Task 3161620

Name EightBitModified-1605455743-5769-3_0
Workunit 1461061
Created 2 Dec 2020, 15:56:30 UTC
Sent 4 Dec 2020, 3:47:56 UTC
Report deadline 11 Dec 2020, 3:47:56 UTC
Received 4 Dec 2020, 13:48:30 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 4379
Run time 32 min 14 sec
CPU time 32 min 11 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 2.33 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>
:	Epoch 526 | loss: 0.000150834 | val_loss: 0.000174376 | Time: 1891.56 ms
[2020-12-04 08:04:49	                main:581]	:	INFO	:	Epoch 527 | loss: 0.000159545 | val_loss: 0.000202755 | Time: 1884.91 ms
[2020-12-04 08:04:50	                main:581]	:	INFO	:	Epoch 528 | loss: 0.000150992 | val_loss: 0.000173362 | Time: 1893.31 ms
[2020-12-04 08:04:52	                main:581]	:	INFO	:	Epoch 529 | loss: 0.00014622 | val_loss: 0.000133655 | Time: 1881.11 ms
[2020-12-04 08:04:54	                main:581]	:	INFO	:	Epoch 530 | loss: 0.000113539 | val_loss: 0.00012376 | Time: 1875.37 ms
[2020-12-04 08:04:56	                main:581]	:	INFO	:	Epoch 531 | loss: 0.000108672 | val_loss: 0.000124755 | Time: 1873.96 ms
[2020-12-04 08:04:58	                main:581]	:	INFO	:	Epoch 532 | loss: 0.000151439 | val_loss: 0.000164364 | Time: 1883.57 ms
[2020-12-04 08:05:00	                main:581]	:	INFO	:	Epoch 533 | loss: 0.000126839 | val_loss: 0.000131094 | Time: 1879.08 ms
[2020-12-04 08:05:02	                main:581]	:	INFO	:	Epoch 534 | loss: 0.000113824 | val_loss: 0.000130637 | Time: 1881.72 ms
[2020-12-04 08:05:04	                main:581]	:	INFO	:	Epoch 535 | loss: 0.000118503 | val_loss: 0.000127495 | Time: 1883.2 ms
[2020-12-04 08:05:05	                main:581]	:	INFO	:	Epoch 536 | loss: 0.000119109 | val_loss: 0.000155259 | Time: 1883.12 ms
[2020-12-04 08:05:07	                main:581]	:	INFO	:	Epoch 537 | loss: 0.000131733 | val_loss: 0.000132086 | Time: 1881.6 ms
[2020-12-04 08:05:09	                main:581]	:	INFO	:	Epoch 538 | loss: 0.000112326 | val_loss: 0.000121673 | Time: 1884.19 ms
[2020-12-04 08:05:11	                main:581]	:	INFO	:	Epoch 539 | loss: 0.000112023 | val_loss: 0.00014952 | Time: 1887.19 ms
[2020-12-04 08:05:13	                main:581]	:	INFO	:	Epoch 540 | loss: 0.000154639 | val_loss: 0.000147814 | Time: 1887.19 ms
[2020-12-04 08:05:15	                main:581]	:	INFO	:	Epoch 541 | loss: 0.000131597 | val_loss: 0.000140031 | Time: 1881.83 ms
[2020-12-04 08:05:17	                main:581]	:	INFO	:	Epoch 542 | loss: 0.000116021 | val_loss: 0.000123305 | Time: 1884.69 ms
[2020-12-04 08:05:19	                main:581]	:	INFO	:	Epoch 543 | loss: 0.000113181 | val_loss: 0.000143734 | Time: 1886.39 ms
[2020-12-04 08:05:21	                main:581]	:	INFO	:	Epoch 544 | loss: 0.00014708 | val_loss: 0.00014166 | Time: 1883.67 ms
[2020-12-04 08:05:22	                main:581]	:	INFO	:	Epoch 545 | loss: 0.000126783 | val_loss: 0.000139821 | Time: 1876.37 ms
[2020-12-04 08:05:24	                main:581]	:	INFO	:	Epoch 546 | loss: 0.000114908 | val_loss: 0.000125899 | Time: 1882.49 ms
[2020-12-04 08:05:26	                main:581]	:	INFO	:	Epoch 547 | loss: 0.000112087 | val_loss: 0.000126851 | Time: 1890.61 ms
[2020-12-04 08:05:28	                main:581]	:	INFO	:	Epoch 548 | loss: 0.000162498 | val_loss: 0.000168131 | Time: 1887.46 ms
[2020-12-04 08:05:30	                main:581]	:	INFO	:	Epoch 549 | loss: 0.000131058 | val_loss: 0.000128741 | Time: 1887.2 ms
[2020-12-04 08:05:32	                main:581]	:	INFO	:	Epoch 550 | loss: 0.000117097 | val_loss: 0.000127006 | Time: 1890.35 ms
[2020-12-04 08:05:34	                main:581]	:	INFO	:	Epoch 551 | loss: 0.000112165 | val_loss: 0.000127729 | Time: 1878.66 ms
[2020-12-04 08:05:36	                main:581]	:	INFO	:	Epoch 552 | loss: 0.000117582 | val_loss: 0.000177036 | Time: 1874.43 ms
[2020-12-04 08:05:37	                main:581]	:	INFO	:	Epoch 553 | loss: 0.000158013 | val_loss: 0.000150481 | Time: 1877.73 ms
[2020-12-04 08:05:39	                main:581]	:	INFO	:	Epoch 554 | loss: 0.000123269 | val_loss: 0.000130931 | Time: 1884.59 ms
[2020-12-04 08:05:41	                main:581]	:	INFO	:	Epoch 555 | loss: 0.000112203 | val_loss: 0.000123705 | Time: 1881.71 ms
[2020-12-04 08:05:43	                main:581]	:	INFO	:	Epoch 556 | loss: 0.000113188 | val_loss: 0.000143031 | Time: 1881.6 ms
[2020-12-04 08:05:45	                main:581]	:	INFO	:	Epoch 557 | loss: 0.000138643 | val_loss: 0.000152665 | Time: 1881.39 ms
[2020-12-04 08:05:47	                main:581]	:	INFO	:	Epoch 558 | loss: 0.000136028 | val_loss: 0.000135656 | Time: 1884.76 ms
[2020-12-04 08:05:49	                main:581]	:	INFO	:	Epoch 559 | loss: 0.000120956 | val_loss: 0.000126566 | Time: 1891.23 ms
[2020-12-04 08:05:51	                main:581]	:	INFO	:	Epoch 560 | loss: 0.00011164 | val_loss: 0.000129195 | Time: 1887.21 ms
[2020-12-04 08:05:53	                main:581]	:	INFO	:	Epoch 561 | loss: 0.000134579 | val_loss: 0.00017396 | Time: 1883.21 ms
[2020-12-04 08:05:54	                main:581]	:	INFO	:	Epoch 562 | loss: 0.000146138 | val_loss: 0.000139134 | Time: 1883.18 ms
[2020-12-04 08:05:56	                main:581]	:	INFO	:	Epoch 563 | loss: 0.000136555 | val_loss: 0.000177433 | Time: 1884.7 ms
[2020-12-04 08:05:58	                main:581]	:	INFO	:	Epoch 564 | loss: 0.000126803 | val_loss: 0.000128594 | Time: 1886.92 ms
[2020-12-04 08:06:00	                main:581]	:	INFO	:	Epoch 565 | loss: 0.000113852 | val_loss: 0.000122048 | Time: 1888.42 ms
[2020-12-04 08:06:02	                main:581]	:	INFO	:	Epoch 566 | loss: 0.000109846 | val_loss: 0.000131637 | Time: 1888.81 ms
[2020-12-04 08:06:04	                main:581]	:	INFO	:	Epoch 567 | loss: 0.000146236 | val_loss: 0.000152035 | Time: 1888.92 ms
[2020-12-04 08:06:06	                main:581]	:	INFO	:	Epoch 568 | loss: 0.000130332 | val_loss: 0.000132184 | Time: 1889.79 ms
[2020-12-04 08:06:08	                main:581]	:	INFO	:	Epoch 569 | loss: 0.000116822 | val_loss: 0.000128939 | Time: 1888.18 ms
[2020-12-04 08:06:10	                main:581]	:	INFO	:	Epoch 570 | loss: 0.000113632 | val_loss: 0.00013693 | Time: 1887.71 ms
[2020-12-04 08:06:11	                main:581]	:	INFO	:	Epoch 571 | loss: 0.00013499 | val_loss: 0.000160451 | Time: 1884.57 ms
[2020-12-04 08:06:13	                main:581]	:	INFO	:	Epoch 572 | loss: 0.000126443 | val_loss: 0.000129735 | Time: 1887.87 ms
[2020-12-04 08:06:15	                main:581]	:	INFO	:	Epoch 573 | loss: 0.000120468 | val_loss: 0.000128385 | Time: 1885.42 ms
[2020-12-04 08:06:17	                main:581]	:	INFO	:	Epoch 574 | loss: 0.000115498 | val_loss: 0.000130628 | Time: 1892.93 ms
[2020-12-04 08:06:19	                main:581]	:	INFO	:	Epoch 575 | loss: 0.000130323 | val_loss: 0.000141233 | Time: 1881.85 ms
[2020-12-04 08:06:21	                main:581]	:	INFO	:	Epoch 576 | loss: 0.00012209 | val_loss: 0.000139208 | Time: 1876.69 ms
[2020-12-04 08:06:23	                main:581]	:	INFO	:	Epoch 577 | loss: 0.000147741 | val_loss: 0.000154314 | Time: 1876.62 ms
[2020-12-04 08:06:25	                main:581]	:	INFO	:	Epoch 578 | loss: 0.000125295 | val_loss: 0.000129902 | Time: 1877.76 ms
[2020-12-04 08:06:26	                main:581]	:	INFO	:	Epoch 579 | loss: 0.000113653 | val_loss: 0.000125808 | Time: 1892.8 ms
[2020-12-04 08:06:28	                main:581]	:	INFO	:	Epoch 580 | loss: 0.000126879 | val_loss: 0.000169031 | Time: 1891.85 ms
[2020-12-04 08:06:30	                main:581]	:	INFO	:	Epoch 581 | loss: 0.000135308 | val_loss: 0.000136147 | Time: 1890.75 ms
[2020-12-04 08:06:32	                main:581]	:	INFO	:	Epoch 582 | loss: 0.000118391 | val_loss: 0.00013466 | Time: 1886.43 ms
[2020-12-04 08:06:34	                main:581]	:	INFO	:	Epoch 583 | loss: 0.000129274 | val_loss: 0.000136914 | Time: 1879.1 ms
[2020-12-04 08:06:36	                main:581]	:	INFO	:	Epoch 584 | loss: 0.000120614 | val_loss: 0.000126643 | Time: 1878.22 ms
[2020-12-04 08:06:38	                main:581]	:	INFO	:	Epoch 585 | loss: 0.000111945 | val_loss: 0.000128196 | Time: 1877.77 ms
[2020-12-04 08:06:40	                main:581]	:	INFO	:	Epoch 586 | loss: 0.000153572 | val_loss: 0.000157955 | Time: 1877.11 ms
[2020-12-04 08:06:42	                main:581]	:	INFO	:	Epoch 587 | loss: 0.000133576 | val_loss: 0.000169152 | Time: 1883.14 ms
[2020-12-04 08:06:43	                main:581]	:	INFO	:	Epoch 588 | loss: 0.000171131 | val_loss: 0.000213331 | Time: 1879.15 ms
[2020-12-04 08:06:45	                main:581]	:	INFO	:	Epoch 589 | loss: 0.000220188 | val_loss: 0.000159757 | Time: 1882.61 ms
[2020-12-04 08:06:47	                main:581]	:	INFO	:	Epoch 590 | loss: 0.00013529 | val_loss: 0.000128745 | Time: 1883.66 ms
[2020-12-04 08:06:49	                main:581]	:	INFO	:	Epoch 591 | loss: 0.000113099 | val_loss: 0.000123673 | Time: 1883.21 ms
[2020-12-04 08:06:51	                main:581]	:	INFO	:	Epoch 592 | loss: 0.000107924 | val_loss: 0.000120311 | Time: 1881.16 ms
[2020-12-04 08:06:53	                main:581]	:	INFO	:	Epoch 593 | loss: 0.000112774 | val_loss: 0.000127739 | Time: 1878.55 ms
[2020-12-04 08:06:55	                main:581]	:	INFO	:	Epoch 594 | loss: 0.000125033 | val_loss: 0.000140952 | Time: 1880.68 ms
[2020-12-04 08:06:57	                main:581]	:	INFO	:	Epoch 595 | loss: 0.000115486 | val_loss: 0.000127704 | Time: 1893.66 ms
[2020-12-04 08:06:59	                main:581]	:	INFO	:	Epoch 596 | loss: 0.000109535 | val_loss: 0.000122242 | Time: 1885.47 ms
[2020-12-04 08:07:00	                main:581]	:	INFO	:	Epoch 597 | loss: 0.000137087 | val_loss: 0.000157398 | Time: 1884.08 ms
[2020-12-04 08:07:02	                main:581]	:	INFO	:	Epoch 598 | loss: 0.000123269 | val_loss: 0.000129759 | Time: 1877.68 ms
[2020-12-04 08:07:04	                main:581]	:	INFO	:	Epoch 599 | loss: 0.000111687 | val_loss: 0.00012364 | Time: 1883.75 ms
[2020-12-04 08:07:06	                main:581]	:	INFO	:	Epoch 600 | loss: 0.000115094 | val_loss: 0.000140526 | Time: 1882.87 ms
[2020-12-04 08:07:08	                main:581]	:	INFO	:	Epoch 601 | loss: 0.000124223 | val_loss: 0.000132275 | Time: 1882.38 ms
[2020-12-04 08:07:10	                main:581]	:	INFO	:	Epoch 602 | loss: 0.000117759 | val_loss: 0.000127105 | Time: 1881.47 ms
[2020-12-04 08:07:12	                main:581]	:	INFO	:	Epoch 603 | loss: 0.000152381 | val_loss: 0.000151344 | Time: 1875.21 ms
[2020-12-04 08:07:14	                main:581]	:	INFO	:	Epoch 604 | loss: 0.000126744 | val_loss: 0.000135483 | Time: 1873.89 ms
[2020-12-04 08:07:15	                main:581]	:	INFO	:	Epoch 605 | loss: 0.00012303 | val_loss: 0.00013282 | Time: 1877.32 ms
[2020-12-04 08:07:17	                main:581]	:	INFO	:	Epoch 606 | loss: 0.000120804 | val_loss: 0.000124761 | Time: 1876.62 ms
[2020-12-04 08:07:19	                main:581]	:	INFO	:	Epoch 607 | loss: 0.000110942 | val_loss: 0.000125205 | Time: 1876.76 ms
[2020-12-04 08:07:21	                main:581]	:	INFO	:	Epoch 608 | loss: 0.000139233 | val_loss: 0.000148042 | Time: 1879.58 ms
[2020-12-04 08:07:23	                main:581]	:	INFO	:	Epoch 609 | loss: 0.00012713 | val_loss: 0.00013033 | Time: 1887.58 ms
[2020-12-04 08:07:25	                main:581]	:	INFO	:	Epoch 610 | loss: 0.000118656 | val_loss: 0.000126186 | Time: 1884.98 ms
[2020-12-04 08:07:27	                main:581]	:	INFO	:	Epoch 611 | loss: 0.000111305 | val_loss: 0.00012652 | Time: 1885.79 ms
[2020-12-04 08:07:29	                main:581]	:	INFO	:	Epoch 612 | loss: 0.000120046 | val_loss: 0.000156701 | Time: 1887.82 ms
[2020-12-04 08:07:30	                main:581]	:	INFO	:	Epoch 613 | loss: 0.000169712 | val_loss: 0.000164765 | Time: 1890.19 ms
[2020-12-04 08:07:32	                main:581]	:	INFO	:	Epoch 614 | loss: 0.000129517 | val_loss: 0.000130842 | Time: 1890.41 ms
[2020-12-04 08:07:34	                main:581]	:	INFO	:	Epoch 615 | loss: 0.000112323 | val_loss: 0.000124352 | Time: 1882.18 ms
[2020-12-04 08:07:36	                main:581]	:	INFO	:	Epoch 616 | loss: 0.000109982 | val_loss: 0.000125129 | Time: 1883.96 ms
[2020-12-04 08:07:38	                main:581]	:	INFO	:	Epoch 617 | loss: 0.000129383 | val_loss: 0.000194365 | Time: 1883.04 ms
[2020-12-04 08:07:40	                main:581]	:	INFO	:	Epoch 618 | loss: 0.000134591 | val_loss: 0.000138941 | Time: 1883.31 ms
[2020-12-04 08:07:42	                main:581]	:	INFO	:	Epoch 619 | loss: 0.000121852 | val_loss: 0.000127259 | Time: 1887.27 ms
[2020-12-04 08:07:44	                main:581]	:	INFO	:	Epoch 620 | loss: 0.000110518 | val_loss: 0.000125161 | Time: 1886.4 ms
[2020-12-04 08:07:46	                main:581]	:	INFO	:	Epoch 621 | loss: 0.000144656 | val_loss: 0.000188777 | Time: 1888.01 ms
[2020-12-04 08:07:47	                main:581]	:	INFO	:	Epoch 622 | loss: 0.000138643 | val_loss: 0.000143354 | Time: 1883.93 ms
[2020-12-04 08:07:49	                main:581]	:	INFO	:	Epoch 623 | loss: 0.000126853 | val_loss: 0.000129713 | Time: 1887.15 ms
[2020-12-04 08:07:51	                main:581]	:	INFO	:	Epoch 624 | loss: 0.000111058 | val_loss: 0.000122511 | Time: 1884.67 ms
[2020-12-04 08:07:53	                main:581]	:	INFO	:	Epoch 625 | loss: 0.000127883 | val_loss: 0.000151698 | Time: 1887.88 ms
[2020-12-04 08:07:55	                main:581]	:	INFO	:	Epoch 626 | loss: 0.000118394 | val_loss: 0.000127035 | Time: 1891.05 ms
[2020-12-04 08:07:57	                main:581]	:	INFO	:	Epoch 627 | loss: 0.000113207 | val_loss: 0.000132738 | Time: 1889.01 ms
[2020-12-04 08:07:59	                main:581]	:	INFO	:	Epoch 628 | loss: 0.000131414 | val_loss: 0.000171702 | Time: 1888.7 ms
[2020-12-04 08:08:01	                main:581]	:	INFO	:	Epoch 629 | loss: 0.000134399 | val_loss: 0.000128285 | Time: 1888.69 ms
[2020-12-04 08:08:03	                main:581]	:	INFO	:	Epoch 630 | loss: 0.000113376 | val_loss: 0.000124107 | Time: 1883.36 ms
[2020-12-04 08:08:04	                main:581]	:	INFO	:	Epoch 631 | loss: 0.00011413 | val_loss: 0.000142165 | Time: 1879.28 ms
[2020-12-04 08:08:06	                main:581]	:	INFO	:	Epoch 632 | loss: 0.000152184 | val_loss: 0.000172083 | Time: 1876.73 ms
[2020-12-04 08:08:08	                main:581]	:	INFO	:	Epoch 633 | loss: 0.000133315 | val_loss: 0.000139495 | Time: 1887.43 ms
[2020-12-04 08:08:10	                main:581]	:	INFO	:	Epoch 634 | loss: 0.000115633 | val_loss: 0.000125019 | Time: 1888.98 ms
[2020-12-04 08:08:12	                main:581]	:	INFO	:	Epoch 635 | loss: 0.000109552 | val_loss: 0.000127663 | Time: 1888.98 ms
[2020-12-04 08:08:14	                main:581]	:	INFO	:	Epoch 636 | loss: 0.000134211 | val_loss: 0.000151939 | Time: 1890.63 ms
[2020-12-04 08:08:16	                main:581]	:	INFO	:	Epoch 637 | loss: 0.000143866 | val_loss: 0.000152636 | Time: 1891.44 ms
[2020-12-04 08:08:18	                main:581]	:	INFO	:	Epoch 638 | loss: 0.00012219 | val_loss: 0.000127633 | Time: 1877.22 ms
[2020-12-04 08:08:20	                main:581]	:	INFO	:	Epoch 639 | loss: 0.000111865 | val_loss: 0.000130116 | Time: 1875.75 ms
[2020-12-04 08:08:21	                main:581]	:	INFO	:	Epoch 640 | loss: 0.000133929 | val_loss: 0.000162991 | Time: 1879.39 ms
[2020-12-04 08:08:23	                main:581]	:	INFO	:	Epoch 641 | loss: 0.000131752 | val_loss: 0.000133668 | Time: 1882.55 ms
[2020-12-04 08:08:25	                main:581]	:	INFO	:	Epoch 642 | loss: 0.000113443 | val_loss: 0.000126458 | Time: 1887.34 ms
[2020-12-04 08:08:27	                main:581]	:	INFO	:	Epoch 643 | loss: 0.000117088 | val_loss: 0.000136233 | Time: 1885.63 ms
[2020-12-04 08:08:29	                main:581]	:	INFO	:	Epoch 644 | loss: 0.000138064 | val_loss: 0.000163099 | Time: 1884.22 ms
[2020-12-04 08:08:31	                main:581]	:	INFO	:	Epoch 645 | loss: 0.000138415 | val_loss: 0.000134959 | Time: 1884.55 ms
[2020-12-04 08:08:33	                main:581]	:	INFO	:	Epoch 646 | loss: 0.00011493 | val_loss: 0.000125176 | Time: 1885.29 ms
[2020-12-04 08:08:35	                main:581]	:	INFO	:	Epoch 647 | loss: 0.00012781 | val_loss: 0.000184695 | Time: 1885.82 ms
[2020-12-04 08:08:36	                main:581]	:	INFO	:	Epoch 648 | loss: 0.000129523 | val_loss: 0.000132994 | Time: 1892.61 ms
[2020-12-04 08:08:38	                main:581]	:	INFO	:	Epoch 649 | loss: 0.000117724 | val_loss: 0.000145994 | Time: 1888.42 ms
[2020-12-04 08:08:40	                main:581]	:	INFO	:	Epoch 650 | loss: 0.000126718 | val_loss: 0.000133008 | Time: 1887.93 ms
[2020-12-04 08:08:42	                main:581]	:	INFO	:	Epoch 651 | loss: 0.000121535 | val_loss: 0.000152101 | Time: 1887.65 ms
[2020-12-04 08:08:44	                main:581]	:	INFO	:	Epoch 652 | loss: 0.000130726 | val_loss: 0.00013818 | Time: 1886.31 ms
[2020-12-04 08:08:46	                main:581]	:	INFO	:	Epoch 653 | loss: 0.00011529 | val_loss: 0.000124764 | Time: 1883.71 ms
[2020-12-04 08:08:48	                main:581]	:	INFO	:	Epoch 654 | loss: 0.000118225 | val_loss: 0.000152338 | Time: 1878.46 ms
[2020-12-04 08:08:50	                main:581]	:	INFO	:	Epoch 655 | loss: 0.000129198 | val_loss: 0.000131564 | Time: 1885.52 ms
[2020-12-04 08:08:52	                main:581]	:	INFO	:	Epoch 656 | loss: 0.000117698 | val_loss: 0.000145751 | Time: 1887.25 ms
[2020-12-04 08:08:53	                main:581]	:	INFO	:	Epoch 657 | loss: 0.000195764 | val_loss: 0.00021059 | Time: 1885.27 ms
[2020-12-04 08:08:55	                main:581]	:	INFO	:	Epoch 658 | loss: 0.000166328 | val_loss: 0.000146124 | Time: 1888.3 ms
[2020-12-04 08:08:57	                main:581]	:	INFO	:	Epoch 659 | loss: 0.000119951 | val_loss: 0.000124876 | Time: 1883.01 ms
[2020-12-04 08:08:59	                main:581]	:	INFO	:	Epoch 660 | loss: 0.000109703 | val_loss: 0.000133213 | Time: 1885.41 ms
[2020-12-04 08:09:01	                main:581]	:	INFO	:	Epoch 661 | loss: 0.000123182 | val_loss: 0.000129669 | Time: 1883.22 ms
[2020-12-04 08:09:03	                main:581]	:	INFO	:	Epoch 662 | loss: 0.000113868 | val_loss: 0.000130439 | Time: 1887.39 ms
[2020-12-04 08:09:05	                main:581]	:	INFO	:	Epoch 663 | loss: 0.000122632 | val_loss: 0.000128986 | Time: 1886.73 ms
[2020-12-04 08:09:07	                main:581]	:	INFO	:	Epoch 664 | loss: 0.00011183 | val_loss: 0.000126342 | Time: 1884.28 ms
[2020-12-04 08:09:09	                main:581]	:	INFO	:	Epoch 665 | loss: 0.000115035 | val_loss: 0.000137447 | Time: 1885.55 ms
[2020-12-04 08:09:10	                main:581]	:	INFO	:	Epoch 666 | loss: 0.000132019 | val_loss: 0.00016175 | Time: 1885.48 ms
[2020-12-04 08:09:12	                main:581]	:	INFO	:	Epoch 667 | loss: 0.000124759 | val_loss: 0.000126894 | Time: 1888.05 ms
[2020-12-04 08:09:14	                main:581]	:	INFO	:	Epoch 668 | loss: 0.00011561 | val_loss: 0.000130829 | Time: 1882.97 ms
[2020-12-04 08:09:16	                main:581]	:	INFO	:	Epoch 669 | loss: 0.000117624 | val_loss: 0.000162727 | Time: 1887.55 ms
[2020-12-04 08:09:18	                main:581]	:	INFO	:	Epoch 670 | loss: 0.000150937 | val_loss: 0.000142561 | Time: 1885.86 ms
[2020-12-04 08:09:20	                main:581]	:	INFO	:	Epoch 671 | loss: 0.000118375 | val_loss: 0.000126541 | Time: 1884.85 ms
[2020-12-04 08:09:22	                main:581]	:	INFO	:	Epoch 672 | loss: 0.000110121 | val_loss: 0.000131938 | Time: 1883.17 ms
[2020-12-04 08:09:24	                main:581]	:	INFO	:	Epoch 673 | loss: 0.000123236 | val_loss: 0.000149576 | Time: 1884.49 ms
[2020-12-04 08:09:26	                main:581]	:	INFO	:	Epoch 674 | loss: 0.000127256 | val_loss: 0.000139529 | Time: 1887.3 ms
[2020-12-04 08:09:27	                main:581]	:	INFO	:	Epoch 675 | loss: 0.000117477 | val_loss: 0.000131619 | Time: 1878.56 ms
[2020-12-04 08:09:29	                main:581]	:	INFO	:	Epoch 676 | loss: 0.000163435 | val_loss: 0.000185608 | Time: 1882.34 ms
[2020-12-04 08:09:31	                main:581]	:	INFO	:	Epoch 677 | loss: 0.000152654 | val_loss: 0.000141564 | Time: 1875.59 ms
[2020-12-04 08:09:33	                main:581]	:	INFO	:	Epoch 678 | loss: 0.00011535 | val_loss: 0.00012356 | Time: 1888.83 ms
[2020-12-04 08:09:35	                main:581]	:	INFO	:	Epoch 679 | loss: 0.000109483 | val_loss: 0.000125435 | Time: 1886.93 ms
[2020-12-04 08:09:37	                main:581]	:	INFO	:	Epoch 680 | loss: 0.000124942 | val_loss: 0.000130495 | Time: 1878.84 ms
[2020-12-04 08:09:39	                main:581]	:	INFO	:	Epoch 681 | loss: 0.000113158 | val_loss: 0.000127147 | Time: 1879.17 ms
[2020-12-04 08:09:41	                main:581]	:	INFO	:	Epoch 682 | loss: 0.000116909 | val_loss: 0.000143736 | Time: 1887.08 ms
[2020-12-04 08:09:42	                main:581]	:	INFO	:	Epoch 683 | loss: 0.00012407 | val_loss: 0.000143701 | Time: 1890.27 ms
[2020-12-04 08:09:44	                main:581]	:	INFO	:	Epoch 684 | loss: 0.000128627 | val_loss: 0.000136351 | Time: 1886.15 ms
[2020-12-04 08:09:46	                main:581]	:	INFO	:	Epoch 685 | loss: 0.000129824 | val_loss: 0.000129772 | Time: 1887.94 ms
[2020-12-04 08:09:48	                main:581]	:	INFO	:	Epoch 686 | loss: 0.000121519 | val_loss: 0.000165432 | Time: 1891.76 ms
[2020-12-04 08:09:50	                main:581]	:	INFO	:	Epoch 687 | loss: 0.000153348 | val_loss: 0.000136796 | Time: 1892.47 ms
[2020-12-04 08:09:52	                main:581]	:	INFO	:	Epoch 688 | loss: 0.000116539 | val_loss: 0.000125491 | Time: 1886.99 ms
[2020-12-04 08:09:54	                main:581]	:	INFO	:	Epoch 689 | loss: 0.000111248 | val_loss: 0.000128315 | Time: 1892.28 ms
[2020-12-04 08:09:56	                main:581]	:	INFO	:	Epoch 690 | loss: 0.000127487 | val_loss: 0.000143046 | Time: 1886.64 ms
[2020-12-04 08:09:58	                main:581]	:	INFO	:	Epoch 691 | loss: 0.000125559 | val_loss: 0.000129588 | Time: 1884.99 ms
[2020-12-04 08:09:59	                main:581]	:	INFO	:	Epoch 692 | loss: 0.000112182 | val_loss: 0.000129269 | Time: 1883.83 ms
[2020-12-04 08:10:01	                main:581]	:	INFO	:	Epoch 693 | loss: 0.00012951 | val_loss: 0.000147393 | Time: 1886.69 ms
[2020-12-04 08:10:03	                main:581]	:	INFO	:	Epoch 694 | loss: 0.000128753 | val_loss: 0.000140171 | Time: 1886.98 ms
[2020-12-04 08:10:05	                main:581]	:	INFO	:	Epoch 695 | loss: 0.000124822 | val_loss: 0.000154617 | Time: 1889.74 ms
[2020-12-04 08:10:07	                main:581]	:	INFO	:	Epoch 696 | loss: 0.000142677 | val_loss: 0.00014682 | Time: 1884.39 ms
[2020-12-04 08:10:09	                main:581]	:	INFO	:	Epoch 697 | loss: 0.000121324 | val_loss: 0.000130546 | Time: 1884.1 ms
[2020-12-04 08:10:11	                main:581]	:	INFO	:	Epoch 698 | loss: 0.000113115 | val_loss: 0.000129216 | Time: 1886.73 ms
[2020-12-04 08:10:13	                main:581]	:	INFO	:	Epoch 699 | loss: 0.000129256 | val_loss: 0.000183072 | Time: 1886.66 ms
[2020-12-04 08:10:15	                main:581]	:	INFO	:	Epoch 700 | loss: 0.000165894 | val_loss: 0.000223209 | Time: 1886.2 ms
[2020-12-04 08:10:16	                main:581]	:	INFO	:	Epoch 701 | loss: 0.000158381 | val_loss: 0.000137087 | Time: 1886.92 ms
[2020-12-04 08:10:18	                main:581]	:	INFO	:	Epoch 702 | loss: 0.000125263 | val_loss: 0.000143419 | Time: 1886.99 ms
[2020-12-04 08:10:20	                main:581]	:	INFO	:	Epoch 703 | loss: 0.000121832 | val_loss: 0.000141823 | Time: 1886.52 ms
[2020-12-04 08:10:22	                main:581]	:	INFO	:	Epoch 704 | loss: 0.00012031 | val_loss: 0.000122984 | Time: 1885.89 ms
[2020-12-04 08:10:24	                main:581]	:	INFO	:	Epoch 705 | loss: 0.000120538 | val_loss: 0.000176092 | Time: 1880.9 ms
[2020-12-04 08:10:26	                main:581]	:	INFO	:	Epoch 706 | loss: 0.000134404 | val_loss: 0.000137601 | Time: 1882.48 ms
[2020-12-04 08:10:28	                main:581]	:	INFO	:	Epoch 707 | loss: 0.000113916 | val_loss: 0.000124952 | Time: 1888.45 ms
[2020-12-04 08:10:30	                main:581]	:	INFO	:	Epoch 708 | loss: 0.000129126 | val_loss: 0.000173571 | Time: 1888.33 ms
[2020-12-04 08:10:32	                main:581]	:	INFO	:	Epoch 709 | loss: 0.00012508 | val_loss: 0.000134431 | Time: 1888.5 ms
[2020-12-04 08:10:33	                main:581]	:	INFO	:	Epoch 710 | loss: 0.000112328 | val_loss: 0.000122423 | Time: 1885.49 ms
[2020-12-04 08:10:35	                main:581]	:	INFO	:	Epoch 711 | loss: 0.000109803 | val_loss: 0.000131442 | Time: 1884.74 ms
[2020-12-04 08:10:37	                main:581]	:	INFO	:	Epoch 712 | loss: 0.000126059 | val_loss: 0.000134564 | Time: 1886.45 ms
[2020-12-04 08:10:39	                main:581]	:	INFO	:	Epoch 713 | loss: 0.000135308 | val_loss: 0.000139686 | Time: 1892.26 ms
[2020-12-04 08:10:41	                main:581]	:	INFO	:	Epoch 714 | loss: 0.000118286 | val_loss: 0.00012593 | Time: 1876.9 ms
[2020-12-04 08:10:43	                main:581]	:	INFO	:	Epoch 715 | loss: 0.000110315 | val_loss: 0.000129441 | Time: 1885.6 ms
[2020-12-04 08:10:45	                main:581]	:	INFO	:	Epoch 716 | loss: 0.000122929 | val_loss: 0.000156191 | Time: 1887.31 ms
[2020-12-04 08:10:47	                main:581]	:	INFO	:	Epoch 717 | loss: 0.000130464 | val_loss: 0.000150506 | Time: 1879.57 ms
[2020-12-04 08:10:48	                main:581]	:	INFO	:	Epoch 718 | loss: 0.00012491 | val_loss: 0.000129569 | Time: 1875.94 ms
[2020-12-04 08:10:50	                main:581]	:	INFO	:	Epoch 719 | loss: 0.000112982 | val_loss: 0.000139232 | Time: 1876.44 ms
[2020-12-04 08:10:52	                main:581]	:	INFO	:	Epoch 720 | loss: 0.000164336 | val_loss: 0.000146963 | Time: 1882.79 ms
[2020-12-04 08:10:54	                main:581]	:	INFO	:	Epoch 721 | loss: 0.000138799 | val_loss: 0.000139792 | Time: 1887.1 ms
[2020-12-04 08:10:56	                main:581]	:	INFO	:	Epoch 722 | loss: 0.000116301 | val_loss: 0.000131186 | Time: 1886.38 ms
[2020-12-04 08:10:58	                main:581]	:	INFO	:	Epoch 723 | loss: 0.000121621 | val_loss: 0.000137971 | Time: 1883.38 ms
[2020-12-04 08:11:00	                main:581]	:	INFO	:	Epoch 724 | loss: 0.000123516 | val_loss: 0.000137059 | Time: 1894.48 ms
[2020-12-04 08:11:02	                main:581]	:	INFO	:	Epoch 725 | loss: 0.000115449 | val_loss: 0.000125951 | Time: 1890.42 ms
[2020-12-04 08:11:04	                main:581]	:	INFO	:	Epoch 726 | loss: 0.000113731 | val_loss: 0.000134231 | Time: 1891.71 ms
[2020-12-04 08:11:05	                main:581]	:	INFO	:	Epoch 727 | loss: 0.000131502 | val_loss: 0.000149473 | Time: 1888.6 ms
[2020-12-04 08:11:07	                main:581]	:	INFO	:	Epoch 728 | loss: 0.000128119 | val_loss: 0.000135654 | Time: 1883.94 ms
[2020-12-04 08:11:09	                main:581]	:	INFO	:	Epoch 729 | loss: 0.000124912 | val_loss: 0.000125404 | Time: 1886.9 ms
[2020-12-04 08:11:11	                main:581]	:	INFO	:	Epoch 730 | loss: 0.000112457 | val_loss: 0.000125603 | Time: 1883.47 ms
[2020-12-04 08:11:13	                main:581]	:	INFO	:	Epoch 731 | loss: 0.000123142 | val_loss: 0.000176605 | Time: 1830.39 ms
[2020-12-04 08:11:15	                main:581]	:	INFO	:	Epoch 732 | loss: 0.000143115 | val_loss: 0.00013875 | Time: 1866.31 ms
[2020-12-04 08:11:17	                main:581]	:	INFO	:	Epoch 733 | loss: 0.000119249 | val_loss: 0.000126624 | Time: 1859.33 ms
[2020-12-04 08:11:19	                main:581]	:	INFO	:	Epoch 734 | loss: 0.000111308 | val_loss: 0.000126468 | Time: 1893.58 ms
[2020-12-04 08:11:20	                main:581]	:	INFO	:	Epoch 735 | loss: 0.000141374 | val_loss: 0.000184402 | Time: 1874.17 ms
[2020-12-04 08:11:22	                main:581]	:	INFO	:	Epoch 736 | loss: 0.000136708 | val_loss: 0.000134318 | Time: 1883.66 ms
[2020-12-04 08:11:24	                main:581]	:	INFO	:	Epoch 737 | loss: 0.000115421 | val_loss: 0.00012671 | Time: 1881.02 ms
[2020-12-04 08:11:26	                main:581]	:	INFO	:	Epoch 738 | loss: 0.00011497 | val_loss: 0.000138548 | Time: 1875.62 ms
[2020-12-04 08:11:28	                main:581]	:	INFO	:	Epoch 739 | loss: 0.000122014 | val_loss: 0.000152326 | Time: 1879.1 ms
[2020-12-04 08:11:30	                main:581]	:	INFO	:	Epoch 740 | loss: 0.00012573 | val_loss: 0.000133503 | Time: 1880.44 ms
[2020-12-04 08:11:32	                main:581]	:	INFO	:	Epoch 741 | loss: 0.000117209 | val_loss: 0.000138879 | Time: 1875.21 ms
[2020-12-04 08:11:34	                main:581]	:	INFO	:	Epoch 742 | loss: 0.000132978 | val_loss: 0.000154058 | Time: 1883.74 ms
[2020-12-04 08:11:35	                main:581]	:	INFO	:	Epoch 743 | loss: 0.000140369 | val_loss: 0.000134141 | Time: 1883.82 ms
[2020-12-04 08:11:37	                main:581]	:	INFO	:	Epoch 744 | loss: 0.000115397 | val_loss: 0.000131785 | Time: 1882.52 ms
[2020-12-04 08:11:39	                main:581]	:	INFO	:	Epoch 745 | loss: 0.000112617 | val_loss: 0.000123446 | Time: 1879.02 ms
[2020-12-04 08:11:41	                main:581]	:	INFO	:	Epoch 746 | loss: 0.000114058 | val_loss: 0.000143843 | Time: 1878.37 ms
[2020-12-04 08:11:43	                main:581]	:	INFO	:	Epoch 747 | loss: 0.000126931 | val_loss: 0.000162405 | Time: 1877.98 ms
[2020-12-04 08:11:45	                main:581]	:	INFO	:	Epoch 748 | loss: 0.000184447 | val_loss: 0.000188927 | Time: 1882.74 ms
[2020-12-04 08:11:47	                main:581]	:	INFO	:	Epoch 749 | loss: 0.000143329 | val_loss: 0.000147134 | Time: 1881.23 ms
[2020-12-04 08:11:49	                main:581]	:	INFO	:	Epoch 750 | loss: 0.000137024 | val_loss: 0.000139841 | Time: 1877.7 ms
[2020-12-04 08:11:51	                main:581]	:	INFO	:	Epoch 751 | loss: 0.000126123 | val_loss: 0.00013718 | Time: 1876.77 ms
[2020-12-04 08:11:52	                main:581]	:	INFO	:	Epoch 752 | loss: 0.00013332 | val_loss: 0.000148038 | Time: 1884 ms
[2020-12-04 08:11:54	                main:581]	:	INFO	:	Epoch 753 | loss: 0.00012886 | val_loss: 0.000139603 | Time: 1887.19 ms
[2020-12-04 08:11:56	                main:581]	:	INFO	:	Epoch 754 | loss: 0.000114238 | val_loss: 0.000124258 | Time: 1878.84 ms
[2020-12-04 08:11:58	                main:581]	:	INFO	:	Epoch 755 | loss: 0.000112713 | val_loss: 0.000127724 | Time: 1887.01 ms
[2020-12-04 08:12:00	                main:581]	:	INFO	:	Epoch 756 | loss: 0.000112082 | val_loss: 0.000123067 | Time: 1885.62 ms
[2020-12-04 08:12:02	                main:581]	:	INFO	:	Epoch 757 | loss: 0.000115458 | val_loss: 0.000155279 | Time: 1888.35 ms
[2020-12-04 08:12:04	                main:581]	:	INFO	:	Epoch 758 | loss: 0.000132995 | val_loss: 0.000139756 | Time: 1887.26 ms
[2020-12-04 08:12:06	                main:581]	:	INFO	:	Epoch 759 | loss: 0.000116742 | val_loss: 0.000126339 | Time: 1887.04 ms
[2020-12-04 08:12:07	                main:581]	:	INFO	:	Epoch 760 | loss: 0.00011576 | val_loss: 0.00013996 | Time: 1885.5 ms
[2020-12-04 08:12:09	                main:581]	:	INFO	:	Epoch 761 | loss: 0.000120348 | val_loss: 0.000137108 | Time: 1885.88 ms
[2020-12-04 08:12:11	                main:581]	:	INFO	:	Epoch 762 | loss: 0.000120392 | val_loss: 0.000131222 | Time: 1885.74 ms
[2020-12-04 08:12:13	                main:581]	:	INFO	:	Epoch 763 | loss: 0.000115051 | val_loss: 0.00012926 | Time: 1880.08 ms
[2020-12-04 08:12:15	                main:581]	:	INFO	:	Epoch 764 | loss: 0.000133209 | val_loss: 0.000198681 | Time: 1873.82 ms
[2020-12-04 08:12:17	                main:581]	:	INFO	:	Epoch 765 | loss: 0.000177867 | val_loss: 0.000168288 | Time: 1877.03 ms
[2020-12-04 08:12:19	                main:581]	:	INFO	:	Epoch 766 | loss: 0.000128539 | val_loss: 0.000129325 | Time: 1875.27 ms
[2020-12-04 08:12:21	                main:581]	:	INFO	:	Epoch 767 | loss: 0.000113629 | val_loss: 0.000133867 | Time: 1880.54 ms
[2020-12-04 08:12:23	                main:581]	:	INFO	:	Epoch 768 | loss: 0.000125288 | val_loss: 0.00012429 | Time: 1880.48 ms
[2020-12-04 08:12:24	                main:581]	:	INFO	:	Epoch 769 | loss: 0.000109678 | val_loss: 0.000121633 | Time: 1879.13 ms
[2020-12-04 08:12:26	                main:581]	:	INFO	:	Epoch 770 | loss: 0.000114417 | val_loss: 0.000160434 | Time: 1875.23 ms
[2020-12-04 08:12:28	                main:581]	:	INFO	:	Epoch 771 | loss: 0.000146574 | val_loss: 0.000140767 | Time: 1875.52 ms
[2020-12-04 08:12:30	                main:581]	:	INFO	:	Epoch 772 | loss: 0.000123963 | val_loss: 0.000125732 | Time: 1882.98 ms
[2020-12-04 08:12:32	                main:581]	:	INFO	:	Epoch 773 | loss: 0.000109382 | val_loss: 0.000121322 | Time: 1878.3 ms
[2020-12-04 08:12:34	                main:581]	:	INFO	:	Epoch 774 | loss: 0.000107533 | val_loss: 0.000125492 | Time: 1882.3 ms
[2020-12-04 08:12:36	                main:581]	:	INFO	:	Epoch 775 | loss: 0.000121136 | val_loss: 0.000169315 | Time: 1882.89 ms
[2020-12-04 08:12:38	                main:581]	:	INFO	:	Epoch 776 | loss: 0.000150474 | val_loss: 0.000136171 | Time: 1883.05 ms
[2020-12-04 08:12:39	                main:581]	:	INFO	:	Epoch 777 | loss: 0.000117979 | val_loss: 0.000137387 | Time: 1882.74 ms
[2020-12-04 08:12:41	                main:581]	:	INFO	:	Epoch 778 | loss: 0.000125217 | val_loss: 0.000144249 | Time: 1883.82 ms
[2020-12-04 08:12:43	                main:581]	:	INFO	:	Epoch 779 | loss: 0.000131164 | val_loss: 0.000133585 | Time: 1881.18 ms
[2020-12-04 08:12:45	                main:581]	:	INFO	:	Epoch 780 | loss: 0.000118275 | val_loss: 0.00012963 | Time: 1881.15 ms
[2020-12-04 08:12:47	                main:581]	:	INFO	:	Epoch 781 | loss: 0.000117771 | val_loss: 0.000133485 | Time: 1888.22 ms
[2020-12-04 08:12:49	                main:581]	:	INFO	:	Epoch 782 | loss: 0.00011466 | val_loss: 0.000124521 | Time: 1885.97 ms
[2020-12-04 08:12:51	                main:581]	:	INFO	:	Epoch 783 | loss: 0.000124505 | val_loss: 0.000177783 | Time: 1885.27 ms
[2020-12-04 08:12:53	                main:581]	:	INFO	:	Epoch 784 | loss: 0.000144217 | val_loss: 0.000137536 | Time: 1887.46 ms
[2020-12-04 08:12:55	                main:581]	:	INFO	:	Epoch 785 | loss: 0.000120922 | val_loss: 0.000151913 | Time: 1883.62 ms
[2020-12-04 08:12:56	                main:581]	:	INFO	:	Epoch 786 | loss: 0.000132738 | val_loss: 0.000129288 | Time: 1882.63 ms
[2020-12-04 08:12:58	                main:581]	:	INFO	:	Epoch 787 | loss: 0.000111166 | val_loss: 0.00012502 | Time: 1967.72 ms
[2020-12-04 08:13:00	                main:581]	:	INFO	:	Epoch 788 | loss: 0.000114641 | val_loss: 0.000142103 | Time: 1955.69 ms
[2020-12-04 08:13:02	                main:581]	:	INFO	:	Epoch 789 | loss: 0.000150671 | val_loss: 0.000152154 | Time: 1837.25 ms
[2020-12-04 08:13:04	                main:581]	:	INFO	:	Epoch 790 | loss: 0.000137519 | val_loss: 0.000135437 | Time: 1888.15 ms
[2020-12-04 08:13:06	                main:581]	:	INFO	:	Epoch 791 | loss: 0.000117907 | val_loss: 0.000125234 | Time: 1877.66 ms
[2020-12-04 08:13:08	                main:581]	:	INFO	:	Epoch 792 | loss: 0.000112094 | val_loss: 0.00014028 | Time: 1881.88 ms
[2020-12-04 08:13:10	                main:581]	:	INFO	:	Epoch 793 | loss: 0.000135996 | val_loss: 0.000136169 | Time: 1875.81 ms
[2020-12-04 08:13:12	                main:581]	:	INFO	:	Epoch 794 | loss: 0.000111981 | val_loss: 0.000124123 | Time: 1876.54 ms
[2020-12-04 08:13:13	                main:581]	:	INFO	:	Epoch 795 | loss: 0.000119301 | val_loss: 0.000165382 | Time: 1877.24 ms
[2020-12-04 08:13:15	                main:581]	:	INFO	:	Epoch 796 | loss: 0.000146104 | val_loss: 0.000136644 | Time: 1877.26 ms
[2020-12-04 08:13:17	                main:581]	:	INFO	:	Epoch 797 | loss: 0.000119791 | val_loss: 0.000139195 | Time: 1875.87 ms
[2020-12-04 08:13:19	                main:581]	:	INFO	:	Epoch 798 | loss: 0.000129667 | val_loss: 0.00013274 | Time: 1878.26 ms
[2020-12-04 08:13:21	                main:581]	:	INFO	:	Epoch 799 | loss: 0.000112282 | val_loss: 0.000122727 | Time: 1874.55 ms
[2020-12-04 08:13:23	                main:581]	:	INFO	:	Epoch 800 | loss: 0.000112077 | val_loss: 0.000141144 | Time: 1877.56 ms
[2020-12-04 08:13:25	                main:581]	:	INFO	:	Epoch 801 | loss: 0.000129592 | val_loss: 0.00013255 | Time: 1877.68 ms
[2020-12-04 08:13:27	                main:581]	:	INFO	:	Epoch 802 | loss: 0.000112968 | val_loss: 0.000124817 | Time: 1877.84 ms
[2020-12-04 08:13:28	                main:581]	:	INFO	:	Epoch 803 | loss: 0.000138424 | val_loss: 0.000159462 | Time: 1879.33 ms
[2020-12-04 08:13:30	                main:581]	:	INFO	:	Epoch 804 | loss: 0.000152164 | val_loss: 0.000142252 | Time: 1875.27 ms
[2020-12-04 08:13:32	                main:581]	:	INFO	:	Epoch 805 | loss: 0.000122777 | val_loss: 0.000125865 | Time: 1877.21 ms
[2020-12-04 08:13:34	                main:581]	:	INFO	:	Epoch 806 | loss: 0.000109594 | val_loss: 0.0001205 | Time: 1877.66 ms
[2020-12-04 08:13:36	                main:581]	:	INFO	:	Epoch 807 | loss: 0.000113662 | val_loss: 0.000149846 | Time: 1876.64 ms
[2020-12-04 08:13:38	                main:581]	:	INFO	:	Epoch 808 | loss: 0.000143111 | val_loss: 0.000152672 | Time: 1877.81 ms
[2020-12-04 08:13:40	                main:581]	:	INFO	:	Epoch 809 | loss: 0.000121252 | val_loss: 0.000125024 | Time: 1877.39 ms
[2020-12-04 08:13:42	                main:581]	:	INFO	:	Epoch 810 | loss: 0.000109714 | val_loss: 0.000121603 | Time: 1876.18 ms
[2020-12-04 08:13:44	                main:581]	:	INFO	:	Epoch 811 | loss: 0.000114612 | val_loss: 0.000151882 | Time: 1892.27 ms
[2020-12-04 08:13:45	                main:581]	:	INFO	:	Epoch 812 | loss: 0.000145087 | val_loss: 0.000142635 | Time: 1890.28 ms
[2020-12-04 08:13:47	                main:581]	:	INFO	:	Epoch 813 | loss: 0.000122712 | val_loss: 0.000136285 | Time: 1890.95 ms
[2020-12-04 08:13:49	                main:581]	:	INFO	:	Epoch 814 | loss: 0.000122099 | val_loss: 0.000126188 | Time: 1887.04 ms
[2020-12-04 08:13:51	                main:581]	:	INFO	:	Epoch 815 | loss: 0.000124308 | val_loss: 0.000192621 | Time: 1877.34 ms
[2020-12-04 08:13:53	                main:581]	:	INFO	:	Epoch 816 | loss: 0.000136462 | val_loss: 0.000128014 | Time: 1875.43 ms
[2020-12-04 08:13:55	                main:581]	:	INFO	:	Epoch 817 | loss: 0.000120362 | val_loss: 0.000156441 | Time: 1875.36 ms
[2020-12-04 08:13:57	                main:581]	:	INFO	:	Epoch 818 | loss: 0.000143207 | val_loss: 0.00015275 | Time: 1877.73 ms
[2020-12-04 08:13:59	                main:581]	:	INFO	:	Epoch 819 | loss: 0.000120074 | val_loss: 0.000127938 | Time: 1876.64 ms
[2020-12-04 08:14:00	                main:581]	:	INFO	:	Epoch 820 | loss: 0.00011025 | val_loss: 0.000124923 | Time: 1877.01 ms
[2020-12-04 08:14:02	                main:581]	:	INFO	:	Epoch 821 | loss: 0.000126411 | val_loss: 0.000146805 | Time: 1882.28 ms
[2020-12-04 08:14:04	                main:581]	:	INFO	:	Epoch 822 | loss: 0.000131686 | val_loss: 0.000131596 | Time: 1888.3 ms
[2020-12-04 08:14:06	                main:581]	:	INFO	:	Epoch 823 | loss: 0.000116123 | val_loss: 0.000125013 | Time: 1881.17 ms
[2020-12-04 08:14:08	                main:581]	:	INFO	:	Epoch 824 | loss: 0.000108004 | val_loss: 0.00012232 | Time: 1882.08 ms
[2020-12-04 08:14:10	                main:581]	:	INFO	:	Epoch 825 | loss: 0.000123378 | val_loss: 0.000179212 | Time: 1881.01 ms
[2020-12-04 08:14:12	                main:581]	:	INFO	:	Epoch 826 | loss: 0.000182364 | val_loss: 0.000181436 | Time: 1881.78 ms
[2020-12-04 08:14:14	                main:581]	:	INFO	:	Epoch 827 | loss: 0.000138993 | val_loss: 0.000137969 | Time: 1891.78 ms
[2020-12-04 08:14:16	                main:581]	:	INFO	:	Epoch 828 | loss: 0.000115185 | val_loss: 0.000129207 | Time: 1889.66 ms
[2020-12-04 08:14:17	                main:581]	:	INFO	:	Epoch 829 | loss: 0.000111603 | val_loss: 0.000131013 | Time: 1874.89 ms
[2020-12-04 08:14:19	                main:581]	:	INFO	:	Epoch 830 | loss: 0.000118926 | val_loss: 0.00014592 | Time: 1877.07 ms
[2020-12-04 08:14:21	                main:581]	:	INFO	:	Epoch 831 | loss: 0.000136541 | val_loss: 0.000139665 | Time: 1882.05 ms
[2020-12-04 08:14:23	                main:581]	:	INFO	:	Epoch 832 | loss: 0.000114451 | val_loss: 0.00012255 | Time: 1880.8 ms
[2020-12-04 08:14:25	                main:581]	:	INFO	:	Epoch 833 | loss: 0.000108372 | val_loss: 0.000126063 | Time: 1886.55 ms
[2020-12-04 08:14:27	                main:581]	:	INFO	:	Epoch 834 | loss: 0.000125636 | val_loss: 0.000130552 | Time: 1889.06 ms
[2020-12-04 08:14:29	                main:581]	:	INFO	:	Epoch 835 | loss: 0.000114832 | val_loss: 0.000128839 | Time: 1879.12 ms
[2020-12-04 08:14:31	                main:581]	:	INFO	:	Epoch 836 | loss: 0.000149668 | val_loss: 0.000144645 | Time: 1888.4 ms
[2020-12-04 08:14:32	                main:581]	:	INFO	:	Epoch 837 | loss: 0.000122566 | val_loss: 0.00012958 | Time: 1888.09 ms
[2020-12-04 08:14:34	                main:581]	:	INFO	:	Epoch 838 | loss: 0.000111711 | val_loss: 0.00012419 | Time: 1887.13 ms
[2020-12-04 08:14:36	                main:581]	:	INFO	:	Epoch 839 | loss: 0.000130833 | val_loss: 0.000135291 | Time: 1889.64 ms
[2020-12-04 08:14:38	                main:581]	:	INFO	:	Epoch 840 | loss: 0.000124121 | val_loss: 0.000131368 | Time: 1879.67 ms
[2020-12-04 08:14:40	                main:581]	:	INFO	:	Epoch 841 | loss: 0.000112174 | val_loss: 0.000130444 | Time: 1875.59 ms
[2020-12-04 08:14:42	                main:581]	:	INFO	:	Epoch 842 | loss: 0.000144106 | val_loss: 0.000154256 | Time: 1886.52 ms
[2020-12-04 08:14:44	                main:581]	:	INFO	:	Epoch 843 | loss: 0.000128787 | val_loss: 0.000134134 | Time: 1878.02 ms
[2020-12-04 08:14:46	                main:581]	:	INFO	:	Epoch 844 | loss: 0.000115954 | val_loss: 0.000129869 | Time: 1878 ms
[2020-12-04 08:14:48	                main:581]	:	INFO	:	Epoch 845 | loss: 0.000114681 | val_loss: 0.000132658 | Time: 1883.03 ms
[2020-12-04 08:14:49	                main:581]	:	INFO	:	Epoch 846 | loss: 0.000117806 | val_loss: 0.000123914 | Time: 1886.12 ms
[2020-12-04 08:14:51	                main:581]	:	INFO	:	Epoch 847 | loss: 0.000110184 | val_loss: 0.000132902 | Time: 1889.3 ms
[2020-12-04 08:14:53	                main:581]	:	INFO	:	Epoch 848 | loss: 0.000150839 | val_loss: 0.000161104 | Time: 1891.88 ms
[2020-12-04 08:14:55	                main:581]	:	INFO	:	Epoch 849 | loss: 0.000135964 | val_loss: 0.000151857 | Time: 1884.97 ms
[2020-12-04 08:14:57	                main:581]	:	INFO	:	Epoch 850 | loss: 0.000125467 | val_loss: 0.000129319 | Time: 1887.34 ms
[2020-12-04 08:14:59	                main:581]	:	INFO	:	Epoch 851 | loss: 0.00011493 | val_loss: 0.000133982 | Time: 1885.04 ms
[2020-12-04 08:15:01	                main:581]	:	INFO	:	Epoch 852 | loss: 0.000114878 | val_loss: 0.000125794 | Time: 1882.75 ms
[2020-12-04 08:15:03	                main:581]	:	INFO	:	Epoch 853 | loss: 0.000136095 | val_loss: 0.000138693 | Time: 1885.26 ms
[2020-12-04 08:15:05	                main:581]	:	INFO	:	Epoch 854 | loss: 0.000120718 | val_loss: 0.000132573 | Time: 1885.67 ms
[2020-12-04 08:15:06	                main:581]	:	INFO	:	Epoch 855 | loss: 0.000119055 | val_loss: 0.00012857 | Time: 1885.85 ms
[2020-12-04 08:15:08	                main:581]	:	INFO	:	Epoch 856 | loss: 0.000109671 | val_loss: 0.000123946 | Time: 1883.52 ms
[2020-12-04 08:15:10	                main:581]	:	INFO	:	Epoch 857 | loss: 0.000132725 | val_loss: 0.00015629 | Time: 1884.77 ms
[2020-12-04 08:15:12	                main:581]	:	INFO	:	Epoch 858 | loss: 0.000140968 | val_loss: 0.000149303 | Time: 1884 ms
[2020-12-04 08:15:14	                main:581]	:	INFO	:	Epoch 859 | loss: 0.000123889 | val_loss: 0.000136662 | Time: 1886.91 ms
[2020-12-04 08:15:16	                main:581]	:	INFO	:	Epoch 860 | loss: 0.000115884 | val_loss: 0.000131808 | Time: 1882.97 ms
[2020-12-04 08:15:18	                main:581]	:	INFO	:	Epoch 861 | loss: 0.00013098 | val_loss: 0.000145233 | Time: 1881.34 ms
[2020-12-04 08:15:20	                main:581]	:	INFO	:	Epoch 862 | loss: 0.000125655 | val_loss: 0.000141508 | Time: 1880.12 ms
[2020-12-04 08:15:21	                main:581]	:	INFO	:	Epoch 863 | loss: 0.000118341 | val_loss: 0.00012988 | Time: 1879.39 ms
[2020-12-04 08:15:23	                main:581]	:	INFO	:	Epoch 864 | loss: 0.000131392 | val_loss: 0.000176985 | Time: 1888.84 ms
[2020-12-04 08:15:25	                main:581]	:	INFO	:	Epoch 865 | loss: 0.000135287 | val_loss: 0.000133705 | Time: 1881.54 ms
[2020-12-04 08:15:27	                main:581]	:	INFO	:	Epoch 866 | loss: 0.000113906 | val_loss: 0.000123495 | Time: 1876.4 ms
[2020-12-04 08:15:29	                main:581]	:	INFO	:	Epoch 867 | loss: 0.000107833 | val_loss: 0.00012246 | Time: 1880.37 ms
[2020-12-04 08:15:31	                main:581]	:	INFO	:	Epoch 868 | loss: 0.000138946 | val_loss: 0.000165167 | Time: 1876.77 ms
[2020-12-04 08:15:33	                main:581]	:	INFO	:	Epoch 869 | loss: 0.000132172 | val_loss: 0.000130386 | Time: 1883.9 ms
[2020-12-04 08:15:35	                main:581]	:	INFO	:	Epoch 870 | loss: 0.000132536 | val_loss: 0.000154819 | Time: 1887.43 ms
[2020-12-04 08:15:37	                main:581]	:	INFO	:	Epoch 871 | loss: 0.000119702 | val_loss: 0.000126696 | Time: 1884.53 ms
[2020-12-04 08:15:38	                main:581]	:	INFO	:	Epoch 872 | loss: 0.000109058 | val_loss: 0.000122618 | Time: 1880.44 ms
[2020-12-04 08:15:40	                main:581]	:	INFO	:	Epoch 873 | loss: 0.000119515 | val_loss: 0.000175512 | Time: 1879.96 ms
[2020-12-04 08:15:42	                main:581]	:	INFO	:	Epoch 874 | loss: 0.000137335 | val_loss: 0.0001503 | Time: 1875.82 ms
[2020-12-04 08:15:44	                main:581]	:	INFO	:	Epoch 875 | loss: 0.000128397 | val_loss: 0.000148638 | Time: 1880.78 ms
[2020-12-04 08:15:46	                main:581]	:	INFO	:	Epoch 876 | loss: 0.000139818 | val_loss: 0.000134127 | Time: 1881.15 ms
[2020-12-04 08:15:48	                main:581]	:	INFO	:	Epoch 877 | loss: 0.000115045 | val_loss: 0.000123375 | Time: 1883.51 ms
[2020-12-04 08:15:50	                main:581]	:	INFO	:	Epoch 878 | loss: 0.000110174 | val_loss: 0.000133354 | Time: 1884.88 ms
[2020-12-04 08:15:52	                main:581]	:	INFO	:	Epoch 879 | loss: 0.000133831 | val_loss: 0.000136043 | Time: 1882.38 ms
[2020-12-04 08:15:53	                main:581]	:	INFO	:	Epoch 880 | loss: 0.000118461 | val_loss: 0.000125947 | Time: 1883.38 ms
[2020-12-04 08:15:55	                main:581]	:	INFO	:	Epoch 881 | loss: 0.000114868 | val_loss: 0.000132402 | Time: 1877.79 ms
[2020-12-04 08:15:57	                main:581]	:	INFO	:	Epoch 882 | loss: 0.000128821 | val_loss: 0.000141658 | Time: 1873.36 ms
[2020-12-04 08:15:59	                main:581]	:	INFO	:	Epoch 883 | loss: 0.000120943 | val_loss: 0.000131712 | Time: 1876.42 ms
[2020-12-04 08:16:01	                main:581]	:	INFO	:	Epoch 884 | loss: 0.000115167 | val_loss: 0.000129605 | Time: 1885.31 ms
[2020-12-04 08:16:03	                main:581]	:	INFO	:	Epoch 885 | loss: 0.000137531 | val_loss: 0.000165972 | Time: 1886.32 ms
[2020-12-04 08:16:05	                main:581]	:	INFO	:	Epoch 886 | loss: 0.000133315 | val_loss: 0.000130807 | Time: 1875.32 ms
[2020-12-04 08:16:07	                main:581]	:	INFO	:	Epoch 887 | loss: 0.000124554 | val_loss: 0.000147363 | Time: 1879.88 ms
[2020-12-04 08:16:08	                main:581]	:	INFO	:	Epoch 888 | loss: 0.000116218 | val_loss: 0.000121974 | Time: 1875.37 ms
[2020-12-04 08:16:10	                main:581]	:	INFO	:	Epoch 889 | loss: 0.000109534 | val_loss: 0.000135959 | Time: 1880.92 ms
[2020-12-04 08:16:12	                main:581]	:	INFO	:	Epoch 890 | loss: 0.000137813 | val_loss: 0.000142239 | Time: 1887.04 ms
[2020-12-04 08:16:14	                main:581]	:	INFO	:	Epoch 891 | loss: 0.000120197 | val_loss: 0.000126055 | Time: 1887.03 ms
[2020-12-04 08:16:16	                main:581]	:	INFO	:	Epoch 892 | loss: 0.000111543 | val_loss: 0.000129005 | Time: 1885.84 ms
[2020-12-04 08:16:18	                main:581]	:	INFO	:	Epoch 893 | loss: 0.000138065 | val_loss: 0.000149317 | Time: 1882.22 ms
[2020-12-04 08:16:20	                main:581]	:	INFO	:	Epoch 894 | loss: 0.000125787 | val_loss: 0.000133375 | Time: 1890.83 ms
[2020-12-04 08:16:22	                main:581]	:	INFO	:	Epoch 895 | loss: 0.00011384 | val_loss: 0.000128907 | Time: 1892.81 ms
[2020-12-04 08:16:24	                main:581]	:	INFO	:	Epoch 896 | loss: 0.00011893 | val_loss: 0.000128722 | Time: 1890 ms
[2020-12-04 08:16:25	                main:581]	:	INFO	:	Epoch 897 | loss: 0.000116772 | val_loss: 0.000140649 | Time: 1877.67 ms
[2020-12-04 08:16:27	                main:581]	:	INFO	:	Epoch 898 | loss: 0.000133147 | val_loss: 0.000141006 | Time: 1880.03 ms
[2020-12-04 08:16:29	                main:581]	:	INFO	:	Epoch 899 | loss: 0.000118697 | val_loss: 0.000131029 | Time: 1880.87 ms
[2020-12-04 08:16:31	                main:581]	:	INFO	:	Epoch 900 | loss: 0.000160505 | val_loss: 0.000181855 | Time: 1877.92 ms
[2020-12-04 08:16:33	                main:581]	:	INFO	:	Epoch 901 | loss: 0.000138297 | val_loss: 0.000135965 | Time: 1883.97 ms
[2020-12-04 08:16:35	                main:581]	:	INFO	:	Epoch 902 | loss: 0.000114723 | val_loss: 0.000125002 | Time: 1883.91 ms
[2020-12-04 08:16:37	                main:581]	:	INFO	:	Epoch 903 | loss: 0.000111245 | val_loss: 0.000126691 | Time: 1885.33 ms
[2020-12-04 08:16:39	                main:581]	:	INFO	:	Epoch 904 | loss: 0.000120413 | val_loss: 0.000131472 | Time: 1875.58 ms
[2020-12-04 08:16:41	                main:581]	:	INFO	:	Epoch 905 | loss: 0.000119533 | val_loss: 0.000128203 | Time: 1875.22 ms
[2020-12-04 08:16:42	                main:581]	:	INFO	:	Epoch 906 | loss: 0.00012859 | val_loss: 0.000133459 | Time: 1874.34 ms
[2020-12-04 08:16:44	                main:581]	:	INFO	:	Epoch 907 | loss: 0.000115675 | val_loss: 0.000130064 | Time: 1875.72 ms
[2020-12-04 08:16:46	                main:581]	:	INFO	:	Epoch 908 | loss: 0.00013428 | val_loss: 0.000148354 | Time: 1882 ms
[2020-12-04 08:16:48	                main:581]	:	INFO	:	Epoch 909 | loss: 0.000130257 | val_loss: 0.000133611 | Time: 1879.4 ms
[2020-12-04 08:16:50	                main:581]	:	INFO	:	Epoch 910 | loss: 0.000116405 | val_loss: 0.000121463 | Time: 1881.67 ms
[2020-12-04 08:16:52	                main:581]	:	INFO	:	Epoch 911 | loss: 0.000110593 | val_loss: 0.000150029 | Time: 1876.97 ms
[2020-12-04 08:16:54	                main:581]	:	INFO	:	Epoch 912 | loss: 0.00019048 | val_loss: 0.000206699 | Time: 1886.41 ms
[2020-12-04 08:16:56	                main:581]	:	INFO	:	Epoch 913 | loss: 0.000250291 | val_loss: 0.000207049 | Time: 1877.43 ms
[2020-12-04 08:16:57	                main:581]	:	INFO	:	Epoch 914 | loss: 0.000150683 | val_loss: 0.000153331 | Time: 1878.34 ms
[2020-12-04 08:16:59	                main:581]	:	INFO	:	Epoch 915 | loss: 0.000137416 | val_loss: 0.000127042 | Time: 1880.92 ms
[2020-12-04 08:17:01	                main:581]	:	INFO	:	Epoch 916 | loss: 0.000109036 | val_loss: 0.000121 | Time: 1885.66 ms
[2020-12-04 08:17:03	                main:581]	:	INFO	:	Epoch 917 | loss: 0.000105253 | val_loss: 0.000119094 | Time: 1885.11 ms
[2020-12-04 08:17:05	                main:581]	:	INFO	:	Epoch 918 | loss: 0.0001053 | val_loss: 0.000120663 | Time: 1882.01 ms
[2020-12-04 08:17:07	                main:581]	:	INFO	:	Epoch 919 | loss: 0.000116226 | val_loss: 0.000154226 | Time: 1876.23 ms
[2020-12-04 08:17:09	                main:581]	:	INFO	:	Epoch 920 | loss: 0.000118534 | val_loss: 0.000125331 | Time: 1875.91 ms
[2020-12-04 08:17:11	                main:581]	:	INFO	:	Epoch 921 | loss: 0.000108236 | val_loss: 0.000120905 | Time: 1876.67 ms
[2020-12-04 08:17:12	                main:581]	:	INFO	:	Epoch 922 | loss: 0.000119404 | val_loss: 0.000177263 | Time: 1875.55 ms
[2020-12-04 08:17:14	                main:581]	:	INFO	:	Epoch 923 | loss: 0.000133031 | val_loss: 0.000126184 | Time: 1889.19 ms
[2020-12-04 08:17:16	                main:581]	:	INFO	:	Epoch 924 | loss: 0.000110237 | val_loss: 0.000120765 | Time: 1885.8 ms
[2020-12-04 08:17:18	                main:581]	:	INFO	:	Epoch 925 | loss: 0.00010588 | val_loss: 0.00011981 | Time: 1889.44 ms
[2020-12-04 08:17:20	                main:581]	:	INFO	:	Epoch 926 | loss: 0.000121494 | val_loss: 0.000140282 | Time: 1889.43 ms
[2020-12-04 08:17:22	                main:581]	:	INFO	:	Epoch 927 | loss: 0.000120946 | val_loss: 0.000161517 | Time: 1893.34 ms
[2020-12-04 08:17:24	                main:581]	:	INFO	:	Epoch 928 | loss: 0.000123979 | val_loss: 0.000123918 | Time: 1886.23 ms
[2020-12-04 08:17:26	                main:581]	:	INFO	:	Epoch 929 | loss: 0.000108952 | val_loss: 0.000124217 | Time: 1892.62 ms
[2020-12-04 08:17:28	                main:581]	:	INFO	:	Epoch 930 | loss: 0.000114554 | val_loss: 0.000142376 | Time: 1892.96 ms
[2020-12-04 08:17:29	                main:581]	:	INFO	:	Epoch 931 | loss: 0.00012236 | val_loss: 0.000127105 | Time: 1888.03 ms
[2020-12-04 08:17:31	                main:581]	:	INFO	:	Epoch 932 | loss: 0.000113411 | val_loss: 0.000144164 | Time: 1887.22 ms
[2020-12-04 08:17:33	                main:581]	:	INFO	:	Epoch 933 | loss: 0.000141281 | val_loss: 0.000133587 | Time: 1880.01 ms
[2020-12-04 08:17:35	                main:581]	:	INFO	:	Epoch 934 | loss: 0.000116073 | val_loss: 0.000128176 | Time: 1876.48 ms
[2020-12-04 08:17:37	                main:581]	:	INFO	:	Epoch 935 | loss: 0.000116164 | val_loss: 0.000141272 | Time: 1879.8 ms
[2020-12-04 08:17:39	                main:581]	:	INFO	:	Epoch 936 | loss: 0.000132153 | val_loss: 0.000141429 | Time: 1876.27 ms
[2020-12-04 08:17:41	                main:581]	:	INFO	:	Epoch 937 | loss: 0.000117081 | val_loss: 0.000125709 | Time: 1875.63 ms
[2020-12-04 08:17:43	                main:581]	:	INFO	:	Epoch 938 | loss: 0.000109259 | val_loss: 0.000122242 | Time: 1876.13 ms
[2020-12-04 08:17:44	                main:581]	:	INFO	:	Epoch 939 | loss: 0.000121495 | val_loss: 0.000170271 | Time: 1885.32 ms
[2020-12-04 08:17:46	                main:581]	:	INFO	:	Epoch 940 | loss: 0.000138909 | val_loss: 0.000137745 | Time: 1880.62 ms
[2020-12-04 08:17:48	                main:581]	:	INFO	:	Epoch 941 | loss: 0.000116116 | val_loss: 0.000123299 | Time: 1877.24 ms
[2020-12-04 08:17:50	                main:581]	:	INFO	:	Epoch 942 | loss: 0.000110938 | val_loss: 0.000127946 | Time: 1888.53 ms
[2020-12-04 08:17:52	                main:581]	:	INFO	:	Epoch 943 | loss: 0.000140741 | val_loss: 0.000154032 | Time: 1887.28 ms
[2020-12-04 08:17:54	                main:581]	:	INFO	:	Epoch 944 | loss: 0.000122089 | val_loss: 0.00012788 | Time: 1885.34 ms
[2020-12-04 08:17:56	                main:581]	:	INFO	:	Epoch 945 | loss: 0.000116112 | val_loss: 0.000135958 | Time: 1886.35 ms
[2020-12-04 08:17:58	                main:581]	:	INFO	:	Epoch 946 | loss: 0.000123251 | val_loss: 0.000129637 | Time: 1885.12 ms
[2020-12-04 08:18:00	                main:581]	:	INFO	:	Epoch 947 | loss: 0.000116694 | val_loss: 0.000138112 | Time: 1885.52 ms
[2020-12-04 08:18:01	                main:581]	:	INFO	:	Epoch 948 | loss: 0.000134417 | val_loss: 0.000133957 | Time: 1880.2 ms
[2020-12-04 08:18:03	                main:581]	:	INFO	:	Epoch 949 | loss: 0.000114103 | val_loss: 0.00012781 | Time: 1882.35 ms
[2020-12-04 08:18:05	                main:581]	:	INFO	:	Epoch 950 | loss: 0.000116057 | val_loss: 0.000144067 | Time: 1890.55 ms
[2020-12-04 08:18:07	                main:581]	:	INFO	:	Epoch 951 | loss: 0.000130544 | val_loss: 0.000155069 | Time: 1883.84 ms
[2020-12-04 08:18:09	                main:581]	:	INFO	:	Epoch 952 | loss: 0.00013665 | val_loss: 0.000132619 | Time: 1886.26 ms
[2020-12-04 08:18:11	                main:581]	:	INFO	:	Epoch 953 | loss: 0.00011424 | val_loss: 0.000123587 | Time: 1892.07 ms
[2020-12-04 08:18:13	                main:581]	:	INFO	:	Epoch 954 | loss: 0.000113351 | val_loss: 0.000147839 | Time: 1886.72 ms
[2020-12-04 08:18:15	                main:581]	:	INFO	:	Epoch 955 | loss: 0.000132587 | val_loss: 0.000147723 | Time: 1885.35 ms
[2020-12-04 08:18:17	                main:581]	:	INFO	:	Epoch 956 | loss: 0.000145336 | val_loss: 0.000152203 | Time: 1883.39 ms
[2020-12-04 08:18:18	                main:581]	:	INFO	:	Epoch 957 | loss: 0.000121195 | val_loss: 0.000127958 | Time: 1878.14 ms
[2020-12-04 08:18:20	                main:581]	:	INFO	:	Epoch 958 | loss: 0.000111127 | val_loss: 0.000124827 | Time: 1878.86 ms
[2020-12-04 08:18:22	                main:581]	:	INFO	:	Epoch 959 | loss: 0.000111563 | val_loss: 0.000133059 | Time: 1879.88 ms
[2020-12-04 08:18:24	                main:581]	:	INFO	:	Epoch 960 | loss: 0.000128872 | val_loss: 0.000137977 | Time: 1881.57 ms
[2020-12-04 08:18:26	                main:581]	:	INFO	:	Epoch 961 | loss: 0.000119271 | val_loss: 0.000130236 | Time: 1892.11 ms
[2020-12-04 08:18:28	                main:581]	:	INFO	:	Epoch 962 | loss: 0.000119788 | val_loss: 0.000133965 | Time: 1886.76 ms
[2020-12-04 08:18:30	                main:581]	:	INFO	:	Epoch 963 | loss: 0.000142595 | val_loss: 0.000177112 | Time: 1892.81 ms
[2020-12-04 08:18:32	                main:581]	:	INFO	:	Epoch 964 | loss: 0.000139224 | val_loss: 0.000131466 | Time: 1884.88 ms
[2020-12-04 08:18:34	                main:581]	:	INFO	:	Epoch 965 | loss: 0.000113243 | val_loss: 0.000123834 | Time: 1886.7 ms
[2020-12-04 08:18:35	                main:581]	:	INFO	:	Epoch 966 | loss: 0.000108325 | val_loss: 0.000126836 | Time: 1885.96 ms
[2020-12-04 08:18:37	                main:581]	:	INFO	:	Epoch 967 | loss: 0.000134295 | val_loss: 0.00016099 | Time: 1888.04 ms
[2020-12-04 08:18:39	                main:581]	:	INFO	:	Epoch 968 | loss: 0.000132379 | val_loss: 0.000132456 | Time: 1885.72 ms
[2020-12-04 08:18:41	                main:581]	:	INFO	:	Epoch 969 | loss: 0.000116545 | val_loss: 0.000128483 | Time: 1878.63 ms
[2020-12-04 08:18:43	                main:581]	:	INFO	:	Epoch 970 | loss: 0.000109697 | val_loss: 0.000123655 | Time: 1884 ms
[2020-12-04 08:18:45	                main:581]	:	INFO	:	Epoch 971 | loss: 0.000132757 | val_loss: 0.000157289 | Time: 1884.56 ms
[2020-12-04 08:18:47	                main:581]	:	INFO	:	Epoch 972 | loss: 0.000124375 | val_loss: 0.000126979 | Time: 1876.91 ms
[2020-12-04 08:18:49	                main:581]	:	INFO	:	Epoch 973 | loss: 0.000112989 | val_loss: 0.000131706 | Time: 1876.74 ms
[2020-12-04 08:18:50	                main:581]	:	INFO	:	Epoch 974 | loss: 0.000134299 | val_loss: 0.000147715 | Time: 1877.68 ms
[2020-12-04 08:18:52	                main:581]	:	INFO	:	Epoch 975 | loss: 0.00012113 | val_loss: 0.000128081 | Time: 1875.67 ms
[2020-12-04 08:18:54	                main:581]	:	INFO	:	Epoch 976 | loss: 0.000120821 | val_loss: 0.000137087 | Time: 1879.49 ms
[2020-12-04 08:18:56	                main:581]	:	INFO	:	Epoch 977 | loss: 0.000119591 | val_loss: 0.000130364 | Time: 1886.74 ms
[2020-12-04 08:18:58	                main:581]	:	INFO	:	Epoch 978 | loss: 0.000119015 | val_loss: 0.000151886 | Time: 1888.95 ms
[2020-12-04 08:19:00	                main:581]	:	INFO	:	Epoch 979 | loss: 0.000137338 | val_loss: 0.000142998 | Time: 1887.79 ms
[2020-12-04 08:19:02	                main:581]	:	INFO	:	Epoch 980 | loss: 0.000119489 | val_loss: 0.000129689 | Time: 1886.98 ms
[2020-12-04 08:19:04	                main:581]	:	INFO	:	Epoch 981 | loss: 0.000122641 | val_loss: 0.00013193 | Time: 1883.96 ms
[2020-12-04 08:19:06	                main:581]	:	INFO	:	Epoch 982 | loss: 0.000113897 | val_loss: 0.00012486 | Time: 1886.76 ms
[2020-12-04 08:19:07	                main:581]	:	INFO	:	Epoch 983 | loss: 0.00013371 | val_loss: 0.000169554 | Time: 1890.06 ms
[2020-12-04 08:19:09	                main:581]	:	INFO	:	Epoch 984 | loss: 0.000128729 | val_loss: 0.000151221 | Time: 1890.58 ms
[2020-12-04 08:19:11	                main:581]	:	INFO	:	Epoch 985 | loss: 0.000142131 | val_loss: 0.000145023 | Time: 1887.03 ms
[2020-12-04 08:19:13	                main:581]	:	INFO	:	Epoch 986 | loss: 0.000116377 | val_loss: 0.000130006 | Time: 1889.03 ms
[2020-12-04 08:19:15	                main:581]	:	INFO	:	Epoch 987 | loss: 0.000115165 | val_loss: 0.000126286 | Time: 1887.98 ms
[2020-12-04 08:19:17	                main:581]	:	INFO	:	Epoch 988 | loss: 0.000112514 | val_loss: 0.000121903 | Time: 1889.13 ms
[2020-12-04 08:19:19	                main:581]	:	INFO	:	Epoch 989 | loss: 0.000117465 | val_loss: 0.0001847 | Time: 1886.75 ms
[2020-12-04 08:19:21	                main:581]	:	INFO	:	Epoch 990 | loss: 0.000156216 | val_loss: 0.000155443 | Time: 1889.93 ms
[2020-12-04 08:19:23	                main:581]	:	INFO	:	Epoch 991 | loss: 0.000146328 | val_loss: 0.000138256 | Time: 1891.06 ms
[2020-12-04 08:19:24	                main:581]	:	INFO	:	Epoch 992 | loss: 0.00011818 | val_loss: 0.000130583 | Time: 1893.83 ms
[2020-12-04 08:19:26	                main:581]	:	INFO	:	Epoch 993 | loss: 0.000122196 | val_loss: 0.000134202 | Time: 1890.41 ms
[2020-12-04 08:19:28	                main:581]	:	INFO	:	Epoch 994 | loss: 0.000121098 | val_loss: 0.000124115 | Time: 1885.76 ms
[2020-12-04 08:19:30	                main:581]	:	INFO	:	Epoch 995 | loss: 0.000114215 | val_loss: 0.000126209 | Time: 1888.48 ms
[2020-12-04 08:19:32	                main:581]	:	INFO	:	Epoch 996 | loss: 0.000119964 | val_loss: 0.000150962 | Time: 1890.64 ms
[2020-12-04 08:19:34	                main:581]	:	INFO	:	Epoch 997 | loss: 0.000125028 | val_loss: 0.000140589 | Time: 1890.54 ms
[2020-12-04 08:19:36	                main:581]	:	INFO	:	Epoch 998 | loss: 0.000117358 | val_loss: 0.000128864 | Time: 1890.64 ms
[2020-12-04 08:19:38	                main:581]	:	INFO	:	Epoch 999 | loss: 0.000128508 | val_loss: 0.000130516 | Time: 1888.67 ms
[2020-12-04 08:19:40	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.000120386 | val_loss: 0.00013729 | Time: 1887.06 ms
[2020-12-04 08:19:41	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.000114262 | val_loss: 0.000122481 | Time: 1887.97 ms
[2020-12-04 08:19:43	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.000112763 | val_loss: 0.000131581 | Time: 1886.6 ms
[2020-12-04 08:19:45	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.000131958 | val_loss: 0.000151509 | Time: 1889.01 ms
[2020-12-04 08:19:47	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.000130608 | val_loss: 0.000140565 | Time: 1890.55 ms
[2020-12-04 08:19:49	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.000124188 | val_loss: 0.000141613 | Time: 1893.13 ms
[2020-12-04 08:19:51	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.000122277 | val_loss: 0.000139132 | Time: 1888.39 ms
[2020-12-04 08:19:53	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.000115484 | val_loss: 0.000128628 | Time: 1883.56 ms
[2020-12-04 08:19:55	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.000123617 | val_loss: 0.000138489 | Time: 1884.77 ms
[2020-12-04 08:19:57	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.000129625 | val_loss: 0.000130392 | Time: 1886.43 ms
[2020-12-04 08:19:58	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.000118113 | val_loss: 0.000130012 | Time: 1885.42 ms
[2020-12-04 08:20:00	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.000116241 | val_loss: 0.000135562 | Time: 1887.69 ms
[2020-12-04 08:20:02	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.000138775 | val_loss: 0.000147414 | Time: 1888.6 ms
[2020-12-04 08:20:04	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.000120785 | val_loss: 0.000131826 | Time: 1886.36 ms
[2020-12-04 08:20:06	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.000124495 | val_loss: 0.000134534 | Time: 1884.36 ms
[2020-12-04 08:20:08	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.000114018 | val_loss: 0.000124196 | Time: 1885.59 ms
[2020-12-04 08:20:10	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.000114267 | val_loss: 0.000149576 | Time: 1878.08 ms
[2020-12-04 08:20:12	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.000131566 | val_loss: 0.000137973 | Time: 1883.53 ms
[2020-12-04 08:20:13	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.000114943 | val_loss: 0.00012655 | Time: 1877.39 ms
[2020-12-04 08:20:15	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.000124471 | val_loss: 0.000175461 | Time: 1876.6 ms
[2020-12-04 08:20:17	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.000135673 | val_loss: 0.000145912 | Time: 1876.74 ms
[2020-12-04 08:20:19	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.000152931 | val_loss: 0.000141973 | Time: 1887.33 ms
[2020-12-04 08:20:21	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.000116056 | val_loss: 0.000124506 | Time: 1891.45 ms
[2020-12-04 08:20:23	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.000112397 | val_loss: 0.000133011 | Time: 1888.7 ms
[2020-12-04 08:20:25	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.000134584 | val_loss: 0.000131438 | Time: 1885.91 ms
[2020-12-04 08:20:25	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.000131438
[2020-12-04 08:20:25	                main:610]	:	INFO	:	Saving end state to config to file
[2020-12-04 08:20:25	                main:615]	:	INFO	:	Success, exiting..
08:20:25 (2047920): called boinc_finish(0)

</stderr_txt>
]]>


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