 870 | loss: 0.000178963 | val_loss: 0.00019159 | Time: 1629.83 ms
[2020-12-18 03:00:27	                main:581]	:	INFO	:	Epoch 871 | loss: 0.000172378 | val_loss: 0.000188845 | Time: 1631.9 ms
[2020-12-18 03:00:29	                main:581]	:	INFO	:	Epoch 872 | loss: 0.00017091 | val_loss: 0.000189071 | Time: 1623.2 ms
[2020-12-18 03:00:30	                main:581]	:	INFO	:	Epoch 873 | loss: 0.000171148 | val_loss: 0.000188807 | Time: 1648.88 ms
[2020-12-18 03:00:32	                main:581]	:	INFO	:	Epoch 874 | loss: 0.000171248 | val_loss: 0.000191145 | Time: 1658.1 ms
[2020-12-18 03:00:34	                main:581]	:	INFO	:	Epoch 875 | loss: 0.000172291 | val_loss: 0.0001911 | Time: 1649.69 ms
[2020-12-18 03:00:35	                main:581]	:	INFO	:	Epoch 876 | loss: 0.000182559 | val_loss: 0.000191508 | Time: 1659.29 ms
[2020-12-18 03:00:37	                main:581]	:	INFO	:	Epoch 877 | loss: 0.000174672 | val_loss: 0.000188945 | Time: 1650.8 ms
[2020-12-18 03:00:39	                main:581]	:	INFO	:	Epoch 878 | loss: 0.000171252 | val_loss: 0.000190302 | Time: 1663.89 ms
[2020-12-18 03:00:40	                main:581]	:	INFO	:	Epoch 879 | loss: 0.000172453 | val_loss: 0.00019256 | Time: 1653.31 ms
[2020-12-18 03:00:42	                main:581]	:	INFO	:	Epoch 880 | loss: 0.00017737 | val_loss: 0.000204098 | Time: 1663.64 ms
[2020-12-18 03:00:44	                main:581]	:	INFO	:	Epoch 881 | loss: 0.000192936 | val_loss: 0.000193498 | Time: 1650.13 ms
[2020-12-18 03:00:45	                main:581]	:	INFO	:	Epoch 882 | loss: 0.000173795 | val_loss: 0.000192611 | Time: 1648.81 ms
[2020-12-18 03:00:47	                main:581]	:	INFO	:	Epoch 883 | loss: 0.000172107 | val_loss: 0.000190144 | Time: 1639.67 ms
[2020-12-18 03:00:49	                main:581]	:	INFO	:	Epoch 884 | loss: 0.000172418 | val_loss: 0.000191632 | Time: 1657.65 ms
[2020-12-18 03:00:50	                main:581]	:	INFO	:	Epoch 885 | loss: 0.000176869 | val_loss: 0.000195315 | Time: 1641.1 ms
[2020-12-18 03:00:52	                main:581]	:	INFO	:	Epoch 886 | loss: 0.000173102 | val_loss: 0.000192071 | Time: 1634.06 ms
[2020-12-18 03:00:54	                main:581]	:	INFO	:	Epoch 887 | loss: 0.000174373 | val_loss: 0.000192216 | Time: 1646.49 ms
[2020-12-18 03:00:55	                main:581]	:	INFO	:	Epoch 888 | loss: 0.000173583 | val_loss: 0.000191201 | Time: 1650.03 ms
[2020-12-18 03:00:57	                main:581]	:	INFO	:	Epoch 889 | loss: 0.000193426 | val_loss: 0.00024047 | Time: 1632.35 ms
[2020-12-18 03:00:58	                main:581]	:	INFO	:	Epoch 890 | loss: 0.000749789 | val_loss: 0.00431607 | Time: 1639.23 ms
[2020-12-18 03:01:00	                main:581]	:	INFO	:	Epoch 891 | loss: 0.00189619 | val_loss: 0.000848392 | Time: 1654.92 ms
[2020-12-18 03:01:02	                main:581]	:	INFO	:	Epoch 892 | loss: 0.000548239 | val_loss: 0.000336998 | Time: 1665.61 ms
[2020-12-18 03:01:03	                main:581]	:	INFO	:	Epoch 893 | loss: 0.000263457 | val_loss: 0.000230043 | Time: 1651.86 ms
[2020-12-18 03:01:05	                main:581]	:	INFO	:	Epoch 894 | loss: 0.000206455 | val_loss: 0.000210974 | Time: 1654.87 ms
[2020-12-18 03:01:07	                main:581]	:	INFO	:	Epoch 895 | loss: 0.000193419 | val_loss: 0.000204705 | Time: 1654.17 ms
[2020-12-18 03:01:08	                main:581]	:	INFO	:	Epoch 896 | loss: 0.000189427 | val_loss: 0.000202254 | Time: 1649.85 ms
[2020-12-18 03:01:10	                main:581]	:	INFO	:	Epoch 897 | loss: 0.000187746 | val_loss: 0.000201384 | Time: 1648.03 ms
[2020-12-18 03:01:12	                main:581]	:	INFO	:	Epoch 898 | loss: 0.000186653 | val_loss: 0.000201633 | Time: 1650.49 ms
[2020-12-18 03:01:13	                main:581]	:	INFO	:	Epoch 899 | loss: 0.000186116 | val_loss: 0.000200169 | Time: 1648.87 ms
[2020-12-18 03:01:15	                main:581]	:	INFO	:	Epoch 900 | loss: 0.000185098 | val_loss: 0.00019831 | Time: 1646.42 ms
[2020-12-18 03:01:17	                main:581]	:	INFO	:	Epoch 901 | loss: 0.000183432 | val_loss: 0.000197796 | Time: 1646.86 ms
[2020-12-18 03:01:18	                main:581]	:	INFO	:	Epoch 902 | loss: 0.000185308 | val_loss: 0.000199273 | Time: 1655.53 ms
[2020-12-18 03:01:20	                main:581]	:	INFO	:	Epoch 903 | loss: 0.00018382 | val_loss: 0.000197068 | Time: 1646.99 ms
[2020-12-18 03:01:22	                main:581]	:	INFO	:	Epoch 904 | loss: 0.00018543 | val_loss: 0.000207968 | Time: 1643.07 ms
[2020-12-18 03:01:23	                main:581]	:	INFO	:	Epoch 905 | loss: 0.000188426 | val_loss: 0.000211014 | Time: 1641.44 ms
[2020-12-18 03:01:25	                main:581]	:	INFO	:	Epoch 906 | loss: 0.000190882 | val_loss: 0.000212669 | Time: 1639.47 ms
[2020-12-18 03:01:26	                main:581]	:	INFO	:	Epoch 907 | loss: 0.000190156 | val_loss: 0.000208095 | Time: 1639.57 ms
[2020-12-18 03:01:28	                main:581]	:	INFO	:	Epoch 908 | loss: 0.000184666 | val_loss: 0.000205963 | Time: 1637.9 ms
[2020-12-18 03:01:30	                main:581]	:	INFO	:	Epoch 909 | loss: 0.000185165 | val_loss: 0.000204864 | Time: 1628.97 ms
[2020-12-18 03:01:31	                main:581]	:	INFO	:	Epoch 910 | loss: 0.000184664 | val_loss: 0.000203632 | Time: 1629.03 ms
[2020-12-18 03:01:33	                main:581]	:	INFO	:	Epoch 911 | loss: 0.000189203 | val_loss: 0.000215997 | Time: 1636.05 ms
[2020-12-18 03:01:35	                main:581]	:	INFO	:	Epoch 912 | loss: 0.000186293 | val_loss: 0.000209535 | Time: 1648.24 ms
[2020-12-18 03:01:36	                main:581]	:	INFO	:	Epoch 913 | loss: 0.00018442 | val_loss: 0.000203515 | Time: 1638.18 ms
[2020-12-18 03:01:38	                main:581]	:	INFO	:	Epoch 914 | loss: 0.000182924 | val_loss: 0.000204719 | Time: 1658.85 ms
[2020-12-18 03:01:40	                main:581]	:	INFO	:	Epoch 915 | loss: 0.000182569 | val_loss: 0.000202538 | Time: 1653.19 ms
[2020-12-18 03:01:41	                main:581]	:	INFO	:	Epoch 916 | loss: 0.000181762 | val_loss: 0.000202831 | Time: 1653.59 ms
[2020-12-18 03:01:43	                main:581]	:	INFO	:	Epoch 917 | loss: 0.000187254 | val_loss: 0.0002212 | Time: 1662.93 ms
[2020-12-18 03:01:45	                main:581]	:	INFO	:	Epoch 918 | loss: 0.00018861 | val_loss: 0.000205383 | Time: 1652.25 ms
[2020-12-18 03:01:46	                main:581]	:	INFO	:	Epoch 919 | loss: 0.000182622 | val_loss: 0.000202769 | Time: 1644.26 ms
[2020-12-18 03:01:48	                main:581]	:	INFO	:	Epoch 920 | loss: 0.000182632 | val_loss: 0.00020181 | Time: 1628.27 ms
[2020-12-18 03:01:49	                main:581]	:	INFO	:	Epoch 921 | loss: 0.000184324 | val_loss: 0.000203393 | Time: 1628.32 ms
[2020-12-18 03:01:51	                main:581]	:	INFO	:	Epoch 922 | loss: 0.000184037 | val_loss: 0.000207788 | Time: 1630.99 ms
[2020-12-18 03:01:53	                main:581]	:	INFO	:	Epoch 923 | loss: 0.000186128 | val_loss: 0.000203991 | Time: 1628.33 ms
[2020-12-18 03:01:54	                main:581]	:	INFO	:	Epoch 924 | loss: 0.00018602 | val_loss: 0.000206413 | Time: 1633 ms
[2020-12-18 03:01:56	                main:581]	:	INFO	:	Epoch 925 | loss: 0.000183519 | val_loss: 0.000204117 | Time: 1636.49 ms
[2020-12-18 03:01:58	                main:581]	:	INFO	:	Epoch 926 | loss: 0.000191994 | val_loss: 0.000212861 | Time: 1631.73 ms
[2020-12-18 03:01:59	                main:581]	:	INFO	:	Epoch 927 | loss: 0.000188807 | val_loss: 0.000204403 | Time: 1638.88 ms
[2020-12-18 03:02:01	                main:581]	:	INFO	:	Epoch 928 | loss: 0.000182856 | val_loss: 0.000201859 | Time: 1641.03 ms
[2020-12-18 03:02:03	                main:581]	:	INFO	:	Epoch 929 | loss: 0.000184186 | val_loss: 0.000200263 | Time: 1613.64 ms
[2020-12-18 03:02:04	                main:581]	:	INFO	:	Epoch 930 | loss: 0.00018133 | val_loss: 0.000198738 | Time: 1616.75 ms
[2020-12-18 03:02:06	                main:581]	:	INFO	:	Epoch 931 | loss: 0.000181522 | val_loss: 0.000196629 | Time: 1614.26 ms
[2020-12-18 03:02:07	                main:581]	:	INFO	:	Epoch 932 | loss: 0.000180918 | val_loss: 0.000202717 | Time: 1615.08 ms
[2020-12-18 03:02:09	                main:581]	:	INFO	:	Epoch 933 | loss: 0.000191952 | val_loss: 0.000200582 | Time: 1614.45 ms
[2020-12-18 03:02:11	                main:581]	:	INFO	:	Epoch 934 | loss: 0.000180951 | val_loss: 0.000196031 | Time: 1625.8 ms
[2020-12-18 03:02:12	                main:581]	:	INFO	:	Epoch 935 | loss: 0.000179071 | val_loss: 0.000195682 | Time: 1635.69 ms
[2020-12-18 03:02:14	                main:581]	:	INFO	:	Epoch 936 | loss: 0.000178719 | val_loss: 0.000197122 | Time: 1634.14 ms
[2020-12-18 03:02:16	                main:581]	:	INFO	:	Epoch 937 | loss: 0.000180033 | val_loss: 0.000197532 | Time: 1629.13 ms
[2020-12-18 03:02:17	                main:581]	:	INFO	:	Epoch 938 | loss: 0.000180196 | val_loss: 0.000195055 | Time: 1629.36 ms
[2020-12-18 03:02:19	                main:581]	:	INFO	:	Epoch 939 | loss: 0.000179186 | val_loss: 0.000194222 | Time: 1632.48 ms
[2020-12-18 03:02:20	                main:581]	:	INFO	:	Epoch 940 | loss: 0.000178403 | val_loss: 0.000199966 | Time: 1629.09 ms
[2020-12-18 03:02:22	                main:581]	:	INFO	:	Epoch 941 | loss: 0.000196143 | val_loss: 0.000212459 | Time: 1637.73 ms
[2020-12-18 03:02:24	                main:581]	:	INFO	:	Epoch 942 | loss: 0.000182733 | val_loss: 0.000195468 | Time: 1636.1 ms
[2020-12-18 03:02:25	                main:581]	:	INFO	:	Epoch 943 | loss: 0.000178546 | val_loss: 0.000193241 | Time: 1645.73 ms
[2020-12-18 03:02:27	                main:581]	:	INFO	:	Epoch 944 | loss: 0.000176596 | val_loss: 0.000194391 | Time: 1645.73 ms
[2020-12-18 03:02:29	                main:581]	:	INFO	:	Epoch 945 | loss: 0.000176924 | val_loss: 0.000196226 | Time: 1626.52 ms
[2020-12-18 03:02:30	                main:581]	:	INFO	:	Epoch 946 | loss: 0.000180393 | val_loss: 0.000193155 | Time: 1630.18 ms
[2020-12-18 03:02:32	                main:581]	:	INFO	:	Epoch 947 | loss: 0.000186135 | val_loss: 0.000196285 | Time: 1644.68 ms
[2020-12-18 03:02:34	                main:581]	:	INFO	:	Epoch 948 | loss: 0.000179178 | val_loss: 0.000193448 | Time: 1637.37 ms
[2020-12-18 03:02:35	                main:581]	:	INFO	:	Epoch 949 | loss: 0.000177167 | val_loss: 0.000193316 | Time: 1640.43 ms
[2020-12-18 03:02:37	                main:581]	:	INFO	:	Epoch 950 | loss: 0.000177766 | val_loss: 0.000194238 | Time: 1649.06 ms
[2020-12-18 03:02:38	                main:581]	:	INFO	:	Epoch 951 | loss: 0.000180227 | val_loss: 0.000198621 | Time: 1631.5 ms
[2020-12-18 03:02:40	                main:581]	:	INFO	:	Epoch 952 | loss: 0.000181878 | val_loss: 0.000198421 | Time: 1623.38 ms
[2020-12-18 03:02:42	                main:581]	:	INFO	:	Epoch 953 | loss: 0.000180029 | val_loss: 0.000196273 | Time: 1623.71 ms
[2020-12-18 03:02:43	                main:581]	:	INFO	:	Epoch 954 | loss: 0.000180242 | val_loss: 0.000232313 | Time: 1625.2 ms
[2020-12-18 03:02:45	                main:581]	:	INFO	:	Epoch 955 | loss: 0.000237913 | val_loss: 0.000207651 | Time: 1624.43 ms
[2020-12-18 03:02:47	                main:581]	:	INFO	:	Epoch 956 | loss: 0.000187416 | val_loss: 0.000198392 | Time: 1626.47 ms
[2020-12-18 03:02:48	                main:581]	:	INFO	:	Epoch 957 | loss: 0.000178189 | val_loss: 0.000193493 | Time: 1638.17 ms
[2020-12-18 03:02:50	                main:581]	:	INFO	:	Epoch 958 | loss: 0.000176471 | val_loss: 0.000193949 | Time: 1652.15 ms
[2020-12-18 03:02:52	                main:581]	:	INFO	:	Epoch 959 | loss: 0.000176292 | val_loss: 0.000193595 | Time: 1653.28 ms
[2020-12-18 03:02:53	                main:581]	:	INFO	:	Epoch 960 | loss: 0.000176903 | val_loss: 0.000194314 | Time: 1654.56 ms
[2020-12-18 03:02:55	                main:581]	:	INFO	:	Epoch 961 | loss: 0.000177248 | val_loss: 0.000192817 | Time: 1644.85 ms
[2020-12-18 03:02:56	                main:581]	:	INFO	:	Epoch 962 | loss: 0.000177717 | val_loss: 0.000194724 | Time: 1652.05 ms
[2020-12-18 03:02:58	                main:581]	:	INFO	:	Epoch 963 | loss: 0.000176857 | val_loss: 0.000193016 | Time: 1644.1 ms
[2020-12-18 03:03:00	                main:581]	:	INFO	:	Epoch 964 | loss: 0.000176701 | val_loss: 0.00019283 | Time: 1649.33 ms
[2020-12-18 03:03:01	                main:581]	:	INFO	:	Epoch 965 | loss: 0.000176243 | val_loss: 0.000193519 | Time: 1660.03 ms
[2020-12-18 03:03:03	                main:581]	:	INFO	:	Epoch 966 | loss: 0.000177426 | val_loss: 0.000197178 | Time: 1651.08 ms
[2020-12-18 03:03:05	                main:581]	:	INFO	:	Epoch 967 | loss: 0.000184478 | val_loss: 0.000207971 | Time: 1650.64 ms
[2020-12-18 03:03:06	                main:581]	:	INFO	:	Epoch 968 | loss: 0.00018224 | val_loss: 0.000196627 | Time: 1641.16 ms
[2020-12-18 03:03:08	                main:581]	:	INFO	:	Epoch 969 | loss: 0.000178943 | val_loss: 0.000195982 | Time: 1637.5 ms
[2020-12-18 03:03:10	                main:581]	:	INFO	:	Epoch 970 | loss: 0.000180406 | val_loss: 0.000200656 | Time: 1632.96 ms
[2020-12-18 03:03:11	                main:581]	:	INFO	:	Epoch 971 | loss: 0.000204945 | val_loss: 0.000206113 | Time: 1639.29 ms
[2020-12-18 03:03:13	                main:581]	:	INFO	:	Epoch 972 | loss: 0.000184258 | val_loss: 0.000197018 | Time: 1636.97 ms
[2020-12-18 03:03:15	                main:581]	:	INFO	:	Epoch 973 | loss: 0.000178203 | val_loss: 0.000193753 | Time: 1648.35 ms
[2020-12-18 03:03:16	                main:581]	:	INFO	:	Epoch 974 | loss: 0.000177988 | val_loss: 0.000193062 | Time: 1636.9 ms
[2020-12-18 03:03:18	                main:581]	:	INFO	:	Epoch 975 | loss: 0.000176224 | val_loss: 0.00019362 | Time: 1639.31 ms
[2020-12-18 03:03:19	                main:581]	:	INFO	:	Epoch 976 | loss: 0.00017675 | val_loss: 0.000195294 | Time: 1637.51 ms
[2020-12-18 03:03:21	                main:581]	:	INFO	:	Epoch 977 | loss: 0.000183944 | val_loss: 0.00019889 | Time: 1631.49 ms
[2020-12-18 03:03:23	                main:581]	:	INFO	:	Epoch 978 | loss: 0.000183556 | val_loss: 0.000197132 | Time: 1620.31 ms
[2020-12-18 03:03:24	                main:581]	:	INFO	:	Epoch 979 | loss: 0.000179465 | val_loss: 0.000198331 | Time: 1615.67 ms
[2020-12-18 03:03:26	                main:581]	:	INFO	:	Epoch 980 | loss: 0.000178358 | val_loss: 0.000194656 | Time: 1620.15 ms
[2020-12-18 03:03:28	                main:581]	:	INFO	:	Epoch 981 | loss: 0.000178788 | val_loss: 0.000211511 | Time: 1621.8 ms
[2020-12-18 03:03:29	                main:581]	:	INFO	:	Epoch 982 | loss: 0.000217765 | val_loss: 0.000215548 | Time: 1619.79 ms
[2020-12-18 03:03:31	                main:581]	:	INFO	:	Epoch 983 | loss: 0.000184739 | val_loss: 0.000193296 | Time: 1623.34 ms
[2020-12-18 03:03:32	                main:581]	:	INFO	:	Epoch 984 | loss: 0.000176231 | val_loss: 0.000193273 | Time: 1643.66 ms
[2020-12-18 03:03:34	                main:581]	:	INFO	:	Epoch 985 | loss: 0.000175381 | val_loss: 0.000192203 | Time: 1647.24 ms
[2020-12-18 03:03:36	                main:581]	:	INFO	:	Epoch 986 | loss: 0.000174086 | val_loss: 0.000190951 | Time: 1648.02 ms
[2020-12-18 03:03:37	                main:581]	:	INFO	:	Epoch 987 | loss: 0.000174197 | val_loss: 0.0001919 | Time: 1654.95 ms
[2020-12-18 03:03:39	                main:581]	:	INFO	:	Epoch 988 | loss: 0.000175086 | val_loss: 0.000193997 | Time: 1647.71 ms
[2020-12-18 03:03:41	                main:581]	:	INFO	:	Epoch 989 | loss: 0.000179928 | val_loss: 0.000196072 | Time: 1658.57 ms
[2020-12-18 03:03:42	                main:581]	:	INFO	:	Epoch 990 | loss: 0.000180341 | val_loss: 0.000197786 | Time: 1646.01 ms
[2020-12-18 03:03:44	                main:581]	:	INFO	:	Epoch 991 | loss: 0.000181374 | val_loss: 0.000202267 | Time: 1657 ms
[2020-12-18 03:03:46	                main:581]	:	INFO	:	Epoch 992 | loss: 0.000178812 | val_loss: 0.000197939 | Time: 1643.2 ms
[2020-12-18 03:03:47	                main:581]	:	INFO	:	Epoch 993 | loss: 0.000192178 | val_loss: 0.000201618 | Time: 1635.08 ms
[2020-12-18 03:03:49	                main:581]	:	INFO	:	Epoch 994 | loss: 0.000180639 | val_loss: 0.000195403 | Time: 1636.83 ms
[2020-12-18 03:03:51	                main:581]	:	INFO	:	Epoch 995 | loss: 0.0001776 | val_loss: 0.000196955 | Time: 1640.15 ms
[2020-12-18 03:03:52	                main:581]	:	INFO	:	Epoch 996 | loss: 0.00017674 | val_loss: 0.000195421 | Time: 1638.15 ms
[2020-12-18 03:03:54	                main:581]	:	INFO	:	Epoch 997 | loss: 0.000182541 | val_loss: 0.000211969 | Time: 1635.21 ms
[2020-12-18 03:03:56	                main:581]	:	INFO	:	Epoch 998 | loss: 0.00018732 | val_loss: 0.000196553 | Time: 1639.84 ms
[2020-12-18 03:03:57	                main:581]	:	INFO	:	Epoch 999 | loss: 0.000179104 | val_loss: 0.000193418 | Time: 1636.79 ms
[2020-12-18 03:03:59	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.000175686 | val_loss: 0.00019345 | Time: 1640.76 ms
[2020-12-18 03:04:00	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.000175724 | val_loss: 0.000194393 | Time: 1637.75 ms
[2020-12-18 03:04:02	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.000178384 | val_loss: 0.000202482 | Time: 1630.38 ms
[2020-12-18 03:04:04	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.000189318 | val_loss: 0.000222193 | Time: 1623.35 ms
[2020-12-18 03:04:05	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.000189719 | val_loss: 0.000197725 | Time: 1623.17 ms
[2020-12-18 03:04:07	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.000179253 | val_loss: 0.00019424 | Time: 1623.65 ms
[2020-12-18 03:04:09	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.000176514 | val_loss: 0.000193741 | Time: 1626.19 ms
[2020-12-18 03:04:10	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.000177385 | val_loss: 0.000191603 | Time: 1624.84 ms
[2020-12-18 03:04:12	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.000181074 | val_loss: 0.000215959 | Time: 1641.21 ms
[2020-12-18 03:04:13	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.000190446 | val_loss: 0.000196805 | Time: 1657.51 ms
[2020-12-18 03:04:15	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.000178782 | val_loss: 0.000197473 | Time: 1662.8 ms
[2020-12-18 03:04:17	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.000179273 | val_loss: 0.000197771 | Time: 1654.37 ms
[2020-12-18 03:04:18	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.000178757 | val_loss: 0.000195578 | Time: 1653.54 ms
[2020-12-18 03:04:20	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.00017709 | val_loss: 0.000195038 | Time: 1653.91 ms
[2020-12-18 03:04:22	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.000182774 | val_loss: 0.00019821 | Time: 1655.02 ms
[2020-12-18 03:04:23	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.000179761 | val_loss: 0.000196384 | Time: 1646.48 ms
[2020-12-18 03:04:25	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.000179083 | val_loss: 0.000199007 | Time: 1656.54 ms
[2020-12-18 03:04:27	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.000181064 | val_loss: 0.000196114 | Time: 1643.04 ms
[2020-12-18 03:04:28	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.00019047 | val_loss: 0.000218502 | Time: 1647.86 ms
[2020-12-18 03:04:30	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.000191519 | val_loss: 0.000193937 | Time: 1639.28 ms
[2020-12-18 03:04:32	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.00017726 | val_loss: 0.000194372 | Time: 1651.04 ms
[2020-12-18 03:04:33	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.000174984 | val_loss: 0.000193302 | Time: 1646.42 ms
[2020-12-18 03:04:35	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.000176147 | val_loss: 0.000199949 | Time: 1660.76 ms
[2020-12-18 03:04:37	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.00018229 | val_loss: 0.000201664 | Time: 1654.05 ms
[2020-12-18 03:04:38	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.000185016 | val_loss: 0.0002023 | Time: 1650.84 ms
[2020-12-18 03:04:38	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0002023
[2020-12-18 03:04:38	                main:610]	:	INFO	:	Saving end state to config to file
[2020-12-18 03:04:38	                main:615]	:	INFO	:	Success, exiting..
03:04:38 (2533401): 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)