Task 3162385

Name EightBitModified-1605455982-13010-3_0
Workunit 1461656
Created 2 Dec 2020, 18:52:08 UTC
Sent 4 Dec 2020, 9:15:09 UTC
Report deadline 11 Dec 2020, 9:15:09 UTC
Received 4 Dec 2020, 20:19:33 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 4379
Run time 32 min 26 sec
CPU time 32 min 22 sec
Validate state Valid
Credit 2,080.00
Device peak FLOPS 4,498.73 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.80 (cuda10200)
x86_64-pc-linux-gnu
Peak working set size 2.32 GB
Peak swap size 10.46 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: 0.000106249 | val_loss: 0.000124356 | Time: 1896.97 ms
[2020-12-04 14:35:33	                main:581]	:	INFO	:	Epoch 527 | loss: 0.000106607 | val_loss: 0.000125068 | Time: 1896.29 ms
[2020-12-04 14:35:35	                main:581]	:	INFO	:	Epoch 528 | loss: 0.000106071 | val_loss: 0.000125219 | Time: 1898.05 ms
[2020-12-04 14:35:36	                main:581]	:	INFO	:	Epoch 529 | loss: 0.000106412 | val_loss: 0.000124374 | Time: 1897.76 ms
[2020-12-04 14:35:38	                main:581]	:	INFO	:	Epoch 530 | loss: 0.000106024 | val_loss: 0.000125421 | Time: 1893.41 ms
[2020-12-04 14:35:40	                main:581]	:	INFO	:	Epoch 531 | loss: 0.000106309 | val_loss: 0.000125667 | Time: 1889.99 ms
[2020-12-04 14:35:42	                main:581]	:	INFO	:	Epoch 532 | loss: 0.000106276 | val_loss: 0.000125091 | Time: 1894.21 ms
[2020-12-04 14:35:44	                main:581]	:	INFO	:	Epoch 533 | loss: 0.000106371 | val_loss: 0.000126412 | Time: 1889.97 ms
[2020-12-04 14:35:46	                main:581]	:	INFO	:	Epoch 534 | loss: 0.000107182 | val_loss: 0.000126158 | Time: 1893.6 ms
[2020-12-04 14:35:48	                main:581]	:	INFO	:	Epoch 535 | loss: 0.000106333 | val_loss: 0.000125644 | Time: 1889.88 ms
[2020-12-04 14:35:50	                main:581]	:	INFO	:	Epoch 536 | loss: 0.000106324 | val_loss: 0.00012567 | Time: 1893.97 ms
[2020-12-04 14:35:52	                main:581]	:	INFO	:	Epoch 537 | loss: 0.000109933 | val_loss: 0.000136165 | Time: 1894.07 ms
[2020-12-04 14:35:53	                main:581]	:	INFO	:	Epoch 538 | loss: 0.000116152 | val_loss: 0.000135805 | Time: 1891.86 ms
[2020-12-04 14:35:55	                main:581]	:	INFO	:	Epoch 539 | loss: 0.000109004 | val_loss: 0.000127643 | Time: 1893.55 ms
[2020-12-04 14:35:57	                main:581]	:	INFO	:	Epoch 540 | loss: 0.000107768 | val_loss: 0.000127301 | Time: 1897.5 ms
[2020-12-04 14:35:59	                main:581]	:	INFO	:	Epoch 541 | loss: 0.000106552 | val_loss: 0.000124406 | Time: 1894.21 ms
[2020-12-04 14:36:01	                main:581]	:	INFO	:	Epoch 542 | loss: 0.000106834 | val_loss: 0.000126904 | Time: 1895.03 ms
[2020-12-04 14:36:03	                main:581]	:	INFO	:	Epoch 543 | loss: 0.000107701 | val_loss: 0.000125259 | Time: 1893.89 ms
[2020-12-04 14:36:05	                main:581]	:	INFO	:	Epoch 544 | loss: 0.00010673 | val_loss: 0.000126001 | Time: 1894.18 ms
[2020-12-04 14:36:07	                main:581]	:	INFO	:	Epoch 545 | loss: 0.000113376 | val_loss: 0.000133211 | Time: 1892.69 ms
[2020-12-04 14:36:09	                main:581]	:	INFO	:	Epoch 546 | loss: 0.00010896 | val_loss: 0.000126885 | Time: 1892.54 ms
[2020-12-04 14:36:10	                main:581]	:	INFO	:	Epoch 547 | loss: 0.000107649 | val_loss: 0.00012789 | Time: 1893.37 ms
[2020-12-04 14:36:12	                main:581]	:	INFO	:	Epoch 548 | loss: 0.000107629 | val_loss: 0.000126047 | Time: 1908.81 ms
[2020-12-04 14:36:14	                main:581]	:	INFO	:	Epoch 549 | loss: 0.000107652 | val_loss: 0.000129713 | Time: 2077.61 ms
[2020-12-04 14:36:17	                main:581]	:	INFO	:	Epoch 550 | loss: 0.000109656 | val_loss: 0.000126737 | Time: 2077.55 ms
[2020-12-04 14:36:19	                main:581]	:	INFO	:	Epoch 551 | loss: 0.000108588 | val_loss: 0.000128966 | Time: 2052.1 ms
[2020-12-04 14:36:20	                main:581]	:	INFO	:	Epoch 552 | loss: 0.000108061 | val_loss: 0.000127829 | Time: 1877.8 ms
[2020-12-04 14:36:22	                main:581]	:	INFO	:	Epoch 553 | loss: 0.000108213 | val_loss: 0.000128039 | Time: 1862.1 ms
[2020-12-04 14:36:24	                main:581]	:	INFO	:	Epoch 554 | loss: 0.000116439 | val_loss: 0.000134921 | Time: 1891.31 ms
[2020-12-04 14:36:26	                main:581]	:	INFO	:	Epoch 555 | loss: 0.000111057 | val_loss: 0.00012879 | Time: 1892.66 ms
[2020-12-04 14:36:28	                main:581]	:	INFO	:	Epoch 556 | loss: 0.000107324 | val_loss: 0.00012756 | Time: 1893.38 ms
[2020-12-04 14:36:30	                main:581]	:	INFO	:	Epoch 557 | loss: 0.000107535 | val_loss: 0.000127546 | Time: 1891.07 ms
[2020-12-04 14:36:32	                main:581]	:	INFO	:	Epoch 558 | loss: 0.000113786 | val_loss: 0.000130712 | Time: 1892.12 ms
[2020-12-04 14:36:34	                main:581]	:	INFO	:	Epoch 559 | loss: 0.000109832 | val_loss: 0.000126502 | Time: 1892.64 ms
[2020-12-04 14:36:36	                main:581]	:	INFO	:	Epoch 560 | loss: 0.000107106 | val_loss: 0.000126207 | Time: 1893.16 ms
[2020-12-04 14:36:37	                main:581]	:	INFO	:	Epoch 561 | loss: 0.000106844 | val_loss: 0.000127432 | Time: 1891.59 ms
[2020-12-04 14:36:39	                main:581]	:	INFO	:	Epoch 562 | loss: 0.000108868 | val_loss: 0.000126483 | Time: 1891.41 ms
[2020-12-04 14:36:41	                main:581]	:	INFO	:	Epoch 563 | loss: 0.000106801 | val_loss: 0.00012671 | Time: 1892.07 ms
[2020-12-04 14:36:43	                main:581]	:	INFO	:	Epoch 564 | loss: 0.000110026 | val_loss: 0.00013383 | Time: 1891.85 ms
[2020-12-04 14:36:45	                main:581]	:	INFO	:	Epoch 565 | loss: 0.000128496 | val_loss: 0.000131298 | Time: 1892.33 ms
[2020-12-04 14:36:47	                main:581]	:	INFO	:	Epoch 566 | loss: 0.000113649 | val_loss: 0.000128713 | Time: 1891.4 ms
[2020-12-04 14:36:49	                main:581]	:	INFO	:	Epoch 567 | loss: 0.000108789 | val_loss: 0.000127254 | Time: 1891.7 ms
[2020-12-04 14:36:51	                main:581]	:	INFO	:	Epoch 568 | loss: 0.000107748 | val_loss: 0.000127108 | Time: 1891.35 ms
[2020-12-04 14:36:53	                main:581]	:	INFO	:	Epoch 569 | loss: 0.000108377 | val_loss: 0.00013039 | Time: 1890.02 ms
[2020-12-04 14:36:55	                main:581]	:	INFO	:	Epoch 570 | loss: 0.000112477 | val_loss: 0.000129147 | Time: 1891.51 ms
[2020-12-04 14:36:56	                main:581]	:	INFO	:	Epoch 571 | loss: 0.000107889 | val_loss: 0.000127139 | Time: 1892.56 ms
[2020-12-04 14:36:58	                main:581]	:	INFO	:	Epoch 572 | loss: 0.000107499 | val_loss: 0.000127183 | Time: 1894.1 ms
[2020-12-04 14:37:00	                main:581]	:	INFO	:	Epoch 573 | loss: 0.000108531 | val_loss: 0.000127569 | Time: 1895.43 ms
[2020-12-04 14:37:02	                main:581]	:	INFO	:	Epoch 574 | loss: 0.000109366 | val_loss: 0.000128054 | Time: 1899.91 ms
[2020-12-04 14:37:04	                main:581]	:	INFO	:	Epoch 575 | loss: 0.000109483 | val_loss: 0.000129542 | Time: 1893.47 ms
[2020-12-04 14:37:06	                main:581]	:	INFO	:	Epoch 576 | loss: 0.000108626 | val_loss: 0.000126958 | Time: 1891.47 ms
[2020-12-04 14:37:08	                main:581]	:	INFO	:	Epoch 577 | loss: 0.000108967 | val_loss: 0.000130558 | Time: 1892.54 ms
[2020-12-04 14:37:10	                main:581]	:	INFO	:	Epoch 578 | loss: 0.000114191 | val_loss: 0.000136789 | Time: 1894.91 ms
[2020-12-04 14:37:12	                main:581]	:	INFO	:	Epoch 579 | loss: 0.000115816 | val_loss: 0.000129037 | Time: 1892.87 ms
[2020-12-04 14:37:13	                main:581]	:	INFO	:	Epoch 580 | loss: 0.000109843 | val_loss: 0.000128073 | Time: 1894.44 ms
[2020-12-04 14:37:15	                main:581]	:	INFO	:	Epoch 581 | loss: 0.000109492 | val_loss: 0.000135902 | Time: 1895.45 ms
[2020-12-04 14:37:17	                main:581]	:	INFO	:	Epoch 582 | loss: 0.000116052 | val_loss: 0.000134451 | Time: 1893.13 ms
[2020-12-04 14:37:19	                main:581]	:	INFO	:	Epoch 583 | loss: 0.000110507 | val_loss: 0.000127025 | Time: 1892.36 ms
[2020-12-04 14:37:21	                main:581]	:	INFO	:	Epoch 584 | loss: 0.000110213 | val_loss: 0.000129059 | Time: 1894.42 ms
[2020-12-04 14:37:23	                main:581]	:	INFO	:	Epoch 585 | loss: 0.00010943 | val_loss: 0.00012957 | Time: 1893.47 ms
[2020-12-04 14:37:25	                main:581]	:	INFO	:	Epoch 586 | loss: 0.00011099 | val_loss: 0.000131263 | Time: 1894.93 ms
[2020-12-04 14:37:27	                main:581]	:	INFO	:	Epoch 587 | loss: 0.000112322 | val_loss: 0.000131792 | Time: 1894.61 ms
[2020-12-04 14:37:29	                main:581]	:	INFO	:	Epoch 588 | loss: 0.000110227 | val_loss: 0.000133009 | Time: 1895.43 ms
[2020-12-04 14:37:31	                main:581]	:	INFO	:	Epoch 589 | loss: 0.000129221 | val_loss: 0.000155635 | Time: 1897.87 ms
[2020-12-04 14:37:32	                main:581]	:	INFO	:	Epoch 590 | loss: 0.000134259 | val_loss: 0.000195129 | Time: 1894.63 ms
[2020-12-04 14:37:34	                main:581]	:	INFO	:	Epoch 591 | loss: 0.000141601 | val_loss: 0.000142682 | Time: 1896.86 ms
[2020-12-04 14:37:36	                main:581]	:	INFO	:	Epoch 592 | loss: 0.000136759 | val_loss: 0.000138061 | Time: 1895.15 ms
[2020-12-04 14:37:38	                main:581]	:	INFO	:	Epoch 593 | loss: 0.000120565 | val_loss: 0.000146048 | Time: 1893.33 ms
[2020-12-04 14:37:40	                main:581]	:	INFO	:	Epoch 594 | loss: 0.000110421 | val_loss: 0.0001267 | Time: 1894.24 ms
[2020-12-04 14:37:42	                main:581]	:	INFO	:	Epoch 595 | loss: 0.000108764 | val_loss: 0.000126905 | Time: 1894.02 ms
[2020-12-04 14:37:44	                main:581]	:	INFO	:	Epoch 596 | loss: 0.00010891 | val_loss: 0.000127013 | Time: 1899.34 ms
[2020-12-04 14:37:46	                main:581]	:	INFO	:	Epoch 597 | loss: 0.000108296 | val_loss: 0.000128745 | Time: 1905.05 ms
[2020-12-04 14:37:48	                main:581]	:	INFO	:	Epoch 598 | loss: 0.000113234 | val_loss: 0.000128268 | Time: 1903.96 ms
[2020-12-04 14:37:49	                main:581]	:	INFO	:	Epoch 599 | loss: 0.000109334 | val_loss: 0.000127242 | Time: 1904.96 ms
[2020-12-04 14:37:51	                main:581]	:	INFO	:	Epoch 600 | loss: 0.000108755 | val_loss: 0.000126604 | Time: 1894.72 ms
[2020-12-04 14:37:53	                main:581]	:	INFO	:	Epoch 601 | loss: 0.000108781 | val_loss: 0.000129149 | Time: 1892.32 ms
[2020-12-04 14:37:55	                main:581]	:	INFO	:	Epoch 602 | loss: 0.00011051 | val_loss: 0.000128869 | Time: 1894.45 ms
[2020-12-04 14:37:57	                main:581]	:	INFO	:	Epoch 603 | loss: 0.000111639 | val_loss: 0.00013344 | Time: 1905.47 ms
[2020-12-04 14:37:59	                main:581]	:	INFO	:	Epoch 604 | loss: 0.000112593 | val_loss: 0.000132636 | Time: 1903.73 ms
[2020-12-04 14:38:01	                main:581]	:	INFO	:	Epoch 605 | loss: 0.000114324 | val_loss: 0.000130864 | Time: 1904.63 ms
[2020-12-04 14:38:03	                main:581]	:	INFO	:	Epoch 606 | loss: 0.000111033 | val_loss: 0.000129396 | Time: 1905.26 ms
[2020-12-04 14:38:05	                main:581]	:	INFO	:	Epoch 607 | loss: 0.00011022 | val_loss: 0.000127843 | Time: 1904.62 ms
[2020-12-04 14:38:07	                main:581]	:	INFO	:	Epoch 608 | loss: 0.000108789 | val_loss: 0.000126968 | Time: 1902.53 ms
[2020-12-04 14:38:09	                main:581]	:	INFO	:	Epoch 609 | loss: 0.000109791 | val_loss: 0.000132857 | Time: 1902.74 ms
[2020-12-04 14:38:10	                main:581]	:	INFO	:	Epoch 610 | loss: 0.000114428 | val_loss: 0.000141993 | Time: 1904.46 ms
[2020-12-04 14:38:12	                main:581]	:	INFO	:	Epoch 611 | loss: 0.000119272 | val_loss: 0.000132528 | Time: 1905.6 ms
[2020-12-04 14:38:14	                main:581]	:	INFO	:	Epoch 612 | loss: 0.000110775 | val_loss: 0.000128847 | Time: 1892.46 ms
[2020-12-04 14:38:16	                main:581]	:	INFO	:	Epoch 613 | loss: 0.000111795 | val_loss: 0.00013383 | Time: 1891.83 ms
[2020-12-04 14:38:18	                main:581]	:	INFO	:	Epoch 614 | loss: 0.000113866 | val_loss: 0.000134233 | Time: 1890.89 ms
[2020-12-04 14:38:20	                main:581]	:	INFO	:	Epoch 615 | loss: 0.000116406 | val_loss: 0.000130223 | Time: 1891.16 ms
[2020-12-04 14:38:22	                main:581]	:	INFO	:	Epoch 616 | loss: 0.000111139 | val_loss: 0.000129226 | Time: 1890.41 ms
[2020-12-04 14:38:24	                main:581]	:	INFO	:	Epoch 617 | loss: 0.000111245 | val_loss: 0.000134898 | Time: 1891.39 ms
[2020-12-04 14:38:26	                main:581]	:	INFO	:	Epoch 618 | loss: 0.000114802 | val_loss: 0.000131257 | Time: 1892.24 ms
[2020-12-04 14:38:27	                main:581]	:	INFO	:	Epoch 619 | loss: 0.00011156 | val_loss: 0.00013106 | Time: 1892.29 ms
[2020-12-04 14:38:29	                main:581]	:	INFO	:	Epoch 620 | loss: 0.000115395 | val_loss: 0.00014353 | Time: 1902.52 ms
[2020-12-04 14:38:31	                main:581]	:	INFO	:	Epoch 621 | loss: 0.000116445 | val_loss: 0.000131294 | Time: 1896.63 ms
[2020-12-04 14:38:33	                main:581]	:	INFO	:	Epoch 622 | loss: 0.000111653 | val_loss: 0.000132221 | Time: 1893.1 ms
[2020-12-04 14:38:35	                main:581]	:	INFO	:	Epoch 623 | loss: 0.00011102 | val_loss: 0.000129019 | Time: 1903.11 ms
[2020-12-04 14:38:37	                main:581]	:	INFO	:	Epoch 624 | loss: 0.00011598 | val_loss: 0.000137961 | Time: 1904.6 ms
[2020-12-04 14:38:39	                main:581]	:	INFO	:	Epoch 625 | loss: 0.000115612 | val_loss: 0.000133167 | Time: 1899.49 ms
[2020-12-04 14:38:41	                main:581]	:	INFO	:	Epoch 626 | loss: 0.000113171 | val_loss: 0.000134608 | Time: 1895.68 ms
[2020-12-04 14:38:43	                main:581]	:	INFO	:	Epoch 627 | loss: 0.000110812 | val_loss: 0.000127971 | Time: 1895.35 ms
[2020-12-04 14:38:45	                main:581]	:	INFO	:	Epoch 628 | loss: 0.000112532 | val_loss: 0.000130183 | Time: 1894.91 ms
[2020-12-04 14:38:46	                main:581]	:	INFO	:	Epoch 629 | loss: 0.000109849 | val_loss: 0.000128908 | Time: 1894.44 ms
[2020-12-04 14:38:48	                main:581]	:	INFO	:	Epoch 630 | loss: 0.000113 | val_loss: 0.000134216 | Time: 1897.36 ms
[2020-12-04 14:38:50	                main:581]	:	INFO	:	Epoch 631 | loss: 0.000112574 | val_loss: 0.000131004 | Time: 1901.81 ms
[2020-12-04 14:38:52	                main:581]	:	INFO	:	Epoch 632 | loss: 0.000113025 | val_loss: 0.000136724 | Time: 1904.33 ms
[2020-12-04 14:38:54	                main:581]	:	INFO	:	Epoch 633 | loss: 0.000126067 | val_loss: 0.00014011 | Time: 1903.43 ms
[2020-12-04 14:38:56	                main:581]	:	INFO	:	Epoch 634 | loss: 0.000114356 | val_loss: 0.000130617 | Time: 1902.51 ms
[2020-12-04 14:38:58	                main:581]	:	INFO	:	Epoch 635 | loss: 0.000111106 | val_loss: 0.000130889 | Time: 1892.44 ms
[2020-12-04 14:39:00	                main:581]	:	INFO	:	Epoch 636 | loss: 0.000112001 | val_loss: 0.000130673 | Time: 1892.4 ms
[2020-12-04 14:39:02	                main:581]	:	INFO	:	Epoch 637 | loss: 0.000110722 | val_loss: 0.00012978 | Time: 1891.34 ms
[2020-12-04 14:39:04	                main:581]	:	INFO	:	Epoch 638 | loss: 0.000115958 | val_loss: 0.000140482 | Time: 1891.1 ms
[2020-12-04 14:39:05	                main:581]	:	INFO	:	Epoch 639 | loss: 0.000116158 | val_loss: 0.000129866 | Time: 1890.67 ms
[2020-12-04 14:39:07	                main:581]	:	INFO	:	Epoch 640 | loss: 0.000112905 | val_loss: 0.000133977 | Time: 1891.81 ms
[2020-12-04 14:39:09	                main:581]	:	INFO	:	Epoch 641 | loss: 0.000109798 | val_loss: 0.000128636 | Time: 1891.04 ms
[2020-12-04 14:39:11	                main:581]	:	INFO	:	Epoch 642 | loss: 0.000112166 | val_loss: 0.000133231 | Time: 1891.5 ms
[2020-12-04 14:39:13	                main:581]	:	INFO	:	Epoch 643 | loss: 0.000115781 | val_loss: 0.000132736 | Time: 1891.92 ms
[2020-12-04 14:39:15	                main:581]	:	INFO	:	Epoch 644 | loss: 0.000117615 | val_loss: 0.000130621 | Time: 1892.07 ms
[2020-12-04 14:39:17	                main:581]	:	INFO	:	Epoch 645 | loss: 0.000111751 | val_loss: 0.000133389 | Time: 1891.2 ms
[2020-12-04 14:39:19	                main:581]	:	INFO	:	Epoch 646 | loss: 0.000112985 | val_loss: 0.000129482 | Time: 1893.45 ms
[2020-12-04 14:39:21	                main:581]	:	INFO	:	Epoch 647 | loss: 0.000113771 | val_loss: 0.00013397 | Time: 1891.81 ms
[2020-12-04 14:39:22	                main:581]	:	INFO	:	Epoch 648 | loss: 0.000112497 | val_loss: 0.000129563 | Time: 1892.36 ms
[2020-12-04 14:39:24	                main:581]	:	INFO	:	Epoch 649 | loss: 0.000110706 | val_loss: 0.000139831 | Time: 1893.65 ms
[2020-12-04 14:39:26	                main:581]	:	INFO	:	Epoch 650 | loss: 0.000118964 | val_loss: 0.0001359 | Time: 1894.22 ms
[2020-12-04 14:39:28	                main:581]	:	INFO	:	Epoch 651 | loss: 0.000114321 | val_loss: 0.000131031 | Time: 1892.83 ms
[2020-12-04 14:39:30	                main:581]	:	INFO	:	Epoch 652 | loss: 0.000114966 | val_loss: 0.000136149 | Time: 1893.82 ms
[2020-12-04 14:39:32	                main:581]	:	INFO	:	Epoch 653 | loss: 0.000112455 | val_loss: 0.000134034 | Time: 1892.6 ms
[2020-12-04 14:39:34	                main:581]	:	INFO	:	Epoch 654 | loss: 0.00011423 | val_loss: 0.00013082 | Time: 1891.67 ms
[2020-12-04 14:39:36	                main:581]	:	INFO	:	Epoch 655 | loss: 0.000112385 | val_loss: 0.000131597 | Time: 1898.4 ms
[2020-12-04 14:39:38	                main:581]	:	INFO	:	Epoch 656 | loss: 0.000110428 | val_loss: 0.000129482 | Time: 1897.23 ms
[2020-12-04 14:39:39	                main:581]	:	INFO	:	Epoch 657 | loss: 0.00011281 | val_loss: 0.000138552 | Time: 1897.04 ms
[2020-12-04 14:39:41	                main:581]	:	INFO	:	Epoch 658 | loss: 0.000119512 | val_loss: 0.000135357 | Time: 1894.8 ms
[2020-12-04 14:39:43	                main:581]	:	INFO	:	Epoch 659 | loss: 0.000112554 | val_loss: 0.000130547 | Time: 1895.07 ms
[2020-12-04 14:39:45	                main:581]	:	INFO	:	Epoch 660 | loss: 0.000110976 | val_loss: 0.000131539 | Time: 1895.86 ms
[2020-12-04 14:39:47	                main:581]	:	INFO	:	Epoch 661 | loss: 0.000111721 | val_loss: 0.000130507 | Time: 1892.97 ms
[2020-12-04 14:39:49	                main:581]	:	INFO	:	Epoch 662 | loss: 0.000113887 | val_loss: 0.000136558 | Time: 1890.68 ms
[2020-12-04 14:39:51	                main:581]	:	INFO	:	Epoch 663 | loss: 0.00011439 | val_loss: 0.000134255 | Time: 2067.42 ms
[2020-12-04 14:39:53	                main:581]	:	INFO	:	Epoch 664 | loss: 0.000114148 | val_loss: 0.000135231 | Time: 2078.49 ms
[2020-12-04 14:39:55	                main:581]	:	INFO	:	Epoch 665 | loss: 0.000116303 | val_loss: 0.000139037 | Time: 1985.04 ms
[2020-12-04 14:39:57	                main:581]	:	INFO	:	Epoch 666 | loss: 0.000114076 | val_loss: 0.000129658 | Time: 1886.02 ms
[2020-12-04 14:39:59	                main:581]	:	INFO	:	Epoch 667 | loss: 0.000111577 | val_loss: 0.00013116 | Time: 1888.36 ms
[2020-12-04 14:40:01	                main:581]	:	INFO	:	Epoch 668 | loss: 0.000114141 | val_loss: 0.000139834 | Time: 1894.33 ms
[2020-12-04 14:40:03	                main:581]	:	INFO	:	Epoch 669 | loss: 0.000116996 | val_loss: 0.000132024 | Time: 1892.05 ms
[2020-12-04 14:40:05	                main:581]	:	INFO	:	Epoch 670 | loss: 0.000112542 | val_loss: 0.000135843 | Time: 1893.98 ms
[2020-12-04 14:40:06	                main:581]	:	INFO	:	Epoch 671 | loss: 0.000113734 | val_loss: 0.000132876 | Time: 1891.41 ms
[2020-12-04 14:40:08	                main:581]	:	INFO	:	Epoch 672 | loss: 0.000111112 | val_loss: 0.000131803 | Time: 1894.83 ms
[2020-12-04 14:40:10	                main:581]	:	INFO	:	Epoch 673 | loss: 0.000119859 | val_loss: 0.000147553 | Time: 1897.54 ms
[2020-12-04 14:40:12	                main:581]	:	INFO	:	Epoch 674 | loss: 0.000118446 | val_loss: 0.000132684 | Time: 1896.4 ms
[2020-12-04 14:40:14	                main:581]	:	INFO	:	Epoch 675 | loss: 0.000110157 | val_loss: 0.000130201 | Time: 1893.44 ms
[2020-12-04 14:40:16	                main:581]	:	INFO	:	Epoch 676 | loss: 0.00011299 | val_loss: 0.000131392 | Time: 1892.91 ms
[2020-12-04 14:40:18	                main:581]	:	INFO	:	Epoch 677 | loss: 0.000110754 | val_loss: 0.000130653 | Time: 1892.91 ms
[2020-12-04 14:40:20	                main:581]	:	INFO	:	Epoch 678 | loss: 0.000112341 | val_loss: 0.000133323 | Time: 1894.5 ms
[2020-12-04 14:40:22	                main:581]	:	INFO	:	Epoch 679 | loss: 0.000112255 | val_loss: 0.000130367 | Time: 1894.71 ms
[2020-12-04 14:40:23	                main:581]	:	INFO	:	Epoch 680 | loss: 0.000112681 | val_loss: 0.000136796 | Time: 1893.86 ms
[2020-12-04 14:40:25	                main:581]	:	INFO	:	Epoch 681 | loss: 0.000118095 | val_loss: 0.000141181 | Time: 1893.39 ms
[2020-12-04 14:40:27	                main:581]	:	INFO	:	Epoch 682 | loss: 0.000120977 | val_loss: 0.000134302 | Time: 1893.99 ms
[2020-12-04 14:40:29	                main:581]	:	INFO	:	Epoch 683 | loss: 0.00011274 | val_loss: 0.000130071 | Time: 1893.62 ms
[2020-12-04 14:40:31	                main:581]	:	INFO	:	Epoch 684 | loss: 0.000110372 | val_loss: 0.000130598 | Time: 1893.71 ms
[2020-12-04 14:40:33	                main:581]	:	INFO	:	Epoch 685 | loss: 0.000114891 | val_loss: 0.000140276 | Time: 1892.18 ms
[2020-12-04 14:40:35	                main:581]	:	INFO	:	Epoch 686 | loss: 0.000115932 | val_loss: 0.000132405 | Time: 1901.04 ms
[2020-12-04 14:40:37	                main:581]	:	INFO	:	Epoch 687 | loss: 0.000112771 | val_loss: 0.000130677 | Time: 1905.91 ms
[2020-12-04 14:40:39	                main:581]	:	INFO	:	Epoch 688 | loss: 0.000112021 | val_loss: 0.000133804 | Time: 1907.85 ms
[2020-12-04 14:40:41	                main:581]	:	INFO	:	Epoch 689 | loss: 0.000112851 | val_loss: 0.000133443 | Time: 1905.38 ms
[2020-12-04 14:40:42	                main:581]	:	INFO	:	Epoch 690 | loss: 0.000117491 | val_loss: 0.00013724 | Time: 1906.04 ms
[2020-12-04 14:40:44	                main:581]	:	INFO	:	Epoch 691 | loss: 0.000115034 | val_loss: 0.000131467 | Time: 1900.76 ms
[2020-12-04 14:40:46	                main:581]	:	INFO	:	Epoch 692 | loss: 0.000112599 | val_loss: 0.000134504 | Time: 1900.77 ms
[2020-12-04 14:40:48	                main:581]	:	INFO	:	Epoch 693 | loss: 0.000112051 | val_loss: 0.000131543 | Time: 1903.34 ms
[2020-12-04 14:40:50	                main:581]	:	INFO	:	Epoch 694 | loss: 0.000113904 | val_loss: 0.000138922 | Time: 1902.08 ms
[2020-12-04 14:40:52	                main:581]	:	INFO	:	Epoch 695 | loss: 0.000118199 | val_loss: 0.000132624 | Time: 1899.7 ms
[2020-12-04 14:40:54	                main:581]	:	INFO	:	Epoch 696 | loss: 0.000113532 | val_loss: 0.000131692 | Time: 1902.96 ms
[2020-12-04 14:40:56	                main:581]	:	INFO	:	Epoch 697 | loss: 0.000112189 | val_loss: 0.000129244 | Time: 1901.88 ms
[2020-12-04 14:40:58	                main:581]	:	INFO	:	Epoch 698 | loss: 0.000113982 | val_loss: 0.000133296 | Time: 1899.39 ms
[2020-12-04 14:41:00	                main:581]	:	INFO	:	Epoch 699 | loss: 0.00011095 | val_loss: 0.000132926 | Time: 1902.75 ms
[2020-12-04 14:41:01	                main:581]	:	INFO	:	Epoch 700 | loss: 0.00011625 | val_loss: 0.000134437 | Time: 1899.64 ms
[2020-12-04 14:41:03	                main:581]	:	INFO	:	Epoch 701 | loss: 0.000115469 | val_loss: 0.000132567 | Time: 1900.6 ms
[2020-12-04 14:41:05	                main:581]	:	INFO	:	Epoch 702 | loss: 0.000112286 | val_loss: 0.000135916 | Time: 1899.15 ms
[2020-12-04 14:41:07	                main:581]	:	INFO	:	Epoch 703 | loss: 0.000114183 | val_loss: 0.000133914 | Time: 1898.63 ms
[2020-12-04 14:41:09	                main:581]	:	INFO	:	Epoch 704 | loss: 0.000112636 | val_loss: 0.000135146 | Time: 1895.5 ms
[2020-12-04 14:41:11	                main:581]	:	INFO	:	Epoch 705 | loss: 0.000115076 | val_loss: 0.000131605 | Time: 1893.14 ms
[2020-12-04 14:41:13	                main:581]	:	INFO	:	Epoch 706 | loss: 0.000114314 | val_loss: 0.000132046 | Time: 1893.54 ms
[2020-12-04 14:41:15	                main:581]	:	INFO	:	Epoch 707 | loss: 0.000116759 | val_loss: 0.000137683 | Time: 1893.76 ms
[2020-12-04 14:41:17	                main:581]	:	INFO	:	Epoch 708 | loss: 0.000113479 | val_loss: 0.000131079 | Time: 1893.15 ms
[2020-12-04 14:41:19	                main:581]	:	INFO	:	Epoch 709 | loss: 0.000111836 | val_loss: 0.000131929 | Time: 1894.21 ms
[2020-12-04 14:41:20	                main:581]	:	INFO	:	Epoch 710 | loss: 0.000112365 | val_loss: 0.000135226 | Time: 1893.84 ms
[2020-12-04 14:41:22	                main:581]	:	INFO	:	Epoch 711 | loss: 0.000121408 | val_loss: 0.000139449 | Time: 1901.71 ms
[2020-12-04 14:41:24	                main:581]	:	INFO	:	Epoch 712 | loss: 0.000114732 | val_loss: 0.000135775 | Time: 1896.53 ms
[2020-12-04 14:41:26	                main:581]	:	INFO	:	Epoch 713 | loss: 0.000113934 | val_loss: 0.000132494 | Time: 1893.05 ms
[2020-12-04 14:41:28	                main:581]	:	INFO	:	Epoch 714 | loss: 0.000112584 | val_loss: 0.00013127 | Time: 1897.24 ms
[2020-12-04 14:41:30	                main:581]	:	INFO	:	Epoch 715 | loss: 0.000112316 | val_loss: 0.000130854 | Time: 1892.75 ms
[2020-12-04 14:41:32	                main:581]	:	INFO	:	Epoch 716 | loss: 0.000109756 | val_loss: 0.000130614 | Time: 1890.82 ms
[2020-12-04 14:41:34	                main:581]	:	INFO	:	Epoch 717 | loss: 0.000113977 | val_loss: 0.000141489 | Time: 1889.79 ms
[2020-12-04 14:41:36	                main:581]	:	INFO	:	Epoch 718 | loss: 0.000115906 | val_loss: 0.000134276 | Time: 1891.65 ms
[2020-12-04 14:41:37	                main:581]	:	INFO	:	Epoch 719 | loss: 0.000114372 | val_loss: 0.000136278 | Time: 1892.06 ms
[2020-12-04 14:41:39	                main:581]	:	INFO	:	Epoch 720 | loss: 0.00011692 | val_loss: 0.000138818 | Time: 1892.86 ms
[2020-12-04 14:41:41	                main:581]	:	INFO	:	Epoch 721 | loss: 0.000113166 | val_loss: 0.000128862 | Time: 1890.31 ms
[2020-12-04 14:41:43	                main:581]	:	INFO	:	Epoch 722 | loss: 0.000110045 | val_loss: 0.000129778 | Time: 1892.34 ms
[2020-12-04 14:41:45	                main:581]	:	INFO	:	Epoch 723 | loss: 0.000112485 | val_loss: 0.000130918 | Time: 1891.15 ms
[2020-12-04 14:41:47	                main:581]	:	INFO	:	Epoch 724 | loss: 0.000115408 | val_loss: 0.000138047 | Time: 1892.86 ms
[2020-12-04 14:41:49	                main:581]	:	INFO	:	Epoch 725 | loss: 0.000115942 | val_loss: 0.000133238 | Time: 1892.48 ms
[2020-12-04 14:41:51	                main:581]	:	INFO	:	Epoch 726 | loss: 0.000114538 | val_loss: 0.000138723 | Time: 1893.52 ms
[2020-12-04 14:41:53	                main:581]	:	INFO	:	Epoch 727 | loss: 0.000115361 | val_loss: 0.000132164 | Time: 1894.12 ms
[2020-12-04 14:41:55	                main:581]	:	INFO	:	Epoch 728 | loss: 0.000111541 | val_loss: 0.00013879 | Time: 1899.69 ms
[2020-12-04 14:41:56	                main:581]	:	INFO	:	Epoch 729 | loss: 0.000112768 | val_loss: 0.000133306 | Time: 1897.17 ms
[2020-12-04 14:41:58	                main:581]	:	INFO	:	Epoch 730 | loss: 0.000112683 | val_loss: 0.000131403 | Time: 1894.53 ms
[2020-12-04 14:42:00	                main:581]	:	INFO	:	Epoch 731 | loss: 0.000111978 | val_loss: 0.000135104 | Time: 1895.01 ms
[2020-12-04 14:42:02	                main:581]	:	INFO	:	Epoch 732 | loss: 0.000113445 | val_loss: 0.000135478 | Time: 1894.97 ms
[2020-12-04 14:42:04	                main:581]	:	INFO	:	Epoch 733 | loss: 0.00011892 | val_loss: 0.000154736 | Time: 1894.38 ms
[2020-12-04 14:42:06	                main:581]	:	INFO	:	Epoch 734 | loss: 0.000120277 | val_loss: 0.000137116 | Time: 1890.73 ms
[2020-12-04 14:42:08	                main:581]	:	INFO	:	Epoch 735 | loss: 0.00011436 | val_loss: 0.000132859 | Time: 1893.57 ms
[2020-12-04 14:42:10	                main:581]	:	INFO	:	Epoch 736 | loss: 0.000112845 | val_loss: 0.000128787 | Time: 1894.62 ms
[2020-12-04 14:42:12	                main:581]	:	INFO	:	Epoch 737 | loss: 0.000110631 | val_loss: 0.000135323 | Time: 1892.13 ms
[2020-12-04 14:42:13	                main:581]	:	INFO	:	Epoch 738 | loss: 0.000117638 | val_loss: 0.00013578 | Time: 1892.5 ms
[2020-12-04 14:42:15	                main:581]	:	INFO	:	Epoch 739 | loss: 0.000114781 | val_loss: 0.000137426 | Time: 1897.48 ms
[2020-12-04 14:42:17	                main:581]	:	INFO	:	Epoch 740 | loss: 0.000112714 | val_loss: 0.000130756 | Time: 1894.18 ms
[2020-12-04 14:42:19	                main:581]	:	INFO	:	Epoch 741 | loss: 0.000112754 | val_loss: 0.000133295 | Time: 1894.03 ms
[2020-12-04 14:42:21	                main:581]	:	INFO	:	Epoch 742 | loss: 0.000111183 | val_loss: 0.000134602 | Time: 1893.93 ms
[2020-12-04 14:42:23	                main:581]	:	INFO	:	Epoch 743 | loss: 0.000113723 | val_loss: 0.000135728 | Time: 1893.17 ms
[2020-12-04 14:42:25	                main:581]	:	INFO	:	Epoch 744 | loss: 0.000111276 | val_loss: 0.000129398 | Time: 1892.98 ms
[2020-12-04 14:42:27	                main:581]	:	INFO	:	Epoch 745 | loss: 0.000111395 | val_loss: 0.000136694 | Time: 1892.09 ms
[2020-12-04 14:42:29	                main:581]	:	INFO	:	Epoch 746 | loss: 0.000119262 | val_loss: 0.000132511 | Time: 1891.62 ms
[2020-12-04 14:42:31	                main:581]	:	INFO	:	Epoch 747 | loss: 0.000111907 | val_loss: 0.000133998 | Time: 1892.19 ms
[2020-12-04 14:42:32	                main:581]	:	INFO	:	Epoch 748 | loss: 0.000115743 | val_loss: 0.000135087 | Time: 1891.64 ms
[2020-12-04 14:42:34	                main:581]	:	INFO	:	Epoch 749 | loss: 0.000115425 | val_loss: 0.000133339 | Time: 1893.41 ms
[2020-12-04 14:42:36	                main:581]	:	INFO	:	Epoch 750 | loss: 0.0001119 | val_loss: 0.000130958 | Time: 1894.36 ms
[2020-12-04 14:42:38	                main:581]	:	INFO	:	Epoch 751 | loss: 0.00011264 | val_loss: 0.000129856 | Time: 1895.56 ms
[2020-12-04 14:42:40	                main:581]	:	INFO	:	Epoch 752 | loss: 0.000116289 | val_loss: 0.000135927 | Time: 1904.96 ms
[2020-12-04 14:42:42	                main:581]	:	INFO	:	Epoch 753 | loss: 0.000112445 | val_loss: 0.000130728 | Time: 1905.51 ms
[2020-12-04 14:42:44	                main:581]	:	INFO	:	Epoch 754 | loss: 0.000111905 | val_loss: 0.000133884 | Time: 1900.94 ms
[2020-12-04 14:42:46	                main:581]	:	INFO	:	Epoch 755 | loss: 0.000119572 | val_loss: 0.000131542 | Time: 1891.83 ms
[2020-12-04 14:42:48	                main:581]	:	INFO	:	Epoch 756 | loss: 0.000110827 | val_loss: 0.000130349 | Time: 1893 ms
[2020-12-04 14:42:49	                main:581]	:	INFO	:	Epoch 757 | loss: 0.000110499 | val_loss: 0.000131966 | Time: 1895.29 ms
[2020-12-04 14:42:51	                main:581]	:	INFO	:	Epoch 758 | loss: 0.000112104 | val_loss: 0.000132904 | Time: 1898.27 ms
[2020-12-04 14:42:53	                main:581]	:	INFO	:	Epoch 759 | loss: 0.000112856 | val_loss: 0.000135232 | Time: 1897.96 ms
[2020-12-04 14:42:55	                main:581]	:	INFO	:	Epoch 760 | loss: 0.000114415 | val_loss: 0.000131508 | Time: 1895.86 ms
[2020-12-04 14:42:57	                main:581]	:	INFO	:	Epoch 761 | loss: 0.000114945 | val_loss: 0.000138343 | Time: 1896.11 ms
[2020-12-04 14:42:59	                main:581]	:	INFO	:	Epoch 762 | loss: 0.000117312 | val_loss: 0.000134404 | Time: 1897.76 ms
[2020-12-04 14:43:01	                main:581]	:	INFO	:	Epoch 763 | loss: 0.000112922 | val_loss: 0.000133193 | Time: 1896.59 ms
[2020-12-04 14:43:03	                main:581]	:	INFO	:	Epoch 764 | loss: 0.000112126 | val_loss: 0.000131944 | Time: 1892.5 ms
[2020-12-04 14:43:05	                main:581]	:	INFO	:	Epoch 765 | loss: 0.000119382 | val_loss: 0.000134771 | Time: 1891.77 ms
[2020-12-04 14:43:07	                main:581]	:	INFO	:	Epoch 766 | loss: 0.00011267 | val_loss: 0.000131264 | Time: 1890.99 ms
[2020-12-04 14:43:08	                main:581]	:	INFO	:	Epoch 767 | loss: 0.000112667 | val_loss: 0.000133658 | Time: 1891.11 ms
[2020-12-04 14:43:10	                main:581]	:	INFO	:	Epoch 768 | loss: 0.000114245 | val_loss: 0.000143223 | Time: 1891.34 ms
[2020-12-04 14:43:12	                main:581]	:	INFO	:	Epoch 769 | loss: 0.000117225 | val_loss: 0.000131857 | Time: 1890.96 ms
[2020-12-04 14:43:14	                main:581]	:	INFO	:	Epoch 770 | loss: 0.000109212 | val_loss: 0.000129591 | Time: 1892.36 ms
[2020-12-04 14:43:16	                main:581]	:	INFO	:	Epoch 771 | loss: 0.000115235 | val_loss: 0.000146624 | Time: 1892.44 ms
[2020-12-04 14:43:18	                main:581]	:	INFO	:	Epoch 772 | loss: 0.000119071 | val_loss: 0.00013987 | Time: 1890.97 ms
[2020-12-04 14:43:20	                main:581]	:	INFO	:	Epoch 773 | loss: 0.00011469 | val_loss: 0.000138555 | Time: 1890.52 ms
[2020-12-04 14:43:22	                main:581]	:	INFO	:	Epoch 774 | loss: 0.000115094 | val_loss: 0.00013536 | Time: 1895.95 ms
[2020-12-04 14:43:24	                main:581]	:	INFO	:	Epoch 775 | loss: 0.000115394 | val_loss: 0.000132663 | Time: 1901.62 ms
[2020-12-04 14:43:25	                main:581]	:	INFO	:	Epoch 776 | loss: 0.000114788 | val_loss: 0.000132639 | Time: 1893.97 ms
[2020-12-04 14:43:27	                main:581]	:	INFO	:	Epoch 777 | loss: 0.000111454 | val_loss: 0.000130495 | Time: 1892.93 ms
[2020-12-04 14:43:29	                main:581]	:	INFO	:	Epoch 778 | loss: 0.000111833 | val_loss: 0.000130942 | Time: 1891.37 ms
[2020-12-04 14:43:31	                main:581]	:	INFO	:	Epoch 779 | loss: 0.000113708 | val_loss: 0.000130814 | Time: 1891.88 ms
[2020-12-04 14:43:33	                main:581]	:	INFO	:	Epoch 780 | loss: 0.000113589 | val_loss: 0.000134314 | Time: 1892.02 ms
[2020-12-04 14:43:35	                main:581]	:	INFO	:	Epoch 781 | loss: 0.000119378 | val_loss: 0.000154578 | Time: 1892.67 ms
[2020-12-04 14:43:37	                main:581]	:	INFO	:	Epoch 782 | loss: 0.000118149 | val_loss: 0.000132994 | Time: 1893.61 ms
[2020-12-04 14:43:39	                main:581]	:	INFO	:	Epoch 783 | loss: 0.000112191 | val_loss: 0.000129248 | Time: 1893.48 ms
[2020-12-04 14:43:41	                main:581]	:	INFO	:	Epoch 784 | loss: 0.00011312 | val_loss: 0.0001332 | Time: 1895.12 ms
[2020-12-04 14:43:43	                main:581]	:	INFO	:	Epoch 785 | loss: 0.00011461 | val_loss: 0.000129187 | Time: 1894.94 ms
[2020-12-04 14:43:44	                main:581]	:	INFO	:	Epoch 786 | loss: 0.000109929 | val_loss: 0.000129934 | Time: 1890.78 ms
[2020-12-04 14:43:46	                main:581]	:	INFO	:	Epoch 787 | loss: 0.000115764 | val_loss: 0.000133641 | Time: 1892.78 ms
[2020-12-04 14:43:48	                main:581]	:	INFO	:	Epoch 788 | loss: 0.000112666 | val_loss: 0.000129643 | Time: 1893.8 ms
[2020-12-04 14:43:50	                main:581]	:	INFO	:	Epoch 789 | loss: 0.000112917 | val_loss: 0.00013955 | Time: 1900.75 ms
[2020-12-04 14:43:52	                main:581]	:	INFO	:	Epoch 790 | loss: 0.000116641 | val_loss: 0.000135067 | Time: 1898.89 ms
[2020-12-04 14:43:54	                main:581]	:	INFO	:	Epoch 791 | loss: 0.000111295 | val_loss: 0.000129781 | Time: 1897.41 ms
[2020-12-04 14:43:56	                main:581]	:	INFO	:	Epoch 792 | loss: 0.000111935 | val_loss: 0.000136046 | Time: 1901.62 ms
[2020-12-04 14:43:58	                main:581]	:	INFO	:	Epoch 793 | loss: 0.000114545 | val_loss: 0.000136315 | Time: 1897.32 ms
[2020-12-04 14:44:00	                main:581]	:	INFO	:	Epoch 794 | loss: 0.000118477 | val_loss: 0.000133966 | Time: 1893.09 ms
[2020-12-04 14:44:01	                main:581]	:	INFO	:	Epoch 795 | loss: 0.000113869 | val_loss: 0.000132417 | Time: 1895.05 ms
[2020-12-04 14:44:03	                main:581]	:	INFO	:	Epoch 796 | loss: 0.000110601 | val_loss: 0.00013158 | Time: 1898.61 ms
[2020-12-04 14:44:05	                main:581]	:	INFO	:	Epoch 797 | loss: 0.000114263 | val_loss: 0.00013992 | Time: 1902.8 ms
[2020-12-04 14:44:07	                main:581]	:	INFO	:	Epoch 798 | loss: 0.000117832 | val_loss: 0.000137059 | Time: 1902.55 ms
[2020-12-04 14:44:09	                main:581]	:	INFO	:	Epoch 799 | loss: 0.00011422 | val_loss: 0.00013034 | Time: 1895.56 ms
[2020-12-04 14:44:11	                main:581]	:	INFO	:	Epoch 800 | loss: 0.000113622 | val_loss: 0.00013415 | Time: 1895.63 ms
[2020-12-04 14:44:13	                main:581]	:	INFO	:	Epoch 801 | loss: 0.00011532 | val_loss: 0.000136359 | Time: 1900.24 ms
[2020-12-04 14:44:15	                main:581]	:	INFO	:	Epoch 802 | loss: 0.000112913 | val_loss: 0.000140525 | Time: 1895 ms
[2020-12-04 14:44:17	                main:581]	:	INFO	:	Epoch 803 | loss: 0.000116275 | val_loss: 0.000141024 | Time: 1893.77 ms
[2020-12-04 14:44:19	                main:581]	:	INFO	:	Epoch 804 | loss: 0.000115903 | val_loss: 0.000131747 | Time: 1901.38 ms
[2020-12-04 14:44:20	                main:581]	:	INFO	:	Epoch 805 | loss: 0.000114046 | val_loss: 0.000134007 | Time: 1900.72 ms
[2020-12-04 14:44:22	                main:581]	:	INFO	:	Epoch 806 | loss: 0.000114834 | val_loss: 0.000131251 | Time: 1901.43 ms
[2020-12-04 14:44:24	                main:581]	:	INFO	:	Epoch 807 | loss: 0.000112806 | val_loss: 0.00013029 | Time: 1897.9 ms
[2020-12-04 14:44:26	                main:581]	:	INFO	:	Epoch 808 | loss: 0.000112565 | val_loss: 0.000135225 | Time: 1894.81 ms
[2020-12-04 14:44:28	                main:581]	:	INFO	:	Epoch 809 | loss: 0.000114251 | val_loss: 0.000132561 | Time: 1896.71 ms
[2020-12-04 14:44:30	                main:581]	:	INFO	:	Epoch 810 | loss: 0.000110662 | val_loss: 0.000131568 | Time: 1896.87 ms
[2020-12-04 14:44:32	                main:581]	:	INFO	:	Epoch 811 | loss: 0.000111815 | val_loss: 0.000133242 | Time: 1894.81 ms
[2020-12-04 14:44:34	                main:581]	:	INFO	:	Epoch 812 | loss: 0.000112852 | val_loss: 0.000136892 | Time: 1891.99 ms
[2020-12-04 14:44:36	                main:581]	:	INFO	:	Epoch 813 | loss: 0.000115956 | val_loss: 0.000137676 | Time: 1892.5 ms
[2020-12-04 14:44:38	                main:581]	:	INFO	:	Epoch 814 | loss: 0.000115632 | val_loss: 0.000132645 | Time: 1899.02 ms
[2020-12-04 14:44:39	                main:581]	:	INFO	:	Epoch 815 | loss: 0.000113273 | val_loss: 0.000136899 | Time: 1903.53 ms
[2020-12-04 14:44:41	                main:581]	:	INFO	:	Epoch 816 | loss: 0.000120874 | val_loss: 0.000138602 | Time: 1897.59 ms
[2020-12-04 14:44:43	                main:581]	:	INFO	:	Epoch 817 | loss: 0.000115721 | val_loss: 0.000132594 | Time: 1896.62 ms
[2020-12-04 14:44:45	                main:581]	:	INFO	:	Epoch 818 | loss: 0.000112682 | val_loss: 0.000130677 | Time: 1899.56 ms
[2020-12-04 14:44:47	                main:581]	:	INFO	:	Epoch 819 | loss: 0.000110556 | val_loss: 0.000128257 | Time: 1901.31 ms
[2020-12-04 14:44:49	                main:581]	:	INFO	:	Epoch 820 | loss: 0.000112101 | val_loss: 0.000132676 | Time: 1898.42 ms
[2020-12-04 14:44:51	                main:581]	:	INFO	:	Epoch 821 | loss: 0.000115645 | val_loss: 0.000137448 | Time: 1892.54 ms
[2020-12-04 14:44:53	                main:581]	:	INFO	:	Epoch 822 | loss: 0.000114507 | val_loss: 0.000133189 | Time: 1893.07 ms
[2020-12-04 14:44:55	                main:581]	:	INFO	:	Epoch 823 | loss: 0.000110146 | val_loss: 0.000131038 | Time: 1894.05 ms
[2020-12-04 14:44:57	                main:581]	:	INFO	:	Epoch 824 | loss: 0.000115245 | val_loss: 0.000143299 | Time: 1891.79 ms
[2020-12-04 14:44:58	                main:581]	:	INFO	:	Epoch 825 | loss: 0.000119818 | val_loss: 0.000132426 | Time: 1897.32 ms
[2020-12-04 14:45:00	                main:581]	:	INFO	:	Epoch 826 | loss: 0.000112982 | val_loss: 0.000132379 | Time: 1893.97 ms
[2020-12-04 14:45:02	                main:581]	:	INFO	:	Epoch 827 | loss: 0.000111356 | val_loss: 0.000132183 | Time: 1893.65 ms
[2020-12-04 14:45:04	                main:581]	:	INFO	:	Epoch 828 | loss: 0.000111158 | val_loss: 0.000131439 | Time: 1892.72 ms
[2020-12-04 14:45:06	                main:581]	:	INFO	:	Epoch 829 | loss: 0.000112227 | val_loss: 0.000133431 | Time: 1897.37 ms
[2020-12-04 14:45:08	                main:581]	:	INFO	:	Epoch 830 | loss: 0.000113283 | val_loss: 0.000132959 | Time: 1898 ms
[2020-12-04 14:45:10	                main:581]	:	INFO	:	Epoch 831 | loss: 0.000114259 | val_loss: 0.000140116 | Time: 1893.48 ms
[2020-12-04 14:45:12	                main:581]	:	INFO	:	Epoch 832 | loss: 0.000120996 | val_loss: 0.000135848 | Time: 1893.11 ms
[2020-12-04 14:45:14	                main:581]	:	INFO	:	Epoch 833 | loss: 0.000113512 | val_loss: 0.000130713 | Time: 1893.42 ms
[2020-12-04 14:45:15	                main:581]	:	INFO	:	Epoch 834 | loss: 0.0001111 | val_loss: 0.000131441 | Time: 1893.82 ms
[2020-12-04 14:45:17	                main:581]	:	INFO	:	Epoch 835 | loss: 0.000114428 | val_loss: 0.000131809 | Time: 1894.17 ms
[2020-12-04 14:45:19	                main:581]	:	INFO	:	Epoch 836 | loss: 0.000113605 | val_loss: 0.000132571 | Time: 1893.3 ms
[2020-12-04 14:45:21	                main:581]	:	INFO	:	Epoch 837 | loss: 0.000113381 | val_loss: 0.000132199 | Time: 1895.56 ms
[2020-12-04 14:45:23	                main:581]	:	INFO	:	Epoch 838 | loss: 0.000113281 | val_loss: 0.000134651 | Time: 1897.26 ms
[2020-12-04 14:45:25	                main:581]	:	INFO	:	Epoch 839 | loss: 0.000116453 | val_loss: 0.00013834 | Time: 1896.21 ms
[2020-12-04 14:45:27	                main:581]	:	INFO	:	Epoch 840 | loss: 0.000120771 | val_loss: 0.000136475 | Time: 1893.15 ms
[2020-12-04 14:45:29	                main:581]	:	INFO	:	Epoch 841 | loss: 0.000114606 | val_loss: 0.000129269 | Time: 1892.27 ms
[2020-12-04 14:45:31	                main:581]	:	INFO	:	Epoch 842 | loss: 0.000110031 | val_loss: 0.00012984 | Time: 1892.63 ms
[2020-12-04 14:45:32	                main:581]	:	INFO	:	Epoch 843 | loss: 0.000109578 | val_loss: 0.00013008 | Time: 1891.75 ms
[2020-12-04 14:45:34	                main:581]	:	INFO	:	Epoch 844 | loss: 0.000112288 | val_loss: 0.000133551 | Time: 1891.68 ms
[2020-12-04 14:45:36	                main:581]	:	INFO	:	Epoch 845 | loss: 0.000114403 | val_loss: 0.000133874 | Time: 1891.94 ms
[2020-12-04 14:45:38	                main:581]	:	INFO	:	Epoch 846 | loss: 0.00011161 | val_loss: 0.000131617 | Time: 1890.35 ms
[2020-12-04 14:45:40	                main:581]	:	INFO	:	Epoch 847 | loss: 0.000114772 | val_loss: 0.000131188 | Time: 1891.7 ms
[2020-12-04 14:45:42	                main:581]	:	INFO	:	Epoch 848 | loss: 0.000114935 | val_loss: 0.000145038 | Time: 1890.59 ms
[2020-12-04 14:45:44	                main:581]	:	INFO	:	Epoch 849 | loss: 0.000120129 | val_loss: 0.000133395 | Time: 1893.1 ms
[2020-12-04 14:45:46	                main:581]	:	INFO	:	Epoch 850 | loss: 0.000110286 | val_loss: 0.000130922 | Time: 1893.5 ms
[2020-12-04 14:45:48	                main:581]	:	INFO	:	Epoch 851 | loss: 0.000110987 | val_loss: 0.000134354 | Time: 1894.68 ms
[2020-12-04 14:45:50	                main:581]	:	INFO	:	Epoch 852 | loss: 0.000112844 | val_loss: 0.000135389 | Time: 1893.54 ms
[2020-12-04 14:45:51	                main:581]	:	INFO	:	Epoch 853 | loss: 0.000116506 | val_loss: 0.000132335 | Time: 1894.58 ms
[2020-12-04 14:45:53	                main:581]	:	INFO	:	Epoch 854 | loss: 0.000112805 | val_loss: 0.000130782 | Time: 1890.28 ms
[2020-12-04 14:45:55	                main:581]	:	INFO	:	Epoch 855 | loss: 0.000111292 | val_loss: 0.000132735 | Time: 1892.18 ms
[2020-12-04 14:45:57	                main:581]	:	INFO	:	Epoch 856 | loss: 0.000118644 | val_loss: 0.000137752 | Time: 1898.72 ms
[2020-12-04 14:45:59	                main:581]	:	INFO	:	Epoch 857 | loss: 0.000114165 | val_loss: 0.000134371 | Time: 1895.4 ms
[2020-12-04 14:46:01	                main:581]	:	INFO	:	Epoch 858 | loss: 0.000110491 | val_loss: 0.000129748 | Time: 1891.44 ms
[2020-12-04 14:46:03	                main:581]	:	INFO	:	Epoch 859 | loss: 0.000111109 | val_loss: 0.000132498 | Time: 1893.93 ms
[2020-12-04 14:46:05	                main:581]	:	INFO	:	Epoch 860 | loss: 0.000113457 | val_loss: 0.000132942 | Time: 1891.63 ms
[2020-12-04 14:46:07	                main:581]	:	INFO	:	Epoch 861 | loss: 0.000115293 | val_loss: 0.000139824 | Time: 1892.33 ms
[2020-12-04 14:46:08	                main:581]	:	INFO	:	Epoch 862 | loss: 0.000118214 | val_loss: 0.000134107 | Time: 1895.21 ms
[2020-12-04 14:46:10	                main:581]	:	INFO	:	Epoch 863 | loss: 0.000112805 | val_loss: 0.000130537 | Time: 1898.03 ms
[2020-12-04 14:46:12	                main:581]	:	INFO	:	Epoch 864 | loss: 0.000111354 | val_loss: 0.000129743 | Time: 1891.96 ms
[2020-12-04 14:46:14	                main:581]	:	INFO	:	Epoch 865 | loss: 0.000110067 | val_loss: 0.000130282 | Time: 1891.78 ms
[2020-12-04 14:46:16	                main:581]	:	INFO	:	Epoch 866 | loss: 0.000111516 | val_loss: 0.000134803 | Time: 1892.05 ms
[2020-12-04 14:46:18	                main:581]	:	INFO	:	Epoch 867 | loss: 0.00011336 | val_loss: 0.000135216 | Time: 1891.3 ms
[2020-12-04 14:46:20	                main:581]	:	INFO	:	Epoch 868 | loss: 0.000115382 | val_loss: 0.000134812 | Time: 1890.09 ms
[2020-12-04 14:46:22	                main:581]	:	INFO	:	Epoch 869 | loss: 0.000117119 | val_loss: 0.000136299 | Time: 1889 ms
[2020-12-04 14:46:24	                main:581]	:	INFO	:	Epoch 870 | loss: 0.00011477 | val_loss: 0.000132181 | Time: 1892.86 ms
[2020-12-04 14:46:25	                main:581]	:	INFO	:	Epoch 871 | loss: 0.00011617 | val_loss: 0.000134243 | Time: 1893.57 ms
[2020-12-04 14:46:27	                main:581]	:	INFO	:	Epoch 872 | loss: 0.00011062 | val_loss: 0.000132512 | Time: 1892.28 ms
[2020-12-04 14:46:29	                main:581]	:	INFO	:	Epoch 873 | loss: 0.000110471 | val_loss: 0.000130367 | Time: 1892.9 ms
[2020-12-04 14:46:31	                main:581]	:	INFO	:	Epoch 874 | loss: 0.00011484 | val_loss: 0.000139696 | Time: 1894.43 ms
[2020-12-04 14:46:33	                main:581]	:	INFO	:	Epoch 875 | loss: 0.000117783 | val_loss: 0.00014015 | Time: 1892.55 ms
[2020-12-04 14:46:35	                main:581]	:	INFO	:	Epoch 876 | loss: 0.000114283 | val_loss: 0.000133091 | Time: 1891.98 ms
[2020-12-04 14:46:37	                main:581]	:	INFO	:	Epoch 877 | loss: 0.000111308 | val_loss: 0.000130443 | Time: 1891.71 ms
[2020-12-04 14:46:39	                main:581]	:	INFO	:	Epoch 878 | loss: 0.00011072 | val_loss: 0.000131996 | Time: 1892.25 ms
[2020-12-04 14:46:41	                main:581]	:	INFO	:	Epoch 879 | loss: 0.000112734 | val_loss: 0.000133464 | Time: 1892.34 ms
[2020-12-04 14:46:43	                main:581]	:	INFO	:	Epoch 880 | loss: 0.000113295 | val_loss: 0.000129698 | Time: 1892.41 ms
[2020-12-04 14:46:44	                main:581]	:	INFO	:	Epoch 881 | loss: 0.000118191 | val_loss: 0.000147946 | Time: 1890.47 ms
[2020-12-04 14:46:46	                main:581]	:	INFO	:	Epoch 882 | loss: 0.00175531 | val_loss: 0.00262874 | Time: 1898.43 ms
[2020-12-04 14:46:48	                main:581]	:	INFO	:	Epoch 883 | loss: 0.00209075 | val_loss: 0.00151788 | Time: 1895.45 ms
[2020-12-04 14:46:50	                main:581]	:	INFO	:	Epoch 884 | loss: 0.0010774 | val_loss: 0.000416841 | Time: 1892.78 ms
[2020-12-04 14:46:52	                main:581]	:	INFO	:	Epoch 885 | loss: 0.000276373 | val_loss: 0.000188982 | Time: 1899.78 ms
[2020-12-04 14:46:54	                main:581]	:	INFO	:	Epoch 886 | loss: 0.000148756 | val_loss: 0.000146937 | Time: 1903.5 ms
[2020-12-04 14:46:56	                main:581]	:	INFO	:	Epoch 887 | loss: 0.000123472 | val_loss: 0.00013671 | Time: 1901.43 ms
[2020-12-04 14:46:58	                main:581]	:	INFO	:	Epoch 888 | loss: 0.000118323 | val_loss: 0.00013401 | Time: 1904.86 ms
[2020-12-04 14:47:00	                main:581]	:	INFO	:	Epoch 889 | loss: 0.000116971 | val_loss: 0.000133387 | Time: 1904.2 ms
[2020-12-04 14:47:02	                main:581]	:	INFO	:	Epoch 890 | loss: 0.000116469 | val_loss: 0.000132658 | Time: 1903.16 ms
[2020-12-04 14:47:03	                main:581]	:	INFO	:	Epoch 891 | loss: 0.000115946 | val_loss: 0.00013165 | Time: 1903.43 ms
[2020-12-04 14:47:05	                main:581]	:	INFO	:	Epoch 892 | loss: 0.000114763 | val_loss: 0.000129582 | Time: 1905.47 ms
[2020-12-04 14:47:07	                main:581]	:	INFO	:	Epoch 893 | loss: 0.000111032 | val_loss: 0.000126422 | Time: 1895.25 ms
[2020-12-04 14:47:09	                main:581]	:	INFO	:	Epoch 894 | loss: 0.000109834 | val_loss: 0.000126096 | Time: 1891.45 ms
[2020-12-04 14:47:11	                main:581]	:	INFO	:	Epoch 895 | loss: 0.000109586 | val_loss: 0.000126133 | Time: 1894.27 ms
[2020-12-04 14:47:13	                main:581]	:	INFO	:	Epoch 896 | loss: 0.000109254 | val_loss: 0.000125866 | Time: 1895.65 ms
[2020-12-04 14:47:15	                main:581]	:	INFO	:	Epoch 897 | loss: 0.000109101 | val_loss: 0.000125591 | Time: 1901.76 ms
[2020-12-04 14:47:17	                main:581]	:	INFO	:	Epoch 898 | loss: 0.000108985 | val_loss: 0.000125439 | Time: 1902.21 ms
[2020-12-04 14:47:19	                main:581]	:	INFO	:	Epoch 899 | loss: 0.000108884 | val_loss: 0.000125197 | Time: 1898.87 ms
[2020-12-04 14:47:21	                main:581]	:	INFO	:	Epoch 900 | loss: 0.000108693 | val_loss: 0.000124985 | Time: 1894.51 ms
[2020-12-04 14:47:22	                main:581]	:	INFO	:	Epoch 901 | loss: 0.000108579 | val_loss: 0.000124984 | Time: 1895.83 ms
[2020-12-04 14:47:24	                main:581]	:	INFO	:	Epoch 902 | loss: 0.000108553 | val_loss: 0.000124984 | Time: 1899.55 ms
[2020-12-04 14:47:26	                main:581]	:	INFO	:	Epoch 903 | loss: 0.00010844 | val_loss: 0.000124917 | Time: 1902.64 ms
[2020-12-04 14:47:28	                main:581]	:	INFO	:	Epoch 904 | loss: 0.000108449 | val_loss: 0.000125052 | Time: 1902.02 ms
[2020-12-04 14:47:30	                main:581]	:	INFO	:	Epoch 905 | loss: 0.000108395 | val_loss: 0.000124836 | Time: 1898.65 ms
[2020-12-04 14:47:32	                main:581]	:	INFO	:	Epoch 906 | loss: 0.000108363 | val_loss: 0.000124997 | Time: 1896.82 ms
[2020-12-04 14:47:34	                main:581]	:	INFO	:	Epoch 907 | loss: 0.000108214 | val_loss: 0.000124843 | Time: 1899.6 ms
[2020-12-04 14:47:36	                main:581]	:	INFO	:	Epoch 908 | loss: 0.000108311 | val_loss: 0.000124998 | Time: 1894.96 ms
[2020-12-04 14:47:38	                main:581]	:	INFO	:	Epoch 909 | loss: 0.000108283 | val_loss: 0.000124691 | Time: 1895.42 ms
[2020-12-04 14:47:39	                main:581]	:	INFO	:	Epoch 910 | loss: 0.000108185 | val_loss: 0.000124832 | Time: 1894.97 ms
[2020-12-04 14:47:41	                main:581]	:	INFO	:	Epoch 911 | loss: 0.000108049 | val_loss: 0.000124698 | Time: 1897.36 ms
[2020-12-04 14:47:43	                main:581]	:	INFO	:	Epoch 912 | loss: 0.000107944 | val_loss: 0.000124743 | Time: 1898.81 ms
[2020-12-04 14:47:45	                main:581]	:	INFO	:	Epoch 913 | loss: 0.000107879 | val_loss: 0.00012473 | Time: 1899.58 ms
[2020-12-04 14:47:47	                main:581]	:	INFO	:	Epoch 914 | loss: 0.000107871 | val_loss: 0.000124689 | Time: 1900.59 ms
[2020-12-04 14:47:49	                main:581]	:	INFO	:	Epoch 915 | loss: 0.000107808 | val_loss: 0.000124704 | Time: 1900.66 ms
[2020-12-04 14:47:51	                main:581]	:	INFO	:	Epoch 916 | loss: 0.000107795 | val_loss: 0.000124696 | Time: 1902.46 ms
[2020-12-04 14:47:53	                main:581]	:	INFO	:	Epoch 917 | loss: 0.000107898 | val_loss: 0.000124887 | Time: 1902.76 ms
[2020-12-04 14:47:55	                main:581]	:	INFO	:	Epoch 918 | loss: 0.000107827 | val_loss: 0.000124603 | Time: 1902.39 ms
[2020-12-04 14:47:57	                main:581]	:	INFO	:	Epoch 919 | loss: 0.000107891 | val_loss: 0.000124887 | Time: 1895.1 ms
[2020-12-04 14:47:58	                main:581]	:	INFO	:	Epoch 920 | loss: 0.000107894 | val_loss: 0.000124641 | Time: 1897.6 ms
[2020-12-04 14:48:00	                main:581]	:	INFO	:	Epoch 921 | loss: 0.00010792 | val_loss: 0.000124807 | Time: 1899.41 ms
[2020-12-04 14:48:02	                main:581]	:	INFO	:	Epoch 922 | loss: 0.000107813 | val_loss: 0.000125032 | Time: 1898.2 ms
[2020-12-04 14:48:04	                main:581]	:	INFO	:	Epoch 923 | loss: 0.000107899 | val_loss: 0.000124849 | Time: 1902.57 ms
[2020-12-04 14:48:06	                main:581]	:	INFO	:	Epoch 924 | loss: 0.00010774 | val_loss: 0.000124906 | Time: 1903.19 ms
[2020-12-04 14:48:08	                main:581]	:	INFO	:	Epoch 925 | loss: 0.000107663 | val_loss: 0.000124771 | Time: 1903.69 ms
[2020-12-04 14:48:10	                main:581]	:	INFO	:	Epoch 926 | loss: 0.000107634 | val_loss: 0.000124882 | Time: 1897.52 ms
[2020-12-04 14:48:12	                main:581]	:	INFO	:	Epoch 927 | loss: 0.000107743 | val_loss: 0.000124671 | Time: 1900.88 ms
[2020-12-04 14:48:14	                main:581]	:	INFO	:	Epoch 928 | loss: 0.00010785 | val_loss: 0.000124869 | Time: 1902.23 ms
[2020-12-04 14:48:16	                main:581]	:	INFO	:	Epoch 929 | loss: 0.000107702 | val_loss: 0.00012497 | Time: 1898.57 ms
[2020-12-04 14:48:17	                main:581]	:	INFO	:	Epoch 930 | loss: 0.000110233 | val_loss: 0.000133727 | Time: 1894.71 ms
[2020-12-04 14:48:19	                main:581]	:	INFO	:	Epoch 931 | loss: 0.00011039 | val_loss: 0.000124673 | Time: 1891.28 ms
[2020-12-04 14:48:21	                main:581]	:	INFO	:	Epoch 932 | loss: 0.00010828 | val_loss: 0.000124981 | Time: 1892.1 ms
[2020-12-04 14:48:23	                main:581]	:	INFO	:	Epoch 933 | loss: 0.000108001 | val_loss: 0.000124727 | Time: 1896.53 ms
[2020-12-04 14:48:25	                main:581]	:	INFO	:	Epoch 934 | loss: 0.000107513 | val_loss: 0.000124734 | Time: 1894.86 ms
[2020-12-04 14:48:27	                main:581]	:	INFO	:	Epoch 935 | loss: 0.000107433 | val_loss: 0.000124491 | Time: 1893.76 ms
[2020-12-04 14:48:29	                main:581]	:	INFO	:	Epoch 936 | loss: 0.000107235 | val_loss: 0.000124405 | Time: 1893.44 ms
[2020-12-04 14:48:31	                main:581]	:	INFO	:	Epoch 937 | loss: 0.000107372 | val_loss: 0.000124788 | Time: 1893.24 ms
[2020-12-04 14:48:33	                main:581]	:	INFO	:	Epoch 938 | loss: 0.000107472 | val_loss: 0.000124821 | Time: 1897.36 ms
[2020-12-04 14:48:35	                main:581]	:	INFO	:	Epoch 939 | loss: 0.000109305 | val_loss: 0.000126087 | Time: 1904.87 ms
[2020-12-04 14:48:36	                main:581]	:	INFO	:	Epoch 940 | loss: 0.000107832 | val_loss: 0.000124685 | Time: 1894.4 ms
[2020-12-04 14:48:38	                main:581]	:	INFO	:	Epoch 941 | loss: 0.000107516 | val_loss: 0.000124379 | Time: 1896.34 ms
[2020-12-04 14:48:40	                main:581]	:	INFO	:	Epoch 942 | loss: 0.000107916 | val_loss: 0.000127492 | Time: 1893.82 ms
[2020-12-04 14:48:42	                main:581]	:	INFO	:	Epoch 943 | loss: 0.000110414 | val_loss: 0.000125383 | Time: 1894.62 ms
[2020-12-04 14:48:44	                main:581]	:	INFO	:	Epoch 944 | loss: 0.000108037 | val_loss: 0.000124585 | Time: 1891.44 ms
[2020-12-04 14:48:46	                main:581]	:	INFO	:	Epoch 945 | loss: 0.000107811 | val_loss: 0.000125664 | Time: 1892.33 ms
[2020-12-04 14:48:48	                main:581]	:	INFO	:	Epoch 946 | loss: 0.00010749 | val_loss: 0.00012431 | Time: 1895 ms
[2020-12-04 14:48:50	                main:581]	:	INFO	:	Epoch 947 | loss: 0.000107431 | val_loss: 0.000125725 | Time: 1900.5 ms
[2020-12-04 14:48:52	                main:581]	:	INFO	:	Epoch 948 | loss: 0.000109443 | val_loss: 0.000128791 | Time: 1898.4 ms
[2020-12-04 14:48:54	                main:581]	:	INFO	:	Epoch 949 | loss: 0.000109036 | val_loss: 0.000125101 | Time: 1894.16 ms
[2020-12-04 14:48:55	                main:581]	:	INFO	:	Epoch 950 | loss: 0.000107631 | val_loss: 0.000124529 | Time: 1893.33 ms
[2020-12-04 14:48:57	                main:581]	:	INFO	:	Epoch 951 | loss: 0.000107333 | val_loss: 0.000125032 | Time: 1892.83 ms
[2020-12-04 14:48:59	                main:581]	:	INFO	:	Epoch 952 | loss: 0.000109351 | val_loss: 0.00012965 | Time: 1892.8 ms
[2020-12-04 14:49:01	                main:581]	:	INFO	:	Epoch 953 | loss: 0.000114348 | val_loss: 0.000130269 | Time: 1898.66 ms
[2020-12-04 14:49:03	                main:581]	:	INFO	:	Epoch 954 | loss: 0.00010972 | val_loss: 0.000125772 | Time: 1901.01 ms
[2020-12-04 14:49:05	                main:581]	:	INFO	:	Epoch 955 | loss: 0.000107754 | val_loss: 0.000124701 | Time: 1895.73 ms
[2020-12-04 14:49:07	                main:581]	:	INFO	:	Epoch 956 | loss: 0.000107693 | val_loss: 0.000125374 | Time: 1893.7 ms
[2020-12-04 14:49:09	                main:581]	:	INFO	:	Epoch 957 | loss: 0.000108144 | val_loss: 0.000125618 | Time: 1894 ms
[2020-12-04 14:49:11	                main:581]	:	INFO	:	Epoch 958 | loss: 0.000107759 | val_loss: 0.000125223 | Time: 1891.54 ms
[2020-12-04 14:49:12	                main:581]	:	INFO	:	Epoch 959 | loss: 0.000108415 | val_loss: 0.000125557 | Time: 1894.12 ms
[2020-12-04 14:49:14	                main:581]	:	INFO	:	Epoch 960 | loss: 0.000110686 | val_loss: 0.00013153 | Time: 1892.9 ms
[2020-12-04 14:49:16	                main:581]	:	INFO	:	Epoch 961 | loss: 0.000109459 | val_loss: 0.000126205 | Time: 1893.08 ms
[2020-12-04 14:49:18	                main:581]	:	INFO	:	Epoch 962 | loss: 0.000108681 | val_loss: 0.000127431 | Time: 1894.84 ms
[2020-12-04 14:49:20	                main:581]	:	INFO	:	Epoch 963 | loss: 0.000112689 | val_loss: 0.000125685 | Time: 1892 ms
[2020-12-04 14:49:22	                main:581]	:	INFO	:	Epoch 964 | loss: 0.00010845 | val_loss: 0.000127155 | Time: 1893.95 ms
[2020-12-04 14:49:24	                main:581]	:	INFO	:	Epoch 965 | loss: 0.000110093 | val_loss: 0.000127083 | Time: 1894.65 ms
[2020-12-04 14:49:26	                main:581]	:	INFO	:	Epoch 966 | loss: 0.000111448 | val_loss: 0.000131611 | Time: 1893.51 ms
[2020-12-04 14:49:28	                main:581]	:	INFO	:	Epoch 967 | loss: 0.000113528 | val_loss: 0.000129417 | Time: 1896.38 ms
[2020-12-04 14:49:29	                main:581]	:	INFO	:	Epoch 968 | loss: 0.000110995 | val_loss: 0.000127082 | Time: 1893.4 ms
[2020-12-04 14:49:31	                main:581]	:	INFO	:	Epoch 969 | loss: 0.000109072 | val_loss: 0.000124374 | Time: 1894.75 ms
[2020-12-04 14:49:33	                main:581]	:	INFO	:	Epoch 970 | loss: 0.000107712 | val_loss: 0.000125352 | Time: 1896.28 ms
[2020-12-04 14:49:35	                main:581]	:	INFO	:	Epoch 971 | loss: 0.000108453 | val_loss: 0.00012697 | Time: 1902.91 ms
[2020-12-04 14:49:37	                main:581]	:	INFO	:	Epoch 972 | loss: 0.000108321 | val_loss: 0.000125426 | Time: 1903.49 ms
[2020-12-04 14:49:39	                main:581]	:	INFO	:	Epoch 973 | loss: 0.000109941 | val_loss: 0.00012795 | Time: 1899.69 ms
[2020-12-04 14:49:41	                main:581]	:	INFO	:	Epoch 974 | loss: 0.000112991 | val_loss: 0.000146951 | Time: 1893.59 ms
[2020-12-04 14:49:43	                main:581]	:	INFO	:	Epoch 975 | loss: 0.000115875 | val_loss: 0.000127639 | Time: 1896.52 ms
[2020-12-04 14:49:45	                main:581]	:	INFO	:	Epoch 976 | loss: 0.000109019 | val_loss: 0.000126178 | Time: 1893.08 ms
[2020-12-04 14:49:47	                main:581]	:	INFO	:	Epoch 977 | loss: 0.000109152 | val_loss: 0.000129285 | Time: 1894.8 ms
[2020-12-04 14:49:48	                main:581]	:	INFO	:	Epoch 978 | loss: 0.000113704 | val_loss: 0.000126764 | Time: 1893.88 ms
[2020-12-04 14:49:50	                main:581]	:	INFO	:	Epoch 979 | loss: 0.000108963 | val_loss: 0.000126751 | Time: 1894.63 ms
[2020-12-04 14:49:52	                main:581]	:	INFO	:	Epoch 980 | loss: 0.000107913 | val_loss: 0.000126556 | Time: 1896.98 ms
[2020-12-04 14:49:54	                main:581]	:	INFO	:	Epoch 981 | loss: 0.000108453 | val_loss: 0.000125606 | Time: 1905.25 ms
[2020-12-04 14:49:56	                main:581]	:	INFO	:	Epoch 982 | loss: 0.000109439 | val_loss: 0.000129744 | Time: 1902.87 ms
[2020-12-04 14:49:58	                main:581]	:	INFO	:	Epoch 983 | loss: 0.000110745 | val_loss: 0.000126578 | Time: 1900.74 ms
[2020-12-04 14:50:00	                main:581]	:	INFO	:	Epoch 984 | loss: 0.000110378 | val_loss: 0.000130582 | Time: 1903.23 ms
[2020-12-04 14:50:02	                main:581]	:	INFO	:	Epoch 985 | loss: 0.000117967 | val_loss: 0.000132713 | Time: 1901.84 ms
[2020-12-04 14:50:04	                main:581]	:	INFO	:	Epoch 986 | loss: 0.000111515 | val_loss: 0.000129597 | Time: 1896.01 ms
[2020-12-04 14:50:06	                main:581]	:	INFO	:	Epoch 987 | loss: 0.00010941 | val_loss: 0.000125787 | Time: 1897.86 ms
[2020-12-04 14:50:07	                main:581]	:	INFO	:	Epoch 988 | loss: 0.000108877 | val_loss: 0.000129313 | Time: 1904.57 ms
[2020-12-04 14:50:09	                main:581]	:	INFO	:	Epoch 989 | loss: 0.00010971 | val_loss: 0.000125182 | Time: 1904.61 ms
[2020-12-04 14:50:11	                main:581]	:	INFO	:	Epoch 990 | loss: 0.000108296 | val_loss: 0.000125444 | Time: 1896.13 ms
[2020-12-04 14:50:13	                main:581]	:	INFO	:	Epoch 991 | loss: 0.000109182 | val_loss: 0.000129613 | Time: 1894.4 ms
[2020-12-04 14:50:15	                main:581]	:	INFO	:	Epoch 992 | loss: 0.000113887 | val_loss: 0.000127845 | Time: 1892.73 ms
[2020-12-04 14:50:17	                main:581]	:	INFO	:	Epoch 993 | loss: 0.00011038 | val_loss: 0.000127192 | Time: 1893.18 ms
[2020-12-04 14:50:19	                main:581]	:	INFO	:	Epoch 994 | loss: 0.000109513 | val_loss: 0.000129986 | Time: 1897.65 ms
[2020-12-04 14:50:21	                main:581]	:	INFO	:	Epoch 995 | loss: 0.00011217 | val_loss: 0.00012668 | Time: 1899.59 ms
[2020-12-04 14:50:23	                main:581]	:	INFO	:	Epoch 996 | loss: 0.000108693 | val_loss: 0.000126491 | Time: 1899.63 ms
[2020-12-04 14:50:25	                main:581]	:	INFO	:	Epoch 997 | loss: 0.000110924 | val_loss: 0.000134882 | Time: 1896.96 ms
[2020-12-04 14:50:26	                main:581]	:	INFO	:	Epoch 998 | loss: 0.000114627 | val_loss: 0.000132725 | Time: 1896.37 ms
[2020-12-04 14:50:28	                main:581]	:	INFO	:	Epoch 999 | loss: 0.000111626 | val_loss: 0.000126557 | Time: 1894.44 ms
[2020-12-04 14:50:30	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.000108638 | val_loss: 0.000128073 | Time: 1897.85 ms
[2020-12-04 14:50:32	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.000111808 | val_loss: 0.000125789 | Time: 1898.97 ms
[2020-12-04 14:50:34	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.000110168 | val_loss: 0.00013157 | Time: 1893.24 ms
[2020-12-04 14:50:36	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.000112832 | val_loss: 0.000128157 | Time: 1894.78 ms
[2020-12-04 14:50:38	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.00011028 | val_loss: 0.000127784 | Time: 1894.32 ms
[2020-12-04 14:50:40	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.000110046 | val_loss: 0.000130003 | Time: 1894.19 ms
[2020-12-04 14:50:42	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.000119338 | val_loss: 0.00013585 | Time: 1896.46 ms
[2020-12-04 14:50:44	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.000111313 | val_loss: 0.000127769 | Time: 1894.77 ms
[2020-12-04 14:50:45	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.000109153 | val_loss: 0.000129096 | Time: 1893.31 ms
[2020-12-04 14:50:47	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.000110929 | val_loss: 0.000126947 | Time: 1893.65 ms
[2020-12-04 14:50:49	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.000115438 | val_loss: 0.000130507 | Time: 1896.89 ms
[2020-12-04 14:50:51	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.000111785 | val_loss: 0.000127679 | Time: 1894.86 ms
[2020-12-04 14:50:53	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.000110199 | val_loss: 0.000130439 | Time: 1895.95 ms
[2020-12-04 14:50:55	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.000113331 | val_loss: 0.000129213 | Time: 1894.53 ms
[2020-12-04 14:50:57	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.000111865 | val_loss: 0.000127316 | Time: 1892.91 ms
[2020-12-04 14:50:59	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.000111155 | val_loss: 0.000131464 | Time: 1894.37 ms
[2020-12-04 14:51:01	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.000113895 | val_loss: 0.000130593 | Time: 1894.27 ms
[2020-12-04 14:51:02	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.000113246 | val_loss: 0.000132816 | Time: 1895.68 ms
[2020-12-04 14:51:04	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.000113064 | val_loss: 0.000130574 | Time: 1897.87 ms
[2020-12-04 14:51:06	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.000111279 | val_loss: 0.000128424 | Time: 1898.35 ms
[2020-12-04 14:51:08	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.000110913 | val_loss: 0.000129647 | Time: 1894.45 ms
[2020-12-04 14:51:10	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.000115019 | val_loss: 0.000131458 | Time: 1892.08 ms
[2020-12-04 14:51:12	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.000112104 | val_loss: 0.00013068 | Time: 1897.03 ms
[2020-12-04 14:51:14	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.000113591 | val_loss: 0.000131668 | Time: 1902.63 ms
[2020-12-04 14:51:16	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.000113962 | val_loss: 0.000130575 | Time: 1894.24 ms
[2020-12-04 14:51:16	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.000130575
[2020-12-04 14:51:16	                main:610]	:	INFO	:	Saving end state to config to file
[2020-12-04 14:51:16	                main:615]	:	INFO	:	Success, exiting..
14:51:16 (3100695): 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)