Task 3363428

Name ParityModified-1606530838-10709-4_0
Workunit 1623038
Created 20 Dec 2020, 8:46:42 UTC
Sent 21 Dec 2020, 8:14:37 UTC
Report deadline 28 Dec 2020, 8:14:37 UTC
Received 21 Dec 2020, 21:38:00 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 4379
Run time 34 min 53 sec
CPU time 34 min 49 sec
Validate state Valid
Credit 2,080.00
Device peak FLOPS 4,498.72 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>7.16.14</core_client_version>
<![CDATA[
<stderr_txt>
                main:581]	:	INFO	:	Epoch 510 | loss: 0.0309983 | val_loss: 0.0312774 | Time: 2047.29 ms
[2020-12-21 16:20:18	                main:581]	:	INFO	:	Epoch 511 | loss: 0.031 | val_loss: 0.0312975 | Time: 2030.28 ms
[2020-12-21 16:20:20	                main:581]	:	INFO	:	Epoch 512 | loss: 0.0310037 | val_loss: 0.0312509 | Time: 2039.03 ms
[2020-12-21 16:20:22	                main:581]	:	INFO	:	Epoch 513 | loss: 0.0310071 | val_loss: 0.0312945 | Time: 2030.31 ms
[2020-12-21 16:20:24	                main:581]	:	INFO	:	Epoch 514 | loss: 0.0310031 | val_loss: 0.0312831 | Time: 2047.97 ms
[2020-12-21 16:20:26	                main:581]	:	INFO	:	Epoch 515 | loss: 0.0309964 | val_loss: 0.031284 | Time: 2031.84 ms
[2020-12-21 16:20:28	                main:581]	:	INFO	:	Epoch 516 | loss: 0.0310006 | val_loss: 0.031285 | Time: 2036.71 ms
[2020-12-21 16:20:30	                main:581]	:	INFO	:	Epoch 517 | loss: 0.0310132 | val_loss: 0.0312872 | Time: 2039.41 ms
[2020-12-21 16:20:33	                main:581]	:	INFO	:	Epoch 518 | loss: 0.0310011 | val_loss: 0.031261 | Time: 2033.7 ms
[2020-12-21 16:20:35	                main:581]	:	INFO	:	Epoch 519 | loss: 0.0310829 | val_loss: 0.0312623 | Time: 2034.26 ms
[2020-12-21 16:20:37	                main:581]	:	INFO	:	Epoch 520 | loss: 0.0310536 | val_loss: 0.0312686 | Time: 2044.07 ms
[2020-12-21 16:20:39	                main:581]	:	INFO	:	Epoch 521 | loss: 0.031018 | val_loss: 0.0312791 | Time: 2030.02 ms
[2020-12-21 16:20:41	                main:581]	:	INFO	:	Epoch 522 | loss: 0.0309984 | val_loss: 0.0312951 | Time: 2042.4 ms
[2020-12-21 16:20:43	                main:581]	:	INFO	:	Epoch 523 | loss: 0.0309888 | val_loss: 0.0312665 | Time: 2040.8 ms
[2020-12-21 16:20:45	                main:581]	:	INFO	:	Epoch 524 | loss: 0.0309958 | val_loss: 0.0312876 | Time: 2029.86 ms
[2020-12-21 16:20:47	                main:581]	:	INFO	:	Epoch 525 | loss: 0.0310011 | val_loss: 0.0313167 | Time: 2038.74 ms
[2020-12-21 16:20:49	                main:581]	:	INFO	:	Epoch 526 | loss: 0.0310076 | val_loss: 0.0312998 | Time: 2040.95 ms
[2020-12-21 16:20:51	                main:581]	:	INFO	:	Epoch 527 | loss: 0.0310037 | val_loss: 0.0312974 | Time: 2031.5 ms
[2020-12-21 16:20:53	                main:581]	:	INFO	:	Epoch 528 | loss: 0.0309991 | val_loss: 0.0312879 | Time: 2041.58 ms
[2020-12-21 16:20:55	                main:581]	:	INFO	:	Epoch 529 | loss: 0.0309941 | val_loss: 0.0312923 | Time: 2039.32 ms
[2020-12-21 16:20:57	                main:581]	:	INFO	:	Epoch 530 | loss: 0.0309959 | val_loss: 0.0312824 | Time: 2056.6 ms
[2020-12-21 16:20:59	                main:581]	:	INFO	:	Epoch 531 | loss: 0.0309929 | val_loss: 0.0312889 | Time: 2036.74 ms
[2020-12-21 16:21:01	                main:581]	:	INFO	:	Epoch 532 | loss: 0.0309901 | val_loss: 0.0312955 | Time: 2045.85 ms
[2020-12-21 16:21:03	                main:581]	:	INFO	:	Epoch 533 | loss: 0.0309962 | val_loss: 0.0312856 | Time: 2036.19 ms
[2020-12-21 16:21:05	                main:581]	:	INFO	:	Epoch 534 | loss: 0.0309985 | val_loss: 0.0312845 | Time: 2039.51 ms
[2020-12-21 16:21:07	                main:581]	:	INFO	:	Epoch 535 | loss: 0.0309963 | val_loss: 0.031302 | Time: 2036.65 ms
[2020-12-21 16:21:09	                main:581]	:	INFO	:	Epoch 536 | loss: 0.0309977 | val_loss: 0.0312939 | Time: 2026.89 ms
[2020-12-21 16:21:11	                main:581]	:	INFO	:	Epoch 537 | loss: 0.0309926 | val_loss: 0.0313185 | Time: 2030.58 ms
[2020-12-21 16:21:13	                main:581]	:	INFO	:	Epoch 538 | loss: 0.0309895 | val_loss: 0.0313102 | Time: 2033.58 ms
[2020-12-21 16:21:15	                main:581]	:	INFO	:	Epoch 539 | loss: 0.0309952 | val_loss: 0.0312645 | Time: 2051.21 ms
[2020-12-21 16:21:17	                main:581]	:	INFO	:	Epoch 540 | loss: 0.0309918 | val_loss: 0.031289 | Time: 2046.34 ms
[2020-12-21 16:21:19	                main:581]	:	INFO	:	Epoch 541 | loss: 0.0309983 | val_loss: 0.0312715 | Time: 2046.45 ms
[2020-12-21 16:21:21	                main:581]	:	INFO	:	Epoch 542 | loss: 0.031002 | val_loss: 0.0312774 | Time: 2030.78 ms
[2020-12-21 16:21:23	                main:581]	:	INFO	:	Epoch 543 | loss: 0.0310255 | val_loss: 0.0312842 | Time: 2038.77 ms
[2020-12-21 16:21:26	                main:581]	:	INFO	:	Epoch 544 | loss: 0.0310061 | val_loss: 0.0313171 | Time: 2027.38 ms
[2020-12-21 16:21:28	                main:581]	:	INFO	:	Epoch 545 | loss: 0.031021 | val_loss: 0.0312629 | Time: 2041.24 ms
[2020-12-21 16:21:30	                main:581]	:	INFO	:	Epoch 546 | loss: 0.0310036 | val_loss: 0.031301 | Time: 2032.25 ms
[2020-12-21 16:21:32	                main:581]	:	INFO	:	Epoch 547 | loss: 0.0309963 | val_loss: 0.031287 | Time: 2039.97 ms
[2020-12-21 16:21:34	                main:581]	:	INFO	:	Epoch 548 | loss: 0.0309917 | val_loss: 0.0313164 | Time: 2023.63 ms
[2020-12-21 16:21:36	                main:581]	:	INFO	:	Epoch 549 | loss: 0.0309913 | val_loss: 0.031307 | Time: 2045.68 ms
[2020-12-21 16:21:38	                main:581]	:	INFO	:	Epoch 550 | loss: 0.030993 | val_loss: 0.0312944 | Time: 2032.06 ms
[2020-12-21 16:21:40	                main:581]	:	INFO	:	Epoch 551 | loss: 0.0310046 | val_loss: 0.0312765 | Time: 2038.62 ms
[2020-12-21 16:21:42	                main:581]	:	INFO	:	Epoch 552 | loss: 0.0309964 | val_loss: 0.0312838 | Time: 2033.69 ms
[2020-12-21 16:21:44	                main:581]	:	INFO	:	Epoch 553 | loss: 0.0310023 | val_loss: 0.0312651 | Time: 2041.14 ms
[2020-12-21 16:21:46	                main:581]	:	INFO	:	Epoch 554 | loss: 0.030995 | val_loss: 0.0312779 | Time: 2045.12 ms
[2020-12-21 16:21:48	                main:581]	:	INFO	:	Epoch 555 | loss: 0.0309927 | val_loss: 0.0313079 | Time: 2034.17 ms
[2020-12-21 16:21:50	                main:581]	:	INFO	:	Epoch 556 | loss: 0.0309946 | val_loss: 0.031302 | Time: 2040.51 ms
[2020-12-21 16:21:52	                main:581]	:	INFO	:	Epoch 557 | loss: 0.0309927 | val_loss: 0.0312866 | Time: 2034.55 ms
[2020-12-21 16:21:54	                main:581]	:	INFO	:	Epoch 558 | loss: 0.0309948 | val_loss: 0.0312725 | Time: 2043.67 ms
[2020-12-21 16:21:56	                main:581]	:	INFO	:	Epoch 559 | loss: 0.0309964 | val_loss: 0.0312869 | Time: 2043.74 ms
[2020-12-21 16:21:58	                main:581]	:	INFO	:	Epoch 560 | loss: 0.0309971 | val_loss: 0.0312832 | Time: 2036.18 ms
[2020-12-21 16:22:00	                main:581]	:	INFO	:	Epoch 561 | loss: 0.0309992 | val_loss: 0.0313159 | Time: 2041.73 ms
[2020-12-21 16:22:02	                main:581]	:	INFO	:	Epoch 562 | loss: 0.0309989 | val_loss: 0.031293 | Time: 2044.11 ms
[2020-12-21 16:22:04	                main:581]	:	INFO	:	Epoch 563 | loss: 0.0310013 | val_loss: 0.0312964 | Time: 2035.74 ms
[2020-12-21 16:22:06	                main:581]	:	INFO	:	Epoch 564 | loss: 0.0309949 | val_loss: 0.0313041 | Time: 2043.24 ms
[2020-12-21 16:22:08	                main:581]	:	INFO	:	Epoch 565 | loss: 0.0309965 | val_loss: 0.031275 | Time: 2040.3 ms
[2020-12-21 16:22:10	                main:581]	:	INFO	:	Epoch 566 | loss: 0.0309987 | val_loss: 0.0312954 | Time: 2040.86 ms
[2020-12-21 16:22:12	                main:581]	:	INFO	:	Epoch 567 | loss: 0.0309956 | val_loss: 0.0312984 | Time: 2043.88 ms
[2020-12-21 16:22:14	                main:581]	:	INFO	:	Epoch 568 | loss: 0.0309968 | val_loss: 0.031289 | Time: 2042.3 ms
[2020-12-21 16:22:16	                main:581]	:	INFO	:	Epoch 569 | loss: 0.0310023 | val_loss: 0.031286 | Time: 2037.68 ms
[2020-12-21 16:22:19	                main:581]	:	INFO	:	Epoch 570 | loss: 0.0310018 | val_loss: 0.0312982 | Time: 2048.77 ms
[2020-12-21 16:22:21	                main:581]	:	INFO	:	Epoch 571 | loss: 0.0309919 | val_loss: 0.0313007 | Time: 2045.26 ms
[2020-12-21 16:22:23	                main:581]	:	INFO	:	Epoch 572 | loss: 0.0309931 | val_loss: 0.0312893 | Time: 2042.07 ms
[2020-12-21 16:22:25	                main:581]	:	INFO	:	Epoch 573 | loss: 0.0309977 | val_loss: 0.0313024 | Time: 2043.12 ms
[2020-12-21 16:22:27	                main:581]	:	INFO	:	Epoch 574 | loss: 0.0309993 | val_loss: 0.0312829 | Time: 2034.66 ms
[2020-12-21 16:22:29	                main:581]	:	INFO	:	Epoch 575 | loss: 0.0309936 | val_loss: 0.0312837 | Time: 2041.48 ms
[2020-12-21 16:22:31	                main:581]	:	INFO	:	Epoch 576 | loss: 0.0309894 | val_loss: 0.0312964 | Time: 2042.23 ms
[2020-12-21 16:22:33	                main:581]	:	INFO	:	Epoch 577 | loss: 0.0310059 | val_loss: 0.0312946 | Time: 2034.98 ms
[2020-12-21 16:22:35	                main:581]	:	INFO	:	Epoch 578 | loss: 0.0310019 | val_loss: 0.0312871 | Time: 2053.95 ms
[2020-12-21 16:22:37	                main:581]	:	INFO	:	Epoch 579 | loss: 0.030994 | val_loss: 0.0312767 | Time: 2048.51 ms
[2020-12-21 16:22:39	                main:581]	:	INFO	:	Epoch 580 | loss: 0.0309917 | val_loss: 0.0312983 | Time: 2036.25 ms
[2020-12-21 16:22:41	                main:581]	:	INFO	:	Epoch 581 | loss: 0.0309915 | val_loss: 0.0313004 | Time: 2047.34 ms
[2020-12-21 16:22:43	                main:581]	:	INFO	:	Epoch 582 | loss: 0.0309936 | val_loss: 0.0312887 | Time: 2046.08 ms
[2020-12-21 16:22:45	                main:581]	:	INFO	:	Epoch 583 | loss: 0.0309965 | val_loss: 0.0312994 | Time: 2041.58 ms
[2020-12-21 16:22:47	                main:581]	:	INFO	:	Epoch 584 | loss: 0.0309924 | val_loss: 0.0312907 | Time: 2042.85 ms
[2020-12-21 16:22:49	                main:581]	:	INFO	:	Epoch 585 | loss: 0.0309946 | val_loss: 0.0312814 | Time: 2042 ms
[2020-12-21 16:22:51	                main:581]	:	INFO	:	Epoch 586 | loss: 0.0309998 | val_loss: 0.0312763 | Time: 2043.47 ms
[2020-12-21 16:22:53	                main:581]	:	INFO	:	Epoch 587 | loss: 0.0309971 | val_loss: 0.0312933 | Time: 2042.59 ms
[2020-12-21 16:22:55	                main:581]	:	INFO	:	Epoch 588 | loss: 0.0310025 | val_loss: 0.0312549 | Time: 2042.17 ms
[2020-12-21 16:22:57	                main:581]	:	INFO	:	Epoch 589 | loss: 0.0310083 | val_loss: 0.0312801 | Time: 2041.49 ms
[2020-12-21 16:22:59	                main:581]	:	INFO	:	Epoch 590 | loss: 0.0310023 | val_loss: 0.0312901 | Time: 2035.43 ms
[2020-12-21 16:23:01	                main:581]	:	INFO	:	Epoch 591 | loss: 0.0309952 | val_loss: 0.0312961 | Time: 2045.45 ms
[2020-12-21 16:23:03	                main:581]	:	INFO	:	Epoch 592 | loss: 0.0309978 | val_loss: 0.0312627 | Time: 2042.98 ms
[2020-12-21 16:23:06	                main:581]	:	INFO	:	Epoch 593 | loss: 0.0310024 | val_loss: 0.0312792 | Time: 2034.44 ms
[2020-12-21 16:23:08	                main:581]	:	INFO	:	Epoch 594 | loss: 0.0310002 | val_loss: 0.031278 | Time: 2045.47 ms
[2020-12-21 16:23:10	                main:581]	:	INFO	:	Epoch 595 | loss: 0.0309975 | val_loss: 0.0312862 | Time: 2036.84 ms
[2020-12-21 16:23:12	                main:581]	:	INFO	:	Epoch 596 | loss: 0.030992 | val_loss: 0.0312908 | Time: 2043.87 ms
[2020-12-21 16:23:14	                main:581]	:	INFO	:	Epoch 597 | loss: 0.0309911 | val_loss: 0.0312779 | Time: 2045.12 ms
[2020-12-21 16:23:16	                main:581]	:	INFO	:	Epoch 598 | loss: 0.0309947 | val_loss: 0.0313054 | Time: 2038.39 ms
[2020-12-21 16:23:18	                main:581]	:	INFO	:	Epoch 599 | loss: 0.0309969 | val_loss: 0.0313027 | Time: 2044.07 ms
[2020-12-21 16:23:20	                main:581]	:	INFO	:	Epoch 600 | loss: 0.0310012 | val_loss: 0.031288 | Time: 2045.03 ms
[2020-12-21 16:23:22	                main:581]	:	INFO	:	Epoch 601 | loss: 0.0309959 | val_loss: 0.0312972 | Time: 2047.15 ms
[2020-12-21 16:23:24	                main:581]	:	INFO	:	Epoch 602 | loss: 0.0310002 | val_loss: 0.0312787 | Time: 2039.18 ms
[2020-12-21 16:23:26	                main:581]	:	INFO	:	Epoch 603 | loss: 0.0310025 | val_loss: 0.0312926 | Time: 2048.85 ms
[2020-12-21 16:23:28	                main:581]	:	INFO	:	Epoch 604 | loss: 0.0309916 | val_loss: 0.0313069 | Time: 2050.51 ms
[2020-12-21 16:23:30	                main:581]	:	INFO	:	Epoch 605 | loss: 0.030987 | val_loss: 0.031305 | Time: 2039.88 ms
[2020-12-21 16:23:32	                main:581]	:	INFO	:	Epoch 606 | loss: 0.0309862 | val_loss: 0.0312827 | Time: 2050.83 ms
[2020-12-21 16:23:34	                main:581]	:	INFO	:	Epoch 607 | loss: 0.0309882 | val_loss: 0.0312954 | Time: 2041.07 ms
[2020-12-21 16:23:36	                main:581]	:	INFO	:	Epoch 608 | loss: 0.0309904 | val_loss: 0.0312803 | Time: 2049.52 ms
[2020-12-21 16:23:38	                main:581]	:	INFO	:	Epoch 609 | loss: 0.0309976 | val_loss: 0.0312808 | Time: 2048.35 ms
[2020-12-21 16:23:40	                main:581]	:	INFO	:	Epoch 610 | loss: 0.0309912 | val_loss: 0.03129 | Time: 2048.6 ms
[2020-12-21 16:23:42	                main:581]	:	INFO	:	Epoch 611 | loss: 0.0310075 | val_loss: 0.0312903 | Time: 2053.8 ms
[2020-12-21 16:23:44	                main:581]	:	INFO	:	Epoch 612 | loss: 0.0310017 | val_loss: 0.0312715 | Time: 2037.59 ms
[2020-12-21 16:23:46	                main:581]	:	INFO	:	Epoch 613 | loss: 0.0310005 | val_loss: 0.0312934 | Time: 2048.14 ms
[2020-12-21 16:23:48	                main:581]	:	INFO	:	Epoch 614 | loss: 0.0309947 | val_loss: 0.0312917 | Time: 2049.02 ms
[2020-12-21 16:23:51	                main:581]	:	INFO	:	Epoch 615 | loss: 0.03099 | val_loss: 0.0312959 | Time: 2053.85 ms
[2020-12-21 16:23:53	                main:581]	:	INFO	:	Epoch 616 | loss: 0.0310032 | val_loss: 0.0312842 | Time: 2047.63 ms
[2020-12-21 16:23:55	                main:581]	:	INFO	:	Epoch 617 | loss: 0.031004 | val_loss: 0.0312999 | Time: 2037.8 ms
[2020-12-21 16:23:57	                main:581]	:	INFO	:	Epoch 618 | loss: 0.0310379 | val_loss: 0.0312714 | Time: 2046.6 ms
[2020-12-21 16:23:59	                main:581]	:	INFO	:	Epoch 619 | loss: 0.0310254 | val_loss: 0.0312681 | Time: 2044.87 ms
[2020-12-21 16:24:01	                main:581]	:	INFO	:	Epoch 620 | loss: 0.0310045 | val_loss: 0.0312789 | Time: 2041.66 ms
[2020-12-21 16:24:03	                main:581]	:	INFO	:	Epoch 621 | loss: 0.0309935 | val_loss: 0.0313148 | Time: 2042.21 ms
[2020-12-21 16:24:05	                main:581]	:	INFO	:	Epoch 622 | loss: 0.0310007 | val_loss: 0.0312897 | Time: 2038.71 ms
[2020-12-21 16:24:07	                main:581]	:	INFO	:	Epoch 623 | loss: 0.0309964 | val_loss: 0.0312848 | Time: 2039.18 ms
[2020-12-21 16:24:09	                main:581]	:	INFO	:	Epoch 624 | loss: 0.0309938 | val_loss: 0.0312768 | Time: 2042.33 ms
[2020-12-21 16:24:11	                main:581]	:	INFO	:	Epoch 625 | loss: 0.0309994 | val_loss: 0.0312769 | Time: 2036.44 ms
[2020-12-21 16:24:13	                main:581]	:	INFO	:	Epoch 626 | loss: 0.0309946 | val_loss: 0.0312931 | Time: 2035.53 ms
[2020-12-21 16:24:15	                main:581]	:	INFO	:	Epoch 627 | loss: 0.0309973 | val_loss: 0.031274 | Time: 2042.33 ms
[2020-12-21 16:24:17	                main:581]	:	INFO	:	Epoch 628 | loss: 0.0310044 | val_loss: 0.0312829 | Time: 2035.14 ms
[2020-12-21 16:24:19	                main:581]	:	INFO	:	Epoch 629 | loss: 0.0310005 | val_loss: 0.0312913 | Time: 2046.15 ms
[2020-12-21 16:24:21	                main:581]	:	INFO	:	Epoch 630 | loss: 0.0309939 | val_loss: 0.031301 | Time: 2044.14 ms
[2020-12-21 16:24:23	                main:581]	:	INFO	:	Epoch 631 | loss: 0.030987 | val_loss: 0.031292 | Time: 2043.49 ms
[2020-12-21 16:24:25	                main:581]	:	INFO	:	Epoch 632 | loss: 0.0309928 | val_loss: 0.031304 | Time: 2045.49 ms
[2020-12-21 16:24:27	                main:581]	:	INFO	:	Epoch 633 | loss: 0.0310032 | val_loss: 0.0312886 | Time: 2044.03 ms
[2020-12-21 16:24:29	                main:581]	:	INFO	:	Epoch 634 | loss: 0.0310173 | val_loss: 0.0312999 | Time: 2042.58 ms
[2020-12-21 16:24:31	                main:581]	:	INFO	:	Epoch 635 | loss: 0.0310122 | val_loss: 0.0312842 | Time: 2045.41 ms
[2020-12-21 16:24:33	                main:581]	:	INFO	:	Epoch 636 | loss: 0.0310058 | val_loss: 0.0312706 | Time: 2043.71 ms
[2020-12-21 16:24:35	                main:581]	:	INFO	:	Epoch 637 | loss: 0.0310183 | val_loss: 0.0312493 | Time: 2042.69 ms
[2020-12-21 16:24:37	                main:581]	:	INFO	:	Epoch 638 | loss: 0.0310061 | val_loss: 0.0312745 | Time: 2044.96 ms
[2020-12-21 16:24:40	                main:581]	:	INFO	:	Epoch 639 | loss: 0.0309961 | val_loss: 0.0312947 | Time: 2048.88 ms
[2020-12-21 16:24:42	                main:581]	:	INFO	:	Epoch 640 | loss: 0.0309942 | val_loss: 0.0312999 | Time: 2047.84 ms
[2020-12-21 16:24:44	                main:581]	:	INFO	:	Epoch 641 | loss: 0.0309916 | val_loss: 0.0312921 | Time: 2035.49 ms
[2020-12-21 16:24:46	                main:581]	:	INFO	:	Epoch 642 | loss: 0.0309938 | val_loss: 0.0312964 | Time: 2047.06 ms
[2020-12-21 16:24:48	                main:581]	:	INFO	:	Epoch 643 | loss: 0.0309891 | val_loss: 0.031316 | Time: 2045.58 ms
[2020-12-21 16:24:50	                main:581]	:	INFO	:	Epoch 644 | loss: 0.0309929 | val_loss: 0.0313017 | Time: 2050.17 ms
[2020-12-21 16:24:52	                main:581]	:	INFO	:	Epoch 645 | loss: 0.0309952 | val_loss: 0.0312869 | Time: 2044.78 ms
[2020-12-21 16:24:54	                main:581]	:	INFO	:	Epoch 646 | loss: 0.0309925 | val_loss: 0.0313135 | Time: 2040.19 ms
[2020-12-21 16:24:56	                main:581]	:	INFO	:	Epoch 647 | loss: 0.0309874 | val_loss: 0.0312986 | Time: 2051.3 ms
[2020-12-21 16:24:58	                main:581]	:	INFO	:	Epoch 648 | loss: 0.0309909 | val_loss: 0.0312967 | Time: 2041.65 ms
[2020-12-21 16:25:00	                main:581]	:	INFO	:	Epoch 649 | loss: 0.0309906 | val_loss: 0.0312974 | Time: 2045.69 ms
[2020-12-21 16:25:02	                main:581]	:	INFO	:	Epoch 650 | loss: 0.030992 | val_loss: 0.0312953 | Time: 2045.27 ms
[2020-12-21 16:25:04	                main:581]	:	INFO	:	Epoch 651 | loss: 0.0309936 | val_loss: 0.0312983 | Time: 2037.33 ms
[2020-12-21 16:25:06	                main:581]	:	INFO	:	Epoch 652 | loss: 0.0310075 | val_loss: 0.0312967 | Time: 2046.4 ms
[2020-12-21 16:25:08	                main:581]	:	INFO	:	Epoch 653 | loss: 0.0310044 | val_loss: 0.0313084 | Time: 2051.95 ms
[2020-12-21 16:25:10	                main:581]	:	INFO	:	Epoch 654 | loss: 0.0310026 | val_loss: 0.0312921 | Time: 2054.57 ms
[2020-12-21 16:25:12	                main:581]	:	INFO	:	Epoch 655 | loss: 0.0310001 | val_loss: 0.0312823 | Time: 2051.83 ms
[2020-12-21 16:25:14	                main:581]	:	INFO	:	Epoch 656 | loss: 0.0309958 | val_loss: 0.0313097 | Time: 2052.12 ms
[2020-12-21 16:25:16	                main:581]	:	INFO	:	Epoch 657 | loss: 0.0309986 | val_loss: 0.031286 | Time: 2041.95 ms
[2020-12-21 16:25:18	                main:581]	:	INFO	:	Epoch 658 | loss: 0.0309939 | val_loss: 0.0312797 | Time: 2048.5 ms
[2020-12-21 16:25:20	                main:581]	:	INFO	:	Epoch 659 | loss: 0.0309958 | val_loss: 0.0312941 | Time: 2044.79 ms
[2020-12-21 16:25:23	                main:581]	:	INFO	:	Epoch 660 | loss: 0.0309938 | val_loss: 0.0313128 | Time: 2054.57 ms
[2020-12-21 16:25:25	                main:581]	:	INFO	:	Epoch 661 | loss: 0.0309931 | val_loss: 0.0313178 | Time: 2040.27 ms
[2020-12-21 16:25:27	                main:581]	:	INFO	:	Epoch 662 | loss: 0.0309945 | val_loss: 0.0312829 | Time: 2048.78 ms
[2020-12-21 16:25:29	                main:581]	:	INFO	:	Epoch 663 | loss: 0.0309995 | val_loss: 0.0312488 | Time: 2050.97 ms
[2020-12-21 16:25:31	                main:581]	:	INFO	:	Epoch 664 | loss: 0.0309981 | val_loss: 0.0312731 | Time: 2049.23 ms
[2020-12-21 16:25:33	                main:581]	:	INFO	:	Epoch 665 | loss: 0.0310025 | val_loss: 0.0312923 | Time: 2049.96 ms
[2020-12-21 16:25:35	                main:581]	:	INFO	:	Epoch 666 | loss: 0.0309958 | val_loss: 0.0312939 | Time: 2050.62 ms
[2020-12-21 16:25:37	                main:581]	:	INFO	:	Epoch 667 | loss: 0.0309938 | val_loss: 0.0312752 | Time: 2049.47 ms
[2020-12-21 16:25:39	                main:581]	:	INFO	:	Epoch 668 | loss: 0.0310005 | val_loss: 0.0312743 | Time: 2049.51 ms
[2020-12-21 16:25:41	                main:581]	:	INFO	:	Epoch 669 | loss: 0.0309984 | val_loss: 0.0312773 | Time: 2058.09 ms
[2020-12-21 16:25:43	                main:581]	:	INFO	:	Epoch 670 | loss: 0.0310035 | val_loss: 0.0313036 | Time: 2037.75 ms
[2020-12-21 16:25:45	                main:581]	:	INFO	:	Epoch 671 | loss: 0.030994 | val_loss: 0.0312903 | Time: 2035.87 ms
[2020-12-21 16:25:47	                main:581]	:	INFO	:	Epoch 672 | loss: 0.0309932 | val_loss: 0.0312884 | Time: 2054.72 ms
[2020-12-21 16:25:49	                main:581]	:	INFO	:	Epoch 673 | loss: 0.031002 | val_loss: 0.0312802 | Time: 2041.58 ms
[2020-12-21 16:25:51	                main:581]	:	INFO	:	Epoch 674 | loss: 0.031004 | val_loss: 0.0312718 | Time: 2040.36 ms
[2020-12-21 16:25:53	                main:581]	:	INFO	:	Epoch 675 | loss: 0.0309955 | val_loss: 0.0312945 | Time: 2040.48 ms
[2020-12-21 16:25:55	                main:581]	:	INFO	:	Epoch 676 | loss: 0.0309931 | val_loss: 0.0313107 | Time: 2038.1 ms
[2020-12-21 16:25:57	                main:581]	:	INFO	:	Epoch 677 | loss: 0.0309924 | val_loss: 0.0312829 | Time: 2064.7 ms
[2020-12-21 16:25:59	                main:581]	:	INFO	:	Epoch 678 | loss: 0.0309959 | val_loss: 0.0312717 | Time: 2057.84 ms
[2020-12-21 16:26:01	                main:581]	:	INFO	:	Epoch 679 | loss: 0.0310016 | val_loss: 0.0312662 | Time: 2054.52 ms
[2020-12-21 16:26:03	                main:581]	:	INFO	:	Epoch 680 | loss: 0.0310039 | val_loss: 0.0312823 | Time: 2052.39 ms
[2020-12-21 16:26:06	                main:581]	:	INFO	:	Epoch 681 | loss: 0.0309998 | val_loss: 0.0312956 | Time: 2053.76 ms
[2020-12-21 16:26:08	                main:581]	:	INFO	:	Epoch 682 | loss: 0.0309949 | val_loss: 0.0313149 | Time: 2052.98 ms
[2020-12-21 16:26:10	                main:581]	:	INFO	:	Epoch 683 | loss: 0.0309946 | val_loss: 0.0313033 | Time: 2041.3 ms
[2020-12-21 16:26:12	                main:581]	:	INFO	:	Epoch 684 | loss: 0.0310022 | val_loss: 0.0312797 | Time: 2050.19 ms
[2020-12-21 16:26:14	                main:581]	:	INFO	:	Epoch 685 | loss: 0.0309976 | val_loss: 0.0312879 | Time: 2054.01 ms
[2020-12-21 16:26:16	                main:581]	:	INFO	:	Epoch 686 | loss: 0.0309953 | val_loss: 0.0313099 | Time: 2052.22 ms
[2020-12-21 16:26:18	                main:581]	:	INFO	:	Epoch 687 | loss: 0.0309966 | val_loss: 0.0312915 | Time: 2050.08 ms
[2020-12-21 16:26:20	                main:581]	:	INFO	:	Epoch 688 | loss: 0.0309937 | val_loss: 0.0312897 | Time: 2049.39 ms
[2020-12-21 16:26:22	                main:581]	:	INFO	:	Epoch 689 | loss: 0.0309997 | val_loss: 0.0312989 | Time: 2043.07 ms
[2020-12-21 16:26:24	                main:581]	:	INFO	:	Epoch 690 | loss: 0.0310247 | val_loss: 0.031275 | Time: 2053.84 ms
[2020-12-21 16:26:26	                main:581]	:	INFO	:	Epoch 691 | loss: 0.0310092 | val_loss: 0.0312943 | Time: 2048.84 ms
[2020-12-21 16:26:28	                main:581]	:	INFO	:	Epoch 692 | loss: 0.0310073 | val_loss: 0.0312662 | Time: 2052.18 ms
[2020-12-21 16:26:30	                main:581]	:	INFO	:	Epoch 693 | loss: 0.0310037 | val_loss: 0.0312953 | Time: 2043.47 ms
[2020-12-21 16:26:32	                main:581]	:	INFO	:	Epoch 694 | loss: 0.0310089 | val_loss: 0.0313136 | Time: 2048.97 ms
[2020-12-21 16:26:34	                main:581]	:	INFO	:	Epoch 695 | loss: 0.0309967 | val_loss: 0.0312866 | Time: 2051.85 ms
[2020-12-21 16:26:36	                main:581]	:	INFO	:	Epoch 696 | loss: 0.0309955 | val_loss: 0.0312864 | Time: 2052.43 ms
[2020-12-21 16:26:38	                main:581]	:	INFO	:	Epoch 697 | loss: 0.0309911 | val_loss: 0.0312988 | Time: 2053.05 ms
[2020-12-21 16:26:40	                main:581]	:	INFO	:	Epoch 698 | loss: 0.0309937 | val_loss: 0.031295 | Time: 2049.35 ms
[2020-12-21 16:26:42	                main:581]	:	INFO	:	Epoch 699 | loss: 0.0309912 | val_loss: 0.0313028 | Time: 2047.23 ms
[2020-12-21 16:26:44	                main:581]	:	INFO	:	Epoch 700 | loss: 0.0309883 | val_loss: 0.0312901 | Time: 2044.45 ms
[2020-12-21 16:26:47	                main:581]	:	INFO	:	Epoch 701 | loss: 0.0309974 | val_loss: 0.0312892 | Time: 2035.84 ms
[2020-12-21 16:26:49	                main:581]	:	INFO	:	Epoch 702 | loss: 0.0309963 | val_loss: 0.0312799 | Time: 2058.77 ms
[2020-12-21 16:26:51	                main:581]	:	INFO	:	Epoch 703 | loss: 0.030996 | val_loss: 0.0312892 | Time: 2041.34 ms
[2020-12-21 16:26:53	                main:581]	:	INFO	:	Epoch 704 | loss: 0.0309955 | val_loss: 0.0313084 | Time: 2043.7 ms
[2020-12-21 16:26:55	                main:581]	:	INFO	:	Epoch 705 | loss: 0.0309974 | val_loss: 0.031291 | Time: 2035.94 ms
[2020-12-21 16:26:57	                main:581]	:	INFO	:	Epoch 706 | loss: 0.0309998 | val_loss: 0.0312791 | Time: 2041.14 ms
[2020-12-21 16:26:59	                main:581]	:	INFO	:	Epoch 707 | loss: 0.0310049 | val_loss: 0.0313012 | Time: 2044.07 ms
[2020-12-21 16:27:01	                main:581]	:	INFO	:	Epoch 708 | loss: 0.0310068 | val_loss: 0.0313053 | Time: 2041.29 ms
[2020-12-21 16:27:03	                main:581]	:	INFO	:	Epoch 709 | loss: 0.0310026 | val_loss: 0.0312868 | Time: 2035.65 ms
[2020-12-21 16:27:05	                main:581]	:	INFO	:	Epoch 710 | loss: 0.0310036 | val_loss: 0.0312657 | Time: 2053.42 ms
[2020-12-21 16:27:07	                main:581]	:	INFO	:	Epoch 711 | loss: 0.0309974 | val_loss: 0.031308 | Time: 2047.99 ms
[2020-12-21 16:27:09	                main:581]	:	INFO	:	Epoch 712 | loss: 0.0310011 | val_loss: 0.0312721 | Time: 2051.21 ms
[2020-12-21 16:27:11	                main:581]	:	INFO	:	Epoch 713 | loss: 0.0310082 | val_loss: 0.0312847 | Time: 2055 ms
[2020-12-21 16:27:13	                main:581]	:	INFO	:	Epoch 714 | loss: 0.0310017 | val_loss: 0.0312839 | Time: 2054.76 ms
[2020-12-21 16:27:15	                main:581]	:	INFO	:	Epoch 715 | loss: 0.0309965 | val_loss: 0.0312906 | Time: 2053.88 ms
[2020-12-21 16:27:17	                main:581]	:	INFO	:	Epoch 716 | loss: 0.030991 | val_loss: 0.0312916 | Time: 2057.64 ms
[2020-12-21 16:27:19	                main:581]	:	INFO	:	Epoch 717 | loss: 0.0310075 | val_loss: 0.0312796 | Time: 2053.7 ms
[2020-12-21 16:27:21	                main:581]	:	INFO	:	Epoch 718 | loss: 0.0310022 | val_loss: 0.0312897 | Time: 2051.67 ms
[2020-12-21 16:27:23	                main:581]	:	INFO	:	Epoch 719 | loss: 0.0310001 | val_loss: 0.0313171 | Time: 2051.61 ms
[2020-12-21 16:27:25	                main:581]	:	INFO	:	Epoch 720 | loss: 0.030999 | val_loss: 0.0312674 | Time: 2051.41 ms
[2020-12-21 16:27:28	                main:581]	:	INFO	:	Epoch 721 | loss: 0.0309966 | val_loss: 0.0312964 | Time: 2053.55 ms
[2020-12-21 16:27:30	                main:581]	:	INFO	:	Epoch 722 | loss: 0.0309983 | val_loss: 0.0312677 | Time: 2052.47 ms
[2020-12-21 16:27:32	                main:581]	:	INFO	:	Epoch 723 | loss: 0.031005 | val_loss: 0.0312867 | Time: 2053.34 ms
[2020-12-21 16:27:34	                main:581]	:	INFO	:	Epoch 724 | loss: 0.0310071 | val_loss: 0.0312898 | Time: 2053.59 ms
[2020-12-21 16:27:36	                main:581]	:	INFO	:	Epoch 725 | loss: 0.0309957 | val_loss: 0.0313005 | Time: 2058.23 ms
[2020-12-21 16:27:38	                main:581]	:	INFO	:	Epoch 726 | loss: 0.0310089 | val_loss: 0.0312894 | Time: 2055.53 ms
[2020-12-21 16:27:40	                main:581]	:	INFO	:	Epoch 727 | loss: 0.0310079 | val_loss: 0.0313037 | Time: 2047.25 ms
[2020-12-21 16:27:42	                main:581]	:	INFO	:	Epoch 728 | loss: 0.0309923 | val_loss: 0.0313063 | Time: 2039.38 ms
[2020-12-21 16:27:44	                main:581]	:	INFO	:	Epoch 729 | loss: 0.0309924 | val_loss: 0.0312815 | Time: 2046.4 ms
[2020-12-21 16:27:46	                main:581]	:	INFO	:	Epoch 730 | loss: 0.0309898 | val_loss: 0.031314 | Time: 2048.73 ms
[2020-12-21 16:27:48	                main:581]	:	INFO	:	Epoch 731 | loss: 0.030998 | val_loss: 0.0312968 | Time: 2049.96 ms
[2020-12-21 16:27:50	                main:581]	:	INFO	:	Epoch 732 | loss: 0.0310064 | val_loss: 0.0312521 | Time: 2041 ms
[2020-12-21 16:27:52	                main:581]	:	INFO	:	Epoch 733 | loss: 0.0310103 | val_loss: 0.0312662 | Time: 2049.09 ms
[2020-12-21 16:27:54	                main:581]	:	INFO	:	Epoch 734 | loss: 0.0310002 | val_loss: 0.0312812 | Time: 2049.2 ms
[2020-12-21 16:27:56	                main:581]	:	INFO	:	Epoch 735 | loss: 0.0310062 | val_loss: 0.031285 | Time: 2048.91 ms
[2020-12-21 16:27:58	                main:581]	:	INFO	:	Epoch 736 | loss: 0.0309964 | val_loss: 0.031291 | Time: 2040.36 ms
[2020-12-21 16:28:00	                main:581]	:	INFO	:	Epoch 737 | loss: 0.0309967 | val_loss: 0.0312854 | Time: 2050.83 ms
[2020-12-21 16:28:02	                main:581]	:	INFO	:	Epoch 738 | loss: 0.0309964 | val_loss: 0.0312906 | Time: 2064.06 ms
[2020-12-21 16:28:04	                main:581]	:	INFO	:	Epoch 739 | loss: 0.0309926 | val_loss: 0.0312659 | Time: 2055.44 ms
[2020-12-21 16:28:06	                main:581]	:	INFO	:	Epoch 740 | loss: 0.0309982 | val_loss: 0.0312964 | Time: 2054.47 ms
[2020-12-21 16:28:09	                main:581]	:	INFO	:	Epoch 741 | loss: 0.0309976 | val_loss: 0.0312953 | Time: 2050.76 ms
[2020-12-21 16:28:11	                main:581]	:	INFO	:	Epoch 742 | loss: 0.0309957 | val_loss: 0.0313008 | Time: 2050.07 ms
[2020-12-21 16:28:13	                main:581]	:	INFO	:	Epoch 743 | loss: 0.0309995 | val_loss: 0.0312937 | Time: 2052.92 ms
[2020-12-21 16:28:15	                main:581]	:	INFO	:	Epoch 744 | loss: 0.0310017 | val_loss: 0.0312733 | Time: 2050.13 ms
[2020-12-21 16:28:17	                main:581]	:	INFO	:	Epoch 745 | loss: 0.0310018 | val_loss: 0.0312701 | Time: 2052.67 ms
[2020-12-21 16:28:19	                main:581]	:	INFO	:	Epoch 746 | loss: 0.0310059 | val_loss: 0.0312715 | Time: 2052.71 ms
[2020-12-21 16:28:21	                main:581]	:	INFO	:	Epoch 747 | loss: 0.0310043 | val_loss: 0.0312975 | Time: 2049.03 ms
[2020-12-21 16:28:23	                main:581]	:	INFO	:	Epoch 748 | loss: 0.0309961 | val_loss: 0.031305 | Time: 2054.73 ms
[2020-12-21 16:28:25	                main:581]	:	INFO	:	Epoch 749 | loss: 0.0310052 | val_loss: 0.0312995 | Time: 2055.88 ms
[2020-12-21 16:28:27	                main:581]	:	INFO	:	Epoch 750 | loss: 0.031003 | val_loss: 0.0312896 | Time: 2051.07 ms
[2020-12-21 16:28:29	                main:581]	:	INFO	:	Epoch 751 | loss: 0.0309929 | val_loss: 0.0312875 | Time: 2049.58 ms
[2020-12-21 16:28:31	                main:581]	:	INFO	:	Epoch 752 | loss: 0.0309965 | val_loss: 0.0312948 | Time: 2050.21 ms
[2020-12-21 16:28:33	                main:581]	:	INFO	:	Epoch 753 | loss: 0.0309997 | val_loss: 0.0312755 | Time: 2049.67 ms
[2020-12-21 16:28:35	                main:581]	:	INFO	:	Epoch 754 | loss: 0.0309949 | val_loss: 0.0312785 | Time: 2051.33 ms
[2020-12-21 16:28:37	                main:581]	:	INFO	:	Epoch 755 | loss: 0.031008 | val_loss: 0.0313077 | Time: 2041.16 ms
[2020-12-21 16:28:39	                main:581]	:	INFO	:	Epoch 756 | loss: 0.0309989 | val_loss: 0.0312881 | Time: 2052.05 ms
[2020-12-21 16:28:41	                main:581]	:	INFO	:	Epoch 757 | loss: 0.0309901 | val_loss: 0.0312772 | Time: 2041.55 ms
[2020-12-21 16:28:43	                main:581]	:	INFO	:	Epoch 758 | loss: 0.0309985 | val_loss: 0.031294 | Time: 2051.41 ms
[2020-12-21 16:28:45	                main:581]	:	INFO	:	Epoch 759 | loss: 0.0310222 | val_loss: 0.0312792 | Time: 2057.81 ms
[2020-12-21 16:28:47	                main:581]	:	INFO	:	Epoch 760 | loss: 0.0310396 | val_loss: 0.0312539 | Time: 2039.67 ms
[2020-12-21 16:28:50	                main:581]	:	INFO	:	Epoch 761 | loss: 0.0310094 | val_loss: 0.0312782 | Time: 2045.39 ms
[2020-12-21 16:28:52	                main:581]	:	INFO	:	Epoch 762 | loss: 0.0310212 | val_loss: 0.0312957 | Time: 2045.38 ms
[2020-12-21 16:28:54	                main:581]	:	INFO	:	Epoch 763 | loss: 0.0310083 | val_loss: 0.0312844 | Time: 2044.37 ms
[2020-12-21 16:28:56	                main:581]	:	INFO	:	Epoch 764 | loss: 0.0309955 | val_loss: 0.0313237 | Time: 2043.63 ms
[2020-12-21 16:28:58	                main:581]	:	INFO	:	Epoch 765 | loss: 0.0309952 | val_loss: 0.0312999 | Time: 2039.87 ms
[2020-12-21 16:29:00	                main:581]	:	INFO	:	Epoch 766 | loss: 0.0309951 | val_loss: 0.0313092 | Time: 2042.67 ms
[2020-12-21 16:29:02	                main:581]	:	INFO	:	Epoch 767 | loss: 0.0310136 | val_loss: 0.0313123 | Time: 2045.22 ms
[2020-12-21 16:29:04	                main:581]	:	INFO	:	Epoch 768 | loss: 0.031007 | val_loss: 0.0313113 | Time: 2042.52 ms
[2020-12-21 16:29:06	                main:581]	:	INFO	:	Epoch 769 | loss: 0.0310139 | val_loss: 0.0313033 | Time: 2036.23 ms
[2020-12-21 16:29:08	                main:581]	:	INFO	:	Epoch 770 | loss: 0.0310015 | val_loss: 0.0312819 | Time: 2045.57 ms
[2020-12-21 16:29:10	                main:581]	:	INFO	:	Epoch 771 | loss: 0.0310012 | val_loss: 0.031312 | Time: 2046.91 ms
[2020-12-21 16:29:12	                main:581]	:	INFO	:	Epoch 772 | loss: 0.0310042 | val_loss: 0.0312954 | Time: 2049.59 ms
[2020-12-21 16:29:14	                main:581]	:	INFO	:	Epoch 773 | loss: 0.031004 | val_loss: 0.0312759 | Time: 2038.72 ms
[2020-12-21 16:29:16	                main:581]	:	INFO	:	Epoch 774 | loss: 0.0310007 | val_loss: 0.0312835 | Time: 2040.7 ms
[2020-12-21 16:29:18	                main:581]	:	INFO	:	Epoch 775 | loss: 0.0309947 | val_loss: 0.0312823 | Time: 2041.26 ms
[2020-12-21 16:29:20	                main:581]	:	INFO	:	Epoch 776 | loss: 0.0309926 | val_loss: 0.0312971 | Time: 2045.18 ms
[2020-12-21 16:29:22	                main:581]	:	INFO	:	Epoch 777 | loss: 0.0309993 | val_loss: 0.0313005 | Time: 2052.62 ms
[2020-12-21 16:29:24	                main:581]	:	INFO	:	Epoch 778 | loss: 0.0309896 | val_loss: 0.0312891 | Time: 2046.96 ms
[2020-12-21 16:29:26	                main:581]	:	INFO	:	Epoch 779 | loss: 0.0310004 | val_loss: 0.0313054 | Time: 2044.88 ms
[2020-12-21 16:29:28	                main:581]	:	INFO	:	Epoch 780 | loss: 0.0309945 | val_loss: 0.0313091 | Time: 2052.19 ms
[2020-12-21 16:29:30	                main:581]	:	INFO	:	Epoch 781 | loss: 0.0309885 | val_loss: 0.0312911 | Time: 2052.63 ms
[2020-12-21 16:29:32	                main:581]	:	INFO	:	Epoch 782 | loss: 0.0309893 | val_loss: 0.0312786 | Time: 2056 ms
[2020-12-21 16:29:35	                main:581]	:	INFO	:	Epoch 783 | loss: 0.0309956 | val_loss: 0.0312907 | Time: 2053.41 ms
[2020-12-21 16:29:37	                main:581]	:	INFO	:	Epoch 784 | loss: 0.0309995 | val_loss: 0.0313114 | Time: 2053 ms
[2020-12-21 16:29:39	                main:581]	:	INFO	:	Epoch 785 | loss: 0.030995 | val_loss: 0.031302 | Time: 2049.74 ms
[2020-12-21 16:29:41	                main:581]	:	INFO	:	Epoch 786 | loss: 0.0309998 | val_loss: 0.0312886 | Time: 2045.76 ms
[2020-12-21 16:29:43	                main:581]	:	INFO	:	Epoch 787 | loss: 0.0310038 | val_loss: 0.0312689 | Time: 2033.67 ms
[2020-12-21 16:29:45	                main:581]	:	INFO	:	Epoch 788 | loss: 0.0310111 | val_loss: 0.0312748 | Time: 2058.16 ms
[2020-12-21 16:29:47	                main:581]	:	INFO	:	Epoch 789 | loss: 0.0310034 | val_loss: 0.0312827 | Time: 2056.37 ms
[2020-12-21 16:29:49	                main:581]	:	INFO	:	Epoch 790 | loss: 0.0310025 | val_loss: 0.0312979 | Time: 2036.92 ms
[2020-12-21 16:29:51	                main:581]	:	INFO	:	Epoch 791 | loss: 0.0309999 | val_loss: 0.0312821 | Time: 2045.47 ms
[2020-12-21 16:29:53	                main:581]	:	INFO	:	Epoch 792 | loss: 0.0310062 | val_loss: 0.0312829 | Time: 2045.95 ms
[2020-12-21 16:29:55	                main:581]	:	INFO	:	Epoch 793 | loss: 0.0309921 | val_loss: 0.0312677 | Time: 2047.28 ms
[2020-12-21 16:29:57	                main:581]	:	INFO	:	Epoch 794 | loss: 0.0309935 | val_loss: 0.0313209 | Time: 2038.39 ms
[2020-12-21 16:29:59	                main:581]	:	INFO	:	Epoch 795 | loss: 0.0309971 | val_loss: 0.0312952 | Time: 2043.67 ms
[2020-12-21 16:30:01	                main:581]	:	INFO	:	Epoch 796 | loss: 0.031001 | val_loss: 0.0312985 | Time: 2044.79 ms
[2020-12-21 16:30:03	                main:581]	:	INFO	:	Epoch 797 | loss: 0.0310037 | val_loss: 0.0312726 | Time: 2043.22 ms
[2020-12-21 16:30:05	                main:581]	:	INFO	:	Epoch 798 | loss: 0.0309993 | val_loss: 0.0312832 | Time: 2042.56 ms
[2020-12-21 16:30:07	                main:581]	:	INFO	:	Epoch 799 | loss: 0.030991 | val_loss: 0.0312666 | Time: 2043.86 ms
[2020-12-21 16:30:09	                main:581]	:	INFO	:	Epoch 800 | loss: 0.0309933 | val_loss: 0.0312798 | Time: 2034.07 ms
[2020-12-21 16:30:11	                main:581]	:	INFO	:	Epoch 801 | loss: 0.0310017 | val_loss: 0.0312984 | Time: 2044.32 ms
[2020-12-21 16:30:13	                main:581]	:	INFO	:	Epoch 802 | loss: 0.030996 | val_loss: 0.031278 | Time: 2043.05 ms
[2020-12-21 16:30:15	                main:581]	:	INFO	:	Epoch 803 | loss: 0.0310015 | val_loss: 0.0312828 | Time: 2042.51 ms
[2020-12-21 16:30:17	                main:581]	:	INFO	:	Epoch 804 | loss: 0.0310009 | val_loss: 0.0312807 | Time: 2040.03 ms
[2020-12-21 16:30:20	                main:581]	:	INFO	:	Epoch 805 | loss: 0.0309982 | val_loss: 0.031281 | Time: 2040.25 ms
[2020-12-21 16:30:22	                main:581]	:	INFO	:	Epoch 806 | loss: 0.0310063 | val_loss: 0.0312691 | Time: 2038 ms
[2020-12-21 16:30:24	                main:581]	:	INFO	:	Epoch 807 | loss: 0.0310075 | val_loss: 0.0312825 | Time: 2041.82 ms
[2020-12-21 16:30:26	                main:581]	:	INFO	:	Epoch 808 | loss: 0.0309993 | val_loss: 0.0312978 | Time: 2036.58 ms
[2020-12-21 16:30:28	                main:581]	:	INFO	:	Epoch 809 | loss: 0.0309996 | val_loss: 0.031305 | Time: 2045.47 ms
[2020-12-21 16:30:30	                main:581]	:	INFO	:	Epoch 810 | loss: 0.0310046 | val_loss: 0.0312843 | Time: 2043.43 ms
[2020-12-21 16:30:32	                main:581]	:	INFO	:	Epoch 811 | loss: 0.0310035 | val_loss: 0.0312755 | Time: 2043.05 ms
[2020-12-21 16:30:34	                main:581]	:	INFO	:	Epoch 812 | loss: 0.0309991 | val_loss: 0.0312895 | Time: 2043.96 ms
[2020-12-21 16:30:36	                main:581]	:	INFO	:	Epoch 813 | loss: 0.0309941 | val_loss: 0.031288 | Time: 2043.72 ms
[2020-12-21 16:30:38	                main:581]	:	INFO	:	Epoch 814 | loss: 0.0309967 | val_loss: 0.0312923 | Time: 2041.67 ms
[2020-12-21 16:30:40	                main:581]	:	INFO	:	Epoch 815 | loss: 0.0310006 | val_loss: 0.0312952 | Time: 2043.64 ms
[2020-12-21 16:30:42	                main:581]	:	INFO	:	Epoch 816 | loss: 0.0309927 | val_loss: 0.031306 | Time: 2044.17 ms
[2020-12-21 16:30:44	                main:581]	:	INFO	:	Epoch 817 | loss: 0.0309999 | val_loss: 0.0312805 | Time: 2039.06 ms
[2020-12-21 16:30:46	                main:581]	:	INFO	:	Epoch 818 | loss: 0.0310017 | val_loss: 0.0313173 | Time: 2043.4 ms
[2020-12-21 16:30:48	                main:581]	:	INFO	:	Epoch 819 | loss: 0.030993 | val_loss: 0.0312697 | Time: 2041.52 ms
[2020-12-21 16:30:50	                main:581]	:	INFO	:	Epoch 820 | loss: 0.0309997 | val_loss: 0.0312889 | Time: 2044.21 ms
[2020-12-21 16:30:52	                main:581]	:	INFO	:	Epoch 821 | loss: 0.0309972 | val_loss: 0.0312934 | Time: 2044.07 ms
[2020-12-21 16:30:54	                main:581]	:	INFO	:	Epoch 822 | loss: 0.0309993 | val_loss: 0.0313041 | Time: 2046.48 ms
[2020-12-21 16:30:56	                main:581]	:	INFO	:	Epoch 823 | loss: 0.0309993 | val_loss: 0.0312814 | Time: 2042.85 ms
[2020-12-21 16:30:58	                main:581]	:	INFO	:	Epoch 824 | loss: 0.0309969 | val_loss: 0.0312903 | Time: 2044.26 ms
[2020-12-21 16:31:00	                main:581]	:	INFO	:	Epoch 825 | loss: 0.0309946 | val_loss: 0.0312884 | Time: 2042.97 ms
[2020-12-21 16:31:02	                main:581]	:	INFO	:	Epoch 826 | loss: 0.0310013 | val_loss: 0.0313012 | Time: 2045.86 ms
[2020-12-21 16:31:04	                main:581]	:	INFO	:	Epoch 827 | loss: 0.0310128 | val_loss: 0.0312607 | Time: 2040.17 ms
[2020-12-21 16:31:07	                main:581]	:	INFO	:	Epoch 828 | loss: 0.031001 | val_loss: 0.0312716 | Time: 2044.62 ms
[2020-12-21 16:31:09	                main:581]	:	INFO	:	Epoch 829 | loss: 0.030995 | val_loss: 0.0312862 | Time: 2047.05 ms
[2020-12-21 16:31:11	                main:581]	:	INFO	:	Epoch 830 | loss: 0.0309953 | val_loss: 0.0312779 | Time: 2043.25 ms
[2020-12-21 16:31:13	                main:581]	:	INFO	:	Epoch 831 | loss: 0.0309879 | val_loss: 0.0312992 | Time: 2034.9 ms
[2020-12-21 16:31:15	                main:581]	:	INFO	:	Epoch 832 | loss: 0.0309922 | val_loss: 0.0312916 | Time: 2048.44 ms
[2020-12-21 16:31:17	                main:581]	:	INFO	:	Epoch 833 | loss: 0.0309968 | val_loss: 0.0312852 | Time: 2035.13 ms
[2020-12-21 16:31:19	                main:581]	:	INFO	:	Epoch 834 | loss: 0.0310063 | val_loss: 0.03128 | Time: 2043.46 ms
[2020-12-21 16:31:21	                main:581]	:	INFO	:	Epoch 835 | loss: 0.0310044 | val_loss: 0.0313136 | Time: 2043.68 ms
[2020-12-21 16:31:23	                main:581]	:	INFO	:	Epoch 836 | loss: 0.0309976 | val_loss: 0.0312973 | Time: 2042.73 ms
[2020-12-21 16:31:25	                main:581]	:	INFO	:	Epoch 837 | loss: 0.0309961 | val_loss: 0.0312996 | Time: 2036.71 ms
[2020-12-21 16:31:27	                main:581]	:	INFO	:	Epoch 838 | loss: 0.0309912 | val_loss: 0.0312937 | Time: 2044.67 ms
[2020-12-21 16:31:29	                main:581]	:	INFO	:	Epoch 839 | loss: 0.0309995 | val_loss: 0.0312916 | Time: 2044.94 ms
[2020-12-21 16:31:31	                main:581]	:	INFO	:	Epoch 840 | loss: 0.030996 | val_loss: 0.0312875 | Time: 2042.47 ms
[2020-12-21 16:31:33	                main:581]	:	INFO	:	Epoch 841 | loss: 0.0309926 | val_loss: 0.0312826 | Time: 2038.29 ms
[2020-12-21 16:31:35	                main:581]	:	INFO	:	Epoch 842 | loss: 0.0309958 | val_loss: 0.0312749 | Time: 2039.78 ms
[2020-12-21 16:31:37	                main:581]	:	INFO	:	Epoch 843 | loss: 0.0310025 | val_loss: 0.0312829 | Time: 2042.44 ms
[2020-12-21 16:31:39	                main:581]	:	INFO	:	Epoch 844 | loss: 0.0310083 | val_loss: 0.0312685 | Time: 2040.07 ms
[2020-12-21 16:31:41	                main:581]	:	INFO	:	Epoch 845 | loss: 0.0309988 | val_loss: 0.0312961 | Time: 2030.58 ms
[2020-12-21 16:31:43	                main:581]	:	INFO	:	Epoch 846 | loss: 0.0309976 | val_loss: 0.0312923 | Time: 2029.43 ms
[2020-12-21 16:31:45	                main:581]	:	INFO	:	Epoch 847 | loss: 0.0309953 | val_loss: 0.0312733 | Time: 2035.32 ms
[2020-12-21 16:31:47	                main:581]	:	INFO	:	Epoch 848 | loss: 0.0309943 | val_loss: 0.0312958 | Time: 2035.65 ms
[2020-12-21 16:31:49	                main:581]	:	INFO	:	Epoch 849 | loss: 0.0309956 | val_loss: 0.0312714 | Time: 2033.53 ms
[2020-12-21 16:31:51	                main:581]	:	INFO	:	Epoch 850 | loss: 0.0309951 | val_loss: 0.031286 | Time: 2031.42 ms
[2020-12-21 16:31:53	                main:581]	:	INFO	:	Epoch 851 | loss: 0.0310005 | val_loss: 0.031305 | Time: 2039.07 ms
[2020-12-21 16:31:55	                main:581]	:	INFO	:	Epoch 852 | loss: 0.0310333 | val_loss: 0.0312709 | Time: 2050.34 ms
[2020-12-21 16:31:57	                main:581]	:	INFO	:	Epoch 853 | loss: 0.0310938 | val_loss: 0.0313502 | Time: 2030.85 ms
[2020-12-21 16:32:00	                main:581]	:	INFO	:	Epoch 854 | loss: 0.0313568 | val_loss: 0.0332278 | Time: 2039.24 ms
[2020-12-21 16:32:02	                main:581]	:	INFO	:	Epoch 855 | loss: 0.0314782 | val_loss: 0.0312565 | Time: 2038.2 ms
[2020-12-21 16:32:04	                main:581]	:	INFO	:	Epoch 856 | loss: 0.0311519 | val_loss: 0.0312214 | Time: 2028.64 ms
[2020-12-21 16:32:06	                main:581]	:	INFO	:	Epoch 857 | loss: 0.0311027 | val_loss: 0.031214 | Time: 2030.74 ms
[2020-12-21 16:32:08	                main:581]	:	INFO	:	Epoch 858 | loss: 0.0310741 | val_loss: 0.0312366 | Time: 2036.27 ms
[2020-12-21 16:32:10	                main:581]	:	INFO	:	Epoch 859 | loss: 0.0310525 | val_loss: 0.0312435 | Time: 2029.1 ms
[2020-12-21 16:32:12	                main:581]	:	INFO	:	Epoch 860 | loss: 0.0310354 | val_loss: 0.0312587 | Time: 2038.63 ms
[2020-12-21 16:32:14	                main:581]	:	INFO	:	Epoch 861 | loss: 0.0310229 | val_loss: 0.0312345 | Time: 2038.75 ms
[2020-12-21 16:32:16	                main:581]	:	INFO	:	Epoch 862 | loss: 0.0310215 | val_loss: 0.0312633 | Time: 2031.18 ms
[2020-12-21 16:32:18	                main:581]	:	INFO	:	Epoch 863 | loss: 0.0310113 | val_loss: 0.0312849 | Time: 2046.07 ms
[2020-12-21 16:32:20	                main:581]	:	INFO	:	Epoch 864 | loss: 0.0310042 | val_loss: 0.0312856 | Time: 2044.13 ms
[2020-12-21 16:32:22	                main:581]	:	INFO	:	Epoch 865 | loss: 0.0309966 | val_loss: 0.0312916 | Time: 2043.98 ms
[2020-12-21 16:32:24	                main:581]	:	INFO	:	Epoch 866 | loss: 0.0309932 | val_loss: 0.0312855 | Time: 2048.6 ms
[2020-12-21 16:32:26	                main:581]	:	INFO	:	Epoch 867 | loss: 0.0310055 | val_loss: 0.0312748 | Time: 2040.94 ms
[2020-12-21 16:32:28	                main:581]	:	INFO	:	Epoch 868 | loss: 0.0309992 | val_loss: 0.0312858 | Time: 2038.96 ms
[2020-12-21 16:32:30	                main:581]	:	INFO	:	Epoch 869 | loss: 0.0309957 | val_loss: 0.0312846 | Time: 2041.39 ms
[2020-12-21 16:32:32	                main:581]	:	INFO	:	Epoch 870 | loss: 0.0309997 | val_loss: 0.0312981 | Time: 2040.24 ms
[2020-12-21 16:32:34	                main:581]	:	INFO	:	Epoch 871 | loss: 0.0310022 | val_loss: 0.0312899 | Time: 2040.62 ms
[2020-12-21 16:32:36	                main:581]	:	INFO	:	Epoch 872 | loss: 0.0309991 | val_loss: 0.0313138 | Time: 2042.2 ms
[2020-12-21 16:32:38	                main:581]	:	INFO	:	Epoch 873 | loss: 0.0309956 | val_loss: 0.031265 | Time: 2032.82 ms
[2020-12-21 16:32:40	                main:581]	:	INFO	:	Epoch 874 | loss: 0.0310023 | val_loss: 0.0313044 | Time: 2048.19 ms
[2020-12-21 16:32:42	                main:581]	:	INFO	:	Epoch 875 | loss: 0.0310095 | val_loss: 0.0312838 | Time: 2037.67 ms
[2020-12-21 16:32:44	                main:581]	:	INFO	:	Epoch 876 | loss: 0.0310047 | val_loss: 0.0312947 | Time: 2046.03 ms
[2020-12-21 16:32:46	                main:581]	:	INFO	:	Epoch 877 | loss: 0.0309972 | val_loss: 0.0313028 | Time: 2048.87 ms
[2020-12-21 16:32:49	                main:581]	:	INFO	:	Epoch 878 | loss: 0.0309947 | val_loss: 0.0312883 | Time: 2048.18 ms
[2020-12-21 16:32:51	                main:581]	:	INFO	:	Epoch 879 | loss: 0.0309954 | val_loss: 0.0312889 | Time: 2047.43 ms
[2020-12-21 16:32:53	                main:581]	:	INFO	:	Epoch 880 | loss: 0.0309968 | val_loss: 0.0312948 | Time: 2044.07 ms
[2020-12-21 16:32:55	                main:581]	:	INFO	:	Epoch 881 | loss: 0.0309942 | val_loss: 0.0312942 | Time: 2046.13 ms
[2020-12-21 16:32:57	                main:581]	:	INFO	:	Epoch 882 | loss: 0.030998 | val_loss: 0.0313017 | Time: 2036.59 ms
[2020-12-21 16:32:59	                main:581]	:	INFO	:	Epoch 883 | loss: 0.0309926 | val_loss: 0.0312877 | Time: 2043.93 ms
[2020-12-21 16:33:01	                main:581]	:	INFO	:	Epoch 884 | loss: 0.0310033 | val_loss: 0.0312985 | Time: 2043.01 ms
[2020-12-21 16:33:03	                main:581]	:	INFO	:	Epoch 885 | loss: 0.031002 | val_loss: 0.0312966 | Time: 2045.17 ms
[2020-12-21 16:33:05	                main:581]	:	INFO	:	Epoch 886 | loss: 0.0309922 | val_loss: 0.0312829 | Time: 2037.62 ms
[2020-12-21 16:33:07	                main:581]	:	INFO	:	Epoch 887 | loss: 0.0309975 | val_loss: 0.0313031 | Time: 2042.74 ms
[2020-12-21 16:33:09	                main:581]	:	INFO	:	Epoch 888 | loss: 0.0309979 | val_loss: 0.0313108 | Time: 2049.26 ms
[2020-12-21 16:33:11	                main:581]	:	INFO	:	Epoch 889 | loss: 0.0310108 | val_loss: 0.0312714 | Time: 2044.77 ms
[2020-12-21 16:33:13	                main:581]	:	INFO	:	Epoch 890 | loss: 0.0310093 | val_loss: 0.0312873 | Time: 2041.58 ms
[2020-12-21 16:33:15	                main:581]	:	INFO	:	Epoch 891 | loss: 0.031002 | val_loss: 0.0312842 | Time: 2044.43 ms
[2020-12-21 16:33:17	                main:581]	:	INFO	:	Epoch 892 | loss: 0.0310024 | val_loss: 0.0313028 | Time: 2047.24 ms
[2020-12-21 16:33:19	                main:581]	:	INFO	:	Epoch 893 | loss: 0.0310008 | val_loss: 0.0312957 | Time: 2040.1 ms
[2020-12-21 16:33:21	                main:581]	:	INFO	:	Epoch 894 | loss: 0.0310015 | val_loss: 0.031277 | Time: 2043.38 ms
[2020-12-21 16:33:23	                main:581]	:	INFO	:	Epoch 895 | loss: 0.0310019 | val_loss: 0.0312696 | Time: 2042.53 ms
[2020-12-21 16:33:25	                main:581]	:	INFO	:	Epoch 896 | loss: 0.0309983 | val_loss: 0.0312946 | Time: 2051.25 ms
[2020-12-21 16:33:27	                main:581]	:	INFO	:	Epoch 897 | loss: 0.0310062 | val_loss: 0.0312885 | Time: 2034.97 ms
[2020-12-21 16:33:29	                main:581]	:	INFO	:	Epoch 898 | loss: 0.0309996 | val_loss: 0.0313307 | Time: 2044.55 ms
[2020-12-21 16:33:31	                main:581]	:	INFO	:	Epoch 899 | loss: 0.031001 | val_loss: 0.0312709 | Time: 2045.78 ms
[2020-12-21 16:33:33	                main:581]	:	INFO	:	Epoch 900 | loss: 0.031003 | val_loss: 0.0312954 | Time: 2032.82 ms
[2020-12-21 16:33:35	                main:581]	:	INFO	:	Epoch 901 | loss: 0.031004 | val_loss: 0.0312833 | Time: 2043.87 ms
[2020-12-21 16:33:38	                main:581]	:	INFO	:	Epoch 902 | loss: 0.0310019 | val_loss: 0.0312914 | Time: 2042 ms
[2020-12-21 16:33:40	                main:581]	:	INFO	:	Epoch 903 | loss: 0.0309907 | val_loss: 0.0312977 | Time: 2041.41 ms
[2020-12-21 16:33:42	                main:581]	:	INFO	:	Epoch 904 | loss: 0.0309932 | val_loss: 0.0312804 | Time: 2041.95 ms
[2020-12-21 16:33:44	                main:581]	:	INFO	:	Epoch 905 | loss: 0.0309968 | val_loss: 0.031286 | Time: 2040.05 ms
[2020-12-21 16:33:46	                main:581]	:	INFO	:	Epoch 906 | loss: 0.0310063 | val_loss: 0.0312798 | Time: 2033.65 ms
[2020-12-21 16:33:48	                main:581]	:	INFO	:	Epoch 907 | loss: 0.0310049 | val_loss: 0.031293 | Time: 2051.76 ms
[2020-12-21 16:33:50	                main:581]	:	INFO	:	Epoch 908 | loss: 0.030991 | val_loss: 0.0312949 | Time: 2046.04 ms
[2020-12-21 16:33:52	                main:581]	:	INFO	:	Epoch 909 | loss: 0.030991 | val_loss: 0.031293 | Time: 2038.09 ms
[2020-12-21 16:33:54	                main:581]	:	INFO	:	Epoch 910 | loss: 0.0309975 | val_loss: 0.0313053 | Time: 2039.63 ms
[2020-12-21 16:33:56	                main:581]	:	INFO	:	Epoch 911 | loss: 0.0309989 | val_loss: 0.0312811 | Time: 2037.31 ms
[2020-12-21 16:33:58	                main:581]	:	INFO	:	Epoch 912 | loss: 0.0309949 | val_loss: 0.0312933 | Time: 2031.95 ms
[2020-12-21 16:34:00	                main:581]	:	INFO	:	Epoch 913 | loss: 0.0309963 | val_loss: 0.031297 | Time: 2037.28 ms
[2020-12-21 16:34:02	                main:581]	:	INFO	:	Epoch 914 | loss: 0.0309924 | val_loss: 0.0312994 | Time: 2038.27 ms
[2020-12-21 16:34:04	                main:581]	:	INFO	:	Epoch 915 | loss: 0.0309952 | val_loss: 0.0312972 | Time: 2043.99 ms
[2020-12-21 16:34:06	                main:581]	:	INFO	:	Epoch 916 | loss: 0.0309946 | val_loss: 0.031292 | Time: 2034.6 ms
[2020-12-21 16:34:08	                main:581]	:	INFO	:	Epoch 917 | loss: 0.0309912 | val_loss: 0.031298 | Time: 2042.78 ms
[2020-12-21 16:34:10	                main:581]	:	INFO	:	Epoch 918 | loss: 0.0309875 | val_loss: 0.0313031 | Time: 2047.07 ms
[2020-12-21 16:34:12	                main:581]	:	INFO	:	Epoch 919 | loss: 0.0309923 | val_loss: 0.031289 | Time: 2042.92 ms
[2020-12-21 16:34:14	                main:581]	:	INFO	:	Epoch 920 | loss: 0.0310182 | val_loss: 0.0313251 | Time: 2033.23 ms
[2020-12-21 16:34:16	                main:581]	:	INFO	:	Epoch 921 | loss: 0.0310099 | val_loss: 0.0312826 | Time: 2035.68 ms
[2020-12-21 16:34:18	                main:581]	:	INFO	:	Epoch 922 | loss: 0.0310041 | val_loss: 0.0312845 | Time: 2042.09 ms
[2020-12-21 16:34:20	                main:581]	:	INFO	:	Epoch 923 | loss: 0.0309949 | val_loss: 0.0313084 | Time: 2040.1 ms
[2020-12-21 16:34:22	                main:581]	:	INFO	:	Epoch 924 | loss: 0.0309949 | val_loss: 0.0312769 | Time: 2043.76 ms
[2020-12-21 16:34:24	                main:581]	:	INFO	:	Epoch 925 | loss: 0.0309975 | val_loss: 0.0312712 | Time: 2043.42 ms
[2020-12-21 16:34:27	                main:581]	:	INFO	:	Epoch 926 | loss: 0.0310283 | val_loss: 0.031281 | Time: 2045.27 ms
[2020-12-21 16:34:29	                main:581]	:	INFO	:	Epoch 927 | loss: 0.0310107 | val_loss: 0.0312704 | Time: 2041.36 ms
[2020-12-21 16:34:31	                main:581]	:	INFO	:	Epoch 928 | loss: 0.0309943 | val_loss: 0.0313061 | Time: 2034.37 ms
[2020-12-21 16:34:33	                main:581]	:	INFO	:	Epoch 929 | loss: 0.0309953 | val_loss: 0.0312829 | Time: 2055.11 ms
[2020-12-21 16:34:35	                main:581]	:	INFO	:	Epoch 930 | loss: 0.0309986 | val_loss: 0.0312724 | Time: 2040.38 ms
[2020-12-21 16:34:37	                main:581]	:	INFO	:	Epoch 931 | loss: 0.0310125 | val_loss: 0.0313154 | Time: 2038.74 ms
[2020-12-21 16:34:39	                main:581]	:	INFO	:	Epoch 932 | loss: 0.0310059 | val_loss: 0.0313061 | Time: 2030.68 ms
[2020-12-21 16:34:41	                main:581]	:	INFO	:	Epoch 933 | loss: 0.0309949 | val_loss: 0.0312914 | Time: 2041.71 ms
[2020-12-21 16:34:43	                main:581]	:	INFO	:	Epoch 934 | loss: 0.0309923 | val_loss: 0.0312869 | Time: 2040.19 ms
[2020-12-21 16:34:45	                main:581]	:	INFO	:	Epoch 935 | loss: 0.0309979 | val_loss: 0.0312851 | Time: 2041.25 ms
[2020-12-21 16:34:47	                main:581]	:	INFO	:	Epoch 936 | loss: 0.0309931 | val_loss: 0.0312848 | Time: 2038.89 ms
[2020-12-21 16:34:49	                main:581]	:	INFO	:	Epoch 937 | loss: 0.0309955 | val_loss: 0.0312575 | Time: 2041.86 ms
[2020-12-21 16:34:51	                main:581]	:	INFO	:	Epoch 938 | loss: 0.0310012 | val_loss: 0.0312851 | Time: 2030.98 ms
[2020-12-21 16:34:53	                main:581]	:	INFO	:	Epoch 939 | loss: 0.0310037 | val_loss: 0.0312737 | Time: 2039.82 ms
[2020-12-21 16:34:55	                main:581]	:	INFO	:	Epoch 940 | loss: 0.0309996 | val_loss: 0.031297 | Time: 2038.93 ms
[2020-12-21 16:34:57	                main:581]	:	INFO	:	Epoch 941 | loss: 0.0309956 | val_loss: 0.0312997 | Time: 2032.12 ms
[2020-12-21 16:34:59	                main:581]	:	INFO	:	Epoch 942 | loss: 0.0309914 | val_loss: 0.031328 | Time: 2040 ms
[2020-12-21 16:35:01	                main:581]	:	INFO	:	Epoch 943 | loss: 0.0309933 | val_loss: 0.0312911 | Time: 2037 ms
[2020-12-21 16:35:03	                main:581]	:	INFO	:	Epoch 944 | loss: 0.0310036 | val_loss: 0.0312883 | Time: 2036.68 ms
[2020-12-21 16:35:05	                main:581]	:	INFO	:	Epoch 945 | loss: 0.0309997 | val_loss: 0.0313019 | Time: 2039.41 ms
[2020-12-21 16:35:07	                main:581]	:	INFO	:	Epoch 946 | loss: 0.0309926 | val_loss: 0.0312828 | Time: 2040.92 ms
[2020-12-21 16:35:09	                main:581]	:	INFO	:	Epoch 947 | loss: 0.0309939 | val_loss: 0.0313051 | Time: 2037.75 ms
[2020-12-21 16:35:11	                main:581]	:	INFO	:	Epoch 948 | loss: 0.0309881 | val_loss: 0.0312813 | Time: 2043.08 ms
[2020-12-21 16:35:13	                main:581]	:	INFO	:	Epoch 949 | loss: 0.0310028 | val_loss: 0.031286 | Time: 2042.22 ms
[2020-12-21 16:35:15	                main:581]	:	INFO	:	Epoch 950 | loss: 0.0310025 | val_loss: 0.0313127 | Time: 2043.7 ms
[2020-12-21 16:35:18	                main:581]	:	INFO	:	Epoch 951 | loss: 0.0310009 | val_loss: 0.0313142 | Time: 2039.17 ms
[2020-12-21 16:35:20	                main:581]	:	INFO	:	Epoch 952 | loss: 0.0310016 | val_loss: 0.0312929 | Time: 2039.02 ms
[2020-12-21 16:35:22	                main:581]	:	INFO	:	Epoch 953 | loss: 0.0310193 | val_loss: 0.0313073 | Time: 2025.92 ms
[2020-12-21 16:35:24	                main:581]	:	INFO	:	Epoch 954 | loss: 0.0310091 | val_loss: 0.0312861 | Time: 2036.16 ms
[2020-12-21 16:35:26	                main:581]	:	INFO	:	Epoch 955 | loss: 0.0309984 | val_loss: 0.0312867 | Time: 2035.84 ms
[2020-12-21 16:35:28	                main:581]	:	INFO	:	Epoch 956 | loss: 0.0309903 | val_loss: 0.0312763 | Time: 2030.89 ms
[2020-12-21 16:35:30	                main:581]	:	INFO	:	Epoch 957 | loss: 0.030997 | val_loss: 0.0312957 | Time: 2045.51 ms
[2020-12-21 16:35:32	                main:581]	:	INFO	:	Epoch 958 | loss: 0.0310025 | val_loss: 0.0313 | Time: 2040.29 ms
[2020-12-21 16:35:34	                main:581]	:	INFO	:	Epoch 959 | loss: 0.0310033 | val_loss: 0.0312553 | Time: 2039.73 ms
[2020-12-21 16:35:36	                main:581]	:	INFO	:	Epoch 960 | loss: 0.0310004 | val_loss: 0.0313012 | Time: 2033.65 ms
[2020-12-21 16:35:38	                main:581]	:	INFO	:	Epoch 961 | loss: 0.0309964 | val_loss: 0.0312797 | Time: 2039.94 ms
[2020-12-21 16:35:40	                main:581]	:	INFO	:	Epoch 962 | loss: 0.0309941 | val_loss: 0.0312779 | Time: 2040.69 ms
[2020-12-21 16:35:42	                main:581]	:	INFO	:	Epoch 963 | loss: 0.031 | val_loss: 0.0312943 | Time: 2042.9 ms
[2020-12-21 16:35:44	                main:581]	:	INFO	:	Epoch 964 | loss: 0.0310074 | val_loss: 0.0312847 | Time: 2041.78 ms
[2020-12-21 16:35:46	                main:581]	:	INFO	:	Epoch 965 | loss: 0.0309966 | val_loss: 0.0312927 | Time: 2033.5 ms
[2020-12-21 16:35:48	                main:581]	:	INFO	:	Epoch 966 | loss: 0.0309975 | val_loss: 0.03128 | Time: 2038.42 ms
[2020-12-21 16:35:50	                main:581]	:	INFO	:	Epoch 967 | loss: 0.0309962 | val_loss: 0.0313076 | Time: 2038.89 ms
[2020-12-21 16:35:52	                main:581]	:	INFO	:	Epoch 968 | loss: 0.0310028 | val_loss: 0.0312774 | Time: 2044.31 ms
[2020-12-21 16:35:54	                main:581]	:	INFO	:	Epoch 969 | loss: 0.0309967 | val_loss: 0.0313079 | Time: 2037.06 ms
[2020-12-21 16:35:56	                main:581]	:	INFO	:	Epoch 970 | loss: 0.030989 | val_loss: 0.0313118 | Time: 2027.81 ms
[2020-12-21 16:35:58	                main:581]	:	INFO	:	Epoch 971 | loss: 0.0310015 | val_loss: 0.0312731 | Time: 2037.93 ms
[2020-12-21 16:36:00	                main:581]	:	INFO	:	Epoch 972 | loss: 0.0310035 | val_loss: 0.0313206 | Time: 2030.98 ms
[2020-12-21 16:36:02	                main:581]	:	INFO	:	Epoch 973 | loss: 0.0310013 | val_loss: 0.0312907 | Time: 2041.67 ms
[2020-12-21 16:36:04	                main:581]	:	INFO	:	Epoch 974 | loss: 0.0309954 | val_loss: 0.0313192 | Time: 2039.61 ms
[2020-12-21 16:36:06	                main:581]	:	INFO	:	Epoch 975 | loss: 0.031002 | val_loss: 0.0313019 | Time: 2040.85 ms
[2020-12-21 16:36:08	                main:581]	:	INFO	:	Epoch 976 | loss: 0.0310026 | val_loss: 0.0313013 | Time: 2039.16 ms
[2020-12-21 16:36:11	                main:581]	:	INFO	:	Epoch 977 | loss: 0.0309939 | val_loss: 0.031275 | Time: 2042.1 ms
[2020-12-21 16:36:13	                main:581]	:	INFO	:	Epoch 978 | loss: 0.0309947 | val_loss: 0.0312991 | Time: 2035.38 ms
[2020-12-21 16:36:15	                main:581]	:	INFO	:	Epoch 979 | loss: 0.0310013 | val_loss: 0.0313199 | Time: 2043.52 ms
[2020-12-21 16:36:17	                main:581]	:	INFO	:	Epoch 980 | loss: 0.0310102 | val_loss: 0.0312679 | Time: 2045.13 ms
[2020-12-21 16:36:19	                main:581]	:	INFO	:	Epoch 981 | loss: 0.0310114 | val_loss: 0.0312971 | Time: 2034.73 ms
[2020-12-21 16:36:21	                main:581]	:	INFO	:	Epoch 982 | loss: 0.0310028 | val_loss: 0.0312909 | Time: 2039.05 ms
[2020-12-21 16:36:23	                main:581]	:	INFO	:	Epoch 983 | loss: 0.0309977 | val_loss: 0.0313073 | Time: 2039.61 ms
[2020-12-21 16:36:25	                main:581]	:	INFO	:	Epoch 984 | loss: 0.0309993 | val_loss: 0.031269 | Time: 2042.57 ms
[2020-12-21 16:36:27	                main:581]	:	INFO	:	Epoch 985 | loss: 0.0310011 | val_loss: 0.0312875 | Time: 2047.64 ms
[2020-12-21 16:36:29	                main:581]	:	INFO	:	Epoch 986 | loss: 0.0309933 | val_loss: 0.0312891 | Time: 2036.34 ms
[2020-12-21 16:36:31	                main:581]	:	INFO	:	Epoch 987 | loss: 0.0309983 | val_loss: 0.0312909 | Time: 2036.85 ms
[2020-12-21 16:36:33	                main:581]	:	INFO	:	Epoch 988 | loss: 0.0310042 | val_loss: 0.0313015 | Time: 2033.79 ms
[2020-12-21 16:36:35	                main:581]	:	INFO	:	Epoch 989 | loss: 0.0310033 | val_loss: 0.0313011 | Time: 2029.07 ms
[2020-12-21 16:36:37	                main:581]	:	INFO	:	Epoch 990 | loss: 0.0310017 | val_loss: 0.0312747 | Time: 2039.74 ms
[2020-12-21 16:36:39	                main:581]	:	INFO	:	Epoch 991 | loss: 0.030997 | val_loss: 0.0312891 | Time: 2029.33 ms
[2020-12-21 16:36:41	                main:581]	:	INFO	:	Epoch 992 | loss: 0.0309957 | val_loss: 0.0312882 | Time: 2034.96 ms
[2020-12-21 16:36:43	                main:581]	:	INFO	:	Epoch 993 | loss: 0.0309977 | val_loss: 0.0312969 | Time: 2042.12 ms
[2020-12-21 16:36:45	                main:581]	:	INFO	:	Epoch 994 | loss: 0.0309956 | val_loss: 0.0312822 | Time: 2041.01 ms
[2020-12-21 16:36:47	                main:581]	:	INFO	:	Epoch 995 | loss: 0.0309945 | val_loss: 0.0313139 | Time: 2038.78 ms
[2020-12-21 16:36:49	                main:581]	:	INFO	:	Epoch 996 | loss: 0.030997 | val_loss: 0.0312826 | Time: 2040.87 ms
[2020-12-21 16:36:51	                main:581]	:	INFO	:	Epoch 997 | loss: 0.0310037 | val_loss: 0.0313195 | Time: 2035.89 ms
[2020-12-21 16:36:53	                main:581]	:	INFO	:	Epoch 998 | loss: 0.0309968 | val_loss: 0.0312878 | Time: 2043.12 ms
[2020-12-21 16:36:55	                main:581]	:	INFO	:	Epoch 999 | loss: 0.0309898 | val_loss: 0.0312789 | Time: 2031.17 ms
[2020-12-21 16:36:57	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.0309957 | val_loss: 0.0313129 | Time: 2039.9 ms
[2020-12-21 16:36:59	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.0310019 | val_loss: 0.0313025 | Time: 2035.31 ms
[2020-12-21 16:37:01	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.0310046 | val_loss: 0.0313041 | Time: 2026.33 ms
[2020-12-21 16:37:03	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.0310008 | val_loss: 0.0312972 | Time: 2033.91 ms
[2020-12-21 16:37:06	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.0310021 | val_loss: 0.0312962 | Time: 2025.94 ms
[2020-12-21 16:37:08	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.0309893 | val_loss: 0.031283 | Time: 2045.8 ms
[2020-12-21 16:37:10	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.0309952 | val_loss: 0.0313157 | Time: 2041.1 ms
[2020-12-21 16:37:12	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.0309964 | val_loss: 0.0312854 | Time: 2038.25 ms
[2020-12-21 16:37:14	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.0310034 | val_loss: 0.0312783 | Time: 2037.54 ms
[2020-12-21 16:37:16	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.0310032 | val_loss: 0.0313302 | Time: 2029.77 ms
[2020-12-21 16:37:18	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.030999 | val_loss: 0.0312841 | Time: 2030.19 ms
[2020-12-21 16:37:20	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.0309954 | val_loss: 0.0312875 | Time: 2035.5 ms
[2020-12-21 16:37:22	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.0309981 | val_loss: 0.0313095 | Time: 2025.66 ms
[2020-12-21 16:37:24	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.030997 | val_loss: 0.0312902 | Time: 2037.09 ms
[2020-12-21 16:37:26	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.0310125 | val_loss: 0.0312965 | Time: 2037.91 ms
[2020-12-21 16:37:28	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.0310146 | val_loss: 0.0312821 | Time: 2042.75 ms
[2020-12-21 16:37:30	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.0310026 | val_loss: 0.0312993 | Time: 2046.17 ms
[2020-12-21 16:37:32	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.0309912 | val_loss: 0.0312994 | Time: 2039.76 ms
[2020-12-21 16:37:34	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.0309884 | val_loss: 0.0312815 | Time: 2036.97 ms
[2020-12-21 16:37:36	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.0309923 | val_loss: 0.0313079 | Time: 2037.6 ms
[2020-12-21 16:37:38	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.0309986 | val_loss: 0.0313019 | Time: 2038.27 ms
[2020-12-21 16:37:40	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.0309935 | val_loss: 0.0313033 | Time: 2037.16 ms
[2020-12-21 16:37:42	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.0310001 | val_loss: 0.0313033 | Time: 2036.61 ms
[2020-12-21 16:37:44	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.0310028 | val_loss: 0.03129 | Time: 2027.22 ms
[2020-12-21 16:37:46	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.0309992 | val_loss: 0.0312649 | Time: 2037.92 ms
[2020-12-21 16:37:46	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0312649
[2020-12-21 16:37:46	                main:610]	:	INFO	:	Saving end state to config to file
[2020-12-21 16:37:46	                main:615]	:	INFO	:	Success, exiting..
16:37:46 (1243391): 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)